License
MIT
1783 entries under this license.
ollama
Community
Get up and running with Kimi-K2.5, GLM-5, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models.
Best for: Developers building local-first applications or prototyping with open-source LLMs without cloud costs
Langflow
Community
Langflow is a powerful tool for building and deploying AI-powered agents and workflows.
Best for: Developers building experimental or production LLM workflows who want visual design with code flexibility
LangChain
Community
The agent engineering platform.
Best for: Python developers building prototype or production LLM applications that need to orchestrate multiple tools and data sources
microsoft/markitdown
Various
Python tool for converting files and office documents to Markdown.
Best for: Developers building document pipeline tools or migrating content to Markdown-based systems
llama.cpp
Community
LLM inference in C/C++
Best for: Developers building privacy-first or offline-capable applications with constrained hardware
llama.cpp
Various
LLM inference in C/C++
Best for: Developers building privacy-first applications or deploying models on resource-constrained devices
whisper
Community
Robust Speech Recognition via Large-Scale Weak Supervision
Best for: Developers building privacy-first or offline-capable voice features with multilingual requirements
DeepSeek-R1
Community
First-generation reasoning models from DeepSeek.
Best for: Developers building open-source applications needing interpretable multi-step reasoning without vendor lock-in
code server
Community
VS Code in the browser
Best for: Teams needing consistent remote development environments or developers working across multiple machines
gpt4all
Various
GPT4All: Run Local LLMs on Any Device. Open-source and available for commercial use.
Best for: Developers building offline-first applications or deploying LLMs on consumer hardware without cloud infrastructure.
Prompt Engineering Guide
Various
🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents.
Best for: Developers building LLM applications who need structured learning and reference material on prompt and context optimization.
OpenAI Cookbook
Various
Examples and guides for using the OpenAI API
Best for: Developers new to OpenAI API who learn by reading and running code
MetaGPT
Community
🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming
Best for: Developers building proof-of-concepts or prototypes who want AI agents to handle multiple development stages in parallel.
MetaGPT
Various
🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming
Best for: Teams building software generation pipelines who need structured multi-stage AI workflows and comprehensive artifact output.
Anything LLM
Community
The all-in-one AI productivity accelerator. On device and privacy first with no annoying setup or configuration.
Best for: Developers building privacy-sensitive LLM applications who can run compute locally and want to avoid vendor lock-in.
LLMApp
Community
Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, re
Best for: Teams building enterprise search or RAG systems that need live data synchronization without custom connector development.
upstash/context7
Various
Context7 Platform -- Up-to-date code documentation for LLMs and AI code editors
Best for: Teams using AI code editors who need their LLMs to reference accurate, current codebase documentation without hallucination.
GPT Engineer
Various
CLI platform to experiment with codegen. Precursor to: https://lovable.dev
Best for: Developers experimenting with code generation workflows and prototyping before committing to production tooling
Docs
Community
Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
Best for: Python developers building multi-agent systems for research, automation, or knowledge work tasks
bark
Community
🔊 Text-Prompted Generative Audio Model
Best for: Developers building offline audio generation features or prototyping multilingual voice applications
bitnet.cpp
Various
Official inference framework for 1-bit LLMs
Best for: Developers building inference systems for edge devices, mobile applications, or cost-sensitive deployments where model size and speed outweigh maximum accuracy.
netron
Community
Visualizer for neural network, deep learning and machine learning models
Best for: ML engineers and researchers who need to quickly inspect and understand model architectures across different frameworks
CopilotKit
Community
The Frontend Stack for Agents & Generative UI. React + Angular. Makers of the AG-UI Protocol
Best for: Frontend developers building React or Angular apps that need embedded AI agents and dynamic UI generation
oraios/serena
Various
A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent
Best for: Developers building AI agents that need to understand and modify code programmatically
Faster Whisper
Community
Faster Whisper transcription with CTranslate2
Best for: Developers building production speech-to-text systems where inference speed and resource efficiency matter more than simplicity.
ahujasid/blender-mcp
Various
🐍 - MCP server for working with Blender
Best for: Developers building AI agents that need to generate or modify 3D content in Blender programmatically
Local GPT
Community
Chat with your documents on your local device using GPT models. No data leaves your device and 100% private.
Best for: Teams handling confidential documents who need offline document chat without external dependencies
promptfoo
Community
Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative config
Best for: Teams building LLM applications who need systematic prompt validation and security testing before deployment
Guidance
Community
A guidance language for controlling large language models.
Best for: Developers building production systems that need deterministic, schema-compliant LLM outputs
Awesome Production Machine Learning
Community
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
Best for: Teams building ML infrastructure who need a starting point for evaluating open source ops tools
Davika
Various
Devika is the first open-source implementation of an Agentic Software Engineer. Initially started as an open-source alternative to Devin.
Best for: Developers wanting to experiment with autonomous coding agents without commercial licensing constraints
SWE Agent
Community
SWE-agent takes a GitHub issue and tries to automatically fix it, using your LM of choice. It can also be employed for offensive cybersecurity or competitive coding challenges. [Ne
Best for: Teams wanting to automate routine bug fixes and explore LM-driven code generation without vendor lock-in
DB GPT
Community
open-source agentic AI data assistant for the next generation of AI + Data products.
Best for: Teams building internal AI data assistants who can maintain Python codebases and want to avoid vendor lock-in
LightGBM
Community
A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other
Best for: Data scientists building production ML systems on large tabular datasets where training speed and memory efficiency matter.
DocsGPT
Community
Private AI platform for agents, assistants and enterprise search. Built-in Agent Builder, Deep research, Document analysis, Multi-model support, and API connectivity for agents.
Best for: Teams building internal document search and analysis tools who want open-source control and can manage their own infrastructure.
SuperAGI
Community
SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably.
Best for: Teams building production autonomous agents who want open source control and Python-first development
pydantic/pydantic-ai/mcp-run-python
Various
AI Agent Framework, the Pydantic way
Best for: Python developers building type-safe AI agents with strict validation requirements
Plandex
Community
Open source AI coding agent. Designed for large projects and real world tasks.
Best for: Teams building large features or refactoring substantial codebases who want transparent, plan-driven AI assistance
vectorize-io/hindsight
Various
Hindsight: Agent Memory That Learns
Best for: Developers building stateful agents that need to learn and adapt from experience over multiple interactions
GLips/Figma-Context-MCP
Various
MCP server to provide Figma layout information to AI coding agents like Cursor
Best for: Teams using Figma and AI coding assistants who want to automate component generation from design files.
fauxpilot
Community
FauxPilot - an open-source alternative to GitHub Copilot server
Best for: Developers who need Copilot-like completion on private code or want to avoid cloud-based code submission
Botpress
Community
The open-source hub to build & deploy GPT/LLM Agents ⚡️
Best for: Teams building production LLM agents who want open-source control and TypeScript integration
NNI
Community
An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
Best for: ML engineers and researchers who need flexible, self-hosted AutoML for hyperparameter tuning and neural architecture search
skill-seekers/Skill_Seekers
Various
Convert documentation websites, GitHub repositories, and PDFs into Claude AI skills with automatic conflict detection
Best for: Developers building Claude agents who need to rapidly convert existing documentation into reusable skills
lm-evaluation-harness
Community
A framework for few-shot evaluation of language models.
Best for: Researchers and engineers benchmarking LLM performance against established academic standards
AI Gateway
Community
A blazing fast AI Gateway with integrated guardrails. Route to 1,600+ LLMs, 50+ AI Guardrails with 1 fast & friendly API.
Best for: Developers building multi-model applications who need integrated safety controls
GPT Prompt Engineer
Various
Automated prompt engineering. It generates, tests, and ranks prompts to find the best ones.
Best for: Developers and researchers who need to systematically optimize prompts for LLM applications
mrexodia/ida-pro-mcp
Various
AI-powered reverse engineering assistant that bridges IDA Pro with language models through MCP.
Best for: Reverse engineers and security researchers using IDA Pro who want to augment their analysis with LLM assistance
TypeChat
Community
TypeChat is a library that makes it easy to build natural language interfaces using types.
Best for: Developers building type-safe natural language interfaces in TypeScript
Local Deep Research
Various
~95% on SimpleQA (e.g. Qwen3.6-27B on a 3090). Supports all local and cloud LLMs (llama.cpp, Ollama, Google, ...). 10+ search engines - arXiv, PubMed, your private documents. Every
Best for: Researchers who need private, high-accuracy deep research with local control
bitsandbytes
Community
Accessible large language models via k-bit quantization for PyTorch.
Best for: Developers who need to run or fine-tune large language models on GPU-constrained hardware
GPTCache
Community
Semantic cache for LLMs. Fully integrated with LangChain and llamaindex.
Best for: Developers using LLMs in production who need to cache repetitive queries to cut costs and latency
PraisonAI
Community
PraisonAI 🦞 — Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous self-improving agents that research, plan, code, and execute tasks. Deployed in 5 li
Best for: Developers building autonomous agent workflows in Python with multi-LLM support
R2R
Community
SoTA production-ready AI retrieval system. Agentic Retrieval-Augmented Generation (RAG) with a RESTful API.
Best for: Python developers building production RAG systems with agentic retrieval
mistral.rs
Community
Fast, flexible LLM inference
Best for: Rust developers seeking a fast, flexible LLM inference framework for performance-critical or resource-constrained environments.
GPT Migrate
Community
Easily migrate your codebase from one framework or language to another.
Best for: Developers needing to quickly prototype a migration or convert a codebase between popular frameworks and languages.
Voyager
Community
An Open-Ended Embodied Agent with Large Language Models
Best for: Researchers and developers building autonomous agents for complex simulated environments like Minecraft
SuperAgent
Community
Superagent protects your AI applications against prompt injections, data leaks, and harmful outputs. Embed safety directly into your app and prove compliance to your customers.
Best for: Developers building production AI apps that need built-in safety and compliance proof
Airweave
Community
Open-source context retrieval layer for AI agents
Best for: Developers building AI agents that need reliable context retrieval from external sources
Chat Langchain
Community
locally hosted chatbot specifically focused on question answering over the LangChain documentation ![GitHub Repo stars](https://img.shields.io/github/stars/hwchase17/chat-langchain
Best for: Developers building with LangChain who need quick, context specific answers from the docs.
OpenVLA
Community
OpenVLA: An open-source vision-language-action model for robotic manipulation.
Best for: Robotics researchers and developers building custom vision-language-action policies for manipulation
TaskWeaver
Community
The first "code-first" agent framework for seamlessly planning and executing data analytics tasks.
Best for: Developers building custom data analytics agents with Python
wonderwhy-er/DesktopCommanderMCP
Various
This is MCP server for Claude that gives it terminal control, file system search and diff file editing capabilities
Best for: Developers who want to give Claude direct access to their development environment for automation
lharries/whatsapp-mcp
Various
WhatsApp MCP server
Best for: Developers building AI agents that need real-time WhatsApp integration
executeautomation/playwright-mcp-server
Various
Playwright Model Context Protocol Server - Tool to automate Browsers and APIs in Claude Desktop, Cline, Cursor IDE and More 🔌
Best for: Developers building AI-integrated browser automation workflows
sooperset/mcp-atlassian
Various
MCP server for Atlassian tools (Confluence, Jira)
Best for: Developers building AI agents that need to interact with Confluence and Jira
OpenChat
Community
LLMs custom-chatbots console ⚡
Best for: Developers who want full control over a custom chatbot deployment using open-source orchestration.
Rivet
Community
The open-source visual AI programming environment and TypeScript library
Best for: Developers and teams who want a visual-first approach to prototyping and building AI agent pipelines in TypeScript.
exa-labs/exa-mcp-server
Various
Exa MCP for web search and web crawling!
Best for: Developers building MCP-based AI agents that need live web data
simple-evals
Community
Eval tools by OpenAI.
Best for: Developers who need a straightforward, OpenAI-aligned evaluation toolkit for LLM outputs
CTranslate2
Community
Fast inference engine for Transformer models
Best for: Developers deploying Transformer models in production who need maximum inference speed on CPU or limited hardware
Sacred
Community
Sacred is a tool to help you configure, organize, log and reproduce experiments developed at IDSIA.
Best for: Researchers and engineers who want a lightweight, code-centric experiment tracking system
FLAML
Community
A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
Best for: Data scientists and ML engineers who need fast, lightweight AutoML for tabular data and hyperparameter tuning
AdalFlow
Community
AdalFlow: The library to build & auto-optimize LLM applications.
Best for: Python developers who want to streamline LLM application development with built-in optimization.
AI Getting Started
Community
A Javascript AI getting started stack for weekend projects, including image/text models, vector stores, auth, and deployment configs
Best for: Developers building quick AI demos or weekend projects with TypeScript
antv/mcp-server-chart
Various
🤖 A visualization mcp & skills contains 25+ visual charts using @antvis. Using for chart generation and data analysis.
Best for: Developers building AI agents that need to output visual charts from data
Langroid
Community
Harness LLMs with Multi-Agent Programming
Best for: Developers building multi-agent LLM systems with Python
Coding-Solo/godot-mcp
Various
MCP server for interfacing with Godot game engine. Provides tools for launching the editor, running projects, and capturing debug output.
Best for: Game developers using Godot who want AI assistance for editing and debugging
haris-musa/excel-mcp-server
Various
A Model Context Protocol server for Excel file manipulation
Best for: Developers building AI agents that need reliable, protocol-based read/write access to Excel files.
Code Interpreter API
Community
👾 Open source implementation of the ChatGPT Code Interpreter
Best for: Developers and teams needing a self-hosted, customizable code execution environment integrated with GPT models.
rocketride-org/rocketride-server
Various
High-performance AI pipeline engine with a C++ core and 50+ Python-extensible nodes. Build, debug, and scale LLM workflows with 13+ model providers, 8+ vector databases, and agent
Best for: Developers building complex, multi-provider LLM pipelines who need high performance and IDE integration.
chatgpt-wrapper
Community
Power CLI and Workflow manager for LLMs (core package)
Best for: Developers who want a programmable CLI to automate and manage ChatGPT interactions
Reasoning using Language Models
Community
From Chain-of-Thought prompting to OpenAI o1 and DeepSeek-R1 🍓
Best for: Researchers and AI practitioners tracking reasoning advancements.
shashankss1205/codegraphcontext
Various
An MCP server plus a CLI tool that indexes local code into a graph database to provide context to AI assistants.
Best for: Developers who want to give LLM assistants a structured map of their codebase
GPT-Code UI
Various
An open source implementation of OpenAI's ChatGPT Code interpreter
Best for: Developers and data scientists who want a local, open-source alternative to ChatGPT's code execution feature
SimpleAIChat
Community
Python package for easily interfacing with chat apps, with robust features and minimal code complexity.
Best for: Python developers who want to add chat AI to their projects quickly with minimal boilerplate
LlamaHub
Community
A library of data loaders for LLMs made by the community -- to be used with LlamaIndex and/or LangChain
Best for: Developers building retrieval-augmented generation (RAG) pipelines with LlamaIndex or LangChain
LLMDatahub
Community
A quick guide (especially) for trending instruction finetuning datasets
Best for: LLM practitioners and researchers who need a starting point for selecting instruction fine-tuning datasets
ChatFiles
Community
Document Chatbot — multiple files. Powered by GPT / Embedding.
Best for: Developers needing a simple, customizable tool for document-based question answering
Agent-LLM
Community
AGiXT is a dynamic AI Agent Automation Platform that seamlessly orchestrates instruction management and complex task execution across diverse AI providers. Combining adaptive memor
Best for: Developers who want a flexible, open-source agent orchestration platform to build custom multi-provider AI workflows.
TTS WebUI
Various
A single Gradio + React WebUI with extensions for ACE-Step, OmniVoice, Kimi Audio, Piper TTS, GPT-SoVITS, CosyVoice, XTTSv2, DIA, Kokoro, OpenVoice, ParlerTTS, Stable Audio, MMS, S
Best for: Developers and audio enthusiasts who want a single hub to experiment with diverse TTS and audio generation models
dtreeviz
Community
A python library for decision tree visualization and model interpretation.
Best for: Data scientists and ML engineers who need clear, interpretable visualizations of decision tree models
LangChain Handbook
Community
Jupyter Notebooks to help you get hands-on with Pinecone vector databases
Best for: Developers learning LangChain and Pinecone for RAG applications
exllama
Community
A more memory-efficient rewrite of the HF transformers implementation of Llama for use with quantized weights.
Best for: Developers running quantized Llama models on resource-constrained hardware
learn2learn
Community
A PyTorch Library for Meta-learning Research
Best for: Researchers and students exploring meta-learning techniques in PyTorch
EasyEdit
Community
[ACL 2024] An Easy-to-use Knowledge Editing Framework for LLMs.
Best for: Researchers and engineers experimenting with knowledge editing in LLMs
crystaldba/postgres-mcp
Various
Postgres MCP Pro provides configurable read/write access and performance analysis for you and your AI agents.
Best for: Developers who want to give AI agents structured and safe access to PostgreSQL databases
Infinity
Community
Infinity is a high-throughput, low-latency serving engine for text-embeddings, reranking models, clip, clap and colpali
Best for: Developers needing a fast, scalable open-source serving layer for embedding and reranking models in production.
Camel-AutoGPT
Community
A personal knowledge base that builds and maintains itself. Drop in sources — Claude (or Codex/Gemini) reads them, extracts knowledge, and maintains a persistent interlinked wiki.
Best for: Developers and researchers who want a hands-off, self-maintaining wiki from local sources.
Jpisnice/shadcn-ui-mcp-server
Various
A mcp server to allow LLMS gain context about shadcn ui component structure,usage and installation,compaitable with react,svelte 5,vue & React Native
Best for: Developers building LLM-powered tools that need to generate or manipulate shadcn/ui components across frameworks
Chain-of-Thought Hub
Community
Benchmarking large language models' complex reasoning ability with chain-of-thought prompting
Best for: Researchers and developers evaluating LLM reasoning capabilities with chain-of-thought prompting
zcaceres/markdownify-mcp
Various
A Model Context Protocol server for converting almost anything to Markdown
Best for: Developers building AI workflows that need to convert diverse content into Markdown for processing
PAI
Community
Resource scheduling and cluster management for AI
Best for: Teams needing an open-source scheduler for managing GPU clusters used in AI training and experimentation
devflowinc/trieve
Various
All-in-one platform for search, recommendations, RAG, and analytics offered via API
Best for: Developers building custom AI search and retrieval systems
Memary
Community
The Open Source Memory Layer For Autonomous Agents
Best for: Developers and researchers prototyping autonomous agents that need long-term memory
taylorwilsdon/google_workspace_mcp
Various
Control Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search & Drive with AI - Comprehensive Google Workspace / G Suite MCP Server & CLI Tool
Best for: Developers building AI assistants that need direct control over Google Workspace services
RasaGPT
Community
💬 RasaGPT is the first headless LLM chatbot platform built on top of Rasa and Langchain. Built w/ Rasa, FastAPI, Langchain, LlamaIndex, SQLModel, pgvector, ngrok, telegram
Best for: Developers building custom LLM chatbots with Rasa and Langchain
lighteval
Community
Lighteval is your all-in-one toolkit for evaluating LLMs across multiple backends
Best for: Researchers and developers who need a unified way to evaluate and compare LLMs from different sources
luminati-io/brightdata-mcp
Various
A powerful Model Context Protocol (MCP) server that provides an all-in-one solution for public web access.
Best for: Developers who need a reliable, standards-based way to give AI agents controlled access to public web data.
magentic
Community
Seamlessly integrate LLMs as Python functions
Best for: Python developers who want to quickly add LLM capabilities to their code without learning a complex framework.
metatool-ai/metatool-app
Various
MCP Aggregator, Orchestrator, Middleware, Gateway in one docker
Best for: Developers needing a unified Docker-based gateway to manage and orchestrate multiple MCP servers
Awesome AutoDL
Community
Automated Deep Learning: Neural Architecture Search Is Not the End (a curated list of AutoDL resources and an in-depth analysis)
Best for: Researchers and practitioners exploring automated deep learning and neural architecture search
Off Grid
Community
The Swiss Army Knife of Offline AI. Chat, Speak, and Generate Images - Privacy First, Zero Internet. Download an LLM and use it on your mobile device. No data ever leaves your phon
Best for: Privacy-conscious users who need AI capabilities on mobile without internet access
OpenAGI
Community
OpenAGI: When LLM Meets Domain Experts
Best for: Developers building LLM agents that need to invoke specialized domain tools
Awesome-LLM-3D
Community
Awesome-LLM-3D: a curated list of Multi-modal Large Language Model in 3D world Resources
Best for: Researchers and engineers exploring the intersection of large language models and 3D understanding
Notion QA
Community
Notion Question-Answering Bot 
Best for: Teams that need a quick question-answering bot over their Notion workspace
cjo4m06/mcp-shrimp-task-manager
Various
Shrimp Task Manager is a task tool built for AI Agents, emphasizing chain-of-thought, reflection, and style consistency. It converts natural language into structured dev tasks with
Best for: Developers building reasoning AI agents that need structured, reflective task management
Torchmeta
Community
A collection of extensions and data-loaders for few-shot learning & meta-learning in PyTorch
Best for: Researchers and developers building few-shot or meta-learning models in PyTorch
OpenDAN
Community
OpenDAN is an open source Personal AI OS , which consolidates various AI modules in one place for your personal use.
Best for: Developers and hobbyists who want to run and orchestrate multiple AI models locally on their own hardware.
ios-simulator-mcp
Various
MCP server for interacting with the iOS simulator
Best for: Developers who want to automate iOS simulator tasks through AI assistants
DemoGPT
Community
🤖 Create LLM agents in a second with your prompts. Everything you need to create an LLM Agent - tools, prompts, frameworks, and models - all in one place.
Best for: Developers who want to quickly prototype LLM agents from natural language prompts
Autochain
Community
AutoChain: Build lightweight, extensible, and testable LLM Agents
Best for: Developers who need a simple, testable framework for building and evaluating LLM agents in Python.
automl-gs
Community
Provide an input CSV and a target field to predict, generate a model + code to run it.
Best for: Data scientists and developers who want a quick, code-generating AutoML baseline for tabular data.
Awesome-LLM-Compression
Community
Awesome LLM compression research papers and tools.
Best for: Researchers and engineers exploring LLM compression for efficient deployment
Dialoqbase
Community
Create chatbots with ease
Best for: Developers seeking an open-source, easy-to-use chatbot orchestration tool
benborla29/mcp-server-mysql
Various
A Model Context Protocol server that provides read-only access to MySQL databases. This server enables LLMs to inspect database schemas and execute read-only queries.
Best for: Developers needing safe, read-only MySQL access for AI agents and LLMs.
llm-ui
Community
The React library for LLMs
Best for: React developers who need a lightweight library to add LLM chat and streaming capabilities to their web apps
CoderGamester/mcp-unity
Various
Model Context Protocol (MCP) plugin to connect with Unity Editor — designed for Cursor, Claude Code, Codex, Windsurf and other IDEs
Best for: Developers using AI coding assistants to interact with Unity Editor
SmartGPT
Community
A program that provides LLMs with the ability to complete complex tasks using plugins.
Best for: Developers building custom LLM-based automation pipelines that need reliable orchestration and tool integration.
Octo
Community
Octo is a transformer-based robot policy trained on a diverse mix of 800k robot trajectories.
Best for: Robotics researchers and developers seeking a versatile pretrained manipulation policy
Knowledge GPT
Community
Accurate answers and instant citations for your documents.
Best for: Developers and researchers who need a lightweight RAG solution for document Q&A with citation transparency.
korotovsky/slack-mcp-server
Various
The most powerful MCP Slack Server with no permission requirements, Apps support, GovSlack, DMs, Group DMs and smart history fetch logic.
Best for: Developers building AI agents that need to interact with Slack workspaces without admin approval.
llm-chain
Community
llm-chain is a powerful rust crate for building chains in large language models allowing you to summarise text and complete complex tasks
Best for: Rust developers building high-performance, multi-step LLM workflows for production systems
currentslab/awesome-vector-search
Community
Collections of vector search related libraries, service and research papers
Best for: Developers and researchers quickly surveying the vector search landscape
anaisbetts/mcp-installer
Various
An MCP server that installs other MCP servers for you
Best for: Developers building or using MCP-based systems
louis030195/terminator-mcp-agent
Various
playwright for windows computer use
Best for: Developers needing reliable, scriptable automation of Windows desktop UIs
MemFree
Community
MemFree - Hybrid AI Search Engine & AI Page Generator
Best for: Developers building custom AI search and page generation pipelines
Mirascope
Community
The LLM Anti-Framework
Best for: Python developers who want observability without heavy abstractions for LLM apps
metric-learn
Community
Metric learning algorithms in Python
Best for: Data scientists and ML engineers needing custom distance metrics for classification or retrieval.
flux159/mcp-server-kubernetes
Various
MCP Server for kubernetes management commands
Best for: Developers building AI agents that need to interact with Kubernetes clusters
RestGPT
Community
An LLM-based autonomous agent controlling real-world applications via RESTful APIs
Best for: Developers prototyping LLM-based automation over REST APIs
Dust
Community
Custom AI agent platform to speed up your work.
Best for: Developers who want an open-source, TypeScript-native framework for building custom agent orchestration pipelines.
jau123/MeiGen-AI-Design-MCP
Various
Supports GPT Image 2, Nanobanana & ComfyUI, with a 1,400+ prompt library, carefully crafted hooks and a multi-task orchestration system
Best for: Developers building automated image generation pipelines with multiple AI backends
BabyAGI UI
Community
BabyAGI UI is designed to make it easier to run and develop with babyagi in a web app, like a ChatGPT.
Best for: Developers and researchers exploring autonomous AI agent workflows
AI Utils
Community
The TypeScript library for building AI applications.
Best for: TypeScript developers building AI-powered applications
ModelFusion
Community
The TypeScript library for building AI applications.
Best for: TypeScript developers building multi-model AI applications who want a lightweight, unified framework.
whisper-ctranslate2
Community
Whisper command line client compatible with original OpenAI client based on CTranslate2.
Best for: Developers who need efficient local speech-to-text transcription with minimal overhead
AIDE
Community
AIDE: AI-Driven Exploration in the Space of Code. The machine Learning engineering agent that automates AI R&D.
Best for: AI researchers and machine learning engineers automating exploratory experiments
apify/actors-mcp-server
Various
The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, or any other website using thousands of ready-made scrapers,
Best for: Developers building AI agents that need structured web data extraction from many sources
Awesome-Code-LLM
Community
👨💻 An awesome and curated list of best code-LLM for research.
Best for: Researchers and developers exploring code LLMs for academic or experimental use
designcomputer/mysql_mcp_server
Various
A Model Context Protocol (MCP) server that enables secure interaction with MySQL databases
Best for: Developers who need to give AI models controlled, secure access to MySQL databases using the Model Context Protocol
MiniChain
Community
A tiny library for coding with large language models.
Best for: Developers who want a lightweight, educational tool for simple LLM chaining experiments.
ModelEditingPapers
Community
Must-read Papers on Knowledge Editing for Large Language Models.
Best for: Researchers and engineers exploring the landscape of LLM knowledge editing.
MInference
Community
[NeurIPS'24 Spotlight, ICLR'25, ICML'25] To speed up Long-context LLMs' inference, approximate and dynamic sparse calculate the attention, which reduces inference latency by up to
Best for: Developers optimizing long-context LLM inference on NVIDIA GPUs
Azure/azure-mcp
Various
The Azure MCP Server, bringing the power of Azure to your agents.
Best for: Developers building agent systems that need programmatic access to Azure cloud services.
mbailey/voice-mcp
Various
Natural voice conversations with Claude Code
Best for: Developers using Claude Code who prefer or need voice interaction
nickclyde/duckduckgo-mcp-server
Various
A Model Context Protocol (MCP) server that provides web search capabilities through DuckDuckGo, with additional features for content fetching and parsing.
Best for: Developers building MCP-compatible AI agents that need web search without API keys
samuelgursky/davinci-resolve-mcp
Various
MCP server integration for DaVinci Resolve Studio
Best for: Video editors and post-production teams who want to automate Resolve tasks via AI assistants
AI.JSX
Community
The AI Application Framework for Javascript
Best for: JavaScript developers who want to build AI applications using a component-based, declarative approach
brave/brave-search-mcp-server
Various
📇 ☁️ - Web search capabilities using Brave's Search API
Best for: Developers building AI agents that need on-demand web search capabilities
axflow
Community
The TypeScript framework for AI development
Best for: TypeScript developers building AI applications that need streaming and structured output
Ax
Community
The TypeScript framework for AI development
Best for: TypeScript developers building structured AI workflows and agents
Wllama
Community
WebAssembly binding for llama.cpp - Enabling on-browser LLM inference
Best for: Developers building privacy-focused or offline web apps that need on-device LLM inference
mnemox-ai/tradememory-protocol
Various
Decision audit trail + persistent memory for AI trading agents. Outcome-weighted recall, SHA-256 tamper detection, 17 MCP tools.
Best for: Developers building AI trading agents that need auditable, persistent memory
jae-jae/fetcher-mcp
Various
MCP server for fetch web page content using Playwright headless browser.
Best for: Developers building MCP-based AI tools that need reliable web page content, especially from dynamic sites
ix
Community
Autonomous GPT-4 agent platform
Best for: Developers exploring autonomous agent architectures with GPT-4
LLM Agents
Community
Build agents which are controlled by LLMs
Best for: Python developers who want a minimal library to prototype LLM-driven agent workflows.
AIDC-AI/Pixelle-MCP
Various
An Open-Source Multimodal AIGC Solution based on ComfyUI + MCP + LLM https://pixelle.ai
Best for: Developers building custom multimodal AIGC pipelines who want to combine ComfyUI with LLMs.
TencentCloudBase/CloudBase-AI-ToolKit
Various
CloudBase MCP - Connect CloudBase to your AI Agent. Go from AI prompt to live app.
Best for: Developers building AI-driven applications on Tencent Cloud who want to turn prompts into deployed apps quickly.
ThoughtSource⚡
Community
A central, open resource for data and tools related to chain-of-thought reasoning in large language models. Developed @ Samwald research group: https://samwald.info/
Best for: Researchers and developers studying or implementing chain-of-thought reasoning in LLMs
vkhanhqui/figma-mcp-go
Various
Figma MCP for free users — no rate limits, full read/write, text to designs, designs to code
Best for: Developers who need unrestricted Figma API access for automation without paying for a premium plan
lanarky
Community
The web framework for building LLM microservices [deprecated]
Best for: Developers exploring legacy or experimental LLM observability patterns who accept an abandoned codebase
can4hou6joeng4/boss-agent-cli
Various
AI-agent-first CLI for BOSS 直聘 — 职位搜索、福利筛选、招聘者工作流、MCP 工具与 AI 简历优化
Best for: Developers and recruiters who need to automate tasks on BOSS Zhipin via an AI-driven CLI
MM ReAct
Community
Official repo for MM-REACT
Best for: Researchers and developers prototyping multimodal reasoning agents in Python
neo4j-contrib/mcp-neo4j
Various
Neo4j Labs Model Context Protocol servers
Best for: Developers building Python-based AI agents that need structured access to Neo4j graph databases via the Model Context Protocol
DEvol (DeepEvolution)
Community
Early POC of genetic neural architecture search
Best for: Researchers and hobbyists experimenting with genetic neural architecture search
femtoGPT
Community
Pure Rust implementation of a minimal Generative Pretrained Transformer
Best for: Developers and researchers who want a minimal, understandable GPT implementation in Rust for learning or small-scale experimentation.
Mibayy/token-savior
Various
The MCP server that turns Claude into the only coding agent hitting 100% on a real benchmark. -77% active tokens, -76% wall time, 0 losses across 96 tasks on Claude Opus 4.7. Struc
Best for: Developers using Claude Opus for complex coding tasks who need to minimize token consumption and latency
rohitg00/kubectl-mcp-server
Various
Published in CNCF Landscape: A MCP server for Kubernetes.
Best for: Developers and platform engineers wanting to integrate natural language interfaces with Kubernetes operations
suekou/mcp-notion-server
Various
A Model Context Protocol server for connecting Notion to MCP-compatible clients
Best for: Developers building AI agents or chatbots that need to programmatically access Notion content.
snaggle-ai/openapi-mcp-server
Various
Allow AI to wade through complex OpenAPIs using Simple Language
Best for: Developers building AI agents that need to dynamically interact with REST APIs via natural language
Dragonfly
Community
An open source python library for scalable Bayesian optimisation.
Best for: Developers needing scalable Bayesian optimisation for expensive black-box function evaluations, especially in observability and ML tuning
xing5/mcp-google-sheets
Various
This MCP server integrates with your Google Drive and Google Sheets, to enable creating and modifying spreadsheets.
Best for: Developers building AI agents or MCP servers that need to automate Google Sheets tasks
ChatPDF
Community
Chat and Ask on your own data. Accelerator to quickly upload your own enterprise data and use OpenAI services to chat to that uploaded data and ask questions
Best for: Developers who want a quick, open-source starting point to experiment with chat over their own documents using OpenAI.
bgauryy/octocode-mcp
Various
MCP server for semantic code research and context generation on real-time using LLM patterns | Search naturally across public & private repos based on your permissions | Transform
Best for: Developers who need to search and understand codebases across repositories using natural language queries.
Ihor-Sokoliuk/MCP-SearXNG
Various
MCP Server for SearXNG
Best for: Developers building AI agents that need private, self-hosted web search without relying on third-party APIs
weibaohui/k8m
Various
一款轻量级、跨平台的 Mini Kubernetes AI Dashboard，支持大模型+智能体+MCP(支持设置操作权限)，集成多集群管理、智能分析、实时异常检测等功能，支持多架构并可单文件部署，助力高效集群管理与运维优化。
Best for: Kubernetes operators and SREs who want a lightweight, AI-enhanced dashboard with permission management for multi-cluster environments.
co-browser/browser-use-mcp-server
Various
Browse the web, directly from Cursor etc.
Best for: Developers using Cursor or other MCP-compatible editors who need quick web access inside their coding workflow
MicroAgent
Community
Agents Capable of Self-Editing Their Prompts / Python Code
Best for: Developers exploring autonomous agent behavior and dynamic self-improvement in Python
mihaelamj/cupertino
Various
A local Apple Documentation crawler and MCP server. Written in Swift.
Best for: Apple platform developers needing offline documentation or MCP integration
zcaceres/fetch-mcp
Various
A flexible HTTP fetching Model Context Protocol server.
Best for: Developers building MCP-enabled AI agents that need web access
softeria/ms-365-mcp-server
Various
A Model Context Protocol (MCP) server for interacting with Microsoft 365 and Office services through the Graph API
Best for: Developers building AI agents that need programmatic access to Microsoft 365 data and services
Langchain visualizer
Community
Visualization and debugging tool for LangChain workflows
Best for: Developers building and debugging LangChain applications
awesome-llm-webapps
Community
A collection of open source, actively maintained web apps for LLM applications
Best for: Developers exploring open source starting points for LLM web applications
mnemox-ai/idea-reality-mcp
Various
Pre-build reality check for AI coding agents. Scans GitHub, HN, npm, PyPI, Product Hunt. MCP server. 290+ stars.
Best for: AI coding agents that need to avoid reinventing the wheel
LLMFlow
Community
LLMFlows - Simple, Explicit and Transparent LLM Apps
Best for: Python developers who want a simple, transparent way to orchestrate LLM calls without heavy abstractions.
karanb192/reddit-mcp-buddy
Various
Clean, LLM-optimized Reddit MCP server. Browse posts, search content, analyze users. No fluff, just Reddit data.
Best for: Developers building LLM-based tools that need structured, real-time Reddit data
semgrep/mcp
Various
A MCP server for using Semgrep to scan code for security vulnerabilities.
Best for: Developers who want to add automated security scanning to their AI-assisted coding workflows
utensils/mcp-nixos
Various
MCP-NixOS - Model Context Protocol Server for NixOS resources
Best for: Developers using AI assistants who need quick access to NixOS configuration and package information.
mark3labs/mcp-filesystem-server
Various
Go server implementing Model Context Protocol (MCP) for filesystem operations.
Best for: Developers building AI agents that need direct filesystem interaction
jtang613/GhidrAssistMCP
Various
An native MCP server extension for Ghidra
Best for: Reverse engineers and security researchers who want to automate Ghidra analysis with AI assistants
opentabs-dev/opentabs
Various
Browser automation clicks buttons. OpenTabs calls APIs.
Best for: Developers needing a simple, scriptable way to automate browser tab actions and API interactions in TypeScript projects.
automation-ai-labs/mcp-link
Various
Convert Any OpenAPI V3 API to MCP Server
Best for: Developers needing to quickly bridge existing REST APIs into the Model Context Protocol ecosystem
neondatabase/mcp-server-neon
Various
MCP server for interacting with Neon Management API and databases
Best for: Developers using Neon who want to manage databases through AI assistants
abhiemj/manim-mcp-server
Various
🐍 🏠 🪟 🐧 - A local MCP server that generates animations using Manim.
Best for: Developers and educators who want to generate Manim animations through AI assistants
Doc Search
Community
Converse with book - Built with GPT-3
Best for: Developers who want to experiment with book-based Q&A using GPT-3
GitHub Repository
Community
[Discord](https://discord.com/invite/wKds24jdAX/?utm_source=awesome-ai-agents)
Best for: Python developers who want a simple open-source starting point for autonomous agent experiments
etsd-tech/mcp-pointer
Various
MCP tool: let you point at DOM elements for your favorite agentic coding tool. Let AI see what you see.
Best for: Developers using MCP-compatible AI coding tools who need to reference specific UI elements
hustcc/mcp-mermaid
Various
❤️ Generate mermaid diagram and chart with AI MCP dynamically.
Best for: Developers using AI assistants who need on-demand diagrams for documentation, design, or debugging.
ferrislucas/iterm-mcp
Various
A Model Context Protocol server that executes commands in the current iTerm session - useful for REPL and CLI assistance
Best for: Developers on macOS who want AI assistants to execute commands directly in their iTerm terminal
dannote/figma-use
Various
Control Figma from the command line. Full read/write access for AI agents — create shapes, text, components, set styles, export images. 100+ commands.
Best for: Developers automating Figma workflows or building AI agents that interact with Figma
kimtaeyoon83/mcp-server-youtube-transcript
Various
This is an MCP server that allows you to directly download transcripts of YouTube videos.
Best for: Developers who need a quick, no-frills way to get YouTube transcripts into their MCP-compatible tools
vivekvells/mcp-pandoc
Various
MCP server for document format conversion using pandoc.
Best for: Developers building MCP-based AI agents that need reliable document format conversion
reading-plus-ai/mcp-server-data-exploration
Various
🐍 ☁️ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
Best for: Data analysts and developers seeking quick automated CSV analysis via MCP
SwarmClaw
Community
Open-source self-hosted AI agent runtime and multi-agent framework for autonomous agent swarms. Agent memory, MCP tools, schedules, delegation, and 23+ LLM providers (Claude, GPT,
Best for: Developers who need a self-hosted, multi-agent framework with broad LLM support and want to avoid vendor lock-in.
LvcidPsyche/auto-browser
Various
Give your AI agent a real browser — with a human in the loop. Open-source MCP-native browser agent.
Best for: Developers building safe, interactive AI agents for real browser tasks
LabNotebook
Community
LabNotebook is a tool that allows you to flexibly monitor, record, save, and query all your machine learning experiments.
Best for: Individual researchers or small teams experimenting in Jupyter notebooks who need lightweight, queryable experiment logging
anaisbetts/mcp-youtube
Various
A Model-Context Protocol Server for YouTube
Best for: Developers building AI agents that need to search or transcribe YouTube content
Embedbase
Community
A dead-simple API to build LLM-powered apps
Best for: Developers who want a lightweight orchestration backend for LLM apps
joinly-ai/joinly
Various
Make your meetings accessible to AI Agents
Best for: Developers building AI agents that need to access meeting content
genomoncology/biomcp
Various
BioMCP: Biomedical Model Context Protocol
Best for: Developers building AI agents that need reliable access to structured biomedical data
ReLLM
Community
Exact structure out of any language model completion.
Best for: Developers who need deterministic, structured outputs from any language model
jasonjmcghee/claude-debugs-for-you
Various
Enable any LLM (e.g. Claude) to interactively debug any language for you via MCP and a VS Code Extension
Best for: Developers who want an interactive LLM debugging assistant within VS Code
Agency
Community
🕵️♂️ Library designed for developers eager to explore the potential of Large Language Models (LLMs) and other generative AI through a clean, effective, and Go-idiomatic approach.
Best for: Go developers building custom orchestration pipelines for LLMs and generative AI
PV-Bhat/vibe-check-mcp-server
Various
Vibe Check is a tool that provides mentor-like feedback to AI Agents, preventing tunnel-vision, over-engineering and reasoning lock-in for complex and long-horizon agent workflows.
Best for: Developers building complex, long-horizon AI agents that need guardrails against over-engineering and reasoning lock-in.
Archai
Community
Accelerate your Neural Architecture Search (NAS) through fast, reproducible and modular research.
Best for: Researchers and engineers automating neural architecture design
MarkusPfundstein/mcp-gsuite
Various
MCP Server to interact with Google Gsuite prodcuts
Best for: Developers who need to give AI agents direct access to Google Workspace data and actions
QuantGeekDev/docker-mcp
Various
A docker MCP Server (modelcontextprotocol)
Best for: Developers building AI-powered Docker automation and tooling
tufantunc/ssh-mcp
Various
MCP server exposing SSH control for Linux servers via Model Context Protocol.
Best for: Developers who need to give AI agents programmatic SSH access for managing Linux servers
blockrunai/blockrun-mcp
Various
Live data for AI agents — search, research, markets, crypto, X/Twitter. Pay-per-call via x402 micropayments.
Best for: Developers building AI agents that need on-demand live data without recurring subscriptions.
ariadng/metatrader-mcp-server
Various
Model Context Protocol (MCP) to enable AI LLMs to trade using MetaTrader platform
Best for: Developers embedding LLM agents into MetaTrader trading workflows
openbnb-org/mcp-server-airbnb
Various
Search Airbnb using your AI Agent
Best for: Developers building AI agents that need to search Airbnb listings programmatically.
pab1it0/prometheus-mcp-server
Various
A Model Context Protocol (MCP) server that enables AI agents and LLMs to query and analyze Prometheus metrics through standardized interfaces.
Best for: Developers building AI agents that need real-time access to Prometheus metrics
Autonomous HR Chatbot
Community
An autonomous HR agent that can answer user queries using tools
Best for: Teams seeking an open-source, customizable HR automation solution
LLaMA Cult and More
Community
Large Language Models for All, 🦙 Cult and More, Stay in touch !
Best for: Developers looking for a quick, community-curated entry point to LLaMA model information and related links
TheLunarCompany/lunar#mcpx
Various
lunar.dev: Agent native MCP Gateway for governance and security
Best for: Teams deploying MCP-based agent systems that need centralized security and governance
domdomegg/airtable-mcp-server
Various
🗂️🤖 Airtable Model Context Protocol Server, for allowing AI systems to interact with your Airtable bases
Best for: Developers building AI assistants that need structured access to Airtable data
talkd.ai dialog
Community
RAG LLM Ops App for easy deployment and testing
Best for: Developers building or testing RAG-based conversational AI apps
r-huijts/strava-mcp
Various
A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs
Best for: Developers building AI assistants or tools that need to query and analyze Strava activity data through natural language.
LiteChain
Community
Build robust LLM applications with true composability 🔗
Best for: Developers who want a simple composable framework for LLM applications without heavy overhead
TencentEdgeOne/edgeone-pages-mcp
Various
An MCP service designed for deploying HTML content to EdgeOne Pages and obtaining an accessible public URL.
Best for: Developers using MCP clients to quickly deploy static HTML and obtain a public URL
Rigging
Community
Lightweight LLM Interaction Framework
Best for: Python developers who want a simple, no-frills way to call LLMs in scripts or small applications.
TermGPT
Community
Giving LLMs like GPT-4 the ability to plan and execute terminal commands
Best for: Developers exploring LLM-driven terminal automation in a controlled notebook environment
kagisearch/kagimcp
Various
The Official Model Context Protocol (MCP) server for Kagi Search & other tools.
Best for: Developers building AI agents that need direct, structured access to Kagi's web search and tools
ooples/token-optimizer-mcp
Various
Intelligent token optimization for Claude Code - achieving 95%+ token reduction through caching, compression, and smart tool intelligence
Best for: Claude Code users who want to reduce token usage and costs without losing core functionality
LLM Strategy
Community
Directly Connecting Python to LLMs via Strongly-Typed Functions, Dataclasses, Interfaces & Generic Types
Best for: Python developers seeking type-safe, structured LLM integration without heavy frameworks
Awesome LLM Human Preference Datasets
Community
A curated list of Human Preference Datasets for LLM fine-tuning, RLHF, and eval.
Best for: Researchers and developers needing a curated index of human preference datasets.
blurrah/mcp-graphql
Various
Model Context Protocol server for GraphQL
Best for: Developers adding GraphQL query capabilities to AI assistants or chatbots via the Model Context Protocol
K-Dense-AI/claude-skills-mcp
Various
MCP server for searching and retrieving Claude Agent Skills using vector search
Best for: Developers building Claude-based agents that need to dynamically discover and invoke community-contributed skills
evalstate/mcp-hfspace
Various
MCP Server to Use HuggingFace spaces, easy configuration and Claude Desktop mode.
Best for: Developers who want to quickly connect Hugging Face models to Claude Desktop for prototyping or experimentation.
llama-agents
Community
Llama Agents + Workflows are an event-driven, async-first, step-based way to control the execution flow of AI applications like agents.
Best for: Developers building custom agent orchestration with async workflows
FreePeak/db-mcp-server
Various
A powerful multi-database server implementing the Model Context Protocol (MCP) to provide AI assistants with structured access to databases.
Best for: Developers building AI assistants that need direct, structured database access via the Model Context Protocol
strowk/mcp-k8s-go
Various
MCP server connecting to Kubernetes
Best for: Developers building AI-assisted Kubernetes monitoring and management tools
OneComp
Community
Python package for LLM compression
Best for: Developers needing to shrink LLMs for deployment on limited hardware
mcpdotdirect/evm-mcp-server
Various
MCP server that provides LLMs with tools for interacting with EVM networks
Best for: Developers building AI agents or tools that need to interact with Ethereum and EVM-compatible blockchains
r-huijts/xcode-mcp-server
Various
MCP Server implementation for Xcode integration
Best for: iOS/macOS developers who want to automate Xcode workflows via AI assistants
graphlit-mcp-server
Various
Model Context Protocol (MCP) Server for Graphlit Platform
Best for: Developers building AI agents that need to ingest and query unstructured data through Graphlit's managed platform
Tiberriver256/mcp-server-azure-devops
Various
An MCP server for Azure DevOps
Best for: Developers using Azure DevOps who want AI assistants to interact with their project management and code repositories
juehang/vscode-mcp-server
Various
MCP server to expose VS Code editing features to an LLM for AI coding
Best for: Developers building AI coding assistants that need to automate edits within VS Code
nwiizo/tfmcp
Various
🌍 Terraform Model Context Protocol (MCP) Tool - An experimental CLI tool that enables AI assistants to manage and operate Terraform environments. Supports reading Terraform config
Best for: Developers and DevOps engineers who want to manage Terraform infrastructure through conversational AI assistants like Claude Desktop.
create-t3-turbo-ai
Community
Build full-stack, type-safe, LLM-powered apps with the T3 Stack, Turborepo, OpenAI, and Langchain
Best for: Developers who want a type-safe, monorepo starter for LLM apps using the T3 Stack
base/base-mcp
Various
A Model Context Protocol (MCP) server that provides onchain tools for LLMs, allowing them to interact with the Base network and Coinbase API.
Best for: Developers building LLM agents that need to interact with the Base blockchain or Coinbase services
polygon-io/mcp_polygon)
Various
An MCP server for Massive.com Financial Market Data
Best for: Developers building AI assistants that need financial market data
ttommyth/interactive-mcp
Various
Vibe coding should have human in the loop! interactive-mcp: Local, cross-platform MCP server for interact with your AI Agent
Best for: Developers who want to maintain human oversight and control during AI-assisted coding sessions
CheMiguel23/MemoryMesh
Various
A knowledge graph server that uses the Model Context Protocol (MCP) to provide structured memory persistence for AI models.
Best for: Developers building AI agents or assistants that need persistent, structured memory using the Model Context Protocol
Funcchain
Community
⛓️ build cognitive systems, pythonic
Best for: Developers prototyping cognitive systems in Python who want a simple orchestration layer
saseq/discord-mcp
Various
A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful automation capabilities.
Best for: Developers building AI assistants that need to interact with Discord servers programmatically
Awesome-LLM-hallucination
Community
LLM hallucination paper list
Best for: Researchers and developers seeking a comprehensive paper bibliography on LLM hallucination
Teleprompter
Various
An on-device AI for your meetings that listens to you and makes charismatic quote suggestions.
Best for: Public speakers and meeting participants who want to enhance their verbal charisma
chaindead/telegram-mcp
Various
Telegram MCP for managing dialogs, messages, drafts, read statuses, and more.
Best for: Developers building AI agents that need to interact with Telegram chats and messages
mamertofabian/mcp-everything-search
Various
🐍 🏠 🪟 - Fast Windows file search using Everything SDK
Best for: Windows developers who need fast programmatic file search for LLM-driven automation
ferdousbhai/investor-agent
Various
A Model Context Protocol server for building an investor agent
Best for: Developers creating investor-focused AI agents that use the Model Context Protocol
tuanle96/mcp-odoo
Various
MCP Server for Odoo
Best for: Developers building AI agents or assistants that need to interact with Odoo ERP data and processes
gomarble-ai/facebook-ads-mcp-server
Various
🐍 ☁️ - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.
Best for: Developers building MCP-based tools that need programmatic access to Facebook Ads data and management
joshuarileydev/app-store-connect-mcp-server
Various
📇 🏠 - An MCP server to communicate with the App Store Connect API for iOS Developers
Best for: iOS developers who want to automate or chat with App Store Connect tasks
AgentFlow
Community
Complex LLM Workflows from Simple JSON.
Best for: Python developers who want to declaratively chain LLM calls without writing orchestration code
cablate/mcp-google-map
Various
A powerful Model Context Protocol (MCP) server providing comprehensive Google Maps API integration with LLM processing capabilities.
Best for: Developers building LLM agents that need real-world location and navigation data
sunriseapps/imagesorcery-mcp
Various
An MCP server providing tools for image processing operations
Best for: Developers who need programmatic image processing within MCP-based systems or agent workflows
adhikasp/mcp-git-ingest
Various
A Model Context Protocol (MCP) server that helps read GitHub repository structure and important files.
Best for: Developers building MCP-enabled AI agents that need to understand GitHub codebases
FlowGPT
Community
Generate diagram with AI
Best for: Developers and technical users who need fast, AI-assisted diagram generation for workflows and processes.
SDGLBL/mcp-claude-code
Various
MCP implementation of Claude Code capabilities and more
Best for: Developers who want to embed Claude Code capabilities into custom MCP-powered tools or workflows
mzxrai/mcp-webresearch
Various
MCP web research server (give Claude real-time info from the web)
Best for: Developers who want to give Claude live web search capabilities in their own applications.
anki-mcp/anki-mcp-desktop
Various
A Model Context Protocol (MCP) server that enables AI assistants to interact with Anki, the spaced repetition flashcard application.
Best for: Developers building AI study assistants or automated flashcard pipelines
automatalabs/mcp-server-playwright
Various
MCP server for browser automation using Playwright
Best for: Developers integrating browser automation into AI agent workflows
XeroAPI/xero-mcp-server
Various
An MCP server that integrates with the MCP protocol. https://modelcontextprotocol.io/introduction
Best for: Developers building AI agents that need to access Xero accounting data
carterlasalle/mac_messages_mcp
Various
An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robu
Best for: Developers building macOS-native AI agents that need iMessage access
shinpr/mcp-local-rag
Various
Local-first RAG server for developers. Semantic + keyword search for code and technical docs. Works with MCP or CLI. Fully private, zero setup.
Best for: Developers who need private, local search over code and docs without external dependencies.
eyalzh/browser-control-mcp
Various
MCP server paired with a browser extension that enables AI agents to control the user's browser.
Best for: Developers who need to give AI agents hands-on browser control for testing or workflow automation
zueai/mcp-manager
Various
simple web ui to manage mcp (model context protocol) servers in the claude app
Best for: Developers using Claude who need a convenient way to manage multiple MCP servers
Awesome AI Market Maps
Various
An Awesome List of 500+ AI Market Maps from 2026 and 2025.
Best for: Market researchers, strategists, and investors seeking a broad overview of AI market landscapes
isaacphi/mcp-gdrive
Various
Model Context Protocol (MCP) Server for reading from Google Drive and editing Google Sheets
Best for: Developers building AI agents that need to read and edit Google Drive files and sheets
Govcraft/rust-docs-mcp-server
Various
🦀 Prevents outdated Rust code suggestions from AI assistants. This MCP server fetches current crate docs, uses embeddings/LLMs, and provides accurate context via a tool call.
Best for: Rust developers using AI assistants who need accurate crate documentation context
kiliczsh/mcp-mongo-server
Various
A Model Context Protocol Server for MongoDB
Best for: Developers building AI agents that need direct, natural language access to MongoDB databases.
Omnigraph
Community
Lakehouse native graph engine with git-style workflows
Best for: Developers building observability pipelines on lakehouse infrastructure who need version-controlled graph analytics.
Goptuna
Community
A hyperparameter optimization framework, inspired by Optuna.
Best for: Go developers who need a fast, embedded hyperparameter optimization library.
MindGeniusAI
Community
Auto generate MindMap with ChatGPT
Best for: Developers and knowledge workers who want to automate mind map creation from text using ChatGPT
modelcontextprotocol/server-puppeteer
Various
Reference MCP servers that are no longer maintained
Best for: Developers studying archived MCP reference implementations or evaluating historical protocol patterns
Awesome-LLM-Healthcare
Community
The paper list of the review on LLMs in medicine - "Large Language Models Illuminate a Progressive Pathway to Artificial Healthcare Assistant: A Review".
Best for: Researchers and developers who need a curated bibliography for building LLM-based healthcare solutions
hannesrudolph/mcp-ragdocs
Various
An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant
Best for: Developers building AI assistants that need up-to-date documentation context
jae-jae/g-search-mcp
Various
A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously.
Best for: Developers building AI agents that need fast, concurrent Google search capabilities
8b-is/smart-tree
Various
Smart Tree: not just a tree, a philosophy. A context-aware, AI-crafted replacement for 20+ tools with MEM8 quantum compression, semantic search, AST-smart editing, and partnership
Best for: Developers who want an all-in-one, context-aware command-line tool with AI-assisted code understanding
storybookjs/addon-mcp
Various
🤖
Best for: Teams using Storybook who want to integrate AI assistants for component discovery, testing, or automated workflows.
gannonh/firebase-mcp
Various
🔥 Model Context Protocol (MCP) server for Firebase.
Best for: Developers building AI agents or tools that need to interact with Firebase through the Model Context Protocol
wenb1n-dev/mysql_mcp_server_pro
Various
Model Context Protocol (MCP) server that supports secure interaction with MySQL databases and has anomaly analysis capabilities.更加牛逼！更加好用！不仅止于mysql的增删改查功能； 还包含了数据库异常分析能力；且便于开发者们进行个
Best for: Developers needing secure MySQL access with anomaly detection in MCP environments
radareorg/r2mcp
Various
MCP stdio server for radare2
Best for: Security researchers and reverse engineers who want to augment their workflow with LLM-driven binary analysis
BurtTheCoder/mcp-maigret
Various
MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources.
Best for: Developers building AI assistants that need to perform OSINT username lookups
smart-mcp-proxy/mcpproxy-go
Various
Supercharge AI Agents, Safely
Best for: Developers deploying AI agents that need a simple, auditable security layer over MCP tools.
hustcc/mcp-echarts
Various
🧬 Generate visual charts using ECharts with AI MCP dynamically, used for chart generation and data analysis.
Best for: Developers building AI assistants or tools that need on-demand chart generation from data.
mhmzdev/Figma-Flutter-MCP
Various
An MCP server that provides the coding agents Figma's design token to write Flutter code.
Best for: Flutter developers who use AI coding agents and want to automate design token integration.
adhikasp/mcp-twikit
Various
A Model Context Protocol (MCP) server for interacting with Twitter.
Best for: Developers building AI agents that need basic Twitter read/write access without official API approval
Langchain Decorators
Community
syntactic sugar 🍭 for langchain
Best for: Python developers who want a cleaner, more concise way to build simple LangChain chains and agents.
YuChenSSR/mindmap-mcp-server
Various
mindmap, mcp server, artifact
Best for: Developers building AI workflows that produce visual mind maps as artifacts
tiianhk/MaxMSP-MCP-Server
Various
MCP (Model Context Protocol) Server for Max (Max/MSP/Jitter)
Best for: Max/MSP/Jitter users who want to leverage AI for patch creation and manipulation
g0t4/mcp-server-commands
Various
Model Context Protocol server to run commands (tool: runProcess)
Best for: Developers who need to run shell commands from MCP-enabled AI assistants in trusted, local environments.
hellokaton/unsplash-mcp-server
Various
🔎 A MCP server for Unsplash image search.
Best for: Developers building AI assistants or tools that need on-demand access to Unsplash's free image library.
bondai
Community
BondAI is an open-source tool for developing AI Agent Systems. BondAI handles the implementation complexities including memory/context management, error handling, vector/semantic s
Best for: Python developers who want a lightweight, open-source framework to build AI agents without managing low-level infrastructure.
Zeno
Community
AI Data Management & Evaluation Platform
Best for: Developers and researchers who need a simple, open-source tool for analyzing and comparing AI model outputs.
flox-foundation/flox-mcp
Various
AI-native framework for building trading systems with polyglot bindings.
Best for: Developers building high-performance, multi-language trading systems
gbrigandi/mcp-server-wazuh
Various
MCP Server for Wazuh SIEM
Best for: Security teams who want to integrate AI assistant capabilities with their Wazuh SIEM deployment
reading-plus-ai/mcp-server-deep-research
Various
📇 ☁️ - MCP server providing OpenAI/Perplexity-like autonomous deep research, structured query elaboration, and concise reporting.
Best for: Developers building research assistants or knowledge agents
danhilse/notion_mcp
Various
A simple MCP integration that allows Claude to read and manage a personal Notion todo list
Best for: Developers who want Claude to manage their personal Notion tasks
jinzcdev/markmap-mcp-server
Various
An MCP server for converting Markdown to interactive mind maps with export support (PNG/JPG/SVG).
Best for: Developers building AI-assisted tools that need to produce mind maps from structured text
furey/mongodb-lens
Various
🍃🔎 MongoDB Lens: Full Featured MCP Server for MongoDB Databases
Best for: Developers and data analysts who want to interact with MongoDB using conversational AI assistants
the-momentum/apple-health-mcp-server
Various
MCP server for querying Apple Health data with natural language using DuckDB under the hood.
Best for: Developers building personal health analytics tools or AI agents that need to query Apple Health data naturally
BYO Knowledge Graph
Community
[Large Language Models Course](https://github.com/peremartra/Large-Language-Model-Notebooks-Course)  through the Model Context Protocol (MCP). Bridges Claude, Cursor, a
Best for: Developers who want to control AWS infrastructure from AI assistants like Claude or Cursor
ktanaka101/mcp-server-duckdb
Various
A Model Context Protocol (MCP) server implementation for DuckDB, providing database interaction capabilities
Best for: Developers building AI agents that need lightweight SQL querying on local or analytical datasets.
tumf/mcp-shell-server
Various
A secure shell command execution server implementing the Model Context Protocol (MCP)
Best for: Developers who need a secure, auditable bridge for AI agents to run shell commands on servers
sxhxliang/mcp-access-point
Various
Turn a web server into an MCP server in one click without making any code changes.
Best for: Developers who need to quickly expose existing web services as MCP tools without modifying source code
omni-mcp/isaac-sim-mcp
Various
Isaac Simulation MCP Extension and Server
Best for: Robotics developers and researchers who want to script or control Isaac Sim through AI agents and language models.
QuantGeekDev/mongo-mcp
Various
A mongo db server for the model context protocol (MCP)
Best for: Developers building MCP-based applications that need direct, programmatic access to MongoDB
sbroenne/mcp-server-excel
Various
Excel MCP Server & CLI - 23 tools, 214 operations for AI-powered Excel automation via COM API
Best for: Windows developers who need to script or automate Excel through a standardized MCP server
fatwang2/search1api-mcp
Various
📇 ☁️ - Search via search1api (requires paid API key)
Best for: Developers building MCP-based AI tools who need straightforward web search without self-scraping
tinyfish-io/agentql-mcp
Various
Model Context Protocol server that integrates AgentQL's data extraction capabilities.
Best for: Developers who want to add web data extraction to AI assistants using the Model Context Protocol
waggledance.ai
Community
Knowledge work automation with AI agents
Best for: Developers building custom multi-agent automation for knowledge tasks
34892002/bilibili-mcp-js
Various
Bilibili video search MCP (Model Context Protocol) service - 哔哩哔哩视频搜索MCP服务
Best for: Developers building AI agents or chatbots that need to search Chinese video content from Bilibili
wyattjoh/jmap-mcp
Various
A Model Context Protocol (MCP) server that provides tools for interacting with JMAP (JSON Meta Application Protocol) email servers. Built with Deno and using the jmap-jam client li
Best for: Developers building AI agents that need to interact with JMAP email servers
freema/openclaw-mcp
Various
🦞 MCP server for OpenClaw - secure bridge between Claude.ai and your self-hosted OpenClaw assistant with OAuth2 authentication
Best for: Developers who want to securely connect Claude.ai to their own OpenClaw assistant instance
MladenSU/cli-mcp-server
Various
Command line interface for MCP clients with secure execution and customizable security policies
Best for: Developers building tools that need secure CLI access within MCP workflows
pi22by7/In-Memoria
Various
Persistent Intelligence Infrastructure for AI Agents
Best for: Rust developers building AI agents that require persistent memory and state management
langfuse/mcp-server-langfuse
Various
Model Context Protocol (MCP) Server for Langfuse Prompt Management. This server allows you to access and manage your Langfuse prompts through the Model Context Protocol.
Best for: Developers already using Langfuse who need MCP-based prompt management and automation
DuetGPT
Community
A conversational semi-autonomous developer assistant. AI pair programming without the copypasta.
Best for: Developers who want a conversational AI pair programming tool without manual code transfer
portainer/portainer-mcp
Various
Portainer MCP server
Best for: Developers who want to control their Portainer Docker stacks through AI assistants
yangkyeongmo@/mcp-server-apache-airflow
Various
🐍 🏠 - MCP server that connects to [Apache Airflow](https://airflow.apache.org/) using official client.
Best for: Developers who want to control Apache Airflow through MCP-compatible AI agents
nesquikm/mcp-rubber-duck
Various
An MCP server that acts as a bridge to query multiple OpenAI-compatible LLMs with MCP tool access. Just like rubber duck debugging, explain your problems to various AI "ducks" who
Best for: Developers who want to compare answers from multiple AI models during debugging
stippi/code-assistant
Various
An LLM-powered, autonomous coding assistant. Also offers an MCP and ACP mode.
Best for: Developers seeking an autonomous coding assistant with flexible integration options
HagaiHen/facebook-mcp-server
Various
Facebook MCP server for automating posts, comment moderation, insights, and sentiment filtering.
Best for: Developers building AI agents that need to manage Facebook pages programmatically.
f4ww4z/mcp-mysql-server
Various
A Model Context Protocol server for MySQL database operations
Best for: Developers building AI agents or assistants that need to interact with MySQL databases
pydantic/logfire-mcp
Various
The Logfire MCP Server is here! :tada:
Best for: Python developers using Logfire who want to expose observability data to AI assistants.
scrapeless-ai/scrapeless-mcp-server
Various
Scrapeless Mcp Server
Best for: Developers building AI agents or assistants that need to fetch and process live web data
kaliaboi/mcp-zotero
Various
A connector for Claude Desktop to work with collection and sources on your Zotero Cloud.
Best for: Researchers and academics who use Zotero and want to manage their reference library through Claude Desktop.
reza-gholizade/k8s-mcp-server
Various
Manage Your Kubernetes Cluster with k8s mcp-server
Best for: Developers who want to manage Kubernetes clusters from chat interfaces or MCP-enabled IDEs.
integromat/make-mcp-server
Various
Make MCP Server
Best for: Developers who want to bridge AI assistants with Make automations using the Model Context Protocol
janreges/ai-distiller-mcp
Various
AI Distiller is ultra‑fast, open‑source tool for intelligently extracting only the essential public APIs, types, and structure from large codebases. Compresses 90–98% of code into
Best for: Developers who need to feed large codebases into LLMs cheaply and efficiently
Seym0n/tiktok-mcp
Various
Model Context Protocol (MCP) with TikTok integration
Best for: Developers building MCP-based AI agents that need to read TikTok data
hanzili/comet-mcp
Various
MCP Server connecting to Perplexity Comet browser
Best for: Developers building AI agents that need web browsing through Perplexity Comet
aaronjmars/web3-research-mcp
Various
Deep Research for crypto - free & fully local
Best for: Developers who need private, cost-free crypto research integrated with AI assistants
confluentinc/mcp-confluent
Various
🐍 ☁️ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.
Best for: Developers building AI agents that need to interact with Confluent Kafka clusters
Higangssh/homebutler
Various
🏠 Manage your homelab from chat. Single binary, zero dependencies.
Best for: Homelab enthusiasts who want to control their infrastructure from chat
johannesbrandenburger/typst-mcp
Various
Typst MCP Server is an MCP (Model Context Protocol) implementation that helps AI models interact with Typst, a markup-based typesetting system. The server provides tools for conver
Best for: Developers building AI tools that need to generate or process Typst documents
entanglr/zettelkasten-mcp
Various
A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, explore and synthesize atomic notes through C
Best for: Developers and knowledge workers who want to combine LLM chat interfaces with a Zettelkasten note-taking system.
veelenga/claude-mermaid
Various
MCP Server to previewing mermaid diagrams with live reload
Best for: Developers who want real-time Mermaid diagram previews inside an AI assistant
OpenDataMCP/OpenDataMCP
Various
Connect any Open Data to any LLM with Model Context Protocol.
Best for: Developers seeking a quick MCP-based bridge between open data and language models
lfnovo/content-core
Various
Extract what matters from any media source
Best for: Developers needing a simple content extraction tool for diverse media.
Kapeli/dash-mcp-server
Various
MCP server for Dash, the macOS API documentation browser
Best for: macOS developers who want AI assistants to query their local Dash documentation
pyroprompts/any-chat-completions-mcp
Various
MCP Server for using any LLM as a Tool
Best for: Developers building MCP-based agent workflows who need flexible LLM tool access
delano/postman-mcp-server
Various
An MCP server that provides access to Postman.
Best for: Developers who want AI agents to read Postman collections and environments programmatically.
just-every/mcp-read-website-fast
Various
Quickly reads webpages and converts to markdown for fast, token efficient web scraping
Best for: Developers building AI agents that need efficient, low-token web content extraction
ozgurcd/gograph
Various
A fast, local-only CLI tool to generate repository structures and improve IDE context awareness for Go codebases.
Best for: Go developers needing on-demand, offline repository structure summaries to enhance editor context
narumiruna/yfinance-mcp
Various
🐍 ☁️ - An MCP server that uses yfinance to obtain information from Yahoo Finance.
Best for: Developers building AI agents that need quick access to stock market data via the Model Context Protocol
sirmews/mcp-pinecone
Various
Model Context Protocol server to allow for reading and writing from Pinecone. Rudimentary RAG
Best for: Developers who need a minimal MCP connector to add Pinecone-based memory or knowledge retrieval to an LLM client.
githejie/mcp-server-calculator
Various
A Model Context Protocol server for calculating.
Best for: Developers building MCP-based agents that need deterministic arithmetic without relying on LLM math
redleaves/context-keeper
Various
🧠 LLM-Driven Intelligent Memory & Context Management System （AI记忆管理与智能上下文感知平台） AI记忆管理平台 | 智能上下文感知 | RAG检索增强生成 | 向量检索引擎
Best for: Developers building Go-based AI applications that require persistent memory and context management
saurabhsharma2u/search-console-mcp
Various
Search & analytics data as infrastructure — MCP server for Google Search Console, Bing Webmaster Tools, and GA4, designed for AI agents and automation.
Best for: Developers building AI agents or automation workflows that need direct access to search console and analytics data
Repo
Community
bumpgen is an AI agent that upgrades npm packages
Best for: Developers managing npm projects who want to automate dependency upgrades
posthog/mcp
Various
Official PostHog MCP Server 🦔
Best for: Teams using PostHog who want AI-driven access to their analytics data
serpapi/serpapi-mcp
Various
SerpApi MCP Server for Google and other search engine results
Best for: Developers building AI agents that need live search capabilities
ergut/mcp-bigquery-server
Various
A Model Context Protocol (MCP) server that provides secure, read-only access to BigQuery datasets. Enables Large Language Models (LLMs) to safely query and analyze data through a s
Best for: Developers who need to give LLMs safe, structured access to BigQuery data
roychri/mcp-server-asana
Various
📇 ☁️ This Model Context Protocol server implementation of Asana allows you to talk to Asana API from MCP Client such as Anthropic's Claude Desktop Application, and many more.
Best for: Developers who want to manage Asana tasks and projects through conversational AI interfaces
zcaceres/gtasks-mcp
Various
A Google Tasks Model Context Protocol Server for Claude
Best for: Developers using Claude who need programmatic access to Google Tasks
agenticmail/agenticmail
Various
Email, SMS & phone-call infrastructure for AI agents — send and receive real email and text messages, and place agent-driven outbound voice calls, all programmatically
Best for: Developers building AI agents that need to communicate via email, SMS, or voice calls
dev-mirzabicer/ticktick-sdk
Various
A comprehensive async Python library for TickTick with MCP support.
Best for: Python developers building async integrations with TickTick and MCP workflows
tacticlaunch/mcp-linear
Various
MCP server that enables AI assistants to interact with Linear project management system through natural language, allowing users to retrieve, create, and update issues, projects, a
Best for: Developers who want to manage Linear tasks from an AI chat interface
video-creator/ffmpeg-mcp
Various
Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local video search, tailoring, stitching, playback,clip, overlay, co
Best for: Developers building AI-assisted video editing workflows or integrating video operations into MCP-based tools
BurtTheCoder/mcp-shodan
Various
MCP server for Shodan — search internet-connected devices, IP reconnaissance, DNS lookups, and CVE/CPE vulnerability intelligence. Works with Claude Code, Codex, Gemini CLI, and Cl
Best for: Developers and security researchers needing Shodan data in AI coding assistants
CodeAbra/iai-mcp
Various
The best-benchmarked open-source memory system for AI coding assistants
Best for: Developers using AI coding assistants who need reliable, persistent memory across sessions
takashiishida/arxiv-latex-mcp
Various
MCP server that uses arxiv-to-prompt to fetch and process arXiv LaTeX sources for precise interpretation of mathematical expressions in scientific papers.
Best for: Developers building AI tools for scientific literature understanding
bx33661/Wireshark-MCP
Various
Wireshark-MCP，Give your AI assistant a packet analyzer. Drop a .pcap file, ask questions in plain English — get answers backed by real tshark data.
Best for: Developers and security analysts who want to query packet captures through an AI assistant
jjsantos01/jupyter-notebook-mcp
Various
A Model Context Protocol (MCP) for Jupyter Notebook
Best for: Developers building AI agents that need to execute and inspect Python code in Jupyter notebooks
OctagonAI/octagon-mcp-server
Various
A free MCP server to analyze and extract insights from public filings, earnings transcripts, financial metrics, stock market data, private market transactions, and deep web-based r
Best for: Developers building financial analysis workflows inside MCP-compatible assistants
sirmews/apple-notes-mcp
Various
Read your Apple Notes with Claude Model Context Protocol
Best for: Developers on macOS who want to use their Apple Notes as context in Claude-powered workflows
cobanov/teslamate-mcp
Various
A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics.
Best for: Tesla owners who use TeslaMate and want to query their vehicle data through AI assistants
fabio-rovai/open-ontologies
Various
AI-native ontology engine: a Rust MCP server with tools for building, validating, querying, and reasoning over RDF/OWL ontologies. In-memory Oxigraph triple store, native OWL2-DL t
Best for: Rust developers needing a fast, self-contained ontology engine for embedded or server-side use
fradser/mcp-server-apple-reminders
Various
MCP server providing native macOS integration with Apple Reminders and Calendar via EventKit
Best for: Developers building macOS-native AI agents that need to manage reminders and calendar events
LucasHild/mcp-server-bigquery
Various
A Model Context Protocol server that provides access to BigQuery
Best for: Developers who want to give AI assistants live query access to BigQuery datasets via the Model Context Protocol
nkapila6/mcp-local-rag
Various
"primitive" RAG-like web search model context protocol (MCP) server that runs locally. ✨ no APIs ✨
Best for: Developers exploring local RAG and MCP with a no-API, keep-it-simple approach
zboralski/ida-headless-mcp
Various
Headless IDA Pro binary analysis via Model Context Protocol
Best for: Security researchers and developers who need to automate binary analysis with IDA Pro in server, CI/CD, or AI-integrated environments
kukapay/crypto-indicators-mcp
Various
An MCP server providing a range of cryptocurrency technical analysis indicators and strategies.
Best for: Developers building crypto analysis tools or trading bots who need a lightweight, protocol-based indicator server
chanmeng/google-news-mcp-server
Various
【Star-crossed coders unite!⭐️】Model Context Protocol (MCP) server implementation providing Google News search capabilities via SerpAPI, with automatic news categorization and multi
Best for: Developers building MCP-connected AI agents or tools that need live Google News data
augmnt/augments-mcp-server
Various
Comprehensive MCP server providing real-time framework documentation access for Claude Code with intelligent caching, multi-source integration, and context-aware assistance.
Best for: Developers using Claude Code who need quick, multi-source framework documentation.
agentic-mcp-tools/owlex
Various
🐍 🏠 🍎 🪟 🐧 - AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds
Best for: Developers who want to leverage multiple coding agents in parallel for comparison or consensus-driven results
sammcj/mcp-package-version
Various
An MCP server that provides LLMs with the latest stable package versions when coding
Best for: Developers using LLM-based coding assistants who need reliable, current package version information inline.
mrjoshuak/godoc-mcp
Various
MCP server that reduces LLM context usage when AI coding agents work with Go — structured documentation instead of source-file dumps.
Best for: Developers using AI coding agents with Go projects to minimize context overhead
king-of-the-grackles/reddit-research-mcp
Various
Turn Reddit's chaos into structured insights with full citations. MCP server for competitive analysis, customer discovery, and market research. Zero-setup hosted solution with sema
Best for: Developers and researchers needing quick, citation-backed Reddit insights for market or competitive analysis.
kukapay/freqtrade-mcp
Various
An MCP server that integrates with the Freqtrade cryptocurrency trading bot.
Best for: Developers building AI agents that need to interact with a Freqtrade cryptocurrency trading bot
SecretiveShell/MCP-searxng
Various
MCP server for connecting agentic systems to search systems via searXNG
Best for: Developers building autonomous agents or tools that need web search without relying on proprietary APIs
Shell-Pilot
Community
A simple, lightweight shell script to interact with OpenAI or Ollama or Mistral AI or LocalAI or ZhipuAI from the terminal, and enhancing intelligent system management without any
Best for: System administrators and developers who want lightweight AI integration in shell
Groq Ruby
Community
Groq Cloud runs LLM models fast and cheap. This is a convenience client library for Ruby.
Best for: Ruby developers who want a simple client to call Groq Cloud LLMs from their applications.
dynatrace-oss/dynatrace-mcp
Various
MCP server for Dynatrace Observability
Best for: Teams already using Dynatrace who want to query observability data through AI assistants
jinzcdev/leetcode-mcp-server
Various
An MCP server enabling automated access to LeetCode's problems, solutions, and public data with optional authentication for user-specific features, supporting leetcode.com & leetco
Best for: Developers building AI tools that need LeetCode problem data
PromptMage
Community
simplifies the process of creating and managing LLM workflows.
Best for: Developers needing lightweight observability for LLM workflows
Nyrok/flompt
Various
flow + prompt = flompt - Visual AI Prompt Builder. Decompose, edit as flowchart, recompile into optimized machine-readable prompts
Best for: Developers who want to visually design and refine complex prompts for machine learning models.
st3v3nmw/sourcerer-mcp
Various
MCP for semantic code search & navigation that reduces token waste
Best for: Developers building MCP-enabled code assistants who need efficient semantic code retrieval
BV-Venky/excalidraw-architect-mcp
Various
An MCP server that generates beautiful Excalidraw architecture diagrams with perfect auto-layout.
Best for: Developers using AI agents to create architecture diagrams automatically
tuannvm/mcp-trino
Various
A high-performance Model Context Protocol (MCP) server for Trino implemented in Go.
Best for: Developers who need to connect MCP-compatible AI tools to Trino data warehouses
ChronulusAI/chronulus-mcp
Various
MCP Server for Chronulus AI Forecasting and Prediction Agents
Best for: Developers building AI agents or assistants that need structured probabilistic forecasts
vectorize-io/vectorize-mcp-server
Various
Official Vectorize MCP Server
Best for: Developers building AI agents that need persistent vector memory
gaopengbin/cesium-mcp
Various
AI-powered CesiumJS 3D globe control 49 tools for camera, entities, layers, animation & spatial analysis via Model Context Protocol (MCP). Natural language to 3D GIS.
Best for: Developers building AI-assisted 3D GIS applications with CesiumJS
jparkerweb/mcp-sqlite
Various
🐇 Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities
Best for: Developers building AI assistants that need local or embedded database access
just-every/mcp-screenshot-website-fast
Various
Quickly screenshots webpages and converts to an LLM friendly size
Best for: Developers building LLM agents that need quick webpage snapshots
awkoy/replicate-flux-mcp
Various
MCP for Replicate Flux Model - A powerful tool for generating customized images and SVG assets that match specific coding vibes and aesthetic styles. Streamline your visual asset c
Best for: Developers who want to automate image and SVG creation within their development tools or pipelines.
cswkim/discogs-mcp-server
Various
MCP Server for Discogs
Best for: Developers building AI assistants or tools that need to look up music metadata from Discogs.
Xquik-dev/x-twitter-scraper
Various
Twitter scraper API skill for tweet search, advanced Twitter search, profile tweets, follower export, media download, monitors, webhooks, MCP, and posting automation: send tweets a
Best for: Developers needing a versatile Twitter scraper and automation tool in JavaScript
achiya-automation/safari-mcp
Various
Native Safari browser automation for AI agents. 80 tools via AppleScript — zero overhead, keeps logins, runs silently in background. Drop-in alternative to Chrome DevTools MCP with
Best for: macOS developers building AI agents that need efficient, low-resource Safari automation
memgraph/mcp-memgraph
Various
Toolkit for building AI-driven graph apps on Memgraph, with LangChain, MCP, and agent implementations.
Best for: Developers working with Memgraph who need to add AI capabilities to graph applications
Rai220/think-mcp
Various
MCP Server for reasoning
Best for: Developers building MCP-based AI agents needing a simple reasoning module
roadwy/cve-search_mcp
Various
A Model Context Protocol (MCP) server for querying the CVE-Search API
Best for: Developers building security-aware AI assistants or automated vulnerability scanning tools
adancurusul/embedded-debugger-mcp
Various
A Model Context Protocol server for embedded debugging with probe-rs - supports ARM Cortex-M, RISC-V debugging via J-Link, ST-Link, and more
Best for: Developers integrating LLMs into embedded debugging workflows
berlinbra/alpha-vantage-mcp
Various
MCP Server for Alpha Advantage API
Best for: Developers building AI agents or MCP-based tools that need straightforward access to financial market data
ChristianHinge/dicom-mcp
Various
Model Context Protocol (MCP) for interacting with dicom servers (PACS etc.)
Best for: Developers building AI assistants for radiology or medical imaging workflows
juspay/neurolink
Various
Streams are the future of AI powered by unlimited free tokens.
Best for: Developers exploring streaming AI features with minimal token expenditure
LLFn
Community
A light-weight framework for creating applications using LLMs
Best for: Developers who need a simple, no-frills framework for quickly integrating LLMs into Python projects.
JamesANZ/medical-mcp
Various
An MCP server that provides comprehensive medical information by querying multiple authoritative medical APIs including FDA, WHO, PubMed, Google Scholar, and RxNorm
Best for: Developers building medical knowledge assistants that need access to FDA, PubMed, and RxNorm data
areweai/tsgram-mcp
Various
TSGram - Telegram MCP Server for local Claude Code integration - debug and vibe code on the go!
Best for: Developers who want to debug or experiment with code using Claude Code from a mobile device via Telegram
avivsinai/langfuse-mcp
Various
A Model Context Protocol (MCP) server for Langfuse, enabling AI agents to query Langfuse trace data for enhanced debugging and observability
Best for: Developers using Langfuse who want to give their AI agents direct access to trace data for debugging
opgginc/opgg-mcp
Various
📇 ☁️ - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and charact
Best for: Developers creating AI assistants that need live gaming stats and esports schedules
QuantGeekDev/coincap-mcp
Various
A coincap mcp server to access crypto data from coincap API
Best for: Developers building AI assistants that need live cryptocurrency market data without direct vendor lock-in.
tanigami/mcp-server-perplexity
Various
🐍 ☁️ - Interacting with Perplexity API.
Best for: Developers building MCP-based applications that need to leverage Perplexity's AI for real-time queries or research.
arthurpanhku/Arthor-Agent
Various
MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base,Risks, compliance gaps, remediations
Best for: Security teams automating document review and compliance checks
arthurpanhku/DocSentinel
Various
MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base,Risks, compliance gaps, remediations
Best for: Security teams automating document review workflows
kagan-sh/kagan
Various
The Orchestration Layer for AI Coding Agents
Best for: Developers building multi-agent coding workflows in Python
kopfrechner/gitlab-mr-mcp
Various
Interact seamlessly with GitLab repositories to manage merge requests and issues. Fetch details, add comments, and streamline your code review process with ease.
Best for: Developers who want an AI assistant to automate GitLab merge request reviews and issue management.
ConechoAI/openai-websearch-mcp
Various
openai websearch tool as mcp server
Best for: Developers creating MCP-compatible AI agents that need web search capabilities
Epistates/TurboMCP
Various
A full featured, enterprise grade rust MCP SDK
Best for: Rust developers building MCP-based tools or services
nguyenvanduocit/jira-mcp
Various
A Go-based MCP (Model Control Protocol) connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI mo
Best for: Developers integrating AI assistants with Jira for automated project management tasks
abrinsmead/mindpilot-mcp
Various
See through your agent's eyes. Visualize legacy code, architect new systems, understand everything.
Best for: Developers building or maintaining AI agents who need to understand and debug their reasoning process
kunwar-shah/claudex
Various
MCP server with persistent memory + FTS5 search for Claude Code conversation history. Index your ~/.claude/projects/, expose 10 MCP tools, browse via web UI. MIT-licensed.
Best for: Developers using Claude Code who need to search and reuse past conversation history
lyonzin/knowledge-rag
Various
[knowledge-rag] - Drop docs, search instantly from Claude Code — 12 MCP tools, 20 format parsers, hybrid search + reranking. Zero servers, zero API keys, 100% local.
Best for: Developers using Claude Code who need private, local document retrieval
elvismdev/mem0-mcp-selfhosted
Various
Self-hosted mem0 MCP server for Claude Code. Run a complete memory server against self-hosted Qdrant + Neo4j + Ollama while using Claude as the main LLM.
Best for: Developers who want a self-hosted, privacy-controlled memory backend for Claude Code
ReAPI-com/mcp-openapi
Various
OpenAPI specification MCP server.
Best for: Developers building AI agents or tools that need to consume OpenAPI documentation via the Model Context Protocol
translated/lara-mcp
Various
🎖️ 📇 ☁️ - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.
Best for: Developers building AI assistants or tools that need programmatic translation and language detection
adeu
ai.adeu
docx ↔ LLM translator. Projects .docx to Markdown for editing. Projects edits back to OOXML as tracked changes. Python and Node.js implementations.
Best for: Developers needing to programmatically edit Word documents via LLMs while maintaining change tracking
alchemy/alchemy-mcp-server
Various
Alchemy's official MCP Server. Allow AI agents to interact with Alchemy's blockchain APIs.
Best for: Developers building AI agents that need to query or write to blockchain networks using natural language
ragieai/mcp-server
Various
Ragie Model Context Protocol Server
Best for: Developers building MCP-compatible AI agents that need RAG context from Ragie knowledge bases
ronantakizawa/a11ymcp
Various
MCP Server for Web Accessibility Testing (6k+ Downloads, #20 on ProductHunt)
Best for: Developers using MCP-based environments who need automated accessibility testing in their workflow.
roomi-fields/notebooklm-mcp
Various
Google NotebookLM over MCP + a local HTTP REST API. Citation-backed Q&A, audio/video/content generation, multi-account rotation. For Claude Code, Codex, Cursor, n8n, Zapier, Make.
Best for: Developers building custom workflows that need citation-based answers and content generation from NotebookLM.
the-momentum/fhir-mcp-server
Various
FHIR MCP Server for handling medical data standard.
Best for: Developers building AI agents that need to interact with FHIR-based electronic health records.
ztxtxwd/open-feishu-mcp-server
Various
📇 ☁️ 🏠 - A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and providing comprehensive Feishu document management too
Best for: Developers building AI integrations with Feishu or Lark
xzq.xu/jvm-mcp-server
Various
This is an implementation project of a JVM-based MCP (Model Context Protocol) server. The project aims to provide a standardized MCP server implementation for the JVM platform, ena
Best for: Developers building AI integrations with Java ecosystems
keboola/keboola-mcp-server
Various
Model Context Protocol (MCP) Server for the Keboola Platform
Best for: Data engineers and analysts who use Keboola and want to control it through an AI assistant
nikolai-vysotskyi/trace-mcp
Various
MCP server for Claude Code and Codex. One tool call replaces ~42 minutes of agent exploration
Best for: Developers using Claude Code or Codex who want to speed up agent exploration and debugging
pminervini/deep-research-mcp
Various
MCP server for OpenAI's Deep Research APIs, Gemini Deep Research Agent, Allen AI's DR-Tulu, and Hugging Face's Open Deep Research
Best for: Developers building MCP-based tools that need flexible access to multiple deep research AI models
rashidazarang/airtable-mcp
Various
Airtable integration for AI-powered applications via Anthropic's Model Context Protocol (MCP)
Best for: Developers building AI assistants that need direct, conversational access to Airtable data
wenb1n-dev/SmartDB_MCP
Various
Universal database MCP server connecting to MySQL, PostgreSQL, SQL Server, MariaDB,DM8,Oracle,not only provides basic database connection such as OAuth 2.0 authentication , health
Best for: Developers needing a unified MCP server to manage and monitor multiple relational databases through a single interface
xcodebuild
Various
MCP tool for building Xcode iOS workspace/project and feeding back error to LLMs.
Best for: Developers using AI assistants to build and debug iOS apps within an MCP-based environment
ChatAbstractions
Community
LangChain chat model abstractions for dynamic failover, load balancing, chaos engineering, and more!
Best for: LangChain users who need robust failover and load-balancing strategies for production chat applications
DomDemetz/claude-soul
Various
Self-correcting learning engine for Claude Code — persistent identity, behavioral pattern tracking, and cross-session memory
Best for: Developers using Claude Code who want a consistent, adaptive coding assistant experience
micl2e2/code-to-tree
Various
A runtime-free MCP server that converts source code into AST🌲, regardless of language.
Best for: Developers needing a simple, language-agnostic AST extraction tool for static code analysis
ricocf/mcp-wolframalpha
Various
A Python-powered Model Context Protocol MCP server and client that uses Wolfram Alpha via API.
Best for: Developers building MCP-compatible AI agents that need factual computation or curated knowledge
pierrebrunelle/mcp-server-openai
Various
Query OpenAI models directly from Claude using MCP protocol.
Best for: Developers who want to combine OpenAI and Claude models in a single workflow
hechtcarmel/jetbrains-debugger-mcp-plugin
Various
☕ 🏠 - A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger.
Best for: Developers using JetBrains IDEs who want to integrate AI assistants into their debugging workflow
PatrickPalmer/MayaMCP
Various
Model Context Protocol (MCP) server implementation for Autodesk Maya
Best for: Developers building AI-assisted 3D content creation tools in Autodesk Maya
ckanthony/gin-mcp
Various
Enable MCP features for any Gin API with a line of code
Best for: Go developers using Gin who want to quickly expose their API as MCP tools for AI agents
leehanchung/bing-search-mcp
Various
MCP Server for Bing Search API
Best for: Developers building MCP-compatible AI agents that need web search
YuChenSSR/multi-ai-advisor
Various
council of models for decision
Best for: Developers experimenting with multi-model consensus for decision-making
zhsama/duckduckgo-mcp-server
Various
📇 🏠 ☁️ - This is a TypeScript-based MCP server that provides DuckDuckGo search functionality.
Best for: Developers who need a quick, API-key-free web search tool within MCP-based applications
feuerdev/keep-mcp
Various
MCP server for Google Keep
Best for: Developers building AI agents that need direct access to Google Keep notes
lamemind/mcp-server-multiverse
Various
A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
Best for: Developers who need to run multiple concurrent MCP server instances in isolated environments.
PhpCodeArcheology/PhpCodeArcheology
Various
PHP static analysis for architecture & maintainability — 60+ metrics, complexity analysis, dependency graphs, git churn hotspots, and AI-ready MCP server. Alternative to PHPMetrics
Best for: PHP developers and teams focused on code maintainability and architecture quality.
yuna0x0/anilist-mcp
Various
AniList MCP server for accessing anime and manga data
Best for: Developers building AI assistants or chatbots that need access to anime and manga information from AniList
JamsusMaximus/trainingpeaks-mcp
Various
TrainingPeaks MCP server for Claude Desktop, Code and Cowork. No API approval needed - works with any account. Query workouts, CTL/ATL/TSB fitness data, power PRs via natural langu
Best for: Athletes and coaches who want to query TrainingPeaks fitness metrics through Claude's interface
optuna/optuna-mcp
Various
The Optuna MCP Server is a Model Context Protocol (MCP) server to interact with Optuna APIs.
Best for: Developers building MCP-compatible AI assistants that need hyperparameter optimization capabilities
mahdin75/geoserver-mcp
Various
A Model Context Protocol (MCP) server implementation that connects LLMs to the GeoServer REST API
Best for: Developers who want to let LLMs interact with GeoServer-managed geospatial data
SecretiveShell/MCP-wolfram-alpha
Various
Connect your chat repl to wolfram alpha computational intelligence
Best for: Developers building LLM agents or chatbots that need authoritative computational answers
8enSmith/mcp-open-library
Various
A Model Context Protocol (MCP) server for the Internet Archive's Open Library API that enables AI assistants to search for book and author information.
Best for: Developers building AI assistants that need quick access to book and author metadata
AbdelStark/bitcoin-mcp
Various
Bitcoin & Lightning Network MCP Server.
Best for: Developers building AI agents that need direct, programmatic access to Bitcoin and Lightning Network functionality.
automateyournetwork/pyATS_MCP
Various
An MCP Server for pyATS (experimental)
Best for: Network automation engineers already using pyATS who want to expose device and test data to MCP-enabled AI agents
erithwik/mcp-hn
Various
MCP Server for Hackernews
Best for: Developers building AI agents that need programmatic access to Hacker News content
kdqed/zaturn
Various
Data Analysis With Vibes
Best for: Data analysts and scientists who want to accelerate routine data exploration tasks
pab1ito/chess-mcp
Various
A Model Context Protocol server for Chess.com's Published Data API. This provides access to Chess.com player data, game records, and other public information through standardized M
Best for: Developers building AI assistants that need to query public chess data from Chess.com
GenWaveLLC/svgmaker-mcp
Various
Model Context Protocol server for SVGMaker - AI-powered SVG generation and editing. Seamlessly integrate SVG creation into AI workflows.
Best for: Developers who want to add SVG generation capabilities to MCP-based agent workflows without building a custom integration.
kadykov/mcp-openapi-schema-explorer
Various
MCP server providing token-efficient access to OpenAPI/Swagger specs via MCP Resource Templates for client-side exploration.
Best for: Developers building MCP-native assistants that need quick, contextual access to REST API documentation
kukapay/cryptopanic-mcp-server
Various
Provide latest cryptocurrency news to AI agents.
Best for: Developers building AI agents that need real-time crypto news
mzxrai/mcp-openai
Various
Chat with OpenAI models from Claude Desktop
Best for: Developers who want to use OpenAI models within the Claude Desktop environment
transloadit/node-sdk
Various
Transloadit's official Node.js SDK
Best for: Node.js developers who need to integrate Transloadit's file processing capabilities into their server-side applications
isnow890/naver-search-mcp
Various
MCP server for Naver Search API integration. Provides comprehensive search capabilities across Naver services (web, news, blog, shopping, etc) and data trend analysis tools via Dat
Best for: Developers building AI tools that need Korean web search and trend data from Naver.
imran-siddique/agentos-mcp-server
Various
[DEPRECATED] Moved to microsoft/agent-governance-toolkit
Best for: Developers evaluating agent governance patterns who should use the microsoft/agent-governance-toolkit instead.
rishijatia/fantasy-pl-mcp
Various
Fantasy Premier League MCP Server
Best for: Developers building AI agents or tools that need live Fantasy Premier League data.
apinetwork/piapi-mcp-server
Various
A TypeScript implementation of a Model Context Protocol (MCP) server that integrates with PiAPI's API. PiAPI makes user able to generate media content with Midjourney/Flux/Kling/Lu
Best for: Developers building MCP-compatible workflows who need to invoke multiple media generation APIs from a single interface
freema/mcp-gsheets
Various
MCP server for Google Sheets - Read, write and manipulate spreadsheets through Claude Desktop
Best for: Developers who want to give Claude Desktop read/write access to Google Sheets
teolex2020/AuraSDK
Various
Cognitive memory for AI agents. Pure Rust, <1ms recall, 2.7MB, zero cloud. Patent Pending.
Best for: Developers building privacy-focused, local AI agents in Rust who need minimal latency memory
ferdousbhai/tasty-agent
Various
Let Claude manage your tastytrade portfolio.
Best for: Developers who want to automate their tastytrade portfolio using natural language commands via Claude.
Pantheon-Security/notebooklm-mcp-secure
Various
Secure NotebookLM MCP Server - Query Google NotebookLM from Claude/AI agents with 17 security hardening layers
Best for: Developers who need to query NotebookLM from AI agents with strong security controls
r-huijts/rijksmuseum-mcp
Various
Rijksmuseum MCP integration for artwork exploration and analysis
Best for: Developers building art-oriented chat tools or data pipelines using the Rijksmuseum API
NON906/omniparser-autogui-mcp
Various
Automatic operation of on-screen GUI.
Best for: Developers needing visual-based GUI automation for non-standard or legacy applications
zaizaizhao/mcp-swagger-server
Various
MCP Swagger Server 将任何符合 OpenAPI/Swagger 规范的 REST API 转换为 Model Context Protocol (MCP) 格式，让 AI 助手能够理解和调用您的 API。
Best for: Developers who want to quickly connect their REST APIs to AI assistants using the Model Context Protocol
djalal/quran-mcp-server
Various
Quran.com API integration for verse search, translation and tafsir
Best for: Developers building applications that need Quranic verse search, translation, or tafsir functionality
mobb-dev/mobb-vibe-shield-mcp
Various
Automatic security vulnerability remediation for your code.
Best for: Developers using AI coding assistants who want automated security vulnerability remediation
NameetP/pdfmux
Various
PDF extraction that checks its own work. #2 reading order accuracy — zero AI, zero GPU, zero cost.
Best for: Developers needing lightweight, verifiable PDF text extraction without AI costs
twelvedata/mcp
Various
Twelve Data MCP (Model Context Protocol) Server provides seamless, real-time access to financial market data via WebSocket, enabling reliable streaming of price quotes, market metr
Best for: Developers building real-time financial analytics or trading tools who already use or can adopt the Model Context Protocol.
ukkit/memcord
Various
🧠 Privacy-first MCP server for AI memory management. Save, search & organize chat history with intelligent summarization.
Best for: Developers building privacy-conscious AI agents that need persistent memory
rehydra
Various
Prevent accidental PII leakage in LLM prompts before they hit the model.
Best for: Developers building LLM applications that handle user data and need to prevent PII leakage
andreisirbu91-lab/MCPSpend
Various
Real-time cost observability for Model Context Protocol (MCP) tool calls. Wraps any MCP server, attributes spend per tool/project/customer. Free tier 25K calls/mo. EU-hosted
Best for: Developers using MCP servers who need to track and allocate costs per tool or client
freema/mcp-design-system-extractor
Various
MCP (Model Context Protocol) server that enables AI assistants to interact with Storybook design systems. Extract component HTML, analyze styles, and help with design system adopti
Best for: Teams using Storybook who want to automate design system tasks with AI assistants
PSPDFKit/nutrient-dws-mcp-server
Various
A Model Context Protocol (MCP) server implementation that integrates with the Nutrient Document Web Service (DWS) Processor API, providing powerful PDF processing capabilities for
Best for: Developers building AI assistants that need server-side PDF processing capabilities.
wenerme/wener-mssql-mcp
Various
Wener Node, Bun, NestJS, React Utils, Hooks & Demos
Best for: Developers building AI agents that need live, structured querying against Microsoft SQL Server databases.
0xdaef0f/job-searchoor
Various
A simple MCP server that delivers you jobs based on your needs
Best for: Developers who want to add job search functionality to MCP-enabled AI tools
heurist-network/heurist-mesh-mcp-server
Various
🎖️ ⛅️ 🏠 🐍 - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist
Best for: Developers and auditors working on blockchain analysis and smart contract security.
AilingBot
Community
One-stop solution to empower your IM bot with AI.
Best for: Python developers who want a simple start to add AI to their own instant messaging bots
82ch/MCP-Dandan
Various
MCP Security Solution for Agentic AI — real-time proxying, behavior analysis, and malicious tool detection
Best for: Developers building or deploying MCP servers who need a lightweight security layer for agent interactions.
Battam1111/Myco
Various
Self-evolving cognitive organism for AI agents — eternal devouring, eternal evolution.
Best for: Researchers and hobbyists exploring self-modifying AI agent architectures
cameronrye/openzim-mcp
Various
OpenZIM MCP is a modern, secure, and high-performance MCP (Model Context Protocol) server that enables AI models to access and search ZIM format knowledge bases offline.
Best for: Developers needing offline, local access to structured knowledge bases for AI agents
yusong652/pfc-mcp
Various
MCP server connecting AI agents to ITASCA PFC — run DEM simulations through natural conversation
Best for: Researchers and engineers who want to interact with PFC simulations through conversational AI agents
PersonalityChatbot
Community
This code is an implementation of a chatbot using LLM chat model API and Langchain.
Best for: Developers seeking a lightweight reference implementation for a Langchain-based chatbot
rember/rember-mcp
Various
A Model Context Protocol (MCP) server for Rember.
Best for: Developers building AI assistants that need a persistent, queryable memory layer backed by Rember
aitytech/agentkits-memory
Various
Persistent memory system for AI coding assistants via MCP. Works with Claude Code, Cursor, Copilot, Windsurf, Cline.
Best for: Developers using multiple AI coding assistants who need persistent session memory
spranab/brainstorm-mcp
Various
MCP server for multi-round AI brainstorming debates between multiple models (GPT, DeepSeek, Groq, Ollama, etc.)
Best for: Developers who want to systematically compare and combine outputs from multiple AI models
effytech/freshdesk-mcp
Various
MCP server created for Freshdesk, allowing AI models to interact with Freshdesk modules
Best for: Developers building AI assistants that need to manage Freshdesk support tickets
ivo-toby/contentful-mcp
Various
MCP (Model Context Protocol) server for the Contentful Management API
Best for: Developers using AI assistants to manage Contentful content programmatically
orellazi/coda-mcp
Various
MCP Server for Coda
Best for: Developers who want to connect AI assistants to Coda documents for automated data retrieval and updates
yuna0x0/hackmd-mcp
Various
A Model Context Protocol server for integrating HackMD's note-taking platform with AI assistants.
Best for: Developers who want to connect AI assistants to HackMD for note management and retrieval.
bright8192/esxi-mcp-server
Various
A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management.
Best for: Developers who want to manage VMware VMs through an MCP-based REST interface
Jovancoding/Network-AI
Various
Traffic light for AI Agents and TypeScript/Node multi-agent orchestrator with shared state, guardrails, and adapters for 29 AI frameworks
Best for: Developers building multi-agent systems in TypeScript/Node who need framework-agnostic coordination and guardrails
NakaokaRei/swift-mcp-gui
Various
MCP server that can execute commands such as keyboard input and mouse movement on macOS
Best for: Developers building macOS automation tools or AI agents that need GUI control
PSPDFKit/nutrient-document-engine-mcp-server
Various
A Model Context Protocol (MCP) server implementation exposes document processing capabilities through natural language, supporting both direct human interaction and AI agent tool c
Best for: Developers building AI-powered document workflows who need a standardized MCP interface for PDF processing
discourse/discourse-mcp
Various
MCP client for Discourse sites
Best for: Developers who need to connect AI agents to Discourse forums for automation or data retrieval
gebalamariusz/cloud-audit
Various
Fast, opinionated AWS security scanner. Curated checks. Zero noise. Copy-paste fixes.
Best for: Developers and DevOps engineers needing quick, low-noise AWS security audits with ready-to-use fixes.
kukapay/whale-tracker-mcp
Various
A mcp server for tracking cryptocurrency whale transactions.
Best for: Developers building AI agents that need real-time blockchain whale alerts
KuvopLLC/better-bear
Various
KuvopLLC/better-bear — indexed from awesome-mcp-servers-punkpeye
Best for: macOS developers who use Bear and want to connect AI assistants to their personal knowledge base
sawa-zen/vrchat-mcp
Various
This project is a Model Context Protocol (MCP) server for interacting with the VRChat API.
Best for: Developers building AI agents that integrate with VRChat's social features and user data
pab1it0/tripadvisor-mcp
Various
A Model Context Protocol (MCP) server for Tripadvisor Content API. This provides access to Tripadvisor location data, reviews, and photos through standardized MCP interfaces, allow
Best for: Developers building AI assistants that need travel and review data from Tripadvisor
ananddtyagi/webpage-screenshot-mcp
Various
An MCP that gives your agent the ability to snap a screenshot of webpages. Useful when you want your agent to check its progress during development.
Best for: Developers using MCP agents that need visual verification during web development
@iiatlas/hledger-mcp
Various
A local MCP server for interacting with the HLedger cli
Best for: Developers and small business owners who use HLedger and want to query accounting data through AI assistants
takumi0706/google-calendar-mcp
Various
Google Calendar MCP server for Claude Desktop integration
Best for: Developers and power users who want to manage Google Calendar via natural language in Claude Desktop
Zhwt/go-mcp-mysql
Various
Zero burden, ready-to-use Model Context Protocol (MCP) server for interacting with MySQL and automation. No Node.js or Python environment needed.
Best for: Developers who want a lightweight MCP server for MySQL without Node.js or Python overhead.
pab1it0/adx-mcp-server
Various
A Model Context Protocol (MCP) server that enables AI assistants to query and analyze Azure Data Explorer databases through standardized interfaces.
Best for: Developers building AI assistants that need to query Azure Data Explorer databases
paulburgess1357/nvim-mcp
Various
MCP server that connects AI agents to your running Neovim instance via msgpack-RPC — no plugins required.
Best for: Developers who want to integrate AI agents directly into their Neovim editing workflow
adancurusul/serial-mcp-server
Various
A comprehensive MCP server for serial port communication
Best for: Developers integrating serial hardware with MCP-based AI tools
Cactusinhand/mcp_server_notify
Various
Send system notification when Agent task is done.
Best for: Developers building MCP-based agent workflows that need user notifications
Linked-API/linkedapi-mcp
Various
MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data.
Best for: Developers building AI agents that need to automate LinkedIn interactions
r-huijts/ns-mcp-server
Various
A Model Context Protocol (MCP) server that provides access to NS (Dutch Railways) travel information through Claude AI. This server enables Claude to fetch real-time train travel i
Best for: Developers and travelers in the Netherlands who want real-time rail info accessible through Claude chat.
tan-yong-sheng/ai-vision-mcp
Various
A Model Context Protocol (MCP) server that provides vision capabilities to analyze image and video
Best for: Developers building MCP-based applications that need basic image and video analysis
YangLiangwei/PersonalizationMCP
Various
🎯 A unified personal data hub built on MCP that allows AI assistants to access your digital life from Steam, YouTube, Bilibili and more platforms for truly personalized interactio
Best for: Developers building personalized AI assistants that need access to a user's digital footprint across multiple services
guillochon/mlb-api-mcp
Various
A Model Context Protocol (MCP) server that provides comprehensive access to MLB statistics and baseball data through a FastMCP-based interface.
Best for: Developers building baseball-aware agents or analytics tools within the MCP ecosystem
kukapay/crypto-feargreed-mcp
Various
Providing real-time and historical Crypto Fear & Greed Index data
Best for: Developers building AI agents for crypto trading or sentiment analysis who need quick MCP access to the Fear & Greed Index.
mrexodia/user-feedback-mcp
Various
Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
Best for: Developers who want a lightweight human-in-the-loop guardrail for AI coding assistants
ndthanhdev/mcp-browser-kit
Various
An MCP Server that enables AI assistants to interact with your local browsers.
Best for: Developers building AI agents that need direct browser automation
qianniuspace/mcp-security-audit
Various
A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security
Best for: Developers using MCP-compatible AI tools to audit npm package security
bh-rat/context-awesome
Various
awesome-lists now available as CLI & MCP server for your agent.
Best for: Developers building context-aware agents that need quick access to curated resource lists
vespo92/OPNSenseMCP
Various
MCP Server for OPNSense to act as IaC proxy
Best for: Developers managing OPNSense firewalls who want to use AI assistants for infrastructure tasks.
danmartuszewski/hop
Various
Fast, elegant SSH connection manager with a TUI dashboard and MCP server
Best for: Developers and sysadmins who manage many SSH hosts and prefer terminal-based workflows.
atomicchonk/roadrecon_mcp_server
Various
Claude MCP server to perform analysis on ROADrecon data
Best for: Security researchers and red teamers analyzing Azure AD environments
BurtTheCoder/mcp-dnstwist
Various
MCP server for dnstwist, a powerful DNS fuzzing tool that helps detect typosquatting, phishing, and corporate espionage.
Best for: Security engineers and developers who need to automate typosquatting detection in MCP-based toolchains.
girste/mcp-cybersec-watchdog
Various
🐕 Linux security audit tool
Best for: Linux system administrators and security engineers needing a quick, lightweight audit tool.
henilcalagiya/mcp-apple-notes
Various
An local mcp server for interacting with Apple Notes via LLM.
Best for: Developers building macOS-native AI assistants that need to read or write Apple Notes
ignaciohermosillacornejo/copilot-money-mcp
Various
MCP server for Copilot Money App - AI powered personal finance queries using local data
Best for: Developers building AI assistants that need private access to Copilot Money personal finance data
metoro-io/metoro-mcp-server
Various
Metoro MCP Server
Best for: Developers and platform engineers who want to integrate LLM-based assistants with their Kubernetes environments
anjor/coinmarket-mcp-server
Various
🐍 ☁️ - Coinmarket API integration to fetch cryptocurrency listings and quotes
Best for: Developers building MCP-based agents or assistants that need cryptocurrency price data
buildkite/buildkite-mcp-server
Various
Official MCP Server for Buildkite.
Best for: Teams using Buildkite who want to control CI/CD through AI assistants.
promptexecution/just-mcp
Various
mcp server for just
Best for: Developers using just who want AI assistants to run their task automation
srijanshukla18/xray
Various
XRAY MCP provides progressive code intelligence and navigation capabilities for AI assistants through structural code analysis using ast-grep
Best for: Developers building AI coding assistants that need structural code understanding
DareDev256/fcpxml-mcp-server
Various
🎬 The first AI-powered MCP server for Final Cut Pro XML. Control your edits with natural language.
Best for: Developers building automated video editing pipelines or prototyping natural language interfaces for Final Cut Pro
meal-inc/bonnard-cli
Various
Open-source agentic schema CLI. Optimised for claude code, gemini, codex and co-pilot. Skills included.
Best for: Developers who want a schema-based CLI to enhance AI coding assistants like Claude Code or Copilot.
mikusnuz/meta-ads-mcp
Various
MCP server for Meta Marketing API v25.0 — 135 tools for Facebook & Instagram ad campaign management
Best for: Developers building AI-driven ad management tools for Facebook and Instagram
raveenb/fal-mcp-server
Various
MCP server for Fal.ai - Generate images, videos, music and audio with Claude
Best for: Developers wanting to generate media assets through conversational AI using Fal.ai and Claude
LRM
Community
CLI tool and TUI editor for managing .NET .resx localization files. Validate translations, import/export CSV, add/remove languages, and edit interactively.
Best for: Developers maintaining .NET applications who need a simple CLI/TUI tool for .resx localization
Tomatio13/mcp-server-tavily
Various
Taivily APIを利用するMCP Serverです。Officialが提供される前に開発しました
Best for: Developers who need a quick MCP search integration using Tavily before the official server or as a lightweight alternative.
awwaiid/mcp-server-taskwarrior
Various
MCP Server for TaskWarrior!
Best for: Developers who already use TaskWarrior and want to expose it to MCP-based agents or tools
blackwell-systems/agent-lsp
Various
Your coding agent is editing blind. agent-lsp gives it type-aware navigation, blast-radius analysis, and pre-verified edits. 50 tools, 21 skills, 30 languages.
Best for: Developers building or enhancing coding agents that need type-aware, safe code modification across many languages
yWorks/mcp-typescribe
Various
An MCP server implementation enabling LLMs to work with new APIs and frameworks
Best for: Developers who need a lightweight MCP solution for connecting LLMs to arbitrary or evolving APIs
zenml-io/mcp-zenml
Various
MCP server to connect an MCP client (Cursor, Claude Desktop etc) with your ZenML MLOps and LLMOps pipelines
Best for: ZenML users who want to interact with their MLOps and LLMOps pipelines through MCP-enabled tools and AI assistants
ac3xx/mcp-servers-kagi
Various
A Model Context Protocol server implementation for Kagi's API
Best for: Developers building MCP-based tools who want to use Kagi as their search backend
akseyh/bear-mcp-server
Various
MCP Server integration for Bear note app
Best for: Developers who use Bear for notes and want AI assistants to interact with them
IlyaGulya/gradle-mcp-server
Various
A Model Context Protocol (MCP) server to enable AI tools to interact with Gradle projects programmatically.
Best for: Developers using MCP-based AI assistants who need programmatic access to Gradle projects.
maxim-saplin/mcp_safe_local_python_executor
Various
Stdio MCP Server wrapping custom Python runtime (LocalPythonExecutor) from Hugging Faces' smolagents framework. The runtime combines the ease of setup (compared to docker, VM, clou
Best for: Developers who need basic safe local execution of Python code in MCP-based workflows
sifter-ai/sifter
Various
Sifter is an open-source, developer-first document extraction engine that turns unstructured documents — invoices, contracts, receipts, reports — into a structured, queryable datab
Best for: Developers needing an open-source document extraction engine to build structured databases from unstructured files
srclight/srclight
Various
Deep code indexing MCP server for AI agents. 25 tools: hybrid FTS5 + embedding search, call graphs, git blame/hotspots, build system analysis. Multi-repo workspaces, GPU-accelerate
Best for: Developers and AI agent builders who need a local, privacy-preserving code indexing server
briandconnelly/mcp-server-ipinfo
Various
IP Geolocation Server for MCP using ipinfo.io
Best for: Developers building MCP-based agents that need IP geolocation lookups.
doggybee/mcp-server-leetcode
Various
A Model Context Protocol (MCP) server for LeetCode that provides access to problems, user data, and contest information through GraphQL
Best for: Developers building AI coding assistants that need live LeetCode data
kkjdaniel/bgg-mcp
Various
BGG MCP provides access to BoardGameGeek and a variety of board game related data through the Model Context Protocol. Enabling retrieval and filtering of board game data, user coll
Best for: Developers building AI assistants or tools that need structured board game data
martingeidobler/android-mcp-server
Various
MCP server for controlling Android emulators via ADB — screenshots, UI interaction, logcat, and bug documentation for Claude Code
Best for: Developers using Claude Code for Android emulator testing and debugging
pinecone-io/assistant-mcp
Various
Pinecone Assistant MCP server
Best for: Developers who need a performant, standards-based bridge between AI assistants and Pinecone vector databases
yepcode/mcp-server-js
Various
MCP server that exposes YepCode processes as callable tools for AI platforms. Securely connect AI assistants to your YepCode workflows, APIs, and automations.
Best for: Developers using YepCode who want to let AI assistants trigger their workflows and automations
arpitbatra123/mcp-googletasks
Various
This Model Context Protocol (MCP) server provides a bridge between LLMs and Google Tasks, allowing you to manage your task lists and tasks directly through Claude.
Best for: Developers who want to manage Google Tasks through LLM-driven workflows
bintocher/mcp-superset
Various
MCP server for managing Apache Superset — 128+ tools for dashboards, charts, datasets, SQL Lab, access control
Best for: Developers and data teams who want to manage Apache Superset programmatically through AI assistants
apireno/DOMShell
Various
AgenticShell
Best for: Developers who need a simple, scriptable DOM shell for quick automation tasks
SecretiveShell/MCP-timeserver
Various
A simple MCP server that exposes datetime information to agentic systems and chat REPLs
Best for: Developers building agentic systems that need reliable current time and date data
coinpaprika/dexpaprika-mcp
Various
DexPaprika MCP server allows access real-time and historical data on crypto tokens, DEX trading activity, and liquidity across multiple blockchains. It enables natural language que
Best for: Developers and analysts who want conversational access to multi-chain DeFi data
kukapay/dune-analytics-mcp
Various
A mcp server that bridges Dune Analytics data to AI agents.
Best for: Developers building AI agents that need on-chain crypto data from Dune Analytics
anwerj/youtube-uploader-mcp
Various
Upload/Schedule videos on Youtube with the help of AI
Best for: Developers building AI agents or automation scripts that need to publish videos to YouTube
cafferychen777/ChatSpatial
Various
MCP server for spatial transcriptomics analysis through natural language interfaces.
Best for: Biologists and bioinformaticians who want to analyze spatial gene expression data via conversational interfaces.
czottmann/kagi-ken-mcp
Various
Unofficial MCP server for working with Kagi without API access (you'll need to be a customer). Searches and summarizes. Uses Kagi session token for easy authentication. Works well
Best for: Kagi subscribers who want to give their MCP-compatible agents search and summarization abilities
DappierAI/dappier-mcp
Various
Enable fast, free real-time web search and access premium data from trusted media brands—news, financial markets, sports, entertainment, weather, and more. Build powerful AI agents
Best for: Developers building AI agents that require free, real-time access to news and financial data from reputable sources.
decisionnode/DecisionNode
Various
CLI + Local MCP - A shared structured memory store across Claude Code, Cursor, Windsurf, Antigravity, and every MCP client. Semantically queryable.
Best for: Developers who want a consistent memory layer across multiple MCP-based coding assistants
handsomejustin/mijia-control
Various
MijiaPilot - 小米-米家生态 × MCP × CLI x AI Agent × HomeKit 全桥接家庭智能家居平台。
Best for: Developers who want to integrate Xiaomi Mijia devices into custom smart home systems or workflows
idoru/influxdb-mcp-server
Various
An MCP Server for querying InfluxDB
Best for: Developers building LLM agents that need to read time-series data from InfluxDB.
KyrieTangSheng/mcp-server-nationalparks
Various
📇 ☁️ - National Park Service API integration providing latest information of park details, alerts, visitor centers, campgrounds, and events for U.S. National Parks
Best for: Developers building AI travel assistants or trip planning tools for U.S. national parks
pskill9/hn-server
Various
Hacker news MCP server
Best for: Developers building MCP-based tools that need to access Hacker News content
redis/mcp-redis-cloud
Various
📇 ☁️ - Manage your Redis Cloud resources effortlessly using natural language. Create databases, monitor subscriptions, and configure cloud deployments with simple commands.
Best for: Developers who manage multiple Redis Cloud instances and want to streamline operations through conversational interfaces.
slouchd/cyberchef-api-mcp-server
Various
CyberChef API MCP Server ✨🧑🍳
Best for: Developers building AI agents that need on-demand data transformation and encoding without leaving the chat interface.
tstockham96/engram
Various
Universal memory layer for AI agents. Remember, recall, consolidate.
Best for: TypeScript developers building lightweight memory systems for AI agents
amidabuddha/unichat-mcp-server
Various
🐍/📇 ☁️ - Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required
Best for: Developers building MCP-based applications that need to access multiple AI models
artmann/package-registry-mcp
Various
MCP server for searching and getting up-to-date information about NPM, Cargo, PyPi, and NuGet packages.
Best for: Developers using MCP-compatible assistants who need quick package registry lookups
bitrise-io/bitrise-mcp
Various
MCP Server for the Bitrise API, enabling app management, build operations, artifact management and more.
Best for: Builders integrating Bitrise CI/CD workflows with AI agents or MCP-compatible applications
kelvin6365/plane-mcp-server
Various
🏎️ 🏠 This MCP Server will help you to manage projects and issues through [Plane's](https://plane.so) API
Best for: Developers using Plane who want to manage projects and issues through MCP-compatible interfaces
rafsilva85/credit-optimizer-v5
Various
Save 47% on Manus AI credits automatically. Zero downsides. Pays for itself in ~27 prompts. Free MCP Server (PyPI) + $12 Manus Skill bundle with Fast Navigation (115x speed boost).
Best for: Developers who frequently use Manus AI and want to reduce operational costs
zelentsov-dev/asc-mcp
Various
MCP server for App Store Connect API — 208 tools for managing apps, builds, TestFlight, subscriptions, and more from Claude, Cursor, VS Code, or any MCP client
Best for: iOS and macOS developers who want to manage App Store Connect tasks from their coding environment
AbdelStark/nostr-mcp
Various
A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more.
Best for: Developers needing a simple MCP interface for Nostr note posting
andybrandt/mcp-simple-openai-assistant
Various
MCP server that gives Claude ability to use OpenAI's GPTs assistants
Best for: Developers experimenting with multi-model agent workflows
BB-fat/browser-use-rs
Various
A Rust library for browser automation via Chrome DevTools Protocol with built-in AI integration through Model Context Protocol (MCP)
Best for: Rust developers who need browser automation with AI agent integration
esignaturescom/mcp-server-esignatures
Various
MCP server for eSignatures (https://esignatures.com)
Best for: Developers building AI agents that need to send documents for e-signature without manual steps.
evan-moon/firma
Various
Local-first CLI portfolio tracker for overseas investors, with built-in MCP server for Claude
Best for: Overseas investors who prefer local data control and want AI-assisted portfolio tracking via Claude
kukapay/uniswap-trader-mcp
Various
An MCP server for AI agents to automate token swaps on Uniswap DEX across multiple blockchains.
Best for: Developers building AI agents that need decentralized swap capabilities
tomekkorbak/oura-mcp-server
Various
MCP server for Oura API integration
Best for: Developers building MCP-compatible AI agents that need access to Oura wearable data.
Touchpoint-Labs/touchpoint
Various
Give your AI agent eyes and hands on any desktop — cross-platform accessibility API with MCP server
Best for: Developers building AI agents that need to observe and control desktop applications programmatically
wende/cicada
Various
AI Coders search blindly. Be their guide.
Best for: Developers building or extending AI coding agents who need a simple way to inject search direction.
firstorderai/authenticator_mcp
Various
A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App.
Best for: Developers building AI agents that need to programmatically handle time-based 2FA codes
gwbischof/free-will-mcp
Various
This was a fun project to explore what an AI would do with the ability to give itself prompts, ignore user requests, and wake itself up at a later time.
Best for: Researchers and developers building or studying autonomous AI agent prototypes
ooples/mcp-console-automation
Various
MCP server for AI-driven console application automation and monitoring
Best for: Developers building AI agents that need to control and observe console applications
qiniu/qiniu-mcp-server
Various
🐍 ☁️ - A MCP built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage, media processing services, etc.
Best for: Developers building AI agents that need to interact with Qiniu Cloud storage and media services
yamanoku/baseline-mcp-server
Various
特定のWeb APIに関するBaselineの状況を提供するModel Context Protocolサーバー
Best for: Web developers who want AI assistants to verify baseline API compatibility during development
yikakia/godoc-mcp-server
Various
A mcp server provide infomation from pkg.go.dev. For all golang programmers
Best for: Go developers who use MCP-aware editors, assistants, or build tools and need quick access to package documentation.
arrismo/kaggle-mcp
Various
MCP server for Kaggle
Best for: Developers automating Kaggle data science workflows through AI agents
EtienneChollet/ontomics
Various
Extract domain knowledge from codebases to reduce LLM token consumption by 20x and time in agentic search by 10x — gathers and makes concepts, naming conventions, and vocabulary qu
Best for: Developers working with large codebases who want to reduce LLM costs and speed up agentic search
open-agreements/open-agreements
Various
Fill standard legal agreement templates and produce signable DOCX files.
Best for: Developers who need to automate generation of standard legal agreements from templates.
themesberg/flowbite-mcp
Various
Convert Figma design to code with the official Flowbite MCP server
Best for: Developers using Flowbite who want to automate Figma-to-code conversion
CSCSoftware/AiDex
Various
MCP Server for persistent code indexing. Gives AI assistants (Claude, Gemini, Copilot, Cursor) instant access to your codebase. 50x less context than grep.
Best for: Developers using AI coding assistants who work with large codebases and want to minimize context token usage.
Hybirdss/smartest-tv
Various
📺 Control any smart TV with natural language. Play Netflix by name from your terminal. PyPI: stv · MCP server · LG/Samsung/Roku/Android
Best for: Developers who want to automate or script smart TV actions using natural language commands
jagan-shanmugam/mattermost-mcp-host
Various
A Mattermost integration that connects to Model Context Protocol (MCP) servers, leveraging a LangGraph-based Agent.
Best for: Teams using Mattermost who want to extend it with MCP-based tools and agents
JamesANZ/prediction-market-mcp
Various
A simple MCP server that grabs prediction market data from polymarket, PredictIt, & Kalshi.
Best for: Developers building AI agents that need live prediction market odds without writing custom scrapers.
kimtth/mcp-aoai-web-browsing
Various
A minimal Model Context Protocol 🖥️ server/client🧑💻with OpenAI and 🌐 web browser control via Playwright.
Best for: Developers needing a simple MCP-based browser control tool for prototyping or personal projects.
reeeeemo/ancestry-mcp
Various
Ancestry MCP server made with Python that allows interactability with .ged (GEDCOM) files
Best for: Developers building MCP-based applications that need to read or manipulate GEDCOM family tree data
TT-Wang/cortex-plugin
Various
A Claude Code plugin that gives Claude persistent memory across sessions — stores lessons and decisions as markdown in your Obsidian vault, searches them with SQLite FTS5, and mine
Best for: Developers using Claude Code who want long-term context stored in an Obsidian knowledge base
ACLUE
Community
Official github repo for ACLUE, an evaluation benchmark focused on ancient Chinese language comprehension
Best for: Researchers and developers working on classical Chinese NLP models
AdsMCP/tiktok-ads-mcp-server
Various
TikTok Ads MCP Server – Model Context Protocol Server for TikTok Ads Marketing API Integration
Best for: Developers building AI-assisted advertising tools or chatbots for TikTok Ads management
InhiblabCore/mcp-image-compression
Various
A high-performance image compression microservice based on MCP (Modal Context Protocol)
Best for: Developers building MCP-based applications that need fast image compression
merterbak/Grok-MCP
Various
MCP server for xAI's Grok API with agentic tool calling, image and video generation, vision, and file support.
Best for: Developers building MCP-compatible agents or workflows that need access to Grok's multimodal generation
ouvreboite/openapi-to-mcp
Various
An MCP server for your API
Best for: Developers wanting to quickly connect their OpenAPI-defined APIs to MCP-compatible AI agents
paulhkang94/markview
Various
Native macOS markdown preview + MCP server for Claude Code. Swift/SwiftUI, GFM, Mermaid, syntax highlighting. No Electron.
Best for: macOS developers using Claude Code who need a native, lightweight markdown preview with diagram support.
SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop
Various
An MCP (Model Context Protocol) tool that provides stock market data and trading capabilities using the yfinance library, specifically adapted for Claude Desktop.
Best for: Claude Desktop users who need quick access to stock market data for analysis and research.
shaikhspeare/wanderlog-mcp
Various
MCP server for Wanderlog — build and edit trip itineraries through conversation
Best for: Developers building conversational travel planning assistants
TT-Wang/forge
Various
Turn Claude Code into a plan-execute-validate loop with parallel work, intelligent retry, and memory
Best for: Developers who want to add loop, retry, and memory to Claude Code for multi-step coding tasks
XixianLiang/HarmonyOS-mcp-server
Various
MCP server for manipulating HarmonyOS next devices.
Best for: Developers needing a simple MCP bridge to script or control HarmonyOS Next devices
dearlordylord/huly-mcp
Various
Feature-complete MCP server for Huly platform
Best for: Developers building AI assistant integrations for Huly project management
kao273183/mk-qa-master
Various
AI 測試大師 — MCP server driving pytest / Jest / Cypress / Go / Maestro. Analyze, generate, run, advise. Web + Mobile (iOS/Android/BlueStacks).
Best for: Test engineers who manage tests across multiple frameworks for web and mobile apps.
laukikk/alpaca-mcp
Various
MCP for the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data
Best for: Developers building AI agents that need programmatic access to Alpaca trading functionality
longevity-genie/biothings-mcp
Various
MCP (Model Context Protocol) server for biothings
Best for: Developers building AI agents that need to query biomedical databases programmatically
magarcia/mcp-server-giphy
Various
An implementation of Giphy integration with Model Context Protocol
Best for: Developers building MCP-based AI assistants that need to fetch and display GIFs
webcoderz/MCP-Geo
Various
Geocoding MCP server with GeoPY!
Best for: Developers who need basic geocoding functionality in MCP-based AI tools and prefer a lightweight Python solution.
Yutarop/ros-mcp
Various
MCP server for ROS to control robots via topics, services, and actions.
Best for: Developers building AI agents that need to interact with ROS-based robots
arian-gogani/nobulex
Various
The trust economy for autonomous AI agents. Credit scores for machines. Agents earn Trust Capital through verified behavior, gating what they are allowed to do. Autonomy earned, no
Best for: Developers experimenting with reputation-based agent autonomy
aywengo/kafka-schema-reg-mcp
Various
A comprehensive Message Control Protocol (MCP) server for Kafka Schema Registry.
Best for: Developers using MCP-based tools who need to manage Kafka schema registries programmatically.
danielkennedy1/pdf-tools-mcp
Various
🐍 - PDF download, view & manipulation utilities.
Best for: Developers building AI agents that need basic PDF handling capabilities via the Model Context Protocol
debridge-finance/debridge-mcp
Various
MCP server that gives AI agents the ability to execute cross-chain cryptocurrency swaps and transfers via the deBridge protocol
Best for: Developers building AI agents that need native cross-chain token movement
Infobip/mcp
Various
Infobip Remote MCP Servers Documentation
Best for: Developers building applications on Infobip's communication platform that require MCP server integration.
JamesANZ/us-legal-mcp
Various
An MCP server that provides comprehensive US legislation.
Best for: Developers building AI assistants that need reliable access to US legal texts
keturiosakys/bluesky-context-server
Various
Bluesky MCP server
Best for: Developers building AI assistants that need real-time access to Bluesky content
klever-io/mcp-klever-vm
Various
MCP server for Klever blockchain smart contract development
Best for: Developers building smart contracts on the Klever blockchain who want AI-assisted deployment and testing
MikkoParkkola/mcp-gateway
Various
Universal MCP Gateway - Single-port multiplexing with Meta-MCP for ~95% context token savings
Best for: Developers managing multiple MCP tools who want to minimize context token usage
TimLukaHorstmann/mcp-weather
Various
A Model Context Protocol (MCP) server that provides hourly and daily weather forecasts using the AccuWeather API.
Best for: Developers building MCP-compatible AI assistants or automation tools that need weather forecast data
NASGym
Community
A simple OpenAI Gym environment for Neural Architecture Search (NAS)
Best for: Researchers and hobbyists exploring reinforcement learning for neural architecture search in a lightweight environment.
Dumpling-AI/mcp-server-dumplingai
Various
MCP (Model Context Protocol) server for Dumpling AI
Best for: Developers who need an MCP-compatible gateway to Dumpling AI services.
Erodenn/godot-mcp-runtime
Various
A lightweight, zero-footprint TypeScript MCP server that lets AI assistants interact with the Godot 4.x game engine.
Best for: Godot developers who want to use AI assistants to automate editor tasks or prototype gameplay logic.
j4c0bs/mcp-server-sql-analyzer
Various
MCP server for SQL static analysis.
Best for: Developers who want automated SQL quality checks in their MCP-enabled workflow
nonatofabio/local-faiss-mcp
Various
Local FAISS vector store as an MCP server – Agent Memory, drop-in local semantic search for Claude / Copilot / Agents.
Best for: Developers who need a lightweight, self-hosted semantic memory for AI agents running on their own hardware.
proompteng/bilig
Various
Headless spreadsheet workbooks for Node services and agents, no need for excel or browser
Best for: Node.js developers who need programmatic spreadsheet generation without external dependencies
religa/multi-mcp
Various
Multi-Model chat, code review and analysis MCP Server for Claude Code
Best for: Developers using Claude Code who want to experiment with multiple AI models for code review and analysis
s2-streamstore/s2-sdk-typescript
Various
TypeScript SDK for S2, the durable streams API
Best for: Developers already using or evaluating S2 durable streams who need a TypeScript client
UseJunior/safe-docx
Various
Safe DOCX suite: docx-primitives, docx-comparison, safe-docx MCP server
Best for: Developers building custom DOCX generation or comparison features into TypeScript applications or AI agent workflows
xmpuspus/cloudwright
Various
AI-powered cloud architecture - describe infrastructure in natural language, get Terraform, cost estimates, and compliance reports
Best for: Developers exploring rapid prototyping of cloud infrastructure with Terraform
Badhansen/notion-mcp
Various
A simple Model Context Protocol (MCP) server that integrates with Notion's API to manage my personal todo list.
Best for: Developers who want to connect AI assistants to their personal Notion todo lists
emicklei/mcp-log-proxy
Various
a web logging proxy for MCP client-server communication
Best for: Developers debugging MCP implementations and inspecting protocol flows
giuseppe-coco/Google-Workspace-MCP-Server
Various
🐍 ☁️ 🍎 🪟 🐧 - MCP server that seamlessly interacts with your Google Calendar, Gmail, Drive and so on.
Best for: Developers building AI agents or tools that need programmatic access to Google Workspace services
hypurrquant/perp-cli
Various
Multi-DEX perpetual futures CLI + MCP server — Pacifica (Solana), Hyperliquid, Lighter (Ethereum). 18 MCP tools for AI-powered trading
Best for: Developers building AI trading agents for Solana and Ethereum perpetuals
jeannier/homebrew-mcp
Various
Homebrew MCP : Comprehensive brew support for installing, upgrading, searching, and maintaining macOS packages.
Best for: Developers who want to manage macOS packages through AI assistants or chat interfaces
pzalutski-pixel/javalens-mcp
Various
MCP server providing semantic Java code analysis for AI agents. Built on Eclipse JDT with tools for navigation, refactoring, search, and metrics.
Best for: Java developers building or extending AI-assisted coding workflows that need deep code understanding.
ymw0407/auth-fetch-mcp
Various
MCP server that lets AI assistants fetch content from authenticated web pages.
Best for: Developers building AI assistants that need to access authenticated web content
IntelliServer
Community
AI models as scalable microservices, enabling evaluation of LLMs and offering end-to-end functions such as chatbot, semantic search, image generation and beyond.
Best for: JavaScript developers who need a simple microservice wrapper for deploying and evaluating AI models
AliKarami/MikroMCP
Various
Production-grade MCP server for MikroTik RouterOS with secure AI-native network automation.
Best for: Network engineers and administrators using MikroTik hardware who want to automate management with AI agents
Cifero74/mcp-apple-music
Various
Full Apple Music integration for Claude via MCP — search catalog, manage library & playlists
Best for: Developers building Claude assistants that need programmatic Apple Music control.
gabrielmaialva33/winx-code-agent
Various
🦀 A high-performance code agent written in Rust, combining the best features of WCGW for maximum efficiency and semantic capabilities.
Best for: Developers who need a fast, low-level code agent for automated code transformations and analysis.
gwbischof/outsource-mcp
Various
Give your AI assistant its own AI assistants.
Best for: Developers building multi-agent systems who want to experiment with hierarchical delegation in MCP
hijaz/postmancer
Various
An experimental MCP server Rest Client intended to be a replacement of tools postman & insomnia
Best for: Developers experimenting with MCP-based API testing and AI integration
hileamlakB/PRIMS
Various
PRIMS is a lightweight, open-source Model Context Protocol (MCP) server that lets LLM agents safely execute arbitrary Python code in a secure, throw-away sandbox.
Best for: Developers who need a minimal, auditable sandbox for LLMs to run Python code without risk.
kukapay/hyperliquid-info-mcp
Various
An MCP server that provides real-time data and insights from the Hyperliquid perp DEX for use in bots, dashboards, and analytics.
Best for: Developers building Hyperliquid trading bots or analytics tools using the Model Context Protocol
rsdouglas/janee
Various
Secrets management for AI agents via MCP • @janeesecure
Best for: Developers building MCP-compatible AI agents who need a straightforward way to handle secrets.
tosin2013/mcp-adr-analysis-server
Various
A sophisticated Model Context Protocol (MCP) server for analyzing Architectural Decision Records (ADRs) and providing deep architectural insights to AI agents.
Best for: Developers and architects who want to integrate ADR analysis into AI-assisted workflows
UPinar/contrastapi
Various
MCP server with 53 security intelligence tools — CVE/KEV, MITRE ATLAS+D3FEND, Sigma detection rules, email security posture (SPF/DMARC), domain & web intel, threat intel.
Best for: Developers building security automation pipelines who need a unified API for threat intelligence and vulnerability data
webdriverio/mcp
Various
A Model Context Protocol (MCP) server that enables AI assistants to interact with web browsers and mobile applications using WebDriverIO. Automate Chrome browsers, iOS apps, and An
Best for: Developers building AI agents that need to automate web and mobile testing through a single interface
GreptimeTeam/greptimedb-mcp-server
Various
A Model Context Protocol (MCP) server for GreptimeDB
Best for: Developers integrating AI agents with GreptimeDB time-series data via the Model Context Protocol
jtalk22/slack-mcp-server
Various
Session-based Slack MCP for Claude and MCP clients: local-first workflows, secure-default HTTP.
Best for: Developers who want to give Claude session-based Slack access for automation
kukapay/jupiter-mcp
Various
An MCP server for executing token swaps on the Solana blockchain using Jupiter's new Ultra API.
Best for: Developers building MCP-based agents or assistants that need Solana token swap functionality
linxule/lotus-wisdom-mcp
Various
Contemplative reasoning MCP server — Lotus Sutra wisdom framework with interactive ext-apps journey visualization.
Best for: Developers exploring contemplative or philosophical AI interactions
mikechao/metmuseum-mcp
Various
Met Museum MCP integration to discover the art collection at The Metropolitan Museum of Art in New York
Best for: Developers building AI tools that need to query or reference the Met's art collection
ofershap/real-browser-mcp
Various
MCP server + Chrome extension that gives AI agents control of your real browser with existing sessions and logins
Best for: Developers needing AI agents to automate tasks in authenticated web sessions
ryan0204/github-repo-mcp
Various
Model Context Protocol server for Github Repo // Reading Github Repo
Best for: Developers who want to give AI agents real-time read access to GitHub repositories
VikrantSingh01/adaptive-cards-mcp
Various
AI-powered Adaptive Card MCP server — 9 tools for generating, validating, optimizing cards for Teams, Outlook, Copilot, ChatGPT. npm: adaptive-cards-mcp
Best for: Developers building AI assistants that need to output Adaptive Cards for Microsoft platforms
wyattjoh/imessage-mcp
Various
A Model Context Protocol server for reading iMessage data from macOS.
Best for: macOS developers building local AI tools that need read access to iMessage conversations.
ypollak2/llm-router
Various
Universal LLM router for AI coding tools. Works with Claude Code, Cursor, Codex, Gemini CLI, Copilot and more. Free-first fallback chain keeps costs 70–85% lower.
Best for: Developers using multiple AI coding assistants who want to minimize API costs.
ZeparHyfar/mcp-datetime
Various
A MCP server for datetime formatting and file name generation.
Best for: Developers who need a lightweight MCP server for consistent datetime formatting in AI toolchains
cqfn/aibolit-mcp-server
Various
MCP Server for Aibolit Java Static Analyzer: Helping Your AI Agent Identify Hotspots for Refactoring
Best for: Java developers who want to use AI coding agents to detect refactoring hotspots
dkships/pm-copilot
Various
MCP server that triangulates customer support tickets and feature requests to help PMs decide what to build next
Best for: Product managers seeking a lightweight, open source tool to aggregate customer feedback and prioritize features
ferdousbhai/wsb-analyst-mcp
Various
MCP server for analyzing WallStreetBets
Best for: Developers building MCP-compatible agents that need WallStreetBets sentiment and stock mention data.
kukapay/opcua-mcp
Various
An MCP server that connects to OPC UA-enabled industrial systems.
Best for: Developers building AI agents for industrial automation and monitoring
kw510/strava-mcp
Various
A Model Context Protocol (MCP) server with Strava OAuth integration, built on Cloudflare Workers. Enables secure authentication and tool access for MCP clients like Claude and Curs
Best for: Developers who need to connect Strava user accounts to MCP-based AI tools
minhoyoo-iotrust/WAIaaS
Various
Wallet-as-a-Service for all AI agents in the world
Best for: Developers building AI agents that require automated blockchain wallet capabilities
pwh-pwh/coin-mcp-server
Various
use Bitget’s API to get cryptocurrency info
Best for: Developers needing quick crypto price data from Bitget in MCP-compatible applications
tumf/grafana-loki-mcp
Various
Grafana Loki MCP Repository
Best for: Developers who want to query Loki logs via AI assistants for debugging and monitoring
arvindand/maven-tools-mcp
Various
MCP server providing AI assistants with Maven Central dependency intelligence for all JVM build tools (Maven, Gradle, SBT, Mill). Features Context7 integration for documentation su
Best for: Developers using AI assistants that need real-time Maven Central dependency intelligence for JVM projects.
Daghis/teamcity-mcp
Various
Model Context Protocol (MCP) server for JetBrains TeamCity: control builds, tests, agents and configs from AI coding assistants.
Best for: Developers and teams using JetBrains TeamCity who want to control CI/CD workflows through AI assistants
kael-bit/engram-rs
Various
Memory engine for AI agents — time axis (3-layer decay/promotion) + space axis (self-organizing topic tree). Hybrid search, LLM consolidation. Single Rust binary.
Best for: Developers building AI agents that need persistent, structured memory
KS-GEN-AI/jira-mcp-server
Various
A test of jira mcp server
Best for: Developers experimenting with MCP and Jira integration
spranab/saga-mcp
Various
A Jira-like project tracker MCP server for AI agents. SQLite-backed, 22 tools, full hierarchy, activity logging, and dashboard.
Best for: Developers building AI agents that need a simple, embeddable project tracking system
Amazon Bedrock Nova Canvas
Various
Model Context Procotol(MCP) server for using Amazon Bedrock Nova Canvas to generate images
Best for: JavaScript developers who want to add image generation to their projects using Amazon Bedrock
bruno-portfolio/agrobr-mcp
Various
MCP server for Brazilian agricultural data — connect LLMs to 10 public data sources via agrobr
Best for: Developers building LLM applications that need real-time or historical Brazilian agricultural data
connerlambden/bgpt-mcp
Various
Scientific paper search API for AI agents: REST, Python, OpenAPI, and MCP with structured full-text evidence.
Best for: Developers building AI agents that need structured access to scientific papers
FayAndXan/spectrawl
Various
The unified web layer for AI agents. Search (8 engines), stealth browse, auth, and act on 24 platforms. One npm install, self-hosted.
Best for: Developers building AI agents that need to interact with multiple web services and platforms from a single codebase.
kehvinbehvin/json-mcp-filter
Various
JSON MCP server to filter only relevant data for your LLM
Best for: Developers using MCP to optimize JSON data sent to LLMs, especially in prototyping or low‑traffic projects
kukapay/modbus-mcp
Various
An MCP server that standardizes and contextualizes industrial Modbus data.
Best for: Developers building MCP-based AI assistants or automation tools for industrial environments
marketplaceadpros/amazon-ads-mcp-server
Various
MCP Server to interact with Amazon Ads
Best for: Developers building MCP-based AI agents that need to automate Amazon Ads workflows
markmhendrickson/neotoma
Various
Your agents forget. Neotoma makes them remember.
Best for: Developers building experimental agents that need basic memory
mikechao/balldontlie-mcp
Various
An MCP Server implementation that integrates the Balldontlie API, to provide information about players, teams and games for the NBA, NFL and MLB
Best for: Developers needing to feed current US sports statistics into MCP-based agents or tools
openlink/mcp-server-sqlalchemy
Various
A simple MCP ODBC server using FastAPI, ODBC and SQLAlchemy.
Best for: Developers who need a minimal ODBC-to-MCP bridge for AI tool integration
qainsights/k6-mcp-server
Various
k6 MCP server
Best for: Developers who need an MCP server interface for k6 load testing
arthurpanhku/DragonMCP
Various
DragonMCP is a Model Context Protocol (MCP) server designed for AI Agents to interact with local life services in Greater China (Mainland China, HKSAR) and Asia. DragonMCP 是一个专为 AI
Best for: Developers building AI agents that need to interact with local services in China and Hong Kong
incentivai/quickchat-ai-mcp
Various
The Quickchat AI MCP server
Best for: Developers building MCP-compatible AI agents that need Quickchat AI integration
mattijsdp/dbt-docs-mcp
Various
MCP (model context protocol) server for interacting with dbt Docs
Best for: Developers using dbt who want to query their documentation through MCP-compatible assistants or tools
nicholasglazer/gnosis-mcp
Various
Zero-config MCP server for searchable documentation (SQLite default, PostgreSQL optional)
Best for: Developers who need a simple, self-hosted documentation search server for MCP clients
pomazanbohdan/memory-mcp-1file
Various
🦀 🏠 🍎 🪟 🐧 - A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based memory for AI
Best for: Developers needing a lightweight, self-contained memory server for AI agents or chatbots
Pradumnasaraf/aviationstack-mcp
Various
An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, future flights and aircraft types ✈️.
Best for: Developers building AI assistants or automation tools that need live flight and airport data
Quantum3-Labs/ARBuilder
Various
AI-powered code generator for Arbitrum Stylus, SDK bridging, dApps & Orbit chains — 19 MCP tools with RAG
Best for: Developers building smart contracts and dApps specifically on Arbitrum Stylus or Orbit chains
reflagcom/mcp
Various
JS/TS SDKs for Reflag
Best for: TypeScript developers already using or evaluating Reflag for feature flag management
bivex/kanboard-mcp
Various
A Model Context Protocol (MCP) server written in Go that empowers AI agents and Large Language Models (LLMs) to seamlessly interact with Kanboard. It transforms natural language co
Best for: Teams already using Kanboard who want to automate workflows through AI assistants
Connectry-io/connectrylab-architect-cert-mcp
Various
Free certification prep for the Claude Certified Architect exam. 390 questions. Spaced repetition. Zero sycophancy.
Best for: Developers studying for the Claude Certified Architect exam who prefer unfiltered practice questions.
fotoetienne/gqai
Various
Turn any GraphQL endpoint into a set of MCP tools
Best for: Developers who need to connect GraphQL APIs to MCP-based AI agents quickly
growthbook/growthbook-mcp
Various
Official GrowthBook MCP server for creating flags, getting experiments, and more.
Best for: Developers using GrowthBook who want to manage feature flags and experiments through MCP-based tooling
hbg/mcp-paperswithcode
Various
An unofficial MCP interface to interact with the PapersWithCode API
Best for: Developers building AI agents or tools that need to programmatically access papers, code, and benchmarks from PapersWithCode
Hypersequent/qasphere-mcp
Various
MCP Server for QA Sphere TMS
Best for: QA engineers who want to manage test management tasks through an AI assistant without leaving their chat interface.
kukapay/nearby-search-mcp
Various
An MCP server for nearby place searches with IP-based location detection.
Best for: Developers building location-aware AI agents or chatbots that need quick, approximate place search without user permission prompts.
OctoMind-dev/octomind-mcp
Various
An MCP server for octomind tools, resources and prompts
Best for: Developers who need to integrate OctoMind into MCP-based agent workflows
video-edit-mcp
Various
🐍 🏠 🍎 🪟 - Comprehensive video and audio editing MCP server with advanced operations including trimming, merging, effects, overlays, format conversion, audio processing, YouTube
Best for: Developers building AI-driven video editing pipelines within the MCP ecosystem
adawalli/nexus
Various
MCP Server to make searching openrouter easy
Best for: Developers using MCP who need to search and list OpenRouter models.
devilcoder01/weather-mcp-server
Various
A simple minimal weather mcp server :)
Best for: Developers who need a quick, minimal weather MCP server for prototyping or personal projects
dorukardahan/domain-search-mcp
Various
Zero-config domain availability MCP for Claude & ChatGPT. AI suggestions, premium/auction detection via GoDaddy, RDAP/WHOIS fallback. Stdio + HTTP.
Best for: Developers who want to search and suggest domain names directly inside an AI chat interface.
Harry-027/JotDown
Various
An MCP Server in Rust for creating Notion pages & mdBooks with LLMs 🦀
Best for: Developers building AI-assisted documentation or note-taking systems with Notion
IgorGanapolsky/mcp-memory-gateway
Various
Agent governance for ThumbGate: 👍/👎 become Pre-Action Checks that block repeat mistakes before code, money, or customer systems change.
Best for: Developers who need a straightforward, memory-based guardrail for agent actions without complex policy engines
IgorGanapolsky/ThumbGate
Various
Agent governance for ThumbGate: 👍/👎 become Pre-Action Checks that block repeat mistakes before code, money, or customer systems change.
Best for: Teams using agent-driven workflows who want to prevent repeat mistakes with minimal friction
n24q02m/better-godot-mcp
Various
Composite MCP server for Godot Engine -- 17 mega-tools for AI-assisted game development
Best for: Godot developers who want to leverage AI agents for game development tasks
teamwork/mcp
Various
Teamwork.com MCP server
Best for: Developers building AI assistants that need to access Teamwork.com project data
trilogy-group/aws-pricing-mcp
Various
An MCP server that exposes AWS EC2 pricing data with an option to search by CPU, RAM, networking
Best for: Developers building AI agents or tools that need to query AWS EC2 pricing dynamically
x51xxx/codex-mcp-tool
Various
📇 ☁️ - MCP server that connects your IDE or AI assistant to Codex CLI for code analysis and editing with support for multiple models (gpt-5-codex, o3, codex-1)
Best for: Developers using Codex CLI who want to integrate it into their IDE via the Model Context Protocol
xexr/mcp-libsql
Various
Secure MCP server for libSQL databases with comprehensive tools, connection pooling, and transaction support. Built with TypeScript for Claude Desktop, Claude Code, Cursor, and oth
Best for: Developers using Claude or Cursor who need to interact with libSQL databases
ambar/simctl-mcp
Various
📇 🏠 🍎 A MCP server implementation for iOS Simulator control.
Best for: iOS developers who want to script or automate simulator tasks via MCP-enabled assistants
joelio/stocky
Various
An MCP server for searching and downloading stock photography.
Best for: Developers building AI assistants that need to source stock photography programmatically
mission69b/t2000
Various
Agentic finance infrastructure.
Best for: Developers experimenting with agentic finance in TypeScript who are comfortable working with minimal documentation.
n24q02m/better-email-mcp
Various
IMAP/SMTP email server for AI agents -- 6 composite tools with multi-account and auto-discovery
Best for: Developers building AI agents that need to send or read email via standard protocols
pullkitsan/mobsf-mcp-server
Various
This MCP server uses mobsf api's to scan and analyze the apk and ipa files.
Best for: Developers needing automated mobile app security scanning within MCP-based toolchains
r-huijts/opentk-mcp
Various
A Model Context Protocol (MCP) server providing access to Dutch parliamentary data (Tweede Kamer) through OpenTK . This server enables AI assistants to search, retrieve, and analyz
Best for: Developers building AI assistants that require direct access to Dutch parliamentary records
RohanMuppa/brightspace-mcp-server
Various
MCP server for Brightspace (D2L). Check grades, due dates, assignments, announcements, rosters, syllabus & course content via Claude, ChatGPT, Cursor, Windsurf, or any MCP client.
Best for: Students and instructors using Brightspace who want to interact with LMS data through AI chat interfaces
sequa-ai/sequa-mcp
Various
📇 ☁️ 🐧 🍎 🪟 - Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.
Best for: Developers who want their AI coding assistants to automatically understand the full codebase and docs.
spotdb
ai.aliengiraffe
Give your agents a secure, containerized SQL sandbox with MCP or API access enabled with DuckDB. No infra required, quick spin-up cycle. Push any CSV — query, analyze, and move on.
Best for: Developers building agent-based tools that need on-demand SQL analysis of tabular data
VertexStudio/developer
Various
🦀 🏠 🍎 🪟 🐧 - Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities
Best for: Developers who want a lightweight, cross-platform utility for file editing, shell commands, and screen capture.
kitao/pyxel-mcp
Various
MCP server for AI-assisted retro game development with Pyxel
Best for: Developers using Pyxel who want to speed up game creation with AI assistance
kukapay/rug-check-mcp
Various
An MCP server that detects potential risks in Solana meme tokens.
Best for: Developers building AI agents or bots that need to assess risks of Solana meme tokens
littlebearapps/outlook-assistant
Various
MCP server for Outlook email, calendar, and contacts — let your AI assistant manage your inbox directly from the conversation.
Best for: Developers who want to give their AI assistant direct access to Microsoft Outlook
olostep/olostep-mcp-server
Various
MCP server for Olostep — the web scraping, crawling, and search infrastructure used by top AI companies. Gives any MCP-compatible AI agent the ability to scrape, crawl, batch-extra
Best for: Developers building MCP-compatible AI agents that need real-time web scraping and search capabilities
pallaprolus/mendeley-mcp
Various
MCP server for Mendeley reference manager - search, retrieve, and manage your academic library from Claude and other MCP clients
Best for: Researchers who use Mendeley and want to query or organize their library through AI assistants
SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop
Various
An MCP (Model Context Protocol) tool that provides cryptocurrency market data using the CoinGecko API, specifically designed for Claude Desktop.
Best for: Developers who want to query crypto prices conversationally inside Claude Desktop
SecurityRonin/docx-mcp
Various
MCP server for reading and editing Word (.docx) documents with track changes, comments, footnotes, and structural validation
Best for: Developers building AI-assisted document editing pipelines
subelsky/bundler_mcp
Various
A Model Context Protocol (MCP) server enabling AI agents to query information about gems in a Ruby project's Gemfile, including source code and metadata.
Best for: Ruby developers integrating AI agents with their project dependency management.
Wolido/OpenAaaS
Various
OpenAaaS: science agent network — bring AI to your data, not your data to AI. AaaS, Agent as a Service, MCP protocol, local execution, Docker sandbox, zero-config Rust nodes.
Best for: Scientists and researchers who need privacy-preserving AI agent networks on local data
angheljf/nyt
Various
📇 ☁️ - Search articles using the NYTimes API
Best for: Developers needing a minimal JavaScript wrapper for the NYTimes Article Search API
axliupore/mcp-code-runner
Various
📇 🏠 - An MCP server for running code locally via Docker and supporting multiple programming languages.
Best for: Developers building AI agents or tools that need sandboxed multi-language code execution.
Danielpeter-99/calcom-mcp
Various
A FastMCP server for interacting with the Cal.com API. This enables LLMs to manage event types, create bookings, and access Cal.com scheduling data programmatically.
Best for: Developers building AI-driven scheduling assistants or calendar automation tools
Dataring-engineering/mcp-server-trino
Various
MCP Server for Trino
Best for: Developers building AI agents that need live SQL access to Trino data sources
drolosoft/immich-photo-manager
Various
📸🧹🗺️ MCP server for intelligent photo management with Immich — search, curate geographic albums, clean up libraries, and publish galleries
Best for: Self-hosters using Immich who want geographic organization and library maintenance
eirikb/any-cli-mcp-server
Various
Convert any (whatever) CLI to proper MCP server with tools mapped based on CLI help
Best for: Developers who need a quick way to expose legacy or custom CLIs as MCP tools without writing a dedicated server.
hardik-id/azure-resource-graph-mcp-server
Various
Model Context Protocol (MCP) server that provides access to Azure Resource Graph queries. It allows you to retrieve information about Azure resources across your subscriptions usin
Best for: Developers building LLM-powered assistants that need to query Azure resources across subscriptions
knewstimek/agent-tool
Various
MCP tool server for AI coding agents -- encoding-aware file tools, binary analysis, DAP debugger, SSH/SFTP, process memory, and more
Best for: Developers building AI coding agents that require low-level system access and debugging capabilities
kukapay/token-minter-mcp
Various
An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains.
Best for: Developers building AI agents that need to programmatically mint ERC-20 tokens across different chains
longevity-genie/opengenes-mcp
Various
MCP for the open-genes
Best for: Developers building AI assistants or agents that need to query open-genes gene data for longevity research
r-huijts/firstcycling-mcp
Various
This is a Model Context Protocol (MCP) server that provides professional cycling data from FirstCycling. It allows you to retrieve information about professional cyclists, race res
Best for: Developers building cycling-related data applications or AI tools
rhein1/agoragentic-integrations
Various
Triptych OS (Agent OS) integrations for deployed agents: execute-first tools, Micro ECF exports, x402 calls, receipts, and Base USDC settlement.
Best for: Developers building agents on Triptych OS needing Base USDC settlement and x402 call support
RobSpectre/mvf1
Various
A Python package and command line interface to control video players for MultiViewer For F1, the best way to watch Formula 1.
Best for: Developers and F1 fans who want to script or automate video playback in MultiViewer For F1.
TheoBrigitte/mcp-time
Various
MCP (Model Context Protocol) server which provides utilities to work with time and dates, with natural language, multiple formats and timezone convertion capabilities
Best for: Developers building MCP-driven AI assistants that need basic time and date manipulation.
vakharwalad23/google-mcp
Various
Collection of Google-native tools (e.g., Gmail, Calendar) for the MCP
Best for: Developers building MCP-based AI agents that need direct access to Google Workspace tools
alexbakers/mcp-ipfs
Various
🪐 MCP IPFS Server
Best for: Developers building AI agents that need decentralized file storage via IPFS
delimit-ai/delimit
Various
Govern AI coding across Claude Code, Codex, Cursor, and Gemini CLI. Breaking-change detection, deploy gates, and multi-model consensus — delivered as MCP server, CLI, and GitHub Ac
Best for: Teams wanting to add governance and safety checks when using multiple AI coding assistants.
GetCacheOverflow/CacheOverflow
Various
📇 ☁️ - AI agent knowledge marketplace where agents share solutions and earn tokens. Search, publish, and unlock previously solved problems to reduce token usage and computational
Best for: Developers building AI agents that need to share and reuse problem solutions to save on compute.
hive-intel/hive-crypto-mcp
Various
Public SDK, CLI, and docs for Hive Intelligence: crypto MCP access for AI agents.
Best for: Developers building AI agents that need programmatic access to crypto data
iplocate/mcp-server-iplocate
Various
MCP server for looking up IP address geolocation (IP to country, IP to city), network information, proxy and VPN detection, abuse contacts, and more - using the IPLocate.io API.
Best for: Developers building MCP-based workflows that need IP geolocation or proxy detection without implementing their own lookup logic
JamesANZ/memory-mcp
Various
A simple MCP server that stores and retrieves memories from multiple LLMs.
Best for: Developers who need a lightweight, standards-based memory layer for LLM applications
jonradoff/lightcms
Various
Lightweight content management system for websites, built for the AI era
Best for: Go developers seeking a minimal, open-source CMS with modern AI-oriented design
kukapay/crypto-orderbook-mcp
Various
An MCP server that analyzes order book depth and imbalance across major crypto exchanges.
Best for: Developers building crypto trading bots or analysis tools that need cross-exchange order book intelligence
niledatabase/nile-mcp-server
Various
MCP server for Nile Database - Manage and query databases, tenants, users, auth using LLMs
Best for: Developers building multi-tenant applications on Nile who want LLM-driven database management
PromptExecution/cratedocs-mcp
Various
MCP tools for Rust Context Engineering (rustdocs, rust analyzer)
Best for: Rust developers integrating AI assistance with crate documentation and analysis
pzalutski-pixel/sharplens-mcp
Various
Roslyn-powered MCP server for AI-driven C# semantic analysis, refactoring, and code generation
Best for: C# developers exploring AI-assisted code analysis and refactoring
vasayxtx/mcp-prompt-engine
Various
MCP Prompt Engine
Best for: Developers exploring MCP-based prompt serving in Go projects
Wolfe-Jam/claude-faf-mcp
Various
Persistent Project Context for Claude — IANA-registered .faf format · 32 tools + 1 prompt · MCP Registry #2759
Best for: Developers managing persistent context for Claude projects.
abhiphile/fermat-mcp
Various
🚀 Fermat MCP: The Ultimate Math Engine - Unifying SymPy, NumPy & Matplotlib in one powerful server! Perfect for devs & researchers.
Best for: Developers and researchers who want to give AI agents direct access to symbolic math, numerical computing, and plotting.
ahnlabio/bicscan-mcp
Various
BICScan MCP Server
Best for: Developers who need to bridge BICScan with AI agents via the Model Context Protocol
ananddtyagi/gif-creator-mcp
Various
MCP that allows you to take your video and turn it into a gif.
Best for: Developers who need a straightforward GIF conversion tool integrated into an MCP pipeline
Bright-L01/networkx-mcp-server
Various
🕸️ First NetworkX MCP server for graph analysis in AI conversations | Community & Enterprise editions | Graph algorithms • Network analysis • MCP integration
Best for: Developers building AI assistants that need to perform graph analysis
cameronrye/activitypub-mcp
Various
A comprehensive Model Context Protocol (MCP) server that enables LLMs like Claude to explore and interact with the existing Fediverse through standardized MCP tools, resources, and
Best for: Developers building LLM agents that need to read or post to decentralized social networks
ConfigCat/mcp-server
Various
Official ConfigCat Model Context Protocol (MCP) Server
Best for: Developers using ConfigCat who want to manage feature flags through AI assistants or MCP-based tools
gemy411/multi-research-agents
Various
a KTOR server/ MCP server written in Kotlin applying multi-agents schools in a flexible research system to be used with coding or for research any general
Best for: Developers building custom multi-agent research systems in Kotlin
Himalayas-App/himalayas-mcp
Various
A Model Context Protocol (MCP) server that provides access to remote job listings and company information from Himalayas.app.
Best for: Developers building AI assistants that need curated remote job data
infaton/MCP35
Various
INFATON MCP Server — 35 tools for 1C:Enterprise ERP via Model Context Protocol (JSON-RPC 2.0). Digital twins, AI agents, BSL.
Best for: Developers integrating AI agents or digital twins with 1C:Enterprise ERP systems
mcpware/pagecast
Various
Record any browser page as GIF or video via MCP — powered by Playwright + ffmpeg
Best for: Developers building MCP-based assistants that need to capture web page recordings on demand.
OthmaneBlial/term_mcp_deepseek
Various
A MCP‑like server using the DeepSeek API for Terminal
Best for: Developers who want a simple terminal interface to DeepSeek models with MCP-like integration
rps321321/obsidian-mcp-pro
Various
The most feature-complete MCP server for Obsidian vaults — 23 tools + 3 resources for search, read, write, tags, link analysis, graph traversal, and canvas. Also ships as an Obsidi
Best for: Developers building automated workflows for personal knowledge management in Obsidian
smith-and-web/obsidian-mcp-server
Various
MCP server for Obsidian vault management - enables Claude and other AI assistants to read, write, search, and organize your notes
Best for: Developers who want to integrate AI assistants like Claude with their Obsidian knowledge base
the0807/GeekNews-MCP-Server
Various
📰 GeekNews MCP Server
Best for: Developers building AI assistants that need curated tech news from GeekNews
yashshingvi/databricks-genie-MCP
Various
🐍 ☁️ - A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.
Best for: Developers building LLM-powered tools for querying and analyzing Databricks data
ybouhjira/claude-code-tts
Various
🔊 Text-to-Speech MCP plugin for Claude Code - hear audio feedback while coding (OpenAI TTS)
Best for: Developers using Claude Code who want auditory feedback for accessibility or multitasking
20alexl/claude-engram
Various
Persistent memory and session intelligence for AI coding assistants. Auto-tracks mistakes, decisions, and context via hooks. Mines your full session history for patterns, predictio
Best for: Developers who want persistent context and history search for AI coding assistants
attalla1/photopea-mcp-server
Various
MCP server for AI-driven image editing with Photopea
Best for: Developers who want to add image editing to AI agent workflows using a free browser-based editor
aybelatchane/mcp-server-terminal
Various
Terminal MCP Server - Model Context Protocol server for TUI/CLI automation with structured Terminal State Tree (TST)
Best for: Developers experimenting with MCP-based terminal automation in Rust
blakerouse/ssh-mcp
Various
SSH MCP server that runs locally making it easy to manage hosts and perform commands across a group of hosts
Best for: Developers who need a lightweight, local MCP server for managing and executing commands on multiple SSH hosts
buildepicshit/Wick
Various
Roslyn-enriched C# exception telemetry for Godot Engine, exposed over MCP
Best for: Godot developers using C# who want AI-assisted exception debugging via MCP
ferodrigop/forge
Various
Terminal MCP server for AI coding agents — spawn, manage, and monitor PTY sessions via the Model Context Protocol
Best for: Developers building AI coding agents that require direct terminal interaction via MCP
gbrigandi/mcp-server-cortex
Various
MCP Server for Cortex
Best for: Developers building local AI toolchains with Cortex who need a lightweight MCP adapter
growilabs/growi-mcp-server
Various
A Model Context Protocol (MCP) server that connects AI models to GROWI wiki content. Enables LLMs to search and retrieve information from your organization's knowledge base for acc
Best for: Teams that use GROWI as their knowledge base and want AI assistants to reference internal documents
gwbischof/bluesky-social-mcp
Various
A Bluesky MCP
Best for: Developers building MCP-based agents that need direct Bluesky social interaction capabilities.
gzoonet/cortex
Various
Local-first knowledge graph for developers. Watches your files, builds a knowledge graph with LLMs, lets you query across projects.
Best for: Developers exploring cross-project code relationships with a preference for local data control
JamesANZ/cross-llm-mcp
Various
A Model Context Protocol (MCP) server that provides access to multiple Large Language Model (LLM) APIs including ChatGPT, Claude, Gemini, Mistral, Kimi K2, and DeepSeek.
Best for: Developers who need a unified MCP-based gateway to multiple LLM APIs
MatiousCorp/google-ad-manager-mcp
Various
MCP server for Google Ad Manager. Manage ad campaigns, orders, line items, and creatives through AI assistants like Claude, ChatGPT, Gemini, Cursor, and VS Code. Automate your ad o
Best for: Ad operations teams who want to automate Google Ad Manager tasks using AI assistants
Neverlow512/agent-droid-bridge
Various
Agent Droid Bridge gives AI agents programmatic control over Android devices and emulators via ADB, exposed as an MCP server.
Best for: Developers building AI agent pipelines that need direct control of Android devices
pythonanywhere/pythonanywhere-mcp-server
Various
🐍 🏠 - MCP server implementation for PythonAnywhere cloud platform.
Best for: Developers building AI agents that need to manage PythonAnywhere environments.
r-huijts/oorlogsbronnen-mcp
Various
MCP server for accessing Dutch World War II archives through the Oorlogsbronnen API. Provides structured access to historical records, photographs, and documents from 1940-1945 Net
Best for: Developers building tools for WWII history research focused on the Netherlands
TwelveTake-Studios/reaper-mcp
Various
🐍 🏠 🍎 🪟 🐧 - MCP server enabling AI assistants to control REAPER DAW for mixing, mastering, MIDI composition, and full music production with 129 tools
Best for: Developers and power users who want to control REAPER programmatically via AI assistants
willvelida/mcp-afl-server
Various
This is a Model Context Protocol (MCP) server that provides AFL (Australian Football League) data from Squiggle API.
Best for: Developers building MCP-compatible AI agents that require Australian rules football data
AliceLJY/recallnest
Various
One memory, three terminals. Shared memory layer for Claude Code, Codex, and Gemini CLI — hybrid retrieval (vector + BM25 + KG), session continuity, 41 MCP tools. Local-first, Lanc
Best for: Developers using multiple AI CLI tools who need a unified, local memory layer for session continuity
bart6114/my-bear-mcp-server
Various
📇 🏠 🍎 - Allows to read notes and tags for the Bear Note taking app, through a direct integration with Bear's sqlitedb.
Best for: Developers who use Bear notes and want to inject that content into AI-powered tools via the Model Context Protocol
chargebee/mcp
Various
Seamlessly integrate AI agents with Chargebee using AgentKit for smarter billing and subscription workflows.
Best for: Developers building AI agents that need to interact with Chargebee billing systems
colapsis/transfa
Various
WeTransfer for agents. Dead-simple file sharing CLI for AI agents and developers.
Best for: Developers and AI agents needing a minimalist CLI file sharing tool
gofireflyio/firefly-mcp
Various
Firefly MCP
Best for: Developers prototyping AI agents that need to tap into Adobe Firefly's generative design features
ip2location/mcp-ip2location-io
Various
IP Geolocation MCP server using IP2Location.io API
Best for: Developers needing quick IP-to-location lookups in MCP-based workflows
jhomen368/overseerr-mcp
Various
Model Context Protocol (MCP) server for Overseerr and Seerr (the unified successor) - enables AI assistants to search, request, and manage media through your Seer instance
Best for: Developers building AI assistants that need to manage media requests through Overseerr or Seerr
jimmyracheta/AI-Runtime-Guard
Various
runtime-guard
Best for: Developers needing a lightweight, self-hosted guardrail for LLM outputs in Python applications.
kukapay/crypto-news-mcp
Various
An MCP server that provides real-time cryptocurrency news sourced from NewsData for AI agents.
Best for: Developers building AI agents that need up-to-date cryptocurrency news.
kukapay/defi-yields-mcp
Various
An MCP server for AI agents to explore DeFi yield opportunities, powered by DefiLlama.
Best for: Developers building AI agents that need real-time DeFi yield data via a standardized protocol
KVANTRA-dev/NOUZ-MCP
Various
MCP Server for local knowledge systems
Best for: Developers needing a lightweight, local knowledge server for MCP-based agents.
tadas-github/a2asearch-mcp
Various
MCP server for searching AI agents, MCP servers, CLI tools and agent skills via A2ASearch
Best for: Developers building agentic workflows who need a searchable directory of tools and agents
tatumio/blockchain-mcp
Various
☁️ - MCP server for Blockchain Data. It provides access to Tatum's blockchain API across 130+ networks with tools including RPC Gateway and Blockchain Data insights.
Best for: Developers building MCP-based tools that need multi-chain blockchain data access
vikramgorla/mcp-swiss
Various
Swiss open data MCP server — transport, weather, geodata, companies, etc,. Zero API keys.
Best for: Developers building AI tools that require official Swiss open data with minimal setup.
zoharbabin/web-researcher-mcp
Various
Your AI research assistant that cites real sources and stays honest. Search the entire web or narrow it down to just the sites you trust. Works with Claude, Cursor, any MCP client.
Best for: Developers building MCP-integrated AI assistants that require verifiable web search results.
checkra1neth/xbird
Various
Twitter/X skill for AI agents — works with Claude Code, Cursor, Windsurf and 35+ agents. Powered by xbird-mcp.
Best for: Developers building AI agents that need programmatic access to Twitter/X
Citedy/citedy-seo-agent
Various
AI-powered SEO content automation agent skill — trend scouting, competitor analysis, article generation in 55 languages, social media adaptations, and cron-based sessions.
Best for: Developers needing a lightweight, multilingual SEO content automation agent
cloudbet/sports-mcp-server
Various
Cloudbet Sports Data MCP Server
Best for: Developers building AI-driven sports data applications using the Model Context Protocol
damientilman/mailchimp-mcp-server
Various
Full Mailchimp Marketing API for Claude — 112 tools across campaigns, audiences, reports, segments, automations and e-commerce. Read-only and dry-run safety modes.
Best for: Developers integrating Mailchimp with Claude for marketing automation
Destrayon/Connapse
Various
Open-source, self-hosted knowledge backend for AI agents — hybrid search (vector + keyword), MCP server, 5 connectors, Docker-ready
Best for: Developers seeking a lightweight, self-hosted knowledge backend for AI agents with hybrid search capabilities
ekkyarmandi/ticktick-mcp
Various
TickTick MCP for managing your To-Do using AI
Best for: Developers using AI assistants who need to automate personal task management in TickTick
elisymlabs/elisym
Various
Open infrastructure for AI agents to discover and pay each other
Best for: Developers experimenting with autonomous agent economies and decentralized agent coordination
GittyBurstein/mermaid-mcp-server
Various
MCP server for generating Mermaid diagrams from projects (local/GitHub) and rendering via Kroki.
Best for: Developers seeking to generate code diagrams via MCP-enabled AI assistants
inventer-dev/mcp-internet-speed-test
Various
The MCP Internet Speed Test is a specialized Model Context Protocol (MCP) server that enables AI models and agents to perform internet speed measurements.
Best for: Developers building AI agents that need to retrieve internet speed data programmatically
jyjune/mcp_vms
Various
MCP server for controlling and accessing a video surveillance system
Best for: Developers building MCP-integrated automation or AI agents for video surveillance systems
kimimgo/viznoir
Various
VTK is all you need. AI-Ready VTK visualization for science and engineering.
Best for: Scientists and engineers seeking VTK-based visualization with potential AI integration
KS-GEN-AI/confluence-mcp-server
Various
A test of confluence mcp server
Best for: Developers exploring MCP protocol patterns with Confluence in proof-of-concept projects
MarcelRoozekrans/roslyn-codelens-mcp
Various
Roslyn-based MCP server providing semantic code intelligence for .NET codebases — type hierarchies, call sites, DI registrations, and reflection usage for Claude Code
Best for: Developers working with .NET codebases who want semantic code understanding via Claude Code
marlinjai/email-mcp
Various
Unified MCP server for email access across Gmail, Outlook, iCloud, and IMAP
Best for: Developers prototyping MCP-based email agents who need a unified abstraction
MobileReality/mdma
Various
Interactive documents from Markdown. Extends MD with forms, approvals, webhooks, and more — built for next gen apps
Best for: Developers prototyping interactive documentation or approval workflows within MCP-powered environments
pwh-pwh/cal-mcp
Various
用于计算数学表达式的MCP
Best for: Developers needing a minimal math evaluation tool for MCP-based AI agents
remembra-ai/remembra
Various
Universal memory layer for AI applications. Self-host in minutes. Open source.
Best for: Developers who want a simple, self-hosted memory solution for AI applications
smigolsmigol/llmkit
Various
Know what your AI agents cost. API gateway with budget enforcement, session tracking, and MCP tools.
Best for: Developers building AI agents that need to monitor and constrain LLM API spending
thecombatwombat/replicant-mcp
Various
Android MCP server - production-grade, token-optimized, accessibility-first
Best for: Developers building AI agents that need to control or automate Android devices and apps
thunderboltsid/mcp-nutanix
Various
MCP Server for Nutanix
Best for: DevOps engineers managing Nutanix clusters who want AI-driven automation
willianpinho/large-file-mcp
Various
MCP Server for efficient large file operations in AI development workflows — chunk reading, smart search, replace
Best for: Developers building AI agents that need to efficiently manipulate large text files within MCP-enabled environments
arikusi/deepseek-mcp-server
Various
MCP Server for DeepSeek API - enables MCP clients to use DeepSeek Chat and Reasoner models
Best for: Developers who need to use DeepSeek models within MCP-compatible frameworks
back1ply/agent-skill-loader
Various
MCP server to expose Claude Code Skills to AI agents
Best for: Developers building MCP-compatible agents who want to reuse Claude Code Skills
Chunkydotdev/bldbl-mcp
Various
📇 ☁️ 🍎 🪟 🐧 - Official MCP server for Buildable AI-powered development platform [bldbl.dev](https://bldbl.dev). Enables AI assistants to manage tasks, track progress, get projec
Best for: Developers using Buildable who want AI assistants to manage project tasks and progress
davewind/mysql-mcp-server
Various
mcp model-context-protocol mysql cursor n8n
Best for: Developers prototyping AI agents that need simple MySQL access via MCP
kj455/mcp-kibela
Various
MCP server implementation that enables AI assistants to search and reference Kibela content
Best for: Teams using Kibela who want AI assistants to search their internal docs
kukapay/hyperliquid-whalealert-mcp
Various
An MCP server that provides real-time whale alerts on Hyperliquid.
Best for: Developers building trading bots or AI agents that need real-time whale alerts on Hyperliquid.
openlink/mcp-server-jdbc
Various
Java based Model Context Procotol (MCP) Server for JDBC
Best for: Developers building MCP-based AI tools that need JDBC database access
qainsights/locust-mcp-server
Various
A Model Context Protocol (MCP) server implementation for running Locust load tests. This server enables seamless integration of Locust load testing capabilities with AI-powered dev
Best for: Developers who want to kick off Locust tests from an AI assistant without switching tools
SecurityRonin/alaya
Various
A memory engine for conversational AI agents, inspired by neuroscience and Buddhist psychology
Best for: Developers building conversational agents that need sustained context over extended interactions
sinanefeozler/reddit-summarizer-mcp
Various
A MCP server for summarizing reddit homepage of the user or contents of subreddits and comments on posts.
Best for: Developers who want a lightweight MCP server to digest Reddit content programmatically
sonirico/mcp-stockfish
Various
🐟 MCP server connecting AI systems to Stockfish chess engine
Best for: Developers adding chess capabilities to AI agents or chatbots
srinath1510/alltrails-mcp-server
Various
DEPRECATED: MCP server that provides access to AllTrails data, allowing you to search for hiking trails and get detailed trail information directly through Claude Desktop.
Best for: Developers building AI assistants for outdoor activity planning who need trail data integration
ThomasMarches/substrate-mcp-rs
Various
A Model Context Protocol (MCP) server for Substrate blockchains, written in Rust and interfacing the subxt crate.
Best for: Developers building MCP-compatible AI tools that need to interact with Substrate blockchains
RagTune
Community
EXPLAIN ANALYZE for RAG retrieval — inspect, debug, benchmark, and tune your retrieval layer
Best for: Developers building and debugging custom RAG systems who want fine grained retrieval layer metrics
2niuhe/qrcode_mcp
Various
mcp tool to generate qrcode
Best for: Developers who need a straightforward QR code generator for MCP-based applications or AI assistants
creatorrmode-lead/avp-sdk
Various
Action Control for autonomous agents. Check posture. Gate risky actions. Prove execution. Fits your existing agent stack.
Best for: Developers building autonomous agents who need a simple action control layer for safety and auditability.
HaroldFinchIFT/vuln-nist-mcp-server
Various
MCP Server for Vulnerabilities API from NVD NIST
Best for: Developers needing programmatic access to NVD vulnerability data from MCP-compatible tools.
jwaxman19/qlik-mcp
Various
An MCP server to run qlik
Best for: Developers building AI agents that need to query or control Qlik analytics environments
khan2a/telephony-mcp-server
Various
A very simple no-fuss minimalist MCP Server with telephony tools like voice call and sms. This MCP Server can be integrated with LLM applications. Vonage API is used for calls, SMS
Best for: Python developers building LLM-integrated tools that need basic telephony actions
kukapay/cointelegraph-mcp
Various
An MCP server that provides real-time access to the latest news from Cointelegraph.
Best for: Developers building crypto-aware AI agents or chatbots that need live Cointelegraph headlines.
meanands/npm-package-docs-mcp
Various
A Model Context Protocol (MCP) tool that provides up-to-date documentation for npm packages directly in your IDE. This tool fetches the latest README documentation from either the
Best for: Developers who regularly consult npm package documentation and use an MCP-capable IDE
overpod/mcp-telegram
Various
Connect Telegram to Claude AI — messages, media, reactions, polls, scheduled messages & more. Hosted version: mcp-telegram.com (QR login, 30 sec setup). Built on GramJS/MTProto.
Best for: Developers integrating Telegram with Claude AI for automated messaging and interaction
PaSympa/discord-mcp
Various
MCP server to control Discord — messages, channels, roles, permissions, members, and moderation
Best for: Developers who want to automate Discord server management through an MCP-compatible AI agent
RomThpt/xrpl-mcp-server
Various
📇 ☁️ - MCP server for the XRP Ledger that provides access to account information, transaction history, and network data. Allows querying ledger objects, submitting transactions, a
Best for: Developers building AI agents that need to interact with the XRP Ledger
sarveshsea/m-moire
Various
Shadcn-native Design CI for Tailwind apps: export registries that work with shadcn, v0, AI editors, and npm.
Best for: Developers using shadcn UI and Tailwind CSS who want design consistency through CI
STiFLeR7/memex
Various
Persistent memory for AI coding agents via MCP — a bitemporal knowledge graph of your codebase, served to Claude Code, Cursor, Gemini CLI, and any MCP client. Tree-sitter + Gemini
Best for: Developers using MCP-compatible coding agents who need persistent, temporally aware codebase memory
Synter-Media-AI/mcp-server
Various
MCP server for AI agents to manage ad campaigns across Google, Meta, LinkedIn, Microsoft, Reddit, TikTok, and more
Best for: Developers building AI agents that need to automate multi-platform ad campaign management
alpadalar/netops-mcp
Various
A comprehensive MCP server that provides access to essential DevOps and networking tools through a standardized interface.
Best for: Developers experimenting with MCP-based automation for networking and DevOps tasks
amineelkouhen/mcp-cockroachdb
Various
The CockroachDB MCP Server is a natural language interface designed for agentic applications to manage, monitor and query data in CockroachDB.
Best for: Developers building AI agents that need to control and query a CockroachDB database
andyliszewski/webcrawl-mcp
Various
andyliszewski/webcrawl-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers needing a quick MCP-compatible web crawler for prototyping or small-scale data extraction
antonio-mello-ai/mcp-proxmox
Various
MCP server for managing Proxmox VE clusters through AI assistants
Best for: Developers and sysadmins who want to manage Proxmox clusters through AI assistants
context-rot-detection
Various
Context Rot Detection & Healing MCP Service — gives AI agents self-awareness about their cognitive state
Best for: Developers building AI agents that need to maintain long-term context coherence
Crawleo/Crawleo-MCP
Various
Crawleo MCP Server - Real-Time Web Knowledge for AI Crawleo's Model Context Protocol (MCP) server enables AI assistants like Claude to access real-time web data directly through na
Best for: Developers building AI assistants that need live web data access
demwick/polymarket-agent-mcp
Various
The most comprehensive MCP server for Polymarket — 48 tools spanning direct trading, market discovery, smart money tracking, copy trading, backtesting, risk management, and portfol
Best for: Developers building AI agents to trade or analyze prediction markets on Polymarket
devroopsaha744/TexMCP
Various
A small FastMCP-based Microservice that renders LaTeX to PDF. The server exposes MCP tools to render raw LaTeX or templates and produces artifacts
Best for: Developers who need a simple MCP-based LaTeX-to-PDF renderer for integration with AI tools or pipelines.
EmblemCompany/Agent-skills
Various
Official skill collection for EmblemAI agents — 200+ crypto tools across 7 blockchains
Best for: Developers building EmblemAI agents that need ready-made crypto capabilities across multiple blockchains.
emicklei/melrose-mcp
Various
MCP server (STDIO) that uses melrose tool to play musical expressions
Best for: Developers who need basic music generation capabilities inside MCP-compatible AI assistants
HainanZhao/mcp-gitlab-jira
Various
📇 ☁️ 🏠 - Unified MCP server for GitLab and Jira: manage projects, merge requests, files, releases and tickets with AI agents.
Best for: Developers and teams who already use both GitLab and Jira and want to automate workflows between them with AI.
isaac-levine/forage
Various
Self-improving tool discovery for AI agents. Agents find, install, and learn to use new MCP tools automatically.
Best for: Developers building MCP-based AI agents that need dynamic tool discovery and integration
izzzzzi/codewiki-mcp
Various
MCP server for codewiki.google — search, fetch docs, and ask questions about any open-source repo
Best for: Developers who need quick, natural-language access to open-source documentation via MCP clients
kshern/mcp-tavily
Various
mcp server of tavily
Best for: Developers building MCP-compatible AI assistants that need reliable web search without custom scraping
longevity-genie/synergy-age-mcp
Various
🎖️ 🐍 🏠 ☁️ - MCP server for the SynergyAge database of synergistic and antagonistic genetic interactions in longevity.
Best for: Researchers and developers building AI agents for longevity and aging genetics
Mattbusel/Reddit-Options-Trader-ROT-
Various
A modular research pipeline that turns trending Reddit discussions into structured market events and options trade ideas.
Best for: Developers exploring sentiment-driven options trading with Python
mikusnuz/app-publish-mcp
Various
Unified MCP server for App Store Connect & Google Play Console — 91 tools for listings, screenshots, releases, reviews & submissions
Best for: Developers managing app store operations across both iOS and Android platforms
mumez/pharo-smalltalk-interop-mcp-server
Various
A local MCP server to communicate local Pharo Smalltalk image
Best for: Developers working with Pharo Smalltalk who want to connect it to MCP-based tools or AI assistants
opslevel/opslevel-mcp
Various
Model Context Protocol (MCP) server for OpsLevel
Best for: DevOps and platform engineering teams using OpsLevel who want AI-driven access to their service catalog.
OverQuotaAI/chatterboxio-mcp-server
Various
A Model Context Protocol server implementation for ChatterBox, enabling AI agents to interact with online meetings and generate meeting summaries
Best for: Developers building AI agents that need to interact with ChatterBox meetings and generate summaries
samson-art/transcriptor-mcp
Various
An MCP server (stdio + HTTP/SSE) that fetches video transcripts/subtitles via yt-dlp, with pagination for large responses. Supports YouTube, Twitter/X, Instagram, TikTok, Twitch, V
Best for: Developers building MCP-based workflows that need video transcript data from multiple platforms
serkan-ozal/driflyte-mcp-server
Various
The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages.
Best for: Developers building AI assistants that need topic-specific knowledge from recursively crawled web pages
sim-xia/blind-auditor
Various
MCP tool for improving model coding quality by mandatory self-audition
Best for: Developers who want a minimal guardrail to prevent obviously flawed model output from reaching production
spfunctions/simplefunctions-cli
Various
Reference and issue mirror for @spfunctions/cli, the SimpleFunctions sf command-line interface.
Best for: Developers seeking a minimal, open-source CLI for deploying and managing simple serverless functions
tom28881/mcp-jira-server
Various
Comprehensive MCP server for Jira integration with Claude Code
Best for: Developers using Claude Code who want to manage Jira issues conversationally
ViperJuice/mcp-gateway
Various
MCP Gateway - A meta-server for minimal Claude Code tool bloat with progressive disclosure
Best for: Developers using Claude Code who want a minimal, organized tool environment
Wynelson94/longhand
Various
Lossless local memory for Claude Code. The full, unabbreviated version. Every tool call, every file edit, every thinking block — stored verbatim on your machine. Persistent memory
Best for: Developers who need complete, token-free logs of Claude Code sessions
Acacian/aegis
Various
LLM guardrails & prompt injection detection for Python. Auto-instruments LangChain, CrewAI, OpenAI, LiteLLM + 8 more frameworks. PII masking, toxicity detection, policy CI/CD. One
Best for: Python developers who need to add basic safety controls to existing LLM applications quickly
arikusi/nakkas
Various
MCP server that turns AI into an SVG artist
Best for: Developers building AI-powered design tools or needing automated SVG generation
cevatkerim/unsplash-mcp
Various
An MCP server for Unsplash photo search with proper attribution built-in. Key differentiator: Returns ready-to-use attributiontext and attributionhtml for each photo, making it tri
Best for: Developers building LLM-driven content systems that need ready-to-use, properly attributed images from Unsplash.
codeurali/mcp-dataverse
Various
MCP server for Microsoft Dataverse Web API for devs !
Best for: Developers building AI agents that need to interact with Microsoft Dataverse data.
costajohnt/oss-autopilot
Various
Claude Code plugin — AI-powered autopilot for managing open source contributions. Track PRs, respond to maintainers, discover issues, maintain velocity.
Best for: Open source contributors using Claude Code who want to streamline their workflow
echology-io/decompose
Various
The missing cognitive primitive for AI agents. Decompose any text into classified semantic units — authority, risk, attention, entities. No LLM. Deterministic.
Best for: Developers building deterministic text decomposition components for AI agents without using LLMs
efremidze/swift-patterns-mcp
Various
An MCP server providing curated Swift and SwiftUI best practices from leading iOS sources.
Best for: iOS developers using AI coding assistants that support MCP
guimatheus92/mcp-video-analyzer
Various
MCP server for video analysis — extracts transcripts, key frames, OCR text, and metadata from video URLs. Supports Loom and direct video files.
Best for: Developers needing to automate video content extraction within MCP-compatible workflows
JaviMaligno/postgres_mcp
Various
The only postgress MCP server I have been able to connect to my docker postgres
Best for: Developers who need a quick MCP bridge to a Docker PostgreSQL database
kukapay/crypto-portfolio-mcp
Various
An MCP server for tracking and managing cryptocurrency portfolio allocations.
Best for: Developers building AI agents that need real-time crypto portfolio data
kukapay/uniswap-poolspy-mcp
Various
An MCP server that tracks newly created liquidity pools on Uniswap across nine blockchain networks.
Best for: Developers building trading bots or AI agents that need real-time Uniswap pool creation data
mbrummerstedt/powerbi-analyst-mcp
Various
This repo is a local mcp server made for connecting Power BI to your llm for analysis purposes
Best for: Developers who want to query Power BI datasets via natural language using an LLM
molanojustin/smithsonian-mcp
Various
A Model Context Protocol (MCP) server that provides AI assistants with access to the Smithsonian Institution's Open Access collections.
Best for: Developers building MCP-enabled AI assistants focused on cultural heritage or museum data
muammar-yacoob/GMail-Manager-MCP
Various
Organize your GMail via MCP
Best for: Developers building AI-powered email assistants or automation workflows
n24q02m/wet-mcp
Various
Open-source MCP Server for web search, content extraction, library docs & multimodal analysis.
Best for: Developers integrating web search and content extraction into MCP-based AI workflows
narumiruna/gitingest-mcp
Various
🐍 🏠 - A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to convert any Git repository into a simple text digest of its codebase.
Best for: Developers who need a quick text representation of a Git repo for AI or documentation
papersflow-ai/papersflow-mcp
Various
papersflow-mcp is PapersFlow’s production MCP server for literature search, citation verification, related-paper discovery, and authenticated research workflows across Claude, Code
Best for: Developers building AI-assisted research tools or integrating literature search into MCP workflows
PrinceGabriel-lgtm/freshcontext-mcp
Various
Timestamped web intelligence for AI agents. MCP server with guaranteed freshness envelopes.
Best for: Developers building AI agents that require verifiably fresh web context
s60yucca/mnemos
Various
s60yucca/mnemos — indexed from awesome-mcp-servers-punkpeye
Best for: Developers experimenting with persistent memory for MCP-based AI agents
SaintDoresh/Weather-MCP-ClaudeDesktop
Various
An MCP (Model Context Protocol) tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API, specifically designed for Cla
Best for: Developers who want to add weather queries directly inside Claude Desktop conversations
temporal-cortex/mcp
Various
Calendar MCP server with atomic booking, conflict prevention, deterministic RRULE expansion, and TOON token compression for AI agents
Best for: Developers building AI agents that need reliable calendar management
theonedev/tod
Various
A command line tool working with OneDev
Best for: Developers using OneDev who want CLI access to repository and issue management
utapyngo/sentry-mcp-rs
Various
Fast and minimal Sentry MCP server written in Rust
Best for: Developers who need a lightweight MCP server for Sentry integration
windborne/zulipmcp
Various
Run AI agents in Zulip as @mentionable bots — or wire into any MCP client.
Best for: Developers who want to add AI agents to Zulip or bridge Zulip with MCP-compatible tools
ycs77/apifable
Various
MCP server that helps AI agents explore OpenAPI specs, search endpoints, and generate TypeScript types.
Best for: Developers building AI agents that need to interact with and generate types from OpenAPI-defined APIs.
yusong652/yade-mcp
Various
MCP server connecting AI agents to YADE — run DEM simulations through natural conversation
Best for: Researchers or engineers who want to interact with YADE simulations through natural language rather than writing scripts.
0x1abin/matter-controller-mcp
Various
An MCP server for Matter Controller, enabling AI agents to control and interact with Matter devices.
Best for: Developers building AI-powered smart home automations
6figr-com/jobgpt-mcp-server
Various
MCP server for JobGPT — search jobs, auto-apply, generate resumes, and track applications from Claude, Cursor, Windsurf, and any MCP client
Best for: Developers who want to automate job hunting through AI assistants
ahmetsbilgin/finbrain-mcp
Various
FinBrain MCP server: expose FinBrain datasets to AI agents (Claude, VSCode etc.) via SDK-first tools. Runs locally with each user's own FinBrain API key.
Best for: Developers who want to query FinBrain financial datasets from AI agents like Claude or VSCode
alvii147/piston-mcp
Various
MCP server that allows LLMs to connect to and execute code using Piston
Best for: Developers building LLM tools that need safe code execution
ark-forge/mcp-eu-ai-act
Various
MCP EU AI Act Compliance Scanner - Open source tool to detect EU AI Act violations in codebases
Best for: Developers and compliance teams needing a quick, automated check for EU AI Act violations in Python codebases.
Cavinooo/claude-find
Various
Pull Deep Memory from across your Claude Code Sessions — when you need it.
Best for: Developers who use Claude Code regularly and want to persist and retrieve session memory
conan-io/conan-mcp
Various
Model Context Protocol server for Conan
Best for: Teams adding agentic automation to existing Conan-based C/C++ projects
Dan8Oren/mcp-apple-notes
Various
MCP server for Apple Notes — semantic search, folder browsing, and RAG. Works with any MCP client (Claude, Cursor, Windsurf, Cline). Fully local, no API keys.
Best for: Developers using Apple Notes who want to integrate its content into AI-assisted coding workflows
ejentum/ejentum-mcp
Various
MCP server for the Ejentum API. 8 cognitive operations across 4 harnesses (reasoning, code, anti-deception, memory) in dynamic and adaptive modes.
Best for: Developers building MCP-compatible agents that need lightweight cognitive guardrails
ethbak/icon-composer-mcp
Various
Apple Icon Composer CLI & MCP server: create and manipulate .icon bundles and images with Liquid Glass rendering
Best for: macOS developers who need to automate .icon bundle creation and rendering with Liquid Glass effects
grahammccain/chart-library-mcp
Various
MCP server for Chart Library — visual chart pattern search engine. Find similar historical stock charts and see what happened next.
Best for: Developers building automated trading or analysis tools who need quick access to historical chart pattern matches.
hoklims/stacksfinder-mcp
Various
MCP server for StacksFinder - deterministic tech stack recommendations for LLM clients
Best for: Developers building LLM-based tooling that need consistent, deterministic tech stack suggestions
irskep/persistproc
Various
MCP server to allow LLMs to manage and inspect long-running processes
Best for: Developers building LLM agents that need to run and supervise background shell processes
j0hanz/filesystem-context-mcp-server
Various
A local filesystem MCP server that lets LLMs and AI agents read, write, search, diff, patch, and manage files safely and efficiently. Built for reliable, structured, and controlled
Best for: Developers who need to give LLM-based agents safe, structured access to local file systems
jagan-shanmugam/climatiq-mcp-server
Various
A Model Context Protocol (MCP) server for accessing the Climatiq API to calculate carbon emissions. This allows AI assistants to perform real-time carbon calculations and provide c
Best for: Developers building AI assistants that need carbon emission calculations
jmrplens/gitlab-mcp-server
Various
Open source GitLab MCP server for AI assistants: 2-tool dynamic find/execute over 870+ GitLab actions (1,000+ Enterprise), stdio/HTTP/OAuth, safe/read-only modes.
Best for: Developers who want to give AI assistants direct GitLab access with safety controls
kimwwk/repocrunch
Various
Analyze GitHub repos into structured JSON. No AI, fully deterministic.
Best for: Developers needing a straightforward, deterministic way to serialize repo structure without AI
kukapay/blockbeats-mcp
Various
An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents.
Best for: Developers building AI agents that need a dedicated blockchain news feed from BlockBeats.
kukapay/binance-alpha-mcp
Various
An MCP server for tracking Binance Alpha trades, helping AI agents optimize alpha point accumulation.
Best for: Developers experimenting with agent-driven crypto trading on Binance Alpha
kukapay/etf-flow-mcp
Various
An MCP server that delivers crypto ETF flow data to power AI agents' decision-making.
Best for: Developers building AI agents that require crypto ETF flow metrics
kukapay/pancakeswap-poolspy-mcp
Various
An MCP server that tracks newly created liquidity pools on Pancake Swap
Best for: Developers building automated trading or monitoring tools on BNB Chain
kukapay/thegraph-mcp
Various
An MCP server that powers AI agents with indexed blockchain data from The Graph.
Best for: Developers building AI agents that need access to decentralized blockchain data
kukapay/wallet-inspector-mcp
Various
An MCP server that empowers AI agents to inspect any wallet’s balance and onchain activity across major EVM chains and Solana chain.
Best for: Developers building AI agents that need to inspect wallet balances and onchain activity across EVM and Solana networks
labeveryday/nba_mcp_server
Various
NBA MCP server to get nba stats and data
Best for: Developers who need a lightweight MCP server to expose NBA data for AI agent integrations
LeonTing1010/tap
Various
Local-first browser automation MCP for Claude Code / Cursor. taprun compiles once with AI, your authenticated Chrome replays forever at zero LLM tokens. Credentials never leave you
Best for: Developers using Claude Code or Cursor who need simple, token-efficient browser automation
lightningfaucet/lightning-wallet-mcp
Various
MCP Server for Lightning Faucet - Give your AI agent a Bitcoin wallet
Best for: Developers prototyping AI agents that need to send or receive small Bitcoin payments on a test network.
Martinqi826/dida-mcp
Various
滴答清单 (Dida365/TickTick) MCP Server - 让 AI 助手控制你的滴答清单 | For OpenClaw, Claude Desktop & any MCP client
Best for: Developers who want AI assistants to control their Dida365/TickTick tasks
masondelan/selvedge
Various
Long-term memory for AI-coded codebases. A git blame for AI agents — but for the why. MCP server that captures the agent's reasoning live, in context, as each change is made. Local
Best for: Developers using AI coding agents who need to track and review the rationale behind automated changes.
mattjegan/swarmia-mcp
Various
A read-only local MCP server for to interact with swarmia.com
Best for: Developers who want to surface Swarmia analytics in MCP-compatible tools like AI assistants or IDEs.
nanana-app/mcp-server-nano-banana
Various
MCP server for Nanana AI image generation powered by Google Gemini's nano banana
Best for: Developers experimenting with MCP-based image generation
operantlabs/operant-mcp
Various
Turn your AI agent into a hacker by plugging in this MCP
Best for: Security researchers and red teams building autonomous penetration testing pipelines
preflight-dev/preflight
Various
✈️ 24-tool MCP server for Claude Code: preflight checks for your prompts, cross-service context, session history search with LanceDB vectors, correction pattern learning, cost esti
Best for: Developers using Claude Code who need structured prompt validation and session analytics
raychao-oao/pty-mcp
Various
MCP server for interactive terminal sessions — local shells, SSH, serial ports, and persistent remote sessions
Best for: Developers who need to add interactive terminal access to MCP-based workflows and tools
refined-element/lightning-enable-mcp
Various
MCP server enabling AI agents to make Lightning Network payments
Best for: Developers integrating Lightning Network payments into agentic AI workflows
rikarazome/prolog-reasoner
Various
SWI-Prolog as a logic calculator for LLMs — MCP server and Python library
Best for: Developers building LLM agents that need reliable, rule-based logical inference
rossshannon/Weekly-Weather-mcp
Various
Weather MCP server which returns 7 days of detailed weather forecasts anywhere in the world
Best for: Developers building MCP-based tools that need to supply weather forecasts to language models
sanyambassi/ciphertrust-manager-mcp-server
Various
MCP Server for Thales CipherTrust Manager
Best for: Python developers building AI-driven security automation over Thales CipherTrust Manager
shareseer/shareseer-mcp-server
Various
ShareSeer MCP Server - Access SEC filings and insider transactions via Claude
Best for: Developers building Claude-powered financial analysis tools
spyrae/claude-concilium
Various
Multi-agent AI consultation framework for Claude Code via MCP — get second opinions from OpenAI, Gemini, Qwen, DeepSeek
Best for: Developers using Claude Code who want to verify or enrich outputs with other AI models
strato-space/media-gen-mcp
Various
Media Gen MCP — Strict TypeScript MCP server for OpenAI gpt-image-1 and sora-2: generate, edit, and fetch images/video with smart compression, resourcelink and image outputs, and a
Best for: Developers building MCP-based tools that need image and video generation from OpenAI models
tomjwxf/scopeblind-gateway
Various
Active development continues at ScopeBlind/scopeblind-gateway. - Security gateway for MCP servers. Cedar policy engine, Ed25519-signed receipts, per-tool enforcement. IETF Internet
Best for: Developers needing to secure MCP server deployments with policy-driven access control and auditable receipts
valado/pantheon-mcp
Various
A collection of AI agents
Best for: Developers exploring multi-agent architectures with TypeScript
Whatsonyourmind/oraclaw
Various
Deterministic decision-intelligence MCP server for AI agents — 17 tools, 21 algorithms (LinUCB, HiGHS LP/MIP, PageRank, Monte Carlo, CMA-ES, conformal). Sub-25ms. Zero LLM cost. AA
Best for: Developers building deterministic, low-latency decision agents in TypeScript
Zacccck/Claude-MCP-Read-Email-Attachments
Various
Local MCP server for Claude — read and parse Outlook email attachments via Microsoft Graph API
Best for: Developers needing to automate the retrieval and processing of Outlook email attachments via Claude
a-25/ios-mcp-code-quality-server
Various
This server enables AI assistants to run Xcode tests, perform linter analysis, and provide detailed feedback on iOS projects through structured, actionable reports.
Best for: iOS developers who want AI-assisted code quality checks and test automation
ailenshen/apple-notes-mcp
Various
Read and write Apple Notes, with Apple Notes native formatting support
Best for: Developers building macOS-native AI integrations that need to read or write Apple Notes
bighippoman/intercept-mcp
Various
MCP server with multi-tier fallback chain for fetching web content as clean markdown
Best for: Developers building MCP-based tools that need robust web-to-markdown extraction
dengls24/annota
Various
Annota — AI-Powered Paper Annotation MCP Server. Reads PDFs, highlights findings, explains formulas, writes structured notes.
Best for: Researchers and students who want to automate annotation of academic PDFs via MCP.
endiagram/mcp
Various
MCP server for EN Diagram — structural analysis for any system. Install: npx @endiagram/mcp
Best for: Developers who need structural analysis within MCP-based workflows
ernestocorona/kanboard-mcp
Various
Model Context Protocol (MCP) server for Kanboard — manage projects, tasks, columns, swimlanes, and team work from any MCP-compatible client (Claude Code, Claude Desktop, Cursor, Cl
Best for: Teams already using Kanboard who want to interact with it through AI coding assistants or chat interfaces
gosodax/builders-sodax-mcp-server
Various
get instant access to SODAX API data plus SDK documentation
Best for: Developers building applications on the SODAX platform who want to combine API access with SDK documentation in an MCP workflow.
hubinoretros/deep-thinker
Various
Advanced cognitive reasoning MCP server — DAG thought graph, 10 strategies, metacognition, self-critique, knowledge integration, and pruning
Best for: Developers building advanced reasoning agents within the MCP ecosystem
hypescale/storyblok-mcp-server
Various
A TypeScript MCP server providing 160 tools for the Storyblok Management API
Best for: Developers building AI agents that manage content via Storyblok
iaptic/mcp-server-iaptic
Various
Model Context Protocol server for interacting with iaptic
Best for: Developers building AI agents that need to manage in-app purchases and subscriptions through iaptic.
janaraj/tnl
Various
Structured English contracts for AI coding agents — proposed by the agent, approved by you, saved on disk, read by every future session.
Best for: Developers who want consistent agent behavior across many sessions without writing code
jordanlyall/wc26-mcp
Various
AI companion for FIFA World Cup 2026 — 18 tools covering matches, teams, venues, city guides, fan zones, visa info, head-to-head records, and more. Works with Claude, ChatGPT, Curs
Best for: Developers building AI assistants or chatbots that need up-to-date World Cup 2026 information
kevinswint/xcode-studio-mcp
Various
Unified MCP server for AI-assisted iOS development — build, deploy, screenshot, and interact with iOS Simulator from Claude Code, Cursor, or any MCP client
Best for: iOS developers who use AI coding assistants and want to automate simulator tasks
kukapay/funding-rates-mcp
Various
An MCP server that provides real-time funding rate data across major crypto exchanges.
Best for: Developers building crypto trading tools or AI agents that need live funding rate data
kukapay/web3-jobs-mcp
Various
An MCP server that provides AI agents with real-time access to curated Web3 jobs.
Best for: Developers building AI agents that need to search or monitor Web3 job opportunities.
loglux/authmcp-gateway
Various
🔐 Secure authentication proxy for MCP servers with JWT auth, real-time monitoring, and admin dashboard. Production-ready Docker deployment.
Best for: Developers needing a quick, production-grade auth layer for MCP servers
longbridge/longbridge-mcp
Various
longbridge/longbridge-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers creating MCP-compatible AI agents that need to interact with Longbridge financial services
LWTlong/ai-dev-analytics
Various
An open-source AI coding observability layer. Silently tracks vibe coding sessions via MCP and codifies AI deviations into project rules. 100% local.
Best for: Developers using AI coding assistants who want to enforce and evolve project rules locally
MohamedAbdallah-14/prompt-to-asset
Various
MCP server + CLI for production-grade software assets (logos, app icons, favicons, OG, illustrations) — routes across 30+ image models, zero-key first, validates before shipping.
Best for: Developers who need to quickly generate multiple types of software assets from text prompts without manually switching between image services
Pearch-ai/mcp_pearch
Various
The most accurate people search API/MCP. Natural language in, high-quality candidates out. Built for ATSs and AI Agents.
Best for: Developers building AI agents or ATS integrations that need automated people search
Ratnaditya-J/csvglow
Various
Generate beautiful interactive HTML dashboards from CSV/Excel files
Best for: Developers who need a quick, no-code way to turn spreadsheet data into interactive HTML dashboards
robhunter/agentdeals
Various
MCP server aggregating free tiers, startup credits & developer tool deals. 4 tools, 54 categories, 1,525+ offers.
Best for: Developers seeking cost-saving deals and free resources for building and launching projects.
shopsavvy/shopsavvy-mcp-server
Various
Model Context Protocol (MCP) server for ShopSavvy Data API - provides product lookup, pricing, and historical data tools for AI assistants.
Best for: Developers building AI assistants that need product pricing and historical data
skullzarmy/vibealive
Various
Full-featured utility to test Next.js projects for unused files and APIs + MCP server
Best for: Developers maintaining Next.js projects who want to eliminate dead code and unused API endpoints.
SonAIengine/graph-tool-call
Various
Graph-based tool retrieval for LLM agents — 248 tools → 82% accuracy, 79% fewer tokens. Zero dependencies. OpenAPI / MCP / LangChain.
Best for: Developers building LLM agents that need efficient tool selection from a large tool set
Spaceship MCP
Various
MCP server for the Spaceship API — manage domains, DNS, contacts & marketplace listings via AI
Best for: Developers building AI-powered workflows for domain and DNS management via the Spaceship API
testdino-hq/testdino-mcp
Various
A MCP server that bridges TestDino with AI agents such as Cursor and Claude. Navigate test results, analyze failures, and manage test cases through conversational commands.
Best for: Developers using TestDino who want to interact with test results through AI chat interfaces
workopia/workopia-mcp
Various
Workopia MCP Server — free job search, resume builder & career advice for Claude, ChatGPT, Cursor.
Best for: Developers and job seekers who want to search for jobs and manage resumes directly within their AI assistant.
yanmxa/scriptflow-mcp
Various
Script workflow management via MCP. Converts AI workflows to persistent scripts, reducing tokens & delays while minimizing hallucination risks.
Best for: Developers building script-based AI workflows who want to reduce costs and improve reliability
yannbrrd/simple_snowflake_mcp
Various
🐍 ☁️ - Simple Snowflake MCP server that works behind a corporate proxy. Read and write (optional) operations
Best for: Developers needing a simple, proxy-compatible Snowflake MCP server for basic read/write interactions
3KniGHtcZ/codebeamer-mcp
Various
3KniGHtcZ/codebeamer-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers and QA engineers using codeBeamer who want AI-assisted access to their ALM data
AceDataCloud/MCPNanoBanana
Various
MCP server for Nano Banana AI image generation and editing via Ace Data Cloud.
Best for: Developers who need to add Nano Banana AI image generation and editing capabilities to MCP-enabled environments
adrianczuczka/mason
Various
Mason builds context for LLMs — smart file sampling, concept maps, and change impact analysis. MCP server + CLI.
Best for: Developers who want to feed structured codebase context into LLM code assistants
AryanBV/pdf-toolkit-mcp
Various
Write-capable PDF toolkit for any MCP client: 22 tools to read, create, render, encrypt, and transform PDFs. Vision rendering for scans, form-preserving merge and split, AES-256, z
Best for: Developers building MCP-based workflows that need comprehensive PDF manipulation
connerlambden/helium-mcp
Various
MCP server for real-time news with bias scoring, live stock/ETF/crypto data, AI options pricing, balanced news synthesis, and meme search. 10 tools, 5000+ sources, free tier.
Best for: Developers who need a lightweight MCP plugin for real-time financial news with bias analysis and market data
embeddedlayers/mcp-analytics
Various
[BETA — v2 rebuild] MCP server for data analytics — Shopify, Stripe, CSV, forecasting, ML. Works in Claude, Cursor, and any MCP client. Expect rough edges while the rewrite lands.
Best for: Developers building AI-augmented analytics tools who want to experiment with MCP-connected data sources.
erikhoward/adls-mcp-server
Various
Microsoft Azure Data Lake Storage MCP Server
Best for: Developers who need a simple MCP bridge to query or manage files in Azure Data Lake Storage from AI assistants or automated workflows
@frihet/mcp-server
Various
Official MCP server for Frihet ERP — 52 tools for AI-powered invoicing, expenses, clients, products, quotes, reports, and tax compliance. Works with Claude, Cursor, Windsurf, Cline
Best for: Developers and businesses already using Frihet ERP who want to automate tasks via AI assistants
g1itchbot8888-del/agent-memory
Various
Memory system for autonomous agents - built by an agent, for agents
Best for: Developers curious about agent-generated tooling or building experimental agent memory prototypes
gregario/godot-forge
Various
The MCP server for Godot 4 — test runner, API docs, script analysis, and more.
Best for: Godot 4 developers who want to use MCP-based workflows
hifriendbot/cogmemai-mcp
Various
CogmemAi — Cognitive Memory for Any Ai System. Autonomous robots, self-driving vehicles, defense systems, coding assistants, and more. 91% LoCoMo benchmark — above human performanc
Best for: Developers building AI agents that require long-term memory and context retention
human-pages-ai/humanpages
Various
MCP server (+ OpenClaw SKILL.md) that gives AI agents access to real-world people who listed themselves to be hired by agents. Search by skill/location/equipment, Post job offers &
Best for: Developers building agentic workflows that need to hire human workers
hyunjae-labs/lore
Various
Semantic search MCP server for Claude Code conversations. Hybrid vector + keyword search across all your sessions, fully local.
Best for: Developers who frequently use Claude Code and want to search past conversations locally
iris-eval/mcp-server
Various
The agent eval standard for MCP — score output quality, catch safety failures, enforce cost budgets
Best for: Developers building and evaluating agents that use the Model Context Protocol
kiwamizamurai/mcp-kibela-server
Various
MCP server implementation for Kibela API integration
Best for: Development teams already using Kibela who want to integrate it with MCP-enabled AI tools
kukapay/chainlink-feeds-mcp
Various
An MCP server that provides real-time access to Chainlink's decentralized on-chain price feeds.
Best for: Developers building AI agents or bots that need reliable, real-time on-chain price data from Chainlink oracles.
kukapay/crypto-whitepapers-mcp
Various
An MCP server serving as a structured knowledge base of crypto whitepapers.
Best for: Developers building AI agents that need to answer questions from crypto whitepapers.
kukapay/pumpswap-mcp
Various
An MCP server that enables AI agents to interact with PumpSwap for real-time token swaps and automated on-chain trading.
Best for: Developers building autonomous trading agents on PumpSwap
latex-mcp-server
Various
An MCP Server to compile latex, download/organize/read cited papers, run visualization scripts and add figures/tables to latex.
Best for: Researchers or developers automating LaTeX document preparation
leap-laboratories/discovery-engine
Various
Discovery Engine — find novel, statistically validated patterns in tabular data
Best for: Data scientists and researchers who need a lightweight tool for statistically validated pattern mining in tabular datasets.
mcpware/ui-annotator-mcp
Various
MCP server that annotates any web page with hover labels — zero extensions, works in any browser
Best for: Developers who need instant UI element identification without installing browser extensions
michael-denyer/memory-mcp
Various
Engram-inspired memory MCP server with hot cache and pattern mining
Best for: Developers prototyping memory-enhanced AI agents in Python
n24q02m/mnemo-mcp
Various
Persistent AI memory with hybrid search and embedded sync. Open, free, unlimited.
Best for: Developers building persistent memory into custom AI agents or chatbots
nk3750/jitapi
Various
Just-in-Time API Orchestration for LLMs - An MCP server for dynamic API discovery and execution
Best for: Developers building experimental LLM agents that need on-the-fly API access
octoco-ltd/sheetsdata-mcp
Various
sheetsdata-mcp
Best for: Developers building AI agents that need to reference live spreadsheet data during conversations
optimaquantum/claude-critical-rules-mcp
Various
MCP server for Claude AI providing automatic enforcement of critical rules - Prevents 96 documented failure patterns
Best for: Developers using Claude AI who need automated guardrails against common failure patterns
PCDCK/ozon-mcp
Various
MCP-сервер для Ozon Seller API и Performance API — подключите любого AI-агента к кабинету продавца
Best for: Developers building AI assistants for Ozon marketplace sellers
QuantToGo/quanttogo-mcp
Various
Macro-factor quantitative signal source for AI agents via MCP. 宏观因子量化信号源。
Best for: Developers building AI agents that need structured macro-factor financial signals
rad-security/mcp-server
Various
Rad Security MCP Server
Best for: Developers building AI agents that need to interact with Rad Security's security platform
sevalla-hosting/mcp
Various
Official remote MCP server for the Sevalla public API.
Best for: Developers using Sevalla who want to automate hosting tasks through MCP-compatible tools
sharozdawa/ai-visibility
Various
Track your brand visibility across ChatGPT, Perplexity, Claude, and Gemini. Open source alternative to Otterly/AthenaHQ.
Best for: Developers seeking a no-cost way to audit their brand's AI chatbot presence
Sowiedu/Edict
Various
A programming language designed for AI agents. No parser, no syntax — agents produce AST directly as JSON. Statically typed, effect-tracked, contract-verified, compiled to WASM via
Best for: Developers experimenting with agent-based code generation that demands verifiable, typed output.
spacecode-ai/SpaceBridge-MCP
Various
MCP server that turbocharges vibe coding by automating issue tracking
Best for: Developers using AI coding assistants who want to manage GitHub issues without leaving their editor.
SunflowersLwtech/mcp_creator_growth
Various
🐍 🏠 🍎 🪟 🐧 - Intelligent learning sidecar for AI coding assistants. Helps developers learn from AI-generated code changes through interactive blocking quizzes and provides agen
Best for: Developers using AI coding assistants who want to reinforce learning from code changes
Swih/mistral-mcp
Various
Full Mistral AI MCP server — OCR, Voxtral audio, Codestral FIM, durable workflows, document extraction — for Claude Code, Cursor, Windsurf, Zed, Mistral Connectors
Best for: Developers who want to integrate Mistral AI capabilities into their IDE or MCP-compatible workflow
takleb3rry/zitadel-mcp
Various
MCP server for Zitadel identity management — manage users, projects, apps, roles, and service accounts from AI tools
Best for: Developers using Zitadel who want to manage identity resources through AI assistants
tasopen/mcp-alphabanana
Various
A local MCP server for generating image assets using Google Gemini AI (Nano Banana 2 / Pro). Enable transparency and resize.
Best for: Developers who need local image generation with transparency and resize support using Gemini models
transcribe-app/mcp-transcribe
Various
Add transcription tools to your AI-powered assistants.
Best for: Developers building voice-enabled AI assistants who need a basic, self-hosted transcription plugin.
ujisati/anki-mcp
Various
the best anki mcp
Best for: Developers building AI study tools that need to programmatically manage Anki flashcards
velvetway/minreestr-mcp
Various
MCP-сервер для Claude, который ищет российское ПО в каталогпо.рф (26 000+ продуктов). Подбор отечественных аналогов, продукты с сертификатами ФСТЭК/ФСБ, список производителей — пря
Best for: Developers needing to quickly find compliant Russian software for government or enterprise projects
wd041216-bit/free-web-search-ultimate
Various
Search infrastructure for AI agents: free by default, MCP-ready, LLM-context aware, and production-grade when needed.
Best for: Developers building AI agents that require web search with MCP support
whiteknightonhorse/APIbase
Various
Universal MCP gateway for AI agents — 618 tools, 191 providers. Bloomberg FIGI, SEC XBRL, npm, PyPI, climate, US Census, Congress, FEMA, SAM.gov, EPA, USNO, exercises, email verifi
Best for: Developers building AI agents that need on-demand access to diverse public and financial APIs
whynowlab/jarvis-orb
Various
See AI thinking in real time — 3D orb that visualizes Claude Code reasoning. Free, open-source MCP server
Best for: Developers using Claude Code who want to see and understand its reasoning process in real time.
Chat with Scanned Documents
Community
A demo chatting with documents scanned with Dynamic Web TWAIN
Best for: Developers prototyping a scanned document chat interface
ashev87/propstack-mcp
Various
Connect AI assistants (Claude, ChatGPT) to Propstack real estate CRM via MCP
Best for: Real estate professionals using Propstack who want AI assistant integration
bbonnin/openapi-to-mcp
Various
OpenApiMCPServer is an MCP server that automatically converts any OpenAPI/Swagger specification into a set of usable MCP tools
Best for: Developers who need to quickly expose existing REST APIs as MCP tools without writing custom adapters
Berckan/bugherd-mcp
Various
MCP server for BugHerd integration - manage bugs and feedback from Claude
Best for: Developers using BugHerd who want to manage bugs through Claude without leaving the chat interface
betterhyq/mermaid-grammer-inspector-mcp
Various
A Model Context Protocol (MCP) server for validating Mermaid diagram syntax and providing comprehensive grammar checking capabilities
Best for: Developers who need automated Mermaid diagram syntax checks in MCP-based toolchains
Bigsy/Clojars-MCP-Server
Various
A Model Context Protocol (MCP) server that provides tools for fetching dependency information from Clojars, the Clojure community's artifact repository.
Best for: Clojure developers who need programmatic access to Clojars dependency data via MCP-compatible tools
boldsign/boldsign-mcp
Various
Model Context Protocol (MCP) server for BoldSign API
Best for: Developers building AI agents or MCP-enabled assistants that need to send and manage e-signature requests via BoldSign
catallo/misterclaw
Various
👾🦀 MiSTerClaw — MCP Remote Control for MiSTer-FPGA
Best for: Developers building AI-driven automation for MiSTer-FPGA retro gaming systems
cfpramod/open-museum-mcp
Various
MCP server for federated, license-verified search across open-access museum collections (The Met, Cleveland, AIC). Normalized schema, dynasty-aware date parsing, strict-default lic
Best for: Developers building cultural heritage applications or research tools that need aggregated search across open-access museum datasets
conorbronsdon/substack-mcp
Various
MCP server for Substack — read posts, manage drafts. No publish or delete by design.
Best for: Developers who want to read Substack content or manage drafts programmatically without publishing
cryptosquanch/legends-mcp
Various
Chat with legendary founders & investors via MCP. No API key required!
Best for: Developers curious about MCP who want a quick, free demo with a fun twist
disco-trooper/apple-notes-mcp
Various
MCP server for Apple Notes. Semantic search, full CRUD, works with MCP clients.
Best for: Developers building MCP-based tools that need to interact with Apple Notes
dorukardahan/twitterapi-docs-mcp
Various
TwitterAPI.io MCP server: offline docs (endpoints, pages, blogs) for Claude and other AI assistants.
Best for: Developers using Claude or other MCP assistants who need offline Twitter API documentation.
edgedelta/edgedelta-mcp-server
Various
Edge Delta MCP Server
Best for: Developers building AI agents that need programmatic access to Edge Delta observability data
For-Sunny/hebbian-mind-enterprise
Various
Enterprise Hebbian neural graph for AI memory - CIPS LLC
Best for: Developers exploring Hebbian learning for simple adaptive memory projects
gaoharimran29-glitch/Cybersecurity-MCP-Server
Various
An Open Sourced Model Context Protocol (MCP) Local server that gives Claude real-time cybersecurity reconnaissance capabilities
Best for: Security engineers and developers who want to augment Claude with on-premises reconnaissance tools.
grahamrowe82/pt-edge
Various
Precomputed reasoning cache for AI infrastructure decisions — 220K+ pages tracking the open-source AI ecosystem
Best for: Developers exploring open-source AI tools who want a prebuilt reference of community reasoning.
gupta-kush/spotify-mcp
Various
Control Spotify from Claude, Cursor, or any MCP client. 100+ tools for playback, playlists, discovery, and curation.
Best for: Developers who want to integrate Spotify control into AI assistants or code editors.
hlydecker/ucsc-genome-mcp
Various
An MCP server to interact with the UCSC Genome Browser API
Best for: Developers building AI agents or tools that need to query genomic data from UCSC
ianaleck/harvest-mcp-server
Various
Model Context Protocol (MCP) server for Harvest time tracking API v2. Provides 60+ tools for managing clients, projects, time entries, invoices, and reports through MCP-compatible
Best for: Developers building AI assistants or automation workflows that need to read and write Harvest time tracking data.
jagmarques/asqav-mcp
Various
MCP server for AI agent governance - quantum-safe audit trails, policy enforcement, threat detection. Works with Claude Desktop, Cursor, Claude Code.
Best for: Developers needing auditable, policy-controlled AI agent interactions in regulated environments
James-Chahwan/repo-graph
Various
Structural graph memory for AI coding assistants — MCP server for codebase navigation
Best for: Developers using MCP-compatible AI coding assistants who need structured context from their codebase.
Liquidiction/liquidiction-mcp
Various
MCP server for Hyperliquid HIP-4 prediction markets - query live odds, orderbooks, candles, trades, and positions from any AI agent
Best for: Developers building AI agents that need live Hyperliquid prediction market data
mcpdotdirect/starknet-mcp-server
Various
MCP server that provides LLM with tools for interacting with Starknet
Best for: Developers building AI agents that need to interact with the Starknet blockchain
mercurialsolo/counsel-mcp
Various
MCP server for counsel
Best for: Developers who need an MCP interface for counsel in their AI toolchain
Muhammed-AbdelGhany/rest_api_mcp
Various
Muhammed-AbdelGhany/rest_api_mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers who need a quick way to let AI agents call arbitrary REST APIs
neilberkman/editorconfig_mcp
Various
📇 🏠 - Formats files using `.editorconfig` rules, acting as a proactive formatting gatekeeper to ensure AI-generated code adheres to project-specific formatting standards from the
Best for: Developers using AI coding assistants who want to automatically enforce project formatting standards
neptun2000/heor-agent-mcp
Various
neptun2000/heor-agent-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers seeking a lightweight, reference implementation of an agent MCP server
nvms/tui-mcp
Various
nvms/tui-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers building AI-driven terminal automation tools
Pantheon-Security/chrome-mcp-secure
Various
Secure ChromeMCP Server - Query and Debugging sites using Google Chrome with additional security hardening layers
Best for: Developers who need a secure, scriptable way to query and debug websites using Chrome.
piiiico/proof-of-commitment
Various
Supply chain risk scorer for npm and PyPI — single-maintainer CRITICAL flags before attacks happen
Best for: Developers and security teams vetting dependencies in npm or PyPI projects
pmptwiki/pmpt-cli
Various
Record and share your AI-driven product development journey
Best for: Developers building AI-driven products who want a lightweight way to log and share their development process
QuantOracledev/quantoracle
Various
63 deterministic quant computation tools for autonomous financial agents. Options, derivatives, risk, portfolio, statistics, crypto/DeFi, macro/FX, TVM. 1,000 free calls/day — no s
Best for: Developers building autonomous trading or risk agents that need deterministic quant functions.
rrmistry/tilt-mcp
Various
MCP server for Tilt - enables LLMs to interact with your Tilt dev environment for building, deploying, and debugging Kubernetes workloads
Best for: Developers already using Tilt who want to experiment with LLM-driven Kubernetes development
rushikeshmore/CodeCortex
Various
Persistent codebase knowledge layer for AI agents. Pre-builds architecture, dependency, coupling, and risk knowledge served via MCP. 27 languages, 13 tools.
Best for: Developers using AI agents to navigate and understand large, multi-language codebases.
skysqlinc/skysql-mcp
Various
SkySQL MCP server and client repository.
Best for: Developers building AI agents that need to query or manage SkySQL databases
TeamSafeAI/LIFE
Various
LIFE — Persistent identity architecture for AI agents. 16 MCP servers: drives, heart, memory, patterns, journal, genesis, garden, vision, voice, and more. Zero dependencies. Built
Best for: Developers building persistent, identity-driven AI agents in Python
timmx7/acheron-mcp-server
Various
MCP server bridging context between Claude Chat, Code, and Cowork
Best for: Developers who frequently switch between Claude Chat, Code, and Cowork and need seamless context transfer
toadlyBroodle/satring
Various
Discover, rate, and pay for APIs over Bitcoin Lightning. The L402 + x402 service directory for the agent economy.
Best for: Developers building autonomous agents that need to pay for API calls with Bitcoin Lightning micropayments
tumf/web3-mcp
Various
🐍 ☁️ - An MCP server implementation wrapping Ankr Advanced API. Access to NFT, token, and blockchain data across multiple chains including Ethereum, BSC, Polygon, Avalanche, and m
Best for: Developers needing a quick MCP server to access on-chain data via Ankr
Webvizio/mcp
Various
Webvizio MCP Server - Automatically converts feedback and bug reports from websites and web apps into actionable, context-enriched developer tasks. Delivered straight to your AI co
Best for: Teams using AI coding assistants that want to automate bug report processing from web applications.
albertnahas/icogenie-mcp
Various
MCP server for IcoGenie - Enable AI agents to generate SVG icons programmatically
Best for: Developers building AI agents that need to generate SVG icons on the fly
andyWang1688/sql-query-mcp
Various
A general-purpose MCP server that lets AI work with multiple databases within clear boundaries.
Best for: Developers needing a simple, controlled way to let AI assistants query multiple databases
aparajithn/agent-scraper-mcp
Various
Web scraping MCP server for AI agents — screenshots, content extraction, structured scraping
Best for: Developers building AI agents that need to extract web data programmatically
ayhammouda/python-docs-mcp-server
Various
Read-only MCP server for official Python docs: local index, no API keys, exact symbol lookup, version-aware retrieval.
Best for: Developers who need fast, offline access to official Python documentation within MCP-enabled environments
Backspace-me/sportscore-mcp
Various
MCP server exposing the free SportScore sports-data API as tool calls for Claude, Cursor, and Zed. Live scores, fixtures, standings for football, basketball, cricket, tennis.
Best for: Developers who need a quick, zero-cost way to add live sports data into AI assistant workflows
bulatko/vk-mcp-server
Various
Model Context Protocol (MCP) server for VK (VKontakte) social network API
Best for: Developers building AI assistants that need to interact with VKontakte social data
carlosahumada89/govrider-mcp-server
Various
GovRider MCP Server - Match your tech product or consulting service to thousands of live government tenders, RFPs, grants, and frameworks from 25+ official sources worldwide
Best for: Developers building AI assistants that need to monitor government procurement opportunities
conorbronsdon/gws-mcp-server
Various
MCP server that exposes Google Workspace CLI (gws) as Model Context Protocol tools
Best for: Developers building MCP-based AI agents that need basic Google Workspace automation
conversation-handoff-mcp
Various
MCP server for transferring conversation context between AI chats and projects
Best for: Developers building multi-session AI workflows that need to preserve conversation context across different tools or projects.
coreyhines/opnsense-mcp
Various
coreyhines/opnsense-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers automating OPNsense firewall management through AI interfaces
dan1d/dolar-mcp
Various
Argentine exchange rates MCP server. Dollar blue, oficial, CCL, crypto and all currencies via DolarAPI.
Best for: Developers building MCP‑based tools or agents that need up‑to‑date Argentine exchange rate data
davidan90/time-node-mcp
Various
MCP server for timezone-aware date and time operations
Best for: Developers using MCP-compatible tools who need reliable timezone-aware date and time operations
dohyung1/x402-fpl-api
Various
MCP server that turns Claude into a Fantasy Premier League analyst. 11 tools: captain picks, transfer suggestions, player comparison, hit calculator, chip strategy, differentials,
Best for: Fantasy Premier League managers who want AI-assisted analysis via Claude
drakonkat/wizzy-mcp-tmdb
Various
The wizzy-mcp-tmdb project is an MCP (Model Context Protocol) server implemented in JavaScript that provides tools to search and retrieve information from The Movie Database (TMDB)
Best for: Developers building AI assistants that need to query movie and TV metadata
entire-vc/evc-spark-mcp
Various
MCP server for the Spark workflow catalog. Use with Claude, ChatGPT, and other MCP clients
Best for: Developers using Spark workflow catalogs who want AI assistant integration via MCP
ErebusEnigma/context-memory
Various
Persistent, searchable context storage across Claude Code sessions using SQLite + FTS5
Best for: Developers using Claude Code who need persistent session memory
ericbrown/project-context-mcp
Various
Give Claude Code instant access to your project's institutional knowledge. Drop docs in .context/, mention them with @, and watch Claude become an expert on your codebase.
Best for: Teams using Claude Code who want to maintain a shared, discoverable project knowledge base.
flowzap-xyz/flowzap-mcp
Various
MCP server for FlowZap - Create workflow diagrams via AI assistants
Best for: Developers who want to quickly generate workflow diagrams using AI assistants
getalai/alai-mcp-server
Various
Alai MCP Server
Best for: Developers building custom AI tool integrations using JavaScript and Node.js
gregario/warhammer-oracle
Various
Warhammer 40K and Kill Team rules, stats, and game flow MCP server
Best for: Developers building AI assistants for Warhammer 40K tabletop gaming
icoretech/warden-mcp
Various
🔐 Streamable HTTP + stdio MCP server for Vaultwarden/Bitwarden
Best for: Developers building AI agents that need secure, programmatic access to password vaults
khalidsaidi/ragmap
Various
RAG MCP Registry Finder (RAGMap): subregistry API + MCP server + Firestore ingestion
Best for: Developers building RAG applications that need to discover and serve MCP registries
kindrat86/mcp-deal-flow-signal
Various
MCP server for VC Deal Flow Signal — startup engineering acceleration data for investors
Best for: VC investors and analysts who need to surface startup engineering metrics within AI-powered tools.
kukapay/polymarket-predictions-mcp
Various
An MCP server that delivers real-time market odds from Polymarket.
Best for: Developers building AI agents that need live prediction market odds.
lmwharton/sieve-mcp
Various
From company name to investment decision. Sieve scores startups across 7 dimensions so you know who's worth a meeting.
Best for: Early‑stage investors and analysts needing fast, repeatable startup evaluations.
lodordev/mcp-romm
Various
MCP server for RomM — browse and manage your retro game library with AI
Best for: Developers who want to manage their retro game library through AI assistants like Claude.
loglux/whatsapp-mcp-stream
Various
A WhatsApp MCP server built around Streamable HTTP transport, using Baileys for WhatsApp connectivity, with a web admin UI and bidirectional media flow (upload + download).
Best for: Developers who need to link WhatsApp with MCP-based AI tools and want a ready-made server with a basic admin UI
magna-nz/aspnetcore-debugger-mcp
Various
MCP server that lets AI agents (Claude, Cursor) debug your .NET / ASP.NET Core app
Best for: .NET developers who want to debug applications using AI agents like Claude or Cursor
Markgatcha/universal-mcp-toolkit
Various
The canonical open-source monorepo for production-ready MCP servers.
Best for: Developers building MCP servers in TypeScript who want a starting point
mbentham/SqlAugur
Various
MCP server providing AI assistants with safe, read-only access to SQL Server databases. AST-based query validation, rate limiting, and DBA diagnostic tooling.
Best for: Developers and DBAs who need to give AI assistants safe, read-only access to SQL Server databases.
mlorentedev/hive
Various
Context infrastructure for AI-assisted development — on-demand Obsidian vault access via MCP
Best for: Developers who use Obsidian and want AI tools to reference their notes on demand
NAJEMWEHBE/unreal-ai-connection
Various
Drive Unreal Engine 5.7 from any MCP client — 143 editor-automation tools (inspect, author, render) over a local TCP socket.
Best for: Developers who want to automate Unreal Engine 5.7 editor workflows through the MCP protocol
nyxn-ai/NyxDocs
Various
Cryptocurrency Documentation MCP Server - AI-powered documentation collection and management system for blockchain projects
Best for: Blockchain developers and crypto project maintainers needing a centralized, searchable documentation system
offorte/offorte-mcp-server
Various
MCP server for the Offorte API - Create & send proposals using AI
Best for: Developers who want to connect AI assistants to Offorte for automated proposal creation and sending
olgasafonova/gleif-mcp-server
Various
MCP server for GLEIF LEI (Legal Entity Identifier) database access
Best for: Developers building compliance or financial tools that need programmatic access to legal entity identifiers
paladini/mcp-me
Various
Your AI assistants don't know who you are. mcp-me fixes that: a local MCP server that gives any AI a full picture of who you are
Best for: Developers who want a single source of truth for personal context across AI tools
Perspective-AI/mcp
Various
MCP server for Perspective AI. An AI Concierge replaces static forms with adaptive AI conversations that understand real situations, structure key information automatically, and tr
Best for: Developers building conversational interfaces to replace static forms in MCP-compatible environments
PostcardBot/mcp-server
Various
MCP server for Postcard.bot — let AI agents send real printed postcards. Works with Claude, Cursor, Windsurf, and any MCP client.
Best for: Developers building AI agents that need to send physical postcards as part of their workflow
pranciskus/newsmcp
Various
MCP server for real-time world news — free, no API key required
Best for: Developers who need quick news integration without managing API keys
r-huijts/ethics-check-mcp
Various
🐍 🏠 - MCP server for comprehensive ethical analysis of AI conversations, detecting bias, harmful content, and providing critical thinking assessments with automated pattern learn
Best for: Developers building safer AI systems who need an automated, integrable tool for ongoing ethical monitoring.
raalarcon9705/jira-mcp
Various
Open source MCP server for Jira & Atlassian — manage issues, sprints & Confluence via Claude, Cursor, or any MCP client. No install, just npx.
Best for: Developers who want a lightweight, code-driven bridge between AI tools and Atlassian products
s-b-e-n-s-o-n/portkey-admin-mcp
Various
Full Portkey Admin API MCP server
Best for: Developers who use Portkey and want to manage its admin features via an MCP-compatible assistant.
scraperapi/scraperapi-mcp
Various
This MCP server enables LLMs to retrieve and process web scraping requests using ScraperAPI.
Best for: Developers building AI agents that need reliable web scraping without manually handling anti-bot measures
shensi8312/blogburst-mcp-server
Various
Official MCP server for BlogBurst — AI content generation, repurposing, and multi-platform publishing
Best for: Developers who want to automate content creation and publishing through MCP-compatible assistants
shunshi-ai/bazi-reader-mcp
Various
Give your AI agent the ability to read Chinese Bazi (八字) charts — an open-source MCP server 🔮
Best for: Developers prototyping AI agents that need to incorporate traditional Chinese Bazi readings
talonicdev/talonic-mcp
Various
Official Talonic MCP server. Lets AI agents extract structured data from any document via the Model Context Protocol.
Best for: Developers building AI agents that need to extract structured data from unstructured documents
toan203/osv-ui
Various
A beautiful, zero-config visual CVE dashboard for npm & Python. One command: npx osv-ui. 100% Local & Secure.
Best for: Developers who want a quick, private, visual CVE scan for npm or Python projects without adding a CI step.
UnitVectorY-Labs/mcp-graphql-forge
Various
A lightweight, configuration-driven MCP server that exposes curated GraphQL queries as modular tools, enabling intentional API interactions from your agents.
Best for: Developers building MCP-based agents that need controlled, intentional access to GraphQL APIs
up2itnow0822/clawpay-mcp
Various
Non-custodial x402 MCP payment layer for AI agents — the open-source alternative to Vercel x402-mcp
Best for: Developers building AI agents that need a self-hosted, non-custodial payment layer for pay-per-use interactions.
vassiliylakhonin/agenda-intelligence-md
Various
Agenda Intelligence — product runtime + evidence-discipline layer for strategic intelligence agents. Four surfaces (MCP, HTTP, A2A, Cloudflare Worker) over one core service layer.
Best for: Developers building strategic intelligence agents that require evidence discipline and multi-surface deployment
vdalhambra/financekit-mcp
Various
Financial Market Intelligence MCP Server — stock quotes, technical analysis, crypto data, and portfolio insights for AI agents
Best for: Developers building AI agents that need real-time or analytical financial market data
VrtxOmega/omega-brain-mcp
Various
Standalone MCP server — cross-session memory, 10-gate VERITAS build pipeline, cryptographic audit ledger, Cortex approval gate. Two files, one dependency.
Best for: Developers building secure, auditable MCP servers with persistent memory
whw23/searxng-http-mcp
Various
A zero-install, cloud-hosted SearXNG MCP server over HTTP — no local runtime required.
Best for: Developers seeking a lightweight, hosted search API for prototyping or lightweight integrations
YuliiaKovalova/dotnet-template-mcp
Various
MCP server wrapping the .NET Template Engine for AI-driven template discovery, inspection, and instantiation
Best for: Developers building AI-assisted .NET scaffolding tools
1luvc0d3/metabase-mcp
Various
MCP server connecting Claude to Metabase for natural language data analysis, dashboard management, and SQL queries
Best for: Developers who want to query and manage Metabase through natural language conversations with Claude.
4dmrkey/cryptopolitan-mcp
Various
Cryptopolitan MCP Server — Real-time crypto news, analysis, and price predictions for AI agents via Model Context Protocol
Best for: Developers building AI agents that need real-time crypto news and analysis
acamolese/google-search-console-mcp
Various
MCP (Model Context Protocol) server for Google Search Console. Query GSC performance data and generate brandable HTML SEO audit reports from Claude, Cursor, Zed, and any MCP client
Best for: Developers and SEOs who want to query Google Search Console data directly from AI coding assistants.
Adityaaery20/media-mcp
Various
🐍 🏠 🍎 🪟 🐧 - Local image and video processing MCP server with 13 tools for resize, convert, compress, crop, thumbnail, metadata extraction, rotate, flip, filters, and ffmpeg-ba
Best for: Developers building local AI agent pipelines that need basic image and video manipulation
agentcentral-to/agent-central-mcp
Various
agentcentral hosted Amazon MCP server, Amazon Seller Central MCP server, and Amazon Ads MCP server metadata for Claude, ChatGPT, Cursor, and HTTP-capable MCP clients
Best for: Amazon sellers and advertisers who use AI assistants for data analysis and task automation
alanpcf/brasil-data-mcp
Various
MCP server providing access to Brazilian public data (CNPJ, CEP, banks, holidays) via BrasilAPI. For Claude Desktop, Claude Code, Cursor and other MCP-compatible clients.
Best for: Developers building AI assistants or tools that need to answer queries about Brazilian companies, addresses, or holidays
alkemiai/alkemi-mcp
Various
A STDIO Model Context Protocol Server that lets MCP Clients query databases using plain-english questions and query exposed API endpoints abstracting data products.
Best for: Developers building MCP-based applications who need natural language access to databases and data APIs
antonio-mello-ai/mcp-pfsense
Various
MCP server for managing pfSense firewalls through AI assistants
Best for: Admins and developers automating pfSense firewall management through AI assistants
AppVisionOS/apple-search-ads-mcp
Various
MCP server exposing the full Apple Ads (Search Ads) Campaign Management API v5 — 74 typed tools
Best for: Developers building MCP-based agents that need to manage Apple Search Ads campaigns programmatically
aranjan/kite-mcp
Various
MCP server for Zerodha Kite -- trade Indian stocks via any MCP-compatible AI assistant
Best for: Indian retail traders who want to automate stock trading through AI assistants
atomno-labs/mcp-fns-check
Various
MCP server for checking RU counterparties via FNS open data (EGRUL/EGRIP, EFRSB, KAD, FSSP)
Best for: Developers building compliance or due diligence tools for Russian business verification
backloghq/backlog
Various
Persistent task management plugin for Claude Code and agent teams
Best for: Developers using Claude Code with multiple agents or long-running sessions who need persistent task tracking
benmonopoli/open-greenhouse-mcp
Various
Production-ready MCP server for Greenhouse, designed for recruiters and hiring teams.
Best for: Recruitment teams wanting to integrate AI assistants with Greenhouse
box/mcp-server-box-remote
Various
Securely connect AI agents to your enterprise content in Box
Best for: Developers building AI agents that need secure access to enterprise Box content.
Brand-System/brandsystem-mcp
Various
MCP server for progressive brand governance — extract, compile, and audit brand identity systems
Best for: Teams needing AI-assisted brand identity management and auditing
BuyWhere/buywhere-mcp
Various
BuyWhere MCP server — search and compare products from Singapore, SEA, and US markets via Model Context Protocol. Cross-border e-commerce product catalog for AI agents.
Best for: Developers building AI agents that need to query product data across Singapore, Southeast Asian, and US e-commerce markets
carsol/monarch-mcp-server
Various
🐍 ☁️ - MCP server providing read-only access to Monarch Money financial data, enabling AI assistants to analyze transactions, budgets, accounts, and cashflow data with MFA support
Best for: Developers building AI assistants that need to retrieve and analyze personal finance data from Monarch Money
Castaldo-Solutions/mcp-vtenext
Various
MCP server for VTENext CRM — exposes the WebService API as tools for Claude and other MCP clients
Best for: Developers using VTENext CRM who want to query or manage it through Claude or other MCP-based assistants.
Claynsn/agent-discovery-mcp
Various
MCP server for ERC-8004 agent discovery + x402 payment. No smart account, no relay — just EOA signing. Works with Claude Code, OpenClaw, Cursor, Cline.
Best for: Developers building onchain agent discovery and payment systems with minimal dependencies
Contentrain/ai
Various
Repo-native content governance for AI agents. Extract, review, and deliver UI text, docs, and structured content from Git.
Best for: Developers managing content for AI agents within Git-based projects
drolosoft/go-docs-mcp
Various
📄🐹⚡ Go MCP server for multi-format document access — PDF, TXT, MD, DOCX, CSV, images. Install and Go.
Best for: Developers needing a lightweight, multi-format document MCP server in Go
ejcho623/agent-breadcrumbs
Various
Cross-platform agent logging and observability
Best for: Developers building experimental agent systems who need basic logging
etbars/vibetrader-mcp
Various
Official VibeTrader MCP server enabling AI agents to manage trading bots, portfolios, strategies, and market analysis via natural language.
Best for: Developers building AI agent workflows that need to interact with VibeTrader trading bots and portfolios.
FantomaSkaRus1/telegram-bot-mcp
Various
Full-featured Telegram Bot API MCP server with 174 tools for Claude Code and AI agents
Best for: Developers who need a ready-made MCP server to give Claude Code full Telegram Bot API capabilities
gjenkins20/webmin-mcp-server
Various
MCP server for managing Linux systems via Webmin's XML-RPC API
Best for: Developers needing to connect AI agents to Webmin-managed Linux servers
gpartin/WaveGuardClient
Various
Python SDK for WaveGuard physics-based anomaly detection API. One call. Any data.
Best for: Developers needing a quick, physics-informed anomaly detection layer in Python
hanselhansel/aeo-cli
Various
LLM readiness linter for websites. Audits robots.txt, llms.txt, Schema.org, and content density on a 0-100 scale. Includes MCP server. Published on PyPI: pip install context-cli.
Best for: Developers who need a quick, actionable assessment of a website's optimization for LLM crawlers
incu6us/loki-mcp-server
Various
An MCP server for querying Grafana Loki directly with a discovery-first workflow — labels, values, series, and LogQL queries without requiring Grafana.
Best for: Developers using MCP-based AI tools who need direct, code-driven access to Loki logs
IndigoProtocol/indigo-mcp
Various
MCP for connecting LLMs to Indigo Protocol data
Best for: Developers building LLM tools that need live data from the Indigo Protocol ecosystem
JamesANZ/bitcoin-mcp
Various
An MCP server that provides real-time Bitcoin blockchain data.
Best for: Developers building MCP-compatible AI tools that need real-time Bitcoin blockchain data without running a full node.
jasonwilbur/oci-pricing-mcp
Various
OCI Pricing MCP Server - Model Context Protocol server for Oracle Cloud Infrastructure pricing information
Best for: Developers building AI assistants or automation tools that need to look up Oracle Cloud pricing on demand
jkiley129/steam-mcp
Various
MCP server that exposes your Steam library to Claude. Ask natural-language questions about your games.
Best for: Developers who want to query their Steam library through Claude
JosueM1109/personal-finance-mcp
Various
Self-hosted, read-only MCP server for personal finance. Connect your banks via Plaid and query them from Claude Code.
Best for: Developers who want to query their personal finances from Claude Code using a self-hosted MCP server
kc23go/anybrowse
Various
Web scraping MCP server for AI agents. Real Chrome, 84% success rate. 10 free calls/day, no signup.
Best for: Developers who need quick, no-signup web scraping for AI agent prototypes or experiments.
kimdonghwi94/Web-Analyzer-MCP
Various
This project is a web analysis summary MCP server project.
Best for: Developers exploring MCP servers for web content summarization with Python
kukapay/raydium-launchlab-mcp
Various
An MCP server that enables AI agents to launch, buy, and sell tokens on the Raydium Launchpad(aka LaunchLab).
Best for: Developers building autonomous agents or bots for Solana DeFi token management
kukapay/token-revoke-mcp
Various
An MCP server for checking and revoking ERC-20 token allowances across multiple blockchains.
Best for: Developers needing automated token allowance management in MCP-enabled environments
kukapay/twitter-username-changes-mcp
Various
An MCP server that tracks the historical changes of Twitter usernames.
Best for: Developers building AI assistants that need to track Twitter username changes.
layervai/qurl-mcp
Various
MCP server for QURL - secure link management for AI agents
Best for: Developers building AI agents that need secure, short-lived links
leonardoca1/aesthetics-wiki-mcp
Various
MCP server for the Aesthetics Wiki (aesthetics.fandom.com) — search, read, and discover aesthetics from your LLM.
Best for: Developers building LLM applications that need access to aesthetic definitions and cultural movements.
lionkiii/rss-feeds-mcp
Various
MCP server for RSS feeds — fetch, filter, search blog posts from any RSS source. Works with Claude Desktop, Cursor, Windsurf. No API keys needed.
Best for: Developers who want to feed RSS data into AI assistants like Claude Desktop
LuizEduPP/rememb
Various
Persistent memory for AI agents — local, portable, zero config. Works with Cursor, Windsurf, Claude via MCP.
Best for: Developers who want minimal-effort persistent memory for local AI agents
MarcelRoozekrans/memorylens-mcp
Various
MCP server for .NET memory profiling with AI-actionable code fix suggestions, powered by JetBrains dotMemory
Best for: Developers using AI coding assistants who need automated .NET memory leak detection and fix suggestions
matbel91765/gis-mcp-server
Various
🐍 🏠 🍎 🪟 🐧 - Geospatial tools for AI agents: geocoding, routing, elevation, spatial analysis, and file I/O (Shapefile, GeoJSON, GeoPackage)
Best for: Developers building AI agents that need basic geospatial analysis and file handling capabilities
MikkoParkkola/nab
Various
Ultra-minimal browser engine with HTTP/3, JS support, cookie auth, passkeys, and anti-fingerprinting
Best for: Developers exploring minimal Rust-based browser engines for specialized or experimental projects
mlava/scholar-sidekick-mcp
Various
MCP server for Scholar Sidekick — resolve any scholarly identifier (DOI, PMID, PMCID, ISBN, arXiv, ISSN, ADS, WHO IRIS) into 10,000+ CSL styles or nine export formats, single or ba
Best for: Researchers and developers who need to automate citation formatting in MCP-compatible tools
NazarKalytiuk/tarn
Various
CLI-first API testing tool. YAML-defined tests, structured JSON output, built for AI-assisted workflows.
Best for: Developers needing a lightweight, scriptable API testing tool for AI-driven workflows
nnemirovsky/iwdp-mcp
Various
MCP server + CLI for iOS Safari debugging via ios-webkit-debug-proxy — full WebKit Inspector Protocol support
Best for: Developers needing MCP-based remote debugging of iOS Safari web views
NyxToolsDev/dicom-hl7-mcp-server
Various
DICOM/HL7 healthcare interoperability MCP server for Claude
Best for: Developers building healthcare AI assistants that need to access DICOM and HL7 data
ofershap/cursor-usage
Various
Ask your AI agent about your team's Cursor spending. MCP server + Cursor plugin + Claude Code plugin wrapping the full Cursor Enterprise API.
Best for: Teams using Cursor Enterprise that want to automate spending oversight through AI agents
ofershap/mcp-server-cloudflare
Various
MCP server to manage Cloudflare Workers, KV, R2, DNS, and cache from your IDE
Best for: Developers using Cloudflare who want to manage resources from an AI-assisted IDE
ofershap/mcp-server-github-actions
Various
MCP server for GitHub Actions — view runs, read logs, re-run jobs, trigger workflows
Best for: Developers wanting to integrate GitHub Actions monitoring and control into MCP-capable tools
oso95/domain-suite-mcp
Various
MCP with skills for your agent to do domain and DNS management across Porkbun, Namecheap, GoDaddy and Cloudflare.
Best for: Developers building AI agents that need multi-registrar domain management
philrox/ris-mcp-ts
Various
MCP Server for the Austrian Legal Information System (RIS) - Access Austrian federal laws, state laws, court decisions and more
Best for: Developers building legal research tools or AI assistants that need Austrian law data
pilat/mcp-datalink
Various
MCP server for secure database access (PostgreSQL, MySQL, SQLite)
Best for: Developers who need a lightweight, standardized MCP server for secure database access in AI agent or LLM workflows
poll-the-people/customgpt-mcp
Various
Open source MCP server for CustomGPT.ai
Best for: Developers integrating CustomGPT.ai into MCP-based workflows.
pramod/kaggle
Various
This project provides an MCP (Model Context Protocol) server for interacting with Kaggle competitions from Claude Desktop (or any MCP-compatible client)
Best for: Developers integrating Kaggle tasks into AI assistant workflows
qune-tech/ocds-mcp
Various
MCP server for German public procurement data — semantic search and tender matching for Claude, GPT, Cursor, and LM Studio
Best for: Developers building AI assistants that need to search or match German public tenders
sh-patterson/legiscan-mcp
Various
MCP server for the LegiScan API. Access legislative data from all 50 US states and Congress - search bills, get full text, track votes, look up legislators, and monitor legislation
Best for: Developers building AI assistants that need to query US legislative data
ShipItAndPray/mcp-turboquant
Various
MCP server for LLM quantization. Compress any model to GGUF/GPTQ/AWQ in one tool call. First MCP server for model compression.
Best for: Developers experimenting with LLM compression in MCP-driven pipelines
Skitchy/rekindle
Various
Your AI forgets everything between sessions. Rekindle fixes that.
Best for: Developers building AI agents or chatbots that need session‑to‑session memory
SPL-BGU/PlanningCopilot
Various
A modular chatbot that runs planning tools via natural language using MCP.
Best for: Developers exploring MCP-based natural language planning assistants in small-scale or experimental projects
SubDownload/subdownload-mcp
Various
Public MCP wrapper for SubDownload.Fetch YouTube transcripts, search videos, browse channels and playlists — instant YouTube data for your AI workflow.
Best for: Developers building AI tools that need structured access to YouTube transcripts and video metadata
TheStack-ai/waypath
Various
Open-source memory CLI for Claude Code, Codex & MCP — local-first SQLite, graph-aware recall, review gate. npm i -g waypath
Best for: Developers using Claude Code or Codex who need persistent, local memory across sessions
TopazLabs/topaz-mcp
Various
Topaz Labs MCP Server — AI image enhancement via Model Context Protocol
Best for: Developers needing to programmatically access Topaz Labs image enhancement within custom applications or automated workflows
tverney/mcp-agent-memory
Various
MCP that brings persistent agent memory to Kiro, Claude Desktop, Cursor, and any MCP client — powered by agent-memory-daemon 🧠
Best for: Developers using MCP clients who need persistent agent memory across sessions
universalamateur/reclaim-mcp-server
Various
UNOFFICIAL & UNAFFILIATED – Not endorsed by Reclaim.ai. MCP server enabling Claude and GitLab Duo to manage Reclaim.ai tasks, habits, calendar events, and focus time via natural la
Best for: Developers wanting AI-driven Reclaim.ai automation
urbanmorph/mdshare
Various
Share and collaborate on local markdown files via shareable links
Best for: Developers needing a quick, ephemeral way to share local markdown files with a small team.
urlbox/urlbox-mcp-server
Various
An MCP server to allow claude and other LLM's to take screenshots using Urlbox.
Best for: Developers building LLM agents that need on-demand webpage screenshots
userad/didlogic_mcp
Various
🐍 ☁️ - An MCP server for [DIDLogic](https://didlogic.com). Adds functionality to manage SIP endpoints, numbers and destinations.
Best for: Developers using DIDLogic who want to automate telephony resource management through MCP
vdalhambra/siteaudit-mcp
Various
Instant SEO, performance, and security audits for any URL — an MCP server for AI agents
Best for: AI agent developers needing quick, combined site audits without managing multiple APIs
verIdyia/autoeq-mcp
Various
MCP server for AutoEQ headphone equalization database — search, compare, and get EQ settings for 8800+ headphones/IEMs
Best for: Developers and audiophiles who want to programmatically retrieve headphone EQ settings within MCP-based toolchains
Vincentwei1021/agent-toolbox
Various
Vincentwei1021/agent-toolbox — indexed from awesome-mcp-servers-punkpeye
Best for: Developers who want a simple, TypeScript-based index of MCP servers from the awesome-mcp-servers list
virtualsms-io/mcp-server
Various
SMS verification MCP server — real SIM phone numbers across 145+ countries and 2000+ services for AI agents. Ranked #1 in both ChatGPT and Perplexity SMS verification MCP categorie
Best for: Developers building AI agents that need programmatic SMS verification across many countries
wn01011/llm-token-tracker
Various
Token usage tracker for OpenAI and Claude APIs with MCP support. Pass accurate API costs to your users.
Best for: Developers who need basic, accurate token cost tracking for OpenAI and Claude with MCP support
Wolfe-Jam/faf-mcp
Various
Persistent Project Context for Cursor, IDEs and VS Code — IANA-registered .faf format · 25 tools
Best for: Developers using Cursor or VS Code who need a standardized way to persist and share project context.
Wopee-io/wopee-mcp
Various
Wopee-io/wopee-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers exploring MCP server implementations or needing a lightweight TypeScript reference
x51xxx/copilot-mcp-server
Various
MCP server for GitHub Copilot CLI integration
Best for: Developers experimenting with MCP-based extensions for GitHub Copilot CLI
zlatkoc/youtube-summarize
Various
MCP server that fetches YouTube video transcripts and optionally summarizes them.
Best for: Developers needing a lightweight MCP server to programmatically access and summarize YouTube video transcripts.
3aKHP/prts-mcp
Various
MCP Server for Arknights PRTS Wiki and local game data
Best for: Arknights players and developers building AI-assisted tools for game data retrieval
Aganium/agenium
Various
AGENIUM — DNS of the Agent Web. Identity, trust & discovery for AI agents. MCP-compatible. agent:// protocol with mTLS, trust scores & capability search.
Best for: Developers building multi-agent systems that need a standardized way to discover and trust other agents
agent-hanju/char-index-mcp
Various
A Model Context Protocol server for character-level index-based string manipulation
Best for: Developers building MCP-based tools that require exact character-level text processing in AI agent workflows
AgentHotspot
Various
🔍 MCP server to search 6,000+ AI agent MCP connectors from AgentHotspot.com Marketplace
Best for: Developers building AI agents who want programmatic access to a directory of MCP connectors
Agentled/mcp-server
Various
The automation engine built for AI agents. Workflows, memory, and 100+ integrations — one API key.
Best for: Developers prototyping AI agent workflows with many integrations
AgiMaulana/HuaweiAppGalleryMcp
Various
AgiMaulana/HuaweiAppGalleryMcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers needing to automate Huawei AppGallery tasks via MCP who can tolerate low community support.
aidemd-mcp/server
Various
MCP server that teaches any AI agent the AIDE spec methodology — progressive disclosure specs alongside code
Best for: Developers building AI-assisted coding workflows that follow the AIDE progressive disclosure spec methodology
aidesignblueprint/integrations
Various
Official integrations and installable doctrine for AI Design Blueprint — MCP, IDE rules, prompt files, and agent runtimes.
Best for: Developers building on AI Design Blueprint who need pre-built integration components
AIMLPM/markcrawl
Various
Fast Python web crawler for RAG and AI ingestion. Extracts clean Markdown from any site for LLMs and vector stores.
Best for: Developers who need a lightweight Markdown crawler for small to medium-scale RAG ingestion
alimuratkuslu/byok-observability-mcp
Various
alimuratkuslu/byok-observability-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers prototyping observability integrations in MCP-based AI tools
andrewschreiber/desktopinsights-mcp
Various
MCP server for desktopinsights.com
Best for: Developers building AI agents that need website analytics data
ashlrai/webfetch
Various
The license-first image layer for AI agents and humans. 24 federated providers · CC0/CC-BY/PD-first · MCP native · Chrome extension · Python + TS SDKs.
Best for: Developers building AI agents or tools that need legally safe image sourcing
astandrik/local-ydb-toolkit
Various
Unofficial Codex skill and MCP server for operating Docker-based local-ydb deployments.
Best for: Developers who need quick, editor-integrated management of local YDB databases in Docker.
avisangle/method-crm-mcp
Various
Production-ready Model Context Protocol (MCP) server for Method CRM API integration. Enables LLMs to interact with Method CRM through 20 comprehensive tools.
Best for: Developers building AI agents that need direct, tool-driven access to Method CRM data
azeth-protocol/mcp-server
Various
MCP server for Azeth — smart accounts, payments, reputation, and discovery tools for AI agents
Best for: Developers building AI agents that require on-chain smart accounts, reputation, or payment capabilities via the MCP protocol
Beltran12138/wecom-docs-mcp-server
Various
MCP server for WeCom (Enterprise WeChat) document operations — create, read, edit Docs and Smartsheets. Fills the doc-CRUD gap in the WeCom MCP ecosystem.
Best for: Developers building AI-driven document automation for enterprise WeChat users
Bortlesboat/bitcoin-mcp
Various
The most comprehensive Bitcoin MCP server. 49 tools for AI agents: fees, mempool, blocks, transactions, mining, price, supply. Zero config - works instantly. Claude, Cursor, VS Cod
Best for: Developers who want to quickly give their AI agents Bitcoin blockchain data without writing custom connectors
calintzy/evmscope
Various
EVM blockchain intelligence toolkit for AI agents — 23 MCP tools across 7 chains (Ethereum, Polygon, Arbitrum, Base, Optimism, Avalanche, BSC). Zero config.
Best for: Developers building AI agents that need read-only access to EVM blockchain data across multiple chains.
cerebrixos-org/tuning-engines-cli
Various
CLI & MCP server for Tuning Engines — fine-tune LLMs on code repositories
Best for: Developers who need to fine-tune LLMs on their own code repositories and want a CLI or MCP-based tool to manage the process.
chasesaurabh/mcp-page-capture
Various
Capture web page screenshots and return MCP-compatible metadata for automated workflows.
Best for: Developers building MCP-compatible agents that need simple, programmatic web page screenshots
cipherfoxie/sovereign-mcp
Various
MCP server for the Sovereign AI Blog: Search, retrieve, and diagnose tools for self-hosted AI on NVIDIA DGX Spark.
Best for: Developers exploring self-hosted AI tooling on NVIDIA DGX Spark who want an MCP-based search layer
cocaxcode/api-testing-mcp
Various
The most complete MCP server for API testing. 27 tools: requests, assertions, flows, OpenAPI, mock data, load testing, collections, environments, cURL export, response diffing. Zer
Best for: Developers who want a lightweight, zero-config MCP server for API testing
copperline-labs/rendex-mcp
Various
MCP server for Rendex — capture screenshots, generate PDFs, and render HTML to images of any webpage via AI agents. Claude, Cursor, Windsurf compatible.
Best for: Developers building AI agents that need visual webpage capture or PDF generation
csjoblom/musclesworked-mcp
Various
MCP server for exercise-to-muscle mapping. 856 exercises, 65 muscles, 14 muscle groups with primary/secondary/stabilizer activation data.
Best for: Developers building fitness or workout applications that need detailed exercise-to-muscle relationship data
Custodia-Admin/pagebolt-mcp
Various
An MCP server to allow AI agents to interact with PageBolt to take screenshots, grab PDFs, and more.
Best for: Developers building AI agents that need automated web page capture capabilities
@czagents/cnb
Various
Open-source Model Context Protocol servers for Czech government & business data: ARES, ČNB, EU+OFAC sanctions, ISIR insolvency, and a unified due-diligence aggregator.
Best for: Developers building MCP-based tools for Czech due diligence or compliance automation
DigiCatalyst-Systems/dep-diff-mcp
Various
MCP server that reads dependency changelogs and tells you what's risky in an upgrade.
Best for: Developers who want automated changelog-based risk analysis before dependency upgrades
drumst0ck/uploadkit
Various
File uploads for developers. Done right.
Best for: Developers who need a minimal, no-frills file upload library for a small project or prototype.
ellmos-ai/ellmos-codecommander-mcp
Various
Developer-focused MCP server with 17 tools for code analysis, JSON repair, import management, Markdown export, diffs and regex testing
Best for: Developers who want a compact MCP server with multiple code utilities for local or experimental use
erajasekar/ai-diagram-maker-mcp
Various
erajasekar/ai-diagram-maker-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers exploring MCP integrations who want a basic diagram generation example to fork or learn from.
EthanQC/feishu-user-plugin
Various
飞书 MCP 服务器 + CLI 工具：让 Claude Code/Codex/脚本 直接接管你的飞书工作流 — 84 个工具、3 层鉴权 cookie / 官方 API / OAuth，以你本人身份发消息、读取群和私聊、操作文档 / 多维表格 / 知识库 / 云空间 / 日历 / 任务 / OKR
Best for: Developers who need to deeply automate Feishu workflows from AI coding assistants
evc-team-relay-mcp
Various
MCP server for reading and writing Obsidian vault documents via EVC Team Relay
Best for: Developers using EVC Team Relay who want MCP-based access to their Obsidian knowledge base
FacundoLucci/plsreadme
Various
FacundoLucci/plsreadme — indexed from awesome-mcp-servers-punkpeye
Best for: Developers looking for a bare-bones README generator in the MCP toolchain
fantasieleven-code/callout
Various
fantasieleven-code/callout — indexed from awesome-mcp-servers-punkpeye
Best for: Developers experimenting with MCP servers who need a simple callout implementation
googlarz/suunto-mcp
Various
MCP server that connects your Suunto watch data to Claude and other AI assistants
Best for: Developers who own a Suunto watch and want to explore their activity data through AI chat interfaces
gregario/dnd-oracle
Various
D&D 5e SRD MCP server — monster search, spell lookup, encounter building, and character tools powered by ground-truth SRD data
Best for: Dungeon Masters and developers building D&D tools
gregm711/agent-domain-service-mcp
Various
📇 ☁️ - AI-powered domain brainstorming, analysis, and availability checking via AgentDomainService.com. Generate creative domain names from descriptions, get AI scoring for branda
Best for: Developers building domain discovery tools or AI agents that need to suggest and validate domain names
hampsterx/claude-mcp-bridge
Various
MCP server bridging Claude CLI to Gemini CLI, Codex, Cursor - queries, and search with hardened subprocess management
Best for: Developers who need to experiment with or switch between multiple AI CLI assistants from a single MCP server
HasanJahidul/terminal-history-mcp
Various
Search your shell history (zsh/bash/fish) from Claude/MCP. Local SQLite FTS5. Secret-redacted.
Best for: Developers who want to query their shell history from within Claude or other MCP-compatible assistants
HasData/hasdata-mcp
Various
HasData MCP server for web scraping and data extraction. 40+ tools including Google Search, Amazon, Zillow, Airbnb, and more.
Best for: Developers who need quick, structured scraping of major web platforms through MCP-compatible agents
hifriendbot/agentwallet-mcp
Various
Permissionless wallet infrastructure for AI agents. Create wallets, sign transactions, and broadcast on EVM + Solana. Pay and accept x402 payments. Built-in guards. No KYC. Up to 5
Best for: Developers building permissionless AI agent wallets on EVM and Solana chains.
hypeprinter007-stack/signalfuse-mcp
Various
MCP server for SignalFuse trading intelligence API
Best for: Developers building AI agents that need access to SignalFuse trading intelligence
jaspertvdm/mcp-server-gemini-bridge
Various
MCP Server - Bridge to Google Gemini API. Part of HumoticaOS/SymbAIon ecosystem.
Best for: Developers who need to connect Gemini to MCP-enabled tools within the SymbAIon environment
jawdat6/fixgraph-mcp
Various
jawdat6/fixgraph-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers needing a basic MCP server for graph fixing in experimental or small-scale projects
JhiNResH/maiat-protocol
Various
The trust layer for agentic commerce. Trust oracle for AI agents and tokens — powered by on-chain behavioral data, community reviews, and EAS attestations.
Best for: Developers experimenting with trust mechanisms for AI agents in decentralized commerce
jhomen368/steam-reviews-mcp
Various
Search Steam games, fetch user reviews, and analyze sentiment with topic drill-down to make informed purchasing decisions.
Best for: Developers building AI agents for gaming insights or review analysis
jj-cheng25/weixin-articles-mcp
Various
MCP server for reading WeChat (微信) Official Account articles with native multimodal output - images and video keyframes as content blocks, not URLs.
Best for: Developers building MCP-based tools that need to consume WeChat article content with embedded media.
keepgoing-dev/mcp-server
Various
KeepGoing MCP server - Project memory for AI coding assistants
Best for: Developers experimenting with persistent memory for AI coding assistants in small projects
kenneives/design-token-bridge-mcp
Various
MCP server that translates design tokens between platforms — Tailwind, Figma, CSS to Material 3, SwiftUI, and CSS Variables. Built for the v0 → Figma → Claude Code pipeline.
Best for: Developers building automated design-to-code pipelines who need to convert tokens between design and development tools.
Khamel83/argus
Various
Multi-provider web search broker for AI agents. 14 providers, budget-aware routing, content extraction — one API.
Best for: Developers building AI agents that need flexible, multi-provider web search with cost management
knowledgepa3/gia-mcp-server
Various
MCP server for GIA Governance — runtime governance for AI agents. 33+ tools. Free starter key → gia.aceadvising.com/get-api-key
Best for: Developers who need to add governance and compliance to AI agents at runtime
krystiangw/agenticpay
Various
MCP-native pay-per-tool-call micropayments for AI agents (Solana + USDC + x402)
Best for: Developers experimenting with blockchain-based micropayments for MCP-compliant AI agents
kukapay/bitcoin-utxo-mcp
Various
An MCP server that tracks Bitcoin's Unspent Transaction Outputs (UTXO) and block statistics.
Best for: Developers building AI assistants that need live Bitcoin UTXO data
kukapay/bridge-metrics-mcp
Various
An MCP server that provides real-time cross-chain bridge metrics.
Best for: Developers building AI agents that need live cross-chain bridge metrics
kukapay/dao-proposals-mcp
Various
An MCP server that aggregates live governance proposals from major DAOs.
Best for: Developers building AI agents or tools that need real-time governance data from major DAOs
kukapay/uniswap-price-mcp
Various
An MCP server that delivers real-time token prices from Uniswap V3 across multiple chains.
Best for: Developers building MCP-based tools that need on-chain price data from Uniswap V3.
KyuRish/fiverr-mcp-server
Various
MCP server for searching Fiverr gigs, sellers, and reviews
Best for: Developers building AI assistants that need to search Fiverr services
LarryWalkerDEV/mcp-immostage
Various
MCP Server for AI Virtual Staging — stage rooms, beautify floor plans, classify images, optimize property listings. Built by immostage.ai
Best for: Real estate professionals and developers building property listing tools
lodordev/mcp-tautulli
Various
MCP server for Tautulli — Plex monitoring via Claude Code
Best for: Developers using Claude Code who need to monitor a Plex server through Tautulli
log-logn/langfuse-mcp-java
Various
MCP server for Langfuse — query traces, debug errors, analyze sessions and prompts from any AI agent
Best for: Java developers who want to embed Langfuse trace queries into MCP-based agents.
louis030195/apollo-io-mcp
Various
let AGI print dollars for you
Best for: Developers building AI agents that need to automate B2B sales prospecting and outreach
louis030195/toggl-mcp
Various
let AGI know how you spend your time through the best Toggl MCP
Best for: Developers building AI agents that need access to Toggl time tracking data
MAG-Cie/mcp-microsoft-todo
Various
MCP server for Microsoft To Do via Microsoft Graph API. Manage task lists, create, update, complete and delete tasks from Claude Code, Claude Desktop, or any MCP-compatible client.
Best for: Developers who want to control Microsoft To Do from AI coding assistants
malamutemayhem/unclick-agent-native-endpoints
Various
The operating system for the AI-native era.
Best for: Developers experimenting early with agent-native endpoint patterns
marin1321/mcp-devtools
Various
AI-native developer tools via MCP — filesystem, databases, processes and OpenAPI for any MCP-compatible agent
Best for: Developers experimenting with MCP who want ready-made servers for files, databases, and processes.
maxkuminov/obsidian-mcp
Various
Self-hosted MCP server for Obsidian: semantic + full-text search, wikilink graph, note CRUD, OAuth, and a self-describing vault guide.
Best for: Developers who want to integrate Obsidian vaults with MCP-compatible AI agents while keeping data on their own infrastructure
MendleM/Pipepost
Various
MCP server to publish to Dev.to, Ghost, Hashnode, WordPress, Medium, LinkedIn, X, Bluesky, Mastodon from Claude Code. SEO scoring, canonical-URL wiring, social-post generation, Uns
Best for: Developers who use Claude Code and need a multi-platform publishing pipeline with SEO features
MeshLedger/MeshLedger
Various
MeshLedger/MeshLedger — indexed from awesome-mcp-servers-punkpeye
Best for: Developers exploring MCP integration for mesh ledger systems
mikan-atomoki/text-to-model
Various
mikan-atomoki/text-to-model — indexed from awesome-mcp-servers-punkpeye
Best for: Developers seeking a small, experimental tool for text-to-model conversion
mikusnuz/cws-mcp
Various
MCP server for Chrome Web Store — upload, publish, status, metadata & Playwright-based UI automation
Best for: Developers looking to automate Chrome Web Store publishing and management via the Model Context Protocol
montumodi/mongodb-atlas-mcp-server
Various
MCP server for mongodb atlas api. Internally uses mongodb-atlas-api-client
Best for: Developers experimenting with MCP and MongoDB Atlas automation
mvtandas/wp-cli-mcp
Various
MCP server that gives AI tools full WordPress management via WP-CLI — 30+ tools for themes, plugins, posts, menus, users, database, and scaffolding
Best for: Developers and site admins who want to control WordPress through AI assistants or automated pipelines.
nach-dakwale/instadomain-mcp
Various
MCP server that lets AI agents register domains instantly. Stripe + x402 crypto payments, Cloudflare DNS, bulk checks, renewals, transfers.
Best for: Developers building AI agents that need on-demand domain registration
NicolasPrimeau/artel
Various
Self-hosted coordination layer for AI agent fleets: shared memory, tasks, messaging, and session handoffs. Instances mesh together via feeds and mDNS. An autonomous archivist keeps
Best for: Developers who want a lightweight, self-hosted orchestration backbone for multi-agent systems
Nolas-Shadow/agent1st-ads-mcp
Various
Facebook and Tic Toc MCP
Best for: Developers building AI agents that need to interact with Facebook and TikTok advertising APIs
olgasafonova/productplan-mcp-server
Various
MCP server for ProductPlan - enables AI assistants to interact with roadmaps, OKRs, and discovery features
Best for: Developers building AI assistants that need to access ProductPlan data
Oluwatunmise-olat/mcp-server-logs-sieve
Various
A Model Context Protocol (MCP) server that enables AI assistants to efficiently filter and analyze Cloud Platform logs by specific prefixes and patterns.
Best for: Developers who want to query cloud logs from an AI assistant using the Model Context Protocol
opusforge/gorilla-mcp
Various
MCP server for Gorilla. Find your first SaaS users on Reddit, X, YouTube, and TikTok. https://usegorilla.app
Best for: SaaS founders and growth hackers who want to automate social media lead discovery via AI assistants
OrygnsCode/opa-mcp-server
Various
Model Context Protocol server for Open Policy Agent (OPA). Author, validate, debug, and explain Rego policies through any MCP-compatible client.
Best for: Developers already using MCP-compatible tools who want to manage OPA policies interactively.
PantelisGeorgiadis/dicomweb-mcp-server
Various
DICOMweb Model Context Protocol (MCP) server implementation
Best for: Developers building AI agents that need programmatic access to medical imaging archives via DICOMweb
PaulieB14/graph-polymarket-mcp
Various
MCP server for Polymarket prediction markets — 31 tools combining The Graph subgraphs + Polymarket REST APIs (Gamma + CLOB) for market search, live prices, order books, trader P&L,
Best for: Developers building MCP-based applications that need comprehensive Polymarket data
platfone-com/mcp
Various
MCP server for virtual phone number verification - SMS activations for AI agents via Claude, Cursor, VS Code Copilot and more...
Best for: Developers building AI agents that need programmatic phone verification via SMS
PreReason/mcp
Various
MCP server for PreReason, the Context API for financial agents. 17 pre-reasoned market briefings with trend signals, regime classification, confidence scores, and cross-asset corre
Best for: Developers building financial agents that need curated, pre-reasoned market context.
qbt-labs/openmm-mcp
Various
MCP server giving AI agents real crypto trading capabilities. 13+ tools for market data, order execution, grid strategies, and portfolio management across 4 exchanges
Best for: Developers building AI-powered crypto trading assistants or automated trading agents
Regenerating-World/pix-mcp
Various
📇 ☁️ - Generate Pix QR codes and copy-paste strings with fallback across multiple providers (Efí, Cielo, etc.) for Brazilian instant payments.
Best for: Developers creating AI agents that need to generate Pix payments for Brazilian users
rplryan/x402-discovery-mcp
Various
MCP server for x402 Service Discovery — continuously growing catalog of services, real-time quality signals, facilitator-compat checks. For Claude, Cursor, Windsurf.
Best for: Developers building on the x402 protocol who need a lightweight MCP service discovery layer
rudraneel93/mcp-guardian
Various
Security, cost, and health governance proxy for MCP infrastructure — YAML policy engine, OAuth 2.1/OIDC, web dashboard, mTLS, semantic shell analysis, STRIDE threat model
Best for: Developers building or running MCP infrastructure who need a governance layer for security, cost, and health
rupinder2/mcp-orchestrator
Various
MCP Orchestration Gateway – aggregates tools from multiple MCP servers with BM25 search and deferred loading for Claude Desktop
Best for: Developers using Claude Desktop who need to aggregate and search across multiple MCP servers
Salen-Project/ticktick-mcp
Various
Turn Claude into your AI task manager. Create, manage & complete TickTick tasks just by talking — official OAuth API, local, private.
Best for: Developers who want voice or text-based TickTick task management through Claude
sanyambassi/thales-cdsp-cakm-mcp-server
Various
MCP Server to manage encryption for Ms SQL and Oracle databases using Thales CAKM connector
Best for: Developers needing to manage Thales CAKM encryption for SQL Server or Oracle databases via MCP
shahabazdev/inxmail-mcp
Various
MCP server for the Inxmail Commerce transactional API — events, sendings, bounces, blocklist, blacklist, reactions, and delivery tracking from Claude.
Best for: Developers using Inxmail Commerce who want to interact with transactional email data through Claude
ShinyDapps/l402-kit
Various
The simplest way to charge for your API in Bitcoin sats. 3 lines of code. TypeScript + Python. Lightning Network L402 protocol.
Best for: Developers who want to quickly prototype Bitcoin-based API monetization without deep Lightning Network expertise
shipstatic/mcp
Various
MCP server for instant static site deploys from AI agents — free, no account needed
Best for: Developers building AI agents that need frictionless static site hosting
SidneyBissoli/ibge-br-mcp
Various
MCP Server for IBGE APIs - Brazilian geographic, demographic and statistical data
Best for: Developers building AI tools that need official Brazilian geographic and statistical data via MCP
signal-found/sf-mcp
Various
Arm your agent with the ability to send 1000s of dm's on Reddit a day, selling while you sleep.
Best for: Developers building AI agents that need to automate Reddit messaging for sales or outreach
SoapyRED/freightutils-mcp
Various
FreightUtils MCP Server — 19 free freight tools for AI agents
Best for: Developers prototyping AI agents that need basic freight/logistics capabilities on a zero-cost budget
Swarmwage/swarmwage
Various
The agent hire protocol — one AI agent hires another in USDC on Base via MCP and x402.
Best for: Developers experimenting with autonomous agent economies and on-chain agent hiring.
TechDocsStudio/biel-mcp
Various
Connect AI tools like Cursor, VS Code, and Claude to your product docs.
Best for: Development teams using AI coding assistants that need fast, in-editor access to their product documentation
Thezenmonster/agentmem
Various
Governed memory for long-lived coding agents. Trust, provenance, conflict detection. Local-first.
Best for: Developers building long-lived coding agents that need memory with trust and conflict handling
trackmage/trackmage-mcp-server
Various
Model Context Protocol (MCP) server for TrackMage API integration, with support for 1600+ carriers worldwide. Enables AI assistants to track shipments, manage logistics, create ord
Best for: Developers building logistics-aware AI assistants that need to track shipments across many carriers.
TradeRouter/trade-router-mcp
Various
Non-custodial Solana swap & limit-order MCP server for AI agents. 21 tools (swap, limit, trailing, TWAP, DCA, combo orders) across Raydium, PumpSwap, Orca, Meteora. Jito MEV-protec
Best for: Developers integrating Solana DeFi trading capabilities into AI agents
TylerIlunga/procore-mcp-server
Various
MCP server exposing the full Procore REST API for Claude Desktop and Claude Code
Best for: Developers integrating Procore with Claude for construction project management and automation
veroq-ai/veroq-mcp
Various
Production-ready MCP server for VEROQ — 52 tools for financial intelligence. Ask, verify, search, price, screen, and more.
Best for: Developers building AI tools that need structured financial data via MCP
VrtxOmega/Ollama-Omega
Various
Sovereign Ollama Bridge — MCP server for local and cloud Ollama models. Generated by Qwen 3.5 397B.
Best for: Developers who need to use Ollama models with MCP-compatible tools or agents
wooxogh/adr-mcp-setup
Various
wooxogh/adr-mcp-setup — indexed from awesome-mcp-servers-punkpeye
Best for: Developers exploring ADR integration with MCP in early-stage or experimental projects
wyattjoh/jsr-mcp
Various
Model Context Protocol server for the JSR (JavaScript Registry)
Best for: Developers building MCP-integrated agents or tools that need to query the JavaScript Registry.
xmpuspus/ph-civic-data-mcp
Various
The first multi-source MCP server for Philippine civic data: earthquakes, weather, typhoons, procurement, population, poverty
Best for: Developers building civic or data-driven applications focused on the Philippines
yakuphanycl/instinct
Various
Self-learning memory for AI coding agents — MCP server
Best for: Developers experimenting with memory-enhanced AI coding agents in MCP environments
yli769227-jpg/ashare-mcp
Various
MCP server for Chinese A-share financial statements. 把 A 股财报变成 LLM 可调的工具。
Best for: Developers who need to connect LLMs to Chinese A-share financial reports.
yyyhy/nash-arena
Various
Chess and Card Game Arena For LLM
Best for: Developers researching LLM capabilities in game-based strategic reasoning
zzhang82/Agent-Memory-Bridge
Various
Persistent engineering memory for coding agents over MCP.
Best for: Developers building persistent memory workflows for MCP-based coding agents
Javascript version (being developed)
Community
Multi-agent simulation Javascript framework
Best for: Developers experimenting with agent-based simulations in JavaScript
06ketan/slideshot
Various
Convert HTML slides to high-res PNG, WebP, and PDF — CLI, Web App, MCP Server
Best for: Developers needing to batch convert HTML slide decks to images or PDFs in CI pipelines or local workflows.
0xDegenMo/lighter-mcp
Various
0xDegenMo/lighter-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers exploring the Model Context Protocol who want a simple starting point
1000ri-jp/atsurae
Various
MCP Server for AI-powered video editing — Let Claude, GPT, or any AI agent edit videos through natural language
Best for: Developers prototyping AI-assisted video editing workflows
admin978/canvas-mcp
Various
Local-first Canvas LMS MCP server. Stdio transport, ~125 lines of Python.
Best for: Developers prototyping Canvas LMS integrations with the MCP protocol
afshinator/mcp-server-pexels
Various
MCP server for Pexels stock photos and videos.
Best for: Developers building MCP-enabled AI agents that need simple stock photo and video retrieval
agent-blueprint/mcp-server
Various
MCP server for Agent Blueprint — connect AI agents to your blueprints, business cases, and implementation plans
Best for: Developers building AI agents that need structured business context from Agent Blueprint
agentgraph-co/agentgraph
Various
AgentGraph: Trust and identity layer for the agent internet
Best for: Developers building multi-agent systems that need identity verification and access control
agenticdecks/deckrun-mcp
Various
MCP server for Deckrun — generate presentation PDFs, videos, and audio from Markdown
Best for: Developers who want to generate multimedia presentations programmatically through MCP-enabled AI tools
AgentModule/mcp
Various
Agent Module MCP Server — deterministic knowledge retrieval for autonomous agents
Best for: Developers needing predictable knowledge retrieval for autonomous agents
AgentTrust — Identity & Trust for A2A Agents
ai.agenttrust
MCP server for AgentTrust — A2A communication, agent identity, HITL escalation, and prompt injection detection
Best for: Developers building multi-agent systems that need built-in identity, escalation, or prompt injection defenses
agrath/Trello-Desktop-MCP
Various
Trello integration for Claude Desktop via Model Context Protocol (MCP) - 19 tools for comprehensive board, card, and list management
Best for: Developers using Claude Desktop who want to manage Trello projects through conversational commands
alcylu/nightlife-mcp
Various
The first nightlife discovery MCP server. Search events, venues, and performers in Tokyo and beyond.
Best for: Developers building AI agents that need nightlife information for Tokyo
AletaIndex/aletaindex-fin-narratives
Various
Financial narrative intelligence for AI agents — real-time narrative tracking, sentiment, and insights for US equities via MCP or REST API.
Best for: Developers building AI agents that need real-time narrative intelligence for US equity markets
AlexanderLawson17/revettr-python
Various
Python client SDK for Revettr counterparty risk scoring API
Best for: Python developers needing to integrate Revettr counterparty risk scoring into their applications.
AntonioTF5/soul-mcp-server
Various
MCP server for SOUL.md — validate and generate soul files from Claude Desktop.
Best for: Developers using SOUL.md and Claude Desktop for structured documentation
aparajithn/agent-deploy-dashboard-mcp
Various
Unified deployment management MCP server for Vercel, Render, Railway, and Fly.io
Best for: Developers who need a standardized MCP endpoint for managing deployments across these four platforms from AI agents or custom automation
@arbitova/mcp-server
Various
Arbitova — AI-powered trade arbitration platform. Neutral verdict engine for disputed transactions, with MCP server, TypeScript & Python SDKs.
Best for: Developers needing to add dispute resolution capabilities to trading platforms
ark-forge/arkforge-mcp
Various
Third-party cryptographic proof for AI agent API calls — ArkForge Trust Layer MCP server
Best for: Developers building auditable AI agent systems that need cryptographic verification of API calls
asif-nvc/e2b-sandbox-mcp
Various
MCP server connecting Claude Code with E2B cloud sandboxes for working on any GitHub repo
Best for: Developers using Claude Code who need isolated sandbox environments for GitHub repos
atomno-labs/mcp-cbr-rates
Various
MCP server for Central Bank of Russia rates, key rate, inflation and macro stats
Best for: Developers building AI agents that need Russian economic data
atomno-labs/mcp-egrul
Various
MCP server for Russian EGRUL/EGRIP lookups via FNS open-data — open self-host (MIT) + hosted Pro tier (closed beta)
Best for: Developers integrating Russian business registry lookups into MCP-based agents or tools
bababoi-bibilabu/agent-mq
Various
Message queue for AI coding assistants. Let your AI agents talk to each other.
Best for: Developers prototyping multi-agent coding assistants who need a simple message broker
bamwor-dev/bamwor-mcp-server
Various
MCP server for world geographic data. 261 countries, 13.4M cities.
Best for: Developers building MCP-based tools that need offline access to world geographic data
BelleKou/mcp-viral-transformer
Various
🚀 ViralTransformer: A high-performance MCP server for automated web scraping & AI-driven viral content transformation. 基于 MCP 协议的自动化网页抓取与爆款文案转化引擎。
Best for: Developers exploring MCP-based content scraping and transformation pipelines
benswel/qr-agent-core
Various
QR-as-a-Service API for AI agents — 34 MCP tools, 11 QR types, dynamic links, scan analytics, webhooks, custom domains. REST API + MCP server.
Best for: Developers building AI agents that need to generate and track QR codes programmatically
bit2beat/bitrix24-mcp
Various
MCP server that connects Claude AI to Bitrix24 — CRM, tasks, disk, calendar, automations and more
Best for: Developers who need to connect Claude AI to Bitrix24 for task automation and CRM interactions.
BlackMount-ai/blackmount-nlp-mcp
Various
NLP without the bloat — sentiment, keywords, readability, summarization. No NLTK, no spaCy. Zero heavy dependencies.
Best for: Developers who need basic NLP without adding large dependencies
bradleylab/stella-mcp
Various
MCP server for Stella
Best for: Developers experimenting with MCP who want to connect Stella to their toolchain
bug-breeder/quip-mcp
Various
A Model Context Protocol (MCP) server that provides AI assistants with access to Quip documents
Best for: Developers who need a minimal, protocol-based bridge between AI assistants and Quip documents
ByAxe/keynote-mcp
Various
A Model Context Protocol (MCP) server that enables AI assistants to control Keynote presentations through AppleScript automation.
Best for: Developers building macOS‑native presentation workflows with AI assistants
cahthuranag/mcp-server
Various
MCP server bringing live FX rates, historical data, and multi-currency lookups from AllRatesToday to Claude Code, Cursor, Claude Desktop, and Windsurf. Free API key required.
Best for: Developers who need real‑time or historical FX data inside Claude Code, Cursor, or similar MCP environments
catrinmdonnelly/royalmail-mcp
Various
Book, label, track and cancel Royal Mail and Parcelforce shipments from any MCP-compatible AI.
Best for: Developers building AI agents for UK parcel logistics
cct15/war-dashboard-data
Various
Futuristic Risk Intelligence — Geopolitical conflict risk data for AI agents (MCP/API)
Best for: Developers building AI agents that need basic geopolitical risk context
Chronolapse411/sicarius-guard
Various
Solana Token Safety Oracle for AI Agents & Trading Bots — byte-level SPL analysis, honeypot detection, Birdeye enrichment, MCP server
Best for: Developers building Solana trading bots or AI agents that need local token safety verification
cinderwright-ai/cinderwright-api
Various
MCP server + x402 Discovery Hub. Search engine for the agent economy. 1450+ services indexed.
Best for: Developers building agent systems that need a centralized directory of MCP services
clamp-sh/mcp
Various
Analytics MCP server for Clamp Analytics. Gives Claude, Cursor, VS Code, Windsurf, and Cline tools for traffic, pages, events, revenue, errors, funnels, cohorts, and alerts. Stdio
Best for: Developers already using Clamp Analytics who want to query data through an MCP-compatible AI assistant.
clicks-protocol/mcp-server
Various
Autonomous yield for AI agents on Base. 80% liquid, 20% earning. No lockup. One SDK call.
Best for: AI agents needing low-friction yield on Base with liquidity.
cqtrinv/trinvmcp
Various
a MCP server for TRINV
Best for: Developers experimenting with MCP who need to connect AI tools to TRINV data sources
cturkieh/france-data-mcp
Various
MCP TypeScript qui croise 6 référentiels publics FR (INSEE SIRENE, FINESS, RPPS, Ameli, IGN, DINUM) — détecte les SIRET fermés invisibles côté DREES via pivot SIRET élargi + scorin
Best for: Developers building French administrative data tools or AI assistants that need cross-referenced public registry data
dan1d/cobroya
Various
Mercado Pago tool connector for AI agents, Telegram, WhatsApp and automation platforms
Best for: Developers building chat bots or AI agents that need to accept payments via Mercado Pago
davidlin2k/pox-mcp-server
Various
A Model Context Protocol (MCP) server for the POX SDN controller
Best for: Developers exploring MCP integration with SDN environments and POX-based network labs
dealx/mcp-server
Various
MCP Server for DealX platform
Best for: Developers who need a quick, MCP‑standard bridge between AI agents and the DealX platform.
Declade/lucairn-sdks
Various
Lucairn SDKs — privacy-preserving AI infrastructure clients for TypeScript, Python, Go, and an MCP server
Best for: Developers needing privacy-preserving AI infrastructure clients in TypeScript, Python, or Go
dot-RealityTest/obsidian-codex-mcp
Various
Local-first Obsidian MCP server for Codex, Claude Desktop, and markdown vault automation.
Best for: Developers building custom local-first AI integrations with Obsidian
dragogargo/mcp-sysmon
Various
MCP server for system monitoring — CPU, memory, disk, network, and process management via Claude
Best for: Developers who want to query system status using Claude
DuhoKim/NebulaMind
Various
The universe, explored by AI agents worldwide. Collaborative astronomy wiki with open API.
Best for: Developers building astronomy applications or AI agents needing celestial data
edobusy/agenthold
Various
Shared versioned state for multi-agent AI workflows. An MCP server.
Best for: Developers prototyping multi-agent systems who need simple shared versioned state via MCP.
ekas-io/open-sales-stack
Various
MCP and tools for various tasks related to ekas
Best for: Developers looking to automate tasks within the ekas platform using MCP protocols
ellmos-ai/n8n-manager-mcp
Various
MCP server for n8n workflow management -- view, create, sync, and manage n8n workflows via AI assistants
Best for: Developers who want to manage n8n workflows through AI assistants using the Model Context Protocol
eyaushev/swagger-testcase-mcp
Various
MCP server for API testing: generates test cases, validates specs, compares versions, and creates mock data from Swagger/OpenAPI specifications
Best for: Developers who need a lightweight MCP server to quickly generate test cases and validate APIs from OpenAPI specifications.
Fund-z/fundzwatch-mcp
Various
MCP server for FundzWatch.ai -- real-time business events, AI-scored leads, and market intelligence in Claude, Cursor, and Windsurf.
Best for: Developers who want to surface business event data and scored leads inside their AI coding tools.
garasegae/aiskillstore
Various
Agent-first skill marketplace with USK open standard — MCP server for AI agent skill discovery and installation
Best for: Developers building or extending AI agents who need a lightweight skill discovery and installation mechanism.
gavxm/ani-mcp
Various
MCP server for AniList with taste-aware recommendations, watch analytics, social tools, and full list management.
Best for: Developers building AI assistants for anime/manga enthusiasts using AniList
GetMystAdmin/urdb-mcp
Various
GetMystAdmin/urdb-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers exploring MCP integrations with urdb in experimental or proof-of-concept projects
gigamori/mcp-run-sql-connectorx
Various
An MCP server that executes SQL via ConnectorX and streams (using Arrow RecordBatch) the result to CSV or Parquet. Supports PostgreSQL, MySQL, MariaDB, SQLite, MS SQL Server, Amazo
Best for: Developers who need to run SQL queries and export results via the MCP protocol
gitopia/gitopia-mcp-server
Various
MCP server for Gitopia
Best for: Developers exploring decentralized git workflows and wanting to connect AI agents via the Model Context Protocol.
gjenkins20/unofficial-fortimonitor-mcp-server
Various
Model Context Protocol (MCP) server for FortiMonitor v2 API integration with AI. 241 tools across 33 modules providing near-complete coverage of the FortiMonitor v2 API.
Best for: Developers needing to connect AI assistants to FortiMonitor for automated network monitoring and management.
googlarz/signal-mcp
Various
Ask Claude about your Signal conversations. Persistent history, full-text search, and complete signal-cli coverage — 100% local.
Best for: Developers who want to integrate Signal chat history into AI workflows while keeping data private
gregario/astronomy-oracle
Various
Celestial object catalog and observing session planner MCP server
Best for: Developers building AI-powered astronomy tools or assistants that need celestial data and session planning
gregario/brewers-almanack
Various
A brewing knowledge MCP server — beer styles, ingredients, off-flavour diagnosis, water chemistry, and recipe guidance for AI brewing assistants
Best for: Homebrewers and AI enthusiasts building automated brewing assistants
gregario/lego-oracle
Various
LEGO sets, parts, minifigs, and inventories as an MCP server
Best for: Developers building LEGO-related tools or assistants that need structured set and part data via MCP
gregario/onepiece-oracle
Various
One Piece TCG MCP server — card search, deck analysis, and set browsing for the One Piece Card Game
Best for: Developers building MCP-powered workflows for One Piece TCG deck building and analysis
grovs-io/mcp
Various
MCP server for Grovs: manage deep links, attribution analytics, and campaigns from Claude Code, Cursor, Windsurf, and any MCP-compatible AI assistant. Open-source TypeScript, OAuth
Best for: Developers and marketers using Claude Code or Cursor who want to control Grovs deep links and attribution via chat
Haiku-Trading/haiku-mcp-server
Various
MCP server for DeFi execution — lets AI agents swap, provide liquidity, lend, bridge, and run yield strategies across 22 chains
Best for: Developers prototyping AI-agent driven DeFi strategies who want multi-chain coverage
HanSur94/matlab-mcp-server-python
Various
MCP server that connects any AI agent to MATLAB — execute code, async jobs, interactive Plotly plots, custom tools, and monitoring dashboard
Best for: Developers integrating AI agents with MATLAB workflows
horustechltd/horus-flow-mcp
Various
Official MCP server for Horus Flow Intelligence: Institutional-grade market microstructure and orderflow physics for AI trading agents.
Best for: Developers building AI trading agents that need real-time orderflow and market microstructure data
Hovsteder/powersun-tron-mcp
Various
TRON Energy & Bandwidth MCP Server + DEX Swap Aggregator for AI agents. 27 tools: self-service onboarding, buy/sell TRON resources, swap tokens on SunSwap DEX via MCP, REST API, or
Best for: Developers building AI agents that interact with TRON blockchain
hshintelligence/agent-scrape
Various
Pay-per-call web scraping for AI agents — no signup, no API keys, just USDC. x402-monetized MCP server on Base mainnet, deployed on Cloudflare Workers. 6 tools: scrape, extract (Gr
Best for: Developers building AI agents that need lightweight, crypto-payable web scraping with minimal setup.
HuntsDesk/ve-gws
Various
Google Workspace MCP that actually writes. 28 tools across Docs/Slides/Sheets/Drive — markdown-to-Docs, smart chips, data validation, recursive folder copy, revision restore.
Best for: Developers building AI agents that need programmatic write access to Google Workspace
idapixl/idapixl-web-research-mcp
Various
MCP server for AI-powered web research — search, fetch, synthesize
Best for: Developers building custom AI agents that need automated web research capabilities
iletimerkezi/iletimerkezi-mcp-server
Various
iletiMerkezi MCP Server
Best for: Developers integrating iletiMerkezi SMS into MCP-based AI workflows
ikoskela/wisepanel-mcp
Various
MCP server for Wisepanel multi-agent deliberation platform
Best for: Developers experimenting with multi-agent deliberation and MCP-based orchestration
iprashantraj/mcp-discord-bridge
Various
AI assistant control a Discord server - reading messages, creating/deleting channels, sending messages ,All via the MCP protocol
Best for: Developers integrating AI assistants with Discord automation via the MCP protocol
izzzzzi/izTolkMcp
Various
MCP server for Tolk smart contract compiler — compile, check, and deploy TON blockchain smart contracts from any MCP-compatible AI assistant
Best for: Developers building TON blockchain applications who want AI-assisted contract compilation and deployment
JamesANZ/evm-mcp
Various
An MCP server that provides complete access to Ethereum Virtual Machine (EVM) JSON-RPC methods. Works with any EVM-compatible node provider including Infura, Alchemy, QuickNode, lo
Best for: Developers building MCP-based tools or agents that require direct interaction with EVM blockchains
jarvisassistantux/loopsense
Various
LoopSense is an open-source MCP server that closes the feedback loop for AI coding agents — giving them real-time visibility into CI results, deployments, test outcomes, and file s
Best for: Developers building AI agents that need real-time awareness of development pipeline events
jaspertvdm/mcp-server-ollama-bridge
Various
MCP Server - Bridge to local Ollama LLM. Part of HumoticaOS/SymbAIon ecosystem.
Best for: Developers experimenting with local LLMs and the Model Context Protocol
JaviMaligno/mcp-server-bitbucket
Various
MCP server for Bitbucket API operations
Best for: Developers prototyping AI integrations with Bitbucket using the Model Context Protocol
JoeyBrar/agentseal-mcp
Various
MCP server for AgentSeal. Cryptographic audit trails for AI agents
Best for: Developers building AI agents that require verifiable action logs
Jungle-Grid/mcp-server
Various
MCP server for Jungle Grid lets agents submit, monitor, and retrieve logs from AI workloads.
Best for: Developers integrating Jungle Grid with MCP-compatible agents for log management
Jwrede/llmprobe
Various
Synthetic monitoring and CI smoke tests for LLM inference endpoints.
Best for: Developers who need a minimal, scriptable smoke test for LLM endpoints in CI or monitoring pipelines.
karyaboyraz/mockit-mcp
Various
MCP server that turns text prompts into premium iOS mobile UI mockups (PNG + HTML). Powered by Claude (Opus 4.7) + Playwright. Two backends: local CLI or Anthropic API. MIT.
Best for: Developers who want to quickly generate iOS UI mockups from text using an MCP server
keiver/image-tiler-mcp-server
Various
MCP server that prevents LLM vision downscaling, tiles large images & screenshots so Claude, GPT-4o, and Gemini see every detail
Best for: Developers who need to pass detailed large images to LLM vision models without downscaling
khaoss85/arvo-mcp
Various
MCP Server for Arvo AI Personal Trainer - Connect Claude Desktop to your training data
Best for: Developers who use Arvo AI Personal Trainer and want to query their fitness data via Claude Desktop
khglynn/spotify-bulk-actions-mcp
Various
MCP server for bulk Spotify operations - batch playlist creation with confidence scoring, library exports, CSV imports, and human-in-the-loop review for uncertain matches
Best for: Developers who want to batch manage Spotify libraries with uncertainty handling
kioie/tiny-go-mcp-server
Various
Minimal Go MCP toolkit on the official go-sdk — stdio, HTTP, SSE; tools, resources, prompts; struct-derived JSON Schema; ~5MB static binaries.
Best for: Go developers needing a minimal, self-contained MCP server starter
kosminus/querywise-mcp
Various
An MCP server (and a CLI) that lets an LLM query your databases in natural language through a business semantic layer — glossary, metric definitions, data dictionary, knowledge bas
Best for: Developers building natural-language data query interfaces that need business context and schema grounding
KryptosAI/mcp-observatory
Various
An MCP server that tests your MCP servers for breaking changes
Best for: Developers who maintain MCP servers and need a lightweight tool to catch breaking changes
kukapay/crypto-projects-mcp
Various
An MCP server that provides cryptocurrency project data to AI agents
Best for: Developers adding cryptocurrency project data to MCP-compatible AI agents
kukapay/dex-pools-mcp
Various
An MCP server that provides AI agents with real-time access to DEX liquidity pool data.
Best for: Developers building AI agents that need live, on-chain DEX liquidity data without building their own data pipeline.
kukapay/ethereum-validator-queue-mcp
Various
An MCP server that tracks Ethereum’s validator activation and exit queues in real time.
Best for: Developers building staking or Ethereum infrastructure tools that need live queue data
Kzino/vorim-mcp-server
Various
MCP server for Vorim AI — AI agent identity, permissions, and audit trails. 17 tools for Claude, Cursor, VS Code, and any MCP-compatible client.
Best for: Developers exploring MCP-based identity and audit for AI agents in experimental or self-hosted setups
leesgit/claude-session-continuity-mcp
Various
leesgit/claude-session-continuity-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers experimenting with session persistence for Claude in small projects or prototypes
Leximo-AI/leximo-ai-call-assistant-mcp-server
Various
An MCP (Model Context Protocol) server that lets you schedule AI phone calls and manage Leximo assignments directly from Claude Desktop or Claude Code — no app switching needed.
Best for: Developers who want to trigger AI phone calls from their Claude workflow without leaving the interface
lfrmonteiro99/memento-mcp
Various
Persistent memory MCP server with typed memories, decay scoring, and token-aware context injection
Best for: Developers needing persistent, token-aware memory for MCP-compatible AI agents
lionkiii/google-searchconsole-mcp
Various
MCP server for Google Search Console — query search analytics, inspect URLs, find keyword opportunities, track SEO performance. Works with Claude Desktop, Cursor, Windsurf.
Best for: Developers who want to incorporate Google Search Console data into MCP-compatible workflows
louiscklaw/hko-mcp
Various
Fetch data from Hong Kong Observatory with MCP
Best for: Developers building AI assistants that need localized Hong Kong weather data
MakeaMouse/fish-bridge-mcp
Various
An economical and fuel(token) efficient AI tool, graph session memory for looong chat session
Best for: Developers building cost-sensitive AI chat applications requiring long-term session memory
make-software/cspr-trade-mcp
Various
make-software/cspr-trade-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers prototyping AI agents that require basic Casper blockchain trading functionality
MARUCIE/authbox
Various
Your keys. Your identity. Unstoppable. -- Seed-phrase password manager with AI agent gateway.
Best for: Developers experimenting with seed-phrase identity management and AI agent gateways
MervinPraison/praisonai-mcp
Various
MCP server that exposes PraisonAI tools for Claude Desktop, Cursor, and other MCP clients
Best for: Developers integrating PraisonAI tools into MCP-compatible editors and assistants
Metadrama/obscura-mcp
Various
MCP server adapter for Obscura headless browser — CDP automation without Chrome dependency
Best for: Developers building MCP-connected AI agents that need lightweight browser automation
metrxbots/mcp-server
Various
MCP server for AI agent cost intelligence — 23 tools to track spend, optimize models, manage budgets, detect waste, and prove ROI
Best for: Developers who need to instrument AI agents with detailed cost tracking and optimization logic.
Michael2150/flamerobin-mcp-server
Various
Michael2150/flamerobin-mcp-server — indexed from awesome-mcp-servers-punkpeye
Best for: Developers using Firebird databases who want to connect AI assistants for data operations.
mikusnuz/umami-mcp
Various
Full-coverage MCP server for Umami Analytics API v2 — 66 tools, 2 resources, 2 prompts
Best for: Developers needing an MCP bridge to Umami Analytics for AI agent workflows
MoltyCel/moltrust-mcp-server
Various
MCP server for MolTrust — Trust Infrastructure for AI Agents
Best for: Developers prototyping trust mechanisms for AI agent systems
mrslbt/rippr
Various
YouTube transcript ripper for RAG, LLM workflows, and AI research. Chrome extension. Multiple output formats
Best for: Developers who need a lightweight tool to extract YouTube transcripts for LLM and RAG workflows
mrslbt/xendit-mcp
Various
MCP server for the Xendit payment API. Invoices, disbursements, balances, and transactions across Indonesia, the Philippines, Thailand, Vietnam, and Malaysia.
Best for: Developers prototyping AI agents that need to handle payments in Southeast Asia
muhannad-hash/git-context-mcp
Various
MCP server that answers why code exists - git blame, PR descriptions, and linked issues
Best for: Developers who want instant code context from git history via MCP
muhannad-hash/mcp-shield
Various
Security scanner for MCP servers - detect backdoors, exfiltration, and prompt injection
Best for: Developers building or deploying MCP servers who need a basic security audit
multimail-dev/mcp-server
Various
MCP server for MultiMail — Verifiable identity email for AI agents
Best for: Developers building AI agents that need cryptographically verifiable email communication
MWGMorningwood/Central-Memory-MCP
Various
A custom fork of @modelcontextprotocol/server-memory using Azure Functions MCP triggers and Table storage.
Best for: Developers building MCP-based AI agents on Azure who need a serverless memory backend
MyMedi-AI/mymedi-ai-mcp-server
Various
Healthcare billing MCP server — 20 AI tools for ICD-10, CPT, HCPCS lookup (81,769 codes with RVU + OPPS pricing), prior auth prediction, claims validation, denial-risk scoring, and
Best for: Developers building healthcare billing automation tools
n8daniels/RulesetMCP
Various
Weight-On-Wheels for AI: MCP server that keeps every agent grounded in your project's rules
Best for: Developers who want to enforce project-specific rules for AI agents using MCP
nakulben/whatsapp-mcp
Various
WhatsApp MCP Server — Manage templates & send messages via Claude, Cursor, or any MCP client. Meta Cloud API.
Best for: Developers seeking a quick MCP-based interface to send WhatsApp messages and manage templates via AI assistants
nalediym/touch-grass
Various
A Claude Code plugin that teaches your AI agent to remind you to go outside. Weather-aware, sunset-aware, session-aware. Ships an MCP server + SessionStart hook + skill.
Best for: Developers using Claude Code who want automated, contextual break reminders to go outside.
ndjordjevic/pinrag
Various
A powerful RAG (Retrieval-Augmented Generation) system built with LangChain, designed as an MCP server for Cursor, VS Code, and other AI assistants
Best for: Developers who want to integrate a custom RAG pipeline into Cursor or VS Code using MCP
nikicat/mcp-wallet-signer
Various
MCP server that routes blockchain transactions to browser wallets for signing
Best for: Developers building AI agents that need user-approved blockchain transactions
noblabs/lit-forge-mcp
Various
MCP server (18 tools): NISA/iDeCo/retirement simulation, 28-indicator market snapshot, individual stock fundamentals (dividend/analyst), economic release calendars from 6 official
Best for: Developers building financial AI assistants or tools for Japanese markets
notasandy/mcp-code-sanitizer
Various
Strict AI code reviewer MCP server powered by Groq
Best for: Developers needing a lightweight, Groq-based code review tool in MCP workflows
ofershap/mcp-server-s3
Various
MCP server for AWS S3 — list buckets, browse objects, upload/download, presigned URLs
Best for: Developers integrating S3 file operations into MCP-enabled tools
@openpulsechain/mcp-server
Various
Open-source PulseChain analytics platform — token prices, safety scoring, smart money tracking, holder leagues, bridge stats. REST API + MCP server for AI agents.
Best for: Developers building AI agents or dashboards that require PulseChain on-chain data
paladini/devutils-mcp-server
Various
An open-source DevUtils MCP Server — a comprehensive developer utilities toolkit for the Docker MCP Catalog. It provides 36 tools across 8 categories that AI assistants can invoke
Best for: Developers using AI assistants in Docker environments
PaulieB14/graph-aave-mcp
Various
MCP server for querying AAVE V2/V3/V4 lending and governance data via The Graph — 7 chains across 11 subgraphs (Ethereum, Base, Arbitrum, Polygon, Optimism, Avalanche, Fantom + Gov
Best for: Developers building AI agents that need real-time AAVE data across multiple chains
paulieb89/govuk-mcp
Various
MCP server for GOV.UK — search, content drill-down, organisations, and postcode lookup. 5 tools, no API key, hosted on Fly.io.
Best for: Developers building AI tools that need to query UK government information
payclaw/mcp-server
Various
Badge identity + virtual Visa cards for AI agents. MCP-native.
Best for: Developers building AI agents that require identity credentials and virtual payment capabilities
peturgeorgievv-factory/postfast-mcp
Various
peturgeorgievv-factory/postfast-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers exploring Model Context Protocol server implementations
pkotecha-eng/aria-mcp-server
Various
ARIA Clinical Research MCP Server — exposes PubMed, ClinicalTrials.gov & ISRCTN as MCP tools. Any Claude agent can search 35M+ biomedical papers and 400K+ clinical trials in real t
Best for: Developers building Claude agents that need to query clinical research and biomedical literature in real time.
prosperkartik/hostaway-mcp
Various
Open-source Model Context Protocol (MCP) server for the Hostaway PMS - connect Claude to your vacation rental ops.
Best for: Developers building AI-powered assistants for vacation rental management
rdanieli/tentra-mcp
Various
Tentra MCP — memory for AI coding agents. Persistent code graph + AI architecture diagrams. 32 MCP tools. Works in Cursor, Claude Code, Codex, Windsurf.
Best for: Developers using AI coding agents who need persistent project memory across sessions
realcrabcut/crabcut-mcp-server
Various
CrabCut MCP Server
Best for: Developers building MCP-based tools who need simple, algorithm-driven image segmentation
realwigu/mcp-doctor
Various
Diagnose, secure, and benchmark your MCP servers. Zero-config CLI for Claude Code, Cursor, VS Code, and Windsurf.
Best for: Developers using MCP servers who need a quick, all-in-one diagnostic and security check without configuration overhead
RipperMercs/tensorfeed
Various
RipperMercs/tensorfeed — indexed from awesome-mcp-servers-punkpeye
Best for: Developers exploring TensorFeed integration via MCP who need a minimal starting point
rkocosmergon/cosmergon-agent
Various
rkocosmergon/cosmergon-agent — indexed from awesome-mcp-servers-punkpeye
Best for: Developers exploring MCP server implementations in Python for learning or prototyping
roamzy-io/mcp-server
Various
MCP server for Roamzy — buy and manage global eSIM through Claude, Cursor, Continue, and any MCP client
Best for: Developers building automated connectivity solutions for IoT or travel use cases
salwks/mcp-techTrend
Various
salwks/mcp-techTrend — indexed from awesome-mcp-servers-punkpeye
Best for: Developers who want a simple MCP server to access technology trend data from a curated list.
samrothschild23/intelligence-api
Various
samrothschild23/intelligence-api — indexed from awesome-mcp-servers-punkpeye
Best for: Developers experimenting with MCP-based intelligence retrieval in small-scale or proof-of-concept projects.
Sealjay/mcp-hey
Various
MCP server for Hey.com: read, send, search, and organise email from Claude or any MCP client. Runs locally, stores no credentials, respects rate limits.
Best for: Developers using Hey.com who want to integrate email into AI workflows via MCP
seang1121/sports-betting-mcp
Various
The first MCP server for sports betting — 9 tools, live odds, AI picks, 59.6% win rate across 1,353+ picks
Best for: Developers building MCP-integrated sports betting applications or bots.
SearchAtlas
Various
SearchAtlas — indexed from awesome-mcp-servers-punkpeye
Best for: Developers exploring MCP-based search integrations or building early prototypes
shellsage-ai/mcp-server-boilerplate
Various
Production-ready MCP server templates in TypeScript and Python. Quickstart boilerplate for building Model Context Protocol servers.
Best for: Developers who want a quick, template-based start for building MCP servers in TypeScript or Python.
shuji-bonji/xcomet-mcp-server
Various
Translation quality evaluation MCP Server powered by xCOMET (eXplainable COMET).
Best for: Developers building translation evaluation tools or AI agents that need automated quality scoring
shyshlakov/pci-dss-mcp
Various
Narrow-and-deep PCI DSS v4.0.1 compliance scanner for Go payment services, delivered as an MCP server
Best for: Go developers building or maintaining PCI DSS compliant payment services
stevepridemore/graph-memory
Various
A personal knowledge graph for Claude that survives across sessions, devices, and tools. Neo4j + semantic embeddings, OAuth-secured, single-user-by-default but multi-tenant-ready.
Best for: Developers building persistent memory for Claude-based applications
stfade/moth
Various
A debugging workflow plugin for AI coding agents. Turns terminal failures into source-backed fixes via MCP and structured skills.
Best for: Developers using AI coding agents who want automated error recovery from terminal logs
supertrained/rhumb
Various
Agent gateway for external tools — Rhumb Index scores services; Rhumb Resolve routes supported capability calls through governed execution rails.
Best for: Developers building agent systems that need controlled, policy-enforced access to external tools
Sweeppea-Development-Lab/sweeppea-mcp-info
Various
Public manifest and documentation for the Sweeppea MCP server, including integration metadata and production endpoint information.
Best for: Developers integrating with the Sweeppea MCP server who need official manifest and endpoint details.
System-R-AI/systemr-python
Various
Python SDK for agents.systemr.ai. 55 MCP tools, 25 brokers. pip install systemr
Best for: Developers prototyping agent systems that leverage MCP tools and brokers
TamarEngel/jira-github-mcp
Various
A Model Context Protocol (MCP) server exposing Jira and GitHub actions as AI tools to streamline developer workflows end-to-end.
Best for: Developers who want to control Jira and GitHub through an MCP-compatible AI assistant
the402ai/mcp-server
Various
MCP server for the402.ai — AI agent service marketplace. Browse services, purchase via x402 micropayments, manage threads, list services as a provider.
Best for: Developers building MCP-compatible agents that need on-demand, micropayment-based access to a marketplace of AI services
thevibepreneur/gapbase-mcp
Various
Query 474 validated startup gaps from Claude Desktop, Cursor, and Windsurf.
Best for: Developers and founders who want quick, validated startup ideas inside their existing AI workflow
tickstem/mcp
Various
MCP server for Tickstem — AI agent integration for cron jobs and email verification
Best for: Developers building AI agents that need to schedule tasks or verify emails using Tickstem's platform.
timkulbaev/mcp-linkedin
Various
MCP server for LinkedIn publishing, commenting, and reacting. Dry-run by default, SKILL.md included, 28 unit tests. MIT licensed.
Best for: Developers prototyping AI-driven LinkedIn integrations and needing a safe testing workflow
Tommertom/plugwise-mcp
Various
Plugwise MCP
Best for: Developers building AI-powered home automation systems using Plugwise devices and the Model Context Protocol
trycourier/courier-mcp
Various
🎖️ 💬 ☁️ 🛠️ 📇 🤖 - Build multi-channel notifications into your product, send messages, update lists, invoke automations, all without leaving your AI coding space.
Best for: Developers building notification systems within AI-assisted coding environments
Turbo-Puffin/measure-mcp-server
Various
MCP server for Measure.events — connect AI agents to your web analytics
Best for: Developers who want to give AI agents read access to web analytics data via the Model Context Protocol.
User0856/snaprender-mcp
Various
Official integrations for SnapRender Screenshot API — MCP server, SDKs, OpenClaw, ChatGPT Actions, Postman
Best for: Developers building AI agents that need on-demand webpage screenshots via MCP-compatible tools
Vovala14/vynly-mcp
Various
MCP server for Vynly — the AI-only social feed. Post, read, search, and spark from any MCP-aware agent.
Best for: Developers building MCP agents that need to interact with an AI-only social feed
wazionapps/mcp-server
Various
WAzion MCP Server - Connect AI agents to WhatsApp via WAzion API. Smart copilot, 24/7 automation, mass marketing.
Best for: Developers needing a quick JavaScript bridge to connect AI agents with WhatsApp automation and marketing.
WhenLabs-org/when
Various
Six tools. One install. The WhenLabs developer toolkit.
Best for: Developers curious about emerging TypeScript-based toolkits who are willing to experiment with unproven software.
wyattjoh/calendar-mcp
Various
MCP server for accessing macOS Calendar events
Best for: Developers building MCP-based tools that need to read macOS Calendar events
yubinkim444/ai-first-scraper-mcp
Various
MCP server giving Claude Desktop / Cursor / Cline ad-free web scraping + search via three tools: fetchpage, fetchpagesbatch, searchweb.
Best for: Developers who need a lightweight, ad-free web scraping MCP server for use with Claude Desktop, Cursor, or Cline.
zafronix/wc-mcp
Various
Model Context Protocol server for the Zafronix World Cup API — every FIFA World Cup since 1930. 15 tools wrapping tournaments, teams, players, matches, stadiums, brackets, standing
Best for: Developers building AI assistants that need authoritative World Cup history answers
06ketan/substack-ops
Various
Standalone Substack CLI + 26-tool MCP server. Your IDE drafts the replies. Zero AI API keys.
Best for: Developers who want to manage Substack from their IDE without AI dependencies
123Ergo/unphurl-mcp
Various
Domain intelligence MCP server for Claude Code, Cursor, and AI agents
Best for: Developers using Claude Code or Cursor who need quick domain metadata lookups without leaving their AI assistant.
8randonpickart5/alderpost-mcp
Various
8randonpickart5/alderpost-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers exploring MCP server implementations in JavaScript
aarsiv-groups/shipi-mcp-server
Various
📇 ☁️ - Shipi MCP server to create shipments, track packages, and compare rates with 18 tools for various carriers. Supports [remote MCP](https://mcp.myshipi.com/api/mcp).
Best for: Developers building MCP-based shipping automation workflows
abhineet34/linkedin-mcp-server
Various
MCP server for LinkedIn — create posts, upload images, and manage company pages via Claude or any MCP client.
Best for: Developers who want to automate LinkedIn content from AI assistants or MCP-compatible tools.
AceDataCloud/MCPFlux
Various
MCP server for Flux AI image generation and editing via Ace Data Cloud.
Best for: Developers building AI agents that require on-demand image generation and editing via MCP
AceDataCloud/MCPSeedream
Various
MCP server for ByteDance Seedream image generation and editing via Ace Data Cloud.
Best for: Developers building MCP-compatible tools who need image generation and editing via Seedream models.
AceDataCloud/MCPShortURL
Various
MCP server for short URL creation and management through Ace Data Cloud.
Best for: Developers who need a quick, MCP-compatible URL shortener for AI agent or assistant workflows.
AgentBase1/mcp-server
Various
AgentBase MCP server — search and retrieve agent instruction files via MCP tools
Best for: Developers building MCP‑based agent systems that need to search and retrieve agent instruction files.
Agentic Terminal Directory
ai.agenticterminal
Agent commerce directory for OP-verified Lightning, BOLT12, L402, and USDT merchants
Best for: Developers building agent commerce systems needing a verified merchant directory for Lightning and USDT payments.
agentlux/agentlux-mcp
Various
Embedded MCP toolkit for AgentLux marketplace, identity, creator, services, and social flows
Best for: Developers building AI agents within the AgentLux marketplace ecosystem
agntor/mcp
Various
📇 ☁️ 🍎 🪟 🐧 - MCP audit server for agent discovery and certification. Provides trust and payment rail for AI agents including identity verification, escrow, settlement, and repu
Best for: Developers building agent networks that need identity verification and payment rails
AiAgentKarl/solana-mcp-server
Various
MCP-Server für Solana-Blockchain-Daten — Wallets, Token-Preise, DeFi-Yields, Sicherheitschecks
Best for: Developers building AI agents that need to query Solana blockchain data through MCP
AIDataNordic/alexandria-mcp
Various
Semantic search over 4.6 million text chunks from 20,000 classical philosophy and humanities works. Built for AI agents using FastMCP.
Best for: Developers building AI agents that need to query classical philosophy and humanities texts
AIDataNordic/Food-Recipe-MCP
Various
A production-grade semantic search server for food recipes — built for AI agents using the Model Context Protocol (MCP). Search across 50,000+ recipes with hybrid dense + sparse re
Best for: Developers building food-related AI assistants or agents using MCP
alberthild/shieldapi-mcp
Various
MCP server for ShieldAPI — URL scanning, breach detection, domain/IP reputation as AI agent tools. Pay-per-request via x402.
Best for: Developers building AI agents that need on-demand threat intelligence without a subscription.
alex-gon/thegamecrafter-mcp-server
Various
MCP server for The Game Crafter API — design, manage, and price tabletop games through Claude
Best for: Tabletop game designers who want to prototype and manage games using Claude
alexanderclapp/clirank-mcp-server
Various
MCP server for CLIRank - search, compare, and get docs for 420+ APIs ranked by AI-agent friendliness
Best for: Developers building AI agents who need a quick way to find and evaluate APIs that work well with automated agents
alexpota/cloudscope-mcp
Various
Multi-cloud cost management MCP server (Azure + GCP). Read-only access to spending, anomalies, forecasts, budgets, and guided FinOps workflows. Ask your AI about your cloud bill.
Best for: Developers who want AI-assisted read-only cost monitoring across Azure and GCP
Alog/alog-mcp
Various
Alog MCP Server - AI agent activity logger & monitor for Claude Code, Cursor, and other MCP clients
Best for: Developers using MCP-based AI agents who need activity logging
andrealufino/aapl-ads-mcp
Various
MCP server for Apple Search Ads API v5 — read-only, self-hosted
Best for: Developers who need a controlled read-only bridge between Apple Search Ads and MCP-compatible AI frameworks.
apiarya/wemo-mcp-server
Various
Control Wemo smart home devices through AI assistants using natural language.
Best for: Developers building AI assistants that need voice or text control of local Wemo home devices
APOGEOAPI/apogeoapi-mcp
Various
MCP server for ApogeoAPI — geographic data, live exchange rates & IP geolocation
Best for: Developers who need geographic, exchange rate, or IP geolocation data through an MCP interface.
arifur9993/attendance-engine-mcp
Various
MCP server giving AI agents tools for workforce attendance, overtime, overnight shifts & California wage-and-hour compliance.
Best for: Developers building AI agents for HR compliance and attendance management in California
ARKALDA/hejdar-mcp
Various
Hejdar MCP Server — runtime policy enforcement for AI agents
Best for: Developers who need runtime guardrails for AI agents using the Model Context Protocol
arnstarn/mcp-server-spotinst
Various
MCP server for Spot.io (Spotinst) API - Ocean clusters, VNGs, Elastigroups, costs, right-sizing across AWS and Azure
Best for: Developers using MCP-based AI assistants to manage Spot.io cloud resources
atlasprzetargow/mcp-server
Various
Official MCP server for Atlas Przetargów — search 800 000+ Polish public tenders (BZP + TED) from any AI client.
Best for: Developers building AI tools for Polish public procurement monitoring
atmospore/atmospore-mcp
Various
MCP (Model Context Protocol) server for Atmospore — pollen forecast tools for Claude and other AI assistants.
Best for: Developers building AI assistants that need real-time pollen information for allergy-aware responses.
AutomateLab-tech/citation-intelligence
Various
MCP server for measuring LLM citation visibility across Perplexity, Claude, ChatGPT, Gemini, Bing, and Google AI Overviews. 12 tools, BYO keys, self-hosted, no telemetry.
Best for: Developers and SEO teams who need to programmatically track AI citation visibility across multiple platforms.
AutomateLab-tech/content-distribution-mcp
Various
Multi-channel content distribution MCP server with idempotent state. Auto-publish to DEV.to, Hashnode, GitHub Discussions, Reddit, Bluesky; browser-fallback for Medium, LinkedIn, X
Best for: Content creators and developers who need to publish the same article across multiple developer communities and social platforms.
Autonomad1/autonomad-travel
Various
MCP server for Claude / ChatGPT / any MCP client — search live flights, hotels, activities, and events worldwide, then book on autonomad.ai
Best for: Developers building travel booking agents or assistants that need live search and reservation capabilities
autonsol/sol-mcp
Various
MCP server for Solana token risk scoring and momentum signals
Best for: Developers building Solana-focused AI agents or trading tools that need quick token risk and momentum data
avansaber/tailtest-cline
Various
tailtest for Cline: MCP server + .clinerules pack + Memory Bank integration. Reaches 8+ editors via Cline. Adversarial test mode shipped from day one.
Best for: Developers who already use Cline and need a structured, multi-editor test harness with adversarial capabilities.
bakyang2/kr-crypto-intelligence
Various
Korean crypto market data API for AI agents. Kimchi premium, exchange prices, FX rates. x402 pay-per-use on Base.
Best for: Developers building AI agents that need Korean crypto market data, especially Kimchi premium and exchange prices.
bartonguestier1725-collab/scout-mcp
Various
bartonguestier1725-collab/scout-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers needing a lightweight MCP tool to query public GitHub repositories via natural language.
bch1212/agentfetch-mcp
Various
MCP server for fetching web URLs with token estimation, caching, and intelligent routing. Built for AI agents.
Best for: Developers building AI agents that need efficient web fetching with token management
Bichev/agentradar-mcp
Various
MCP server for AgentRadar — trust scoring, scam detection, and EAS attestations for ERC-8004 + x402 agents on Base.
Best for: Developers building secure agent ecosystems on Base
bitatlas-group/bitatlas
Various
Zero Knowledge Cloud Drive for Humans and Agents
Best for: Developers evaluating zero-knowledge architectures for agent-accessible cloud storage
bobbyrgoldsmith/quarterback
Various
Strategic task prioritization and agent orchestration for multi-project operators
Best for: Developers building custom multi-agent systems that need a simple task scheduler
bogdan01m/zapcap-mcp-server
Various
MCP Server for ZapCap.ai
Best for: Developers building AI agents that need automated video captioning
bolivian-peru/baozi-mcp
Various
MCP server for Baozi prediction markets on Solana - 68 tools for AI agents
Best for: Developers building AI agents that need to programmatically participate in Solana-based prediction markets.
bubilife1202/crossfin
Various
The only way AI agents access Asian crypto markets. Routing engine + x402 payments across 9 exchanges.
Best for: Developers building AI agents that need to trade or pay on Asian crypto exchanges
carrierone/verilexdata-mcp
Various
MCP server for Verilex Data — query NPI, SEC, PACER, Weather, and OTC datasets from AI agents
Best for: Developers building AI agents that need to query public datasets like SEC, PACER, or NPI
Cartisien/engram-mcp
Various
MCP server for @cartisien/engram — persistent semantic memory for AI agents
Best for: Developers building AI agents that need reliable, long-term semantic memory
chrbailey/promptspeak-mcp-server
Various
Pre-execution governance for AI agents. Sub-millisecond tool call validation, drift detection, circuit breakers, human-in-the-loop holds. 829 tests. 56 MCP tools.
Best for: Developers building MCP-based agents that need pre-execution governance and safety checks
chrisbusbin-pixel/propfirmdealfinder-mcp-server
Various
MCP server for Prop Firm Deal Finder - lets AI assistants query live prop firm discount codes, compare firms, and find the cheapest challenges across 20+ proprietary trading firms.
Best for: Traders and developers automating prop firm challenge comparisons
christulino/todoist-v1-mcp-server
Various
A clean, reliable MCP (Model Context Protocol) server for Todoist — built on the Todoist unified API v1.
Best for: Developers building AI-driven task management workflows with Todoist
CKBrennan/overtone-news-mcp
Various
MCP server for the Overtone Intelligence API — news with tone, brand safety, and narrative shift signals for agents
Best for: Developers building AI agents that need nuanced, safety-aware news analysis from a single API
clawaimail/mcp
Various
clawaimail/mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers experimenting with MCP-based email automation
cmcgrabby-hue/syndicate-links
Various
cmcgrabby-hue/syndicate-links — indexed from awesome-mcp-servers-punkpeye
Best for: Developers experimenting with MCP-based link syndication in small or personal projects
cnghockey/sats4ai-mcp-server
Various
MCP server for Sats4AI — the permissionless communication supercharger for humans and AI agents. 40+ Lightning-paid tools: AI phone calls, voice in 602 languages, translation, fax,
Best for: AI developers who want permissionless, pay-as-you-go communication tools via MCP
competlab/competlab-mcp-server
Various
Competitive intelligence MCP server — monitor competitors and track how AI ranks your brand
Best for: Developers building AI assistants or agents that need real-time competitive monitoring data
conviction-fm/conviction-mcp
Various
Strategy competition for AI agents. MCP server + CLI for conviction.fm
Best for: Developers building or testing AI agents in competitive strategy environments
cryptobriefing/gloria-mcp
Various
MCP server for Gloria AI — real-time curated crypto news with sentiment, recaps, and search for AI agents
Best for: Developers building AI agents that need curated crypto news and sentiment data
CryptoRugMunch/rug-munch-mcp
Various
MCP server for Marcus Rug Intel — 19 tools for crypto token risk analysis, rug pull detection, and AI forensics. Works with Claude Desktop, Cursor, Windsurf.
Best for: Developers and analysts building AI-assisted crypto token risk assessment into their development environments
cseguinlz/doubletick-cli
Various
CLI and MCP server for DoubleTick email read tracking
Best for: Developers who need to programmatically track email opens via DoubleTick, especially in AI agent or automated workflow contexts
cuthongthai-vn/vimo-mcp-server
Various
VIMO — Vietnam Financial Intelligence
Best for: Developers building AI integrations for VIMO's Vietnamese financial services
Cyberweasel777/botindex-mcp-server
Various
Cyberweasel777/botindex-mcp-server — indexed from awesome-mcp-servers-punkpeye
Best for: Developers exploring MCP-based bot indexing solutions in JavaScript
Daichi-Kudo/llm-advisor-mcp
Various
Daichi-Kudo/llm-advisor-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers experimenting with MCP-based advisory tools for LLM guidance
daiji-sshr/redmine-mcp-stateless
Various
> A stateless & SSE-ready MCP server for Redmine. Supports shared team deployment with per-request credential handling.
Best for: Teams needing a stateless, SSE-capable Redmine integration for AI toolchains
dan1d/mercadolibre-mcp
Various
MercadoLibre MCP server for AI agents. Search products, browse categories, track trends across Latin America.
Best for: Developers building AI agents that need to query MercadoLibre product and trend data for Latin American markets
darktw/chatpipe-mcp
Various
Publish live web pages from your AI coding agent — instant shareable URLs from your terminal.
Best for: Developers using AI coding agents who need to quickly share live web pages from their terminal
darktw/usecortex-mcp
Various
UseCortex MCP Server — Give your AI coding agent a persistent memory. Read and write knowledge from any tool.
Best for: Developers building AI coding agents that need a lightweight persistent memory solution
davidlandais/ovh-api-mcp
Various
MCP server for the OVH API — explore and execute any OVH endpoint from Claude, Cursor, or any MCP-compatible LLM client. Built in Rust.
Best for: Developers who want to control OVH infrastructure through conversational LLM tools.
davidsimoes/digisign-mcp
Various
MCP server for DigiSign.cz digital signature API — built for Claude Code
Best for: Developers using Claude Code who need to add digital signature functionality from DigiSign.cz
Davison-Francis/min8t-sdks
Various
By MiN8T — email infrastructure, design, and deliverability platform. Open-source SDKs + MCP server for DeliverIQ + the MiN8T editor.
Best for: Developers building custom email solutions with design and analytics needs
Declan142/calcnook-mcp-server
Various
MCP server for calcnook — exposes 24 financial calculations to Claude Code, Cursor, Goose, and any MCP-compatible AI agent. Sharia-compliant, 7 countries. uvx calcnook-mcp.
Best for: Developers who need sharia-compliant financial calculations inside MCP-based AI agents
deficlow/zipp-mcp
Various
Multi-language crypto news MCP server (hosted) — sentiment + importance scoring across 8 languages. Endpoint: https://zippfeed.com/mcp/
Best for: Developers who need multi-language crypto news sentiment integrated into MCP-based tools or automated decision systems.
delega-dev/delega-mcp
Various
MCP server for Delega — connect any MCP client to your task API
Best for: Developers who use Delega and want to control tasks from MCP-compatible tools
delmas41/gradusnotation
Various
Open music notation MCP server for AI agents. Render JSON scores to SVG, MusicXML, and MIDI. Sponsored by Gradus School of Music Composition.
Best for: AI developers who need to generate or transform music notation programmatically
discava/mcp-server
Various
discava - The Business Directory for AI - mcp server
Best for: Developers building AI agents that need programmatic access to a business directory via MCP
douglasborthwick-crypto/mcp-server-insumer
Various
MCP server for InsumerAPI — condition-based access infrastructure. 27 tools: attestation, wallet trust profiles, compliance, commerce. ECDSA-signed booleans across 37 chains. Never
Best for: Developers building condition-based access or compliance systems on multiple blockchain networks
echojobsio/jdl-mcp-server
Various
MCP server for JobDataLake — search 1M+ enriched job listings from AI tools
Best for: Developers building MCP-based AI tools that need to search or analyze a broad set of job postings.
einiba/canyougrab-api
Various
MCP server for confidence-scored domain availability checking via CanYouGrab.it
Best for: Developers who need a trustable, API-backed domain availability check inside an MCP pipeline.
ejwhite7/brandkit-mcp
Various
Open-source MCP server that gives AI tools native access to your company's design system — drop in your brand files, connect to Claude or any LLM tool
Best for: Teams wanting to embed brand design system rules into AI workflows.
elestirelbilinc-sketch/vap-showcase
Various
Media Execution Control Layer for AI Agents. Reserve-execute-burn/refund pattern. FFmpeg post-processing (format conversion, audio normalization) Supports Flux2 Pro, Veo 3.1, Suno
Best for: Developers prototyping agent-based media generation pipelines with built-in execution control
eliottreich/taskbounty-mcp-server
Various
MCP server for TaskBounty. Post AI-fixable bug bounties or pick them up. Funded in USD via Stripe, paid in USDC, ETH, or BTC.
Best for: Developers who want to monetize AI bug fixes using cryptocurrency payouts.
Emanuele94/SimBrief-MCPServer
Various
Query SimBrief with your LLM
Best for: Developers building AI assistants for flight simulation who need a quick MCP server to access SimBrief data
equivault/equivault-mcp
Various
MCP server for EquiVault — AI-powered equity research tools for Claude
Best for: Developers using Claude who need programmatic access to equity research tools.
Erodenn/fetch-guard
Various
Fetch URLs and return clean, LLM-ready markdown with metadata and layered prompt injection defense. Configurable timeouts, word limits, JS rendering, and link extraction. All-in-on
Best for: Developers needing a secure, configurable web-to-markdown pipeline for LLM workflows
Evan-Crx/permisapi-mcp
Various
MCP server officiel pour PermisAPI (1,2 M+ permis de construire FR 2014-2026, Sitadel open data). 10 outils, pip-installable, stdio transport pour Claude Desktop / Cursor / Windsur
Best for: Developers building AI workflows that need to query French building permit data
ExpertVagabond/solana-mcp-server
Various
Solana MCP server for wallet management, transactions, and program interactions
Best for: Developers building AI agents or tools that need to interact with the Solana blockchain
ExpertVagabond/solmail-mcp
Various
MCP server for sending physical mail with Solana cryptocurrency. Colosseum Agent Hackathon submission.
Best for: Developers experimenting with blockchain-based physical mail delivery in agent workflows.
Fabio662/yieldagentx402-sdks
Various
Public SDKs for YieldAgentX402 — MCP server, receipt verifier, CrewAI tools. Custody-free, policy-gated agent execution across 18 chains.
Best for: Developers building multi-chain agent systems with policy controls and custody-free constraints
FalsifyLab/falsifylab-alpha-mcp
Various
13 live finance MCP tools for AI coding agents (Cursor, Claude Code, Cline, Windsurf). SEC insider clusters, 8-K filings, ETF flows, DeFi yields, Polymarket whales, onchain smart w
Best for: AI developers building financial analysis tools or trading assistants
fasuizu-br/brainiall-mcp-server
Various
MCP Server for Brainiall Speech AI - pronunciation assessment, speech-to-text, and text-to-speech
Best for: Developers who need to add Brainiall speech features to MCP-compatible applications
FoodXDevelopment/foodblock-mcp
Various
A content-addressable protocol for universal food data
Best for: Developers building decentralized or interoperable food data systems
forgemeshlabs/disruption-intelligence-mcp
Various
AI-native commercial disruption intelligence for MCP clients and x402-powered agents.
Best for: Developers building AI agents or MCP clients that require real-time commercial disruption data
Frontier-Compute/zcash-mcp
Various
ZAP1 attestation and proof-verification MCP for Zcash agents. Attestation layer, not a wallet.
Best for: Developers building Zcash-aware agents or attestation systems
Gaoshan0971/digeguigui
Various
滴个龟龟 — Global reptile & exotic pet knowledge base. 633 species, AI identification, genetics calculator, health diagnosis, pricing, blockchain provenance. MCP server with 9 free too
Best for: Reptile and exotic pet enthusiasts, breeders, and hobbyists needing a centralized reference and identification tool.
gaudiolab-jp/gaudio-developers-mcp
Various
Gaudio Lab Audio AI MCP Server — Stem Separation, DME Separation, AI Text Sync
Best for: Developers integrating audio AI tasks into MCP-based workflows
gavelin-ai/mcp
Various
gavelin-ai/mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers exploring experimental MCP implementations in JavaScript.
gblinproject/GBLIN-MCP
Various
Treasury standard for AI agents on Base. MCP server for GBLIN — park idle USDC in cbBTC/WETH index, JIT-swap for x402 payments.
Best for: AI agent developers on Base who need automated treasury and payment management
geolabel/geolabel-mcp
Various
MCP server for GeoLabel — GPS coordinates to AI-ready location context
Best for: Developers building AI agents that need location-aware context
giuliohome-org/doc-manager
Various
cloud copy-paste content sharing
Best for: Developers needing a minimal, no-frills way to share text snippets across devices
goldmembrane/cleaner-code
Various
AI code security scanner MCP server — detects invisible Unicode, Trojan Source, homoglyphs, Glassworm steganography, rules file backdoors, and dependency attacks in AI-generated co
Best for: Developers and security engineers who need to vet AI-generated code for subtle, hard-to-detect attacks before deployment
goodmeta/intelligence-mcp
Various
MCP server for agent payments ecosystem intelligence. Scan, classify, and score opportunities.
Best for: Developers building agent-based payment systems who need automated ecosystem intelligence
gpartin/CryptoGuardClient
Various
CryptoGuardClient
Best for: Developers who are specifically investigating the CryptoGuard ecosystem and want to examine the source code of an early-stage client.
gpu-bridge/mcp-server
Various
GPU-Bridge MCP Server — 30 AI services as Model Context Protocol tools. LLMs, image gen, video, audio, embeddings, reranking, PDF parsing & more. x402 native for autonomous agents.
Best for: Developers building autonomous agents that need to orchestrate multiple AI services via the Model Context Protocol
gregario/hearthstone-oracle
Various
Hearthstone MCP server with card search, deck analysis, and strategy coaching
Best for: Developers building AI assistants that need Hearthstone game data and strategy
gregario/lorcana-oracle
Various
Disney Lorcana TCG MCP server — card search, deck analysis, and franchise browsing powered by LorcanaJSON
Best for: Developers building MCP-based tools or assistants for Disney Lorcana TCG
gridinsoft/mcp-inspector
Various
📇 ☁️ 🍎 🪟 🐧 - MCP server for domain and URL security analysis powered by GridinSoft Inspector, enabling AI agents to verify website and link safety.
Best for: Developers building AI agents that need to verify URL safety without exposing users to malicious content
GUCCI-atlasv/skillssafe-mcp
Various
MCP server for SkillsSafe — AI agent skill security scanner
Best for: Developers building secure AI agent workflows who need to vet skills for vulnerabilities
haomingkoo/japan-seasons-mcp
Various
Cherry blossom & autumn leaves forecast for Japan. 1,700+ spots with real-time bloom data, weather, and trip planning
Best for: Developers building Japan-focused travel or event planning applications
Harusame64/desktop-touch-mcp
Various
Windows computer-use MCP server: drive any desktop app via semantic discover-then-act targeting (entities + leases, not pixel coordinates), with per-action perception guards, a nat
Best for: Developers building Windows desktop automation workflows that need a semantic, reliable alternative to traditional screen-scraping.
Hashlock-Tech/hashlock-mcp
Various
Atomic settlement layer for the agent economy. Sealed-bid RFQ + HTLC settlement, fused into one operation. Live on Ethereum and Sui; Bitcoin HTLC mainnet-ready (signet-validated).
Best for: Developers building agent-to-agent payment systems or decentralized OTC desks
HubLensOfficial/mcp-server
Various
HubLensOfficial/mcp-server — indexed from awesome-mcp-servers-punkpeye
Best for: Developers exploring the Model Context Protocol who need a minimal reference implementation.
Hug0x0/mcp-reunion
Various
MCP server for La Réunion open data
Best for: Developers building MCP-based tools that need to incorporate public data from La Réunion
hugoles/langfuse-mcp
Various
hugoles/langfuse-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers already using Langfuse who want to access observability data through MCP-enabled editors or agents
hypeprinter007-stack/anchor-x402-mcp
Various
MCP server exposing 9 anchor-x402 services as agent tools. Pay-per-call USDC via x402 on Base mainnet. Works with Claude Desktop / Claude Code / Cursor / any MCP client.
Best for: Developers building agentic workflows that need on-chain micropayments for specific anchor-x402 services
iamredmh/volta-mcp-server
Various
MCP server for Volta Notes — burn-after-read encrypted notes for AI agents
Best for: Developers building AI agents that need ephemeral, encrypted note passing
io.github.opsconduit/jobber-mcp
Various
Read-only MCP connector for Jobber field-service operations.
Best for: Developers building AI assistants or automation workflows that need secure, read-only access to Jobber field-service data
ip2whois/mcp-ip2whois
Various
WHOIS MCP server using IP2WHOIS API.
Best for: Developers who need WHOIS data in MCP-compatible automation pipelines
itsalissonsilva/ModelSafetyMCP
Various
MCP server for model safety inspection.
Best for: Developers needing a simple, protocol-based tool to check model safety before use.
jackrain19743/hou-tea-mcp-server
Various
MCP server for hou-tea.com — buy authentic Chinese tea via x402 USDC. Works with Claude Desktop, Cursor, Cline.
Best for: Developers who want to buy Chinese tea through AI assistants using USDC
jacksun911/megalaunch-mcp
Various
MCP server for MegaLaunch — AI-powered meme token launch service on Solana/pump.fun
Best for: Developers building AI agents that need to automate meme token launches on Solana
jacobsd32-cpu/djd-agent-score-mcp
Various
MCP server for DJD Agent Score — reputation scoring tools for AI assistants
Best for: Developers experimenting with agent reputation systems in MCP-based architectures
Janadasroor/pg-mnemosyne-mcp
Various
🧠 A high-performance PostgreSQL-backed MCP server acting as a super memory, task tracker, and dynamic database manager for AI agents. Features built-in connection pooling, a profe
Best for: Developers building multi-agent systems that need persistent memory and task coordination
joepangallo/mcp-server-agentpay
Various
MCP server for AgentPay — payment gateway for autonomous AI agents. Discover, provision, and pay for MCP tool APIs.
Best for: Developers building autonomous AI agents that need to pay for external APIs
joergmichno/clawguard-mcp
Various
MCP Server for ClawGuard Shield — security scanning via Model Context Protocol.
Best for: Developers building MCP-aware agents that need on-demand vulnerability scanning via ClawGuard
johnanleitner1-Coder/lastminutedeals-api
Various
FOR SALE $8K — Production AI travel booking engine. 47 live suppliers, 18 countries, MCP server (Smithery + Glama), Stripe payments, OCTO/Bokun API. See /for-sale page.
Best for: Developers building a commercial travel booking product who need a ready-made multi-supplier engine
jorgenclaw/nostr-mcp-server
Various
A Model Context Protocol (MCP) server that provides Nostr capabilities to AI agents
Best for: Developers building AI agents that need to interact with the Nostr protocol
juanisidoro/securecode-mcp
Various
MCP Server for SecureCodeHQ. Lets Claude Code access your secrets securely.
Best for: Developers using Claude Code who need to securely access secrets from SecureCodeHQ during AI-assisted coding sessions.
JuhongPark/mcp-server-pronunciation
Various
Local MCP voice coach with English pronunciation, grammar, and fluency feedback.
Best for: Developers building voice coaching or language learning applications
junipr-labs/mcp-server
Various
MCP server for Junipr APIs — screenshots, PDFs, and metadata extraction
Best for: Developers building AI agents that need to capture or analyze web page content programmatically.
kiro0x/five-mcp
Various
160,000 deductively-derived JSON constraints that enforce LLM persona consistency — eliminates persona drift across interactions.
Best for: Developers building LLM applications that require strict, long-term persona adherence without manual rule engineering.
KOVY/agentforge-trust-mcp
Various
MCP server exposing AgentForge Trust Score audit tools for AI agents
Best for: Developers building or auditing AI agents who need a standardized trust score interface via MCP
krissanders/ai-visibility-mcp
Various
MCP server that audits AI-bot visibility: robots.txt per-bot, JSON-LD, llms.txt, brand mentions in LLM answers, competitor compare. SSRF-guarded, spend-capped.
Best for: Developers and SEOs who need to audit and improve their site's discoverability by AI bots.
kukapay/dexscreener-trending-mcp
Various
An MCP server that provides real-time trending tokens from DexScreener.
Best for: Developers building AI agents or tools that need live trending token data from DexScreener via MCP
kukapay/stargate-bridge-mcp
Various
An MCP server that enables cross-chain token transfers via the Stargate protocol.
Best for: Developers building AI agents or automation scripts that need to move tokens across blockchains
KyuRish/trading212-mcp-server
Various
MCP server for Trading 212 - portfolio analytics, order management, pies, dividends. Works with Claude, ChatGPT, Cursor, Windsurf.
Best for: Developers who write tools to automate Trading 212 interactions through AI assistants
LamboPoewert/mcp-server-madeonsol
Various
MCP server for MadeOnSol Solana KOL intelligence — use from Claude, Cursor, or any MCP client
Best for: Developers who need Solana KOL intelligence accessible from MCP-compatible tools
leadbrain/korean-data-mcp
Various
🇰🇷 MCP server for Korean web data — Naver, Melon, Daangn, Bunjang, Musinsa via Apify
Best for: Developers building MCP-based tools that need structured data from popular Korean web services.
lihtness/gnomon-mcp
Various
lihtness/gnomon-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers seeking a minimal Python MCP server example or experimenting with gnomon-related integrations
LincolnBurrows2017/filesystem-mcp
Various
Model Context Protocol server for file system operations
Best for: Developers prototyping AI-driven file management tools
lisamaraventano-spine/mcp-server
Various
MCP server for Underground Cultural District — 23 tools, 218+ digital goods for AI agents. Free dev tools + paid catalog + Stripe checkout. npm: @underground-cultural-district/mcp-
Best for: Developers building AI agents that interact specifically with the Underground Cultural District's digital goods and services
live-direct-marketing/ldm-inbox-check-mcp
Various
MCP server for email deliverability testing across 9 providers. Test inbox placement (Inbox vs Spam vs Promotions) with SPF/DKIM/DMARC verification. Works with Claude Desktop, Curs
Best for: Developers and email marketers needing automated deliverability testing across multiple providers
localseodata/mcp-server
Various
MCP server for Local SEO Data. Gives AI assistants access to 42 local SEO tools.
Best for: Developers building AI assistants that need direct access to local SEO data
lodordev/mcp-teslamate-fleet
Various
MCP server for TeslaMate analytics + Fleet API commands via Claude Code
Best for: Developers who want to control and monitor Tesla vehicles via Claude Code using TeslaMate data
Logitale/toreador-mcp-server
Various
Official Model Context Protocol (MCP) server for Toreador — generate crypto QR codes and manage payment sessions from Claude Desktop, Cursor, ChatGPT and other MCP clients.
Best for: Developers integrating cryptocurrency payments into MCP-enabled AI assistants
louis030195/gptzero-mcp
Various
📇 ☁️ 🍎 🪟 🐧 - AI detection for text content with GPTZero API. Detect AI-generated text, get confidence scores, multilingual support (French/Spanish), and detailed probability br
Best for: Developers who need to check text authenticity through GPTZero within MCP-compatible AI tools
Lukaris/framedeck-mcp
Various
MCP server for Framedeck — connect any AI assistant to your content production pipeline
Best for: Developers who want to connect AI assistants to their Framedeck content production workflows
LukeLamb/claude-terminal-mcp
Various
Terminal, filesystem, and background-job tools for Claude Desktop on Linux. Zero-dependency MCP extension, MIT-licensed.
Best for: Linux developers who want to control the terminal and filesystem directly from Claude Desktop
MailboxValidator/mcp-mailboxvalidator
Various
Email validation MCP server using MailboxValidator API
Best for: Developers building MCP-based assistants or agents that need one-step email validation without writing custom HTTP calls
MariusAure/needhuman-mcp
Various
Human-as-a-Service MCP server for AI agents. When your agent needs a real human (accept ToS, create accounts, verify identity), POST a task and a person handles it. 3 free tasks.
Best for: Developers building AI agents that need to occasionally pass tasks requiring human judgment or action
markpdxt/dronelytics-mcp
Various
MCP server for US drone airspace intelligence and mission planning — 24 tools for airspace queries, mission generation, Part 107 compliance, and flight plan export
Best for: Developers building MCP-connected drone planning and compliance applications
marykovziridze/screaming-frog-mcp
Various
MCP server for Screaming Frog SEO Spider — headless crawls, data export, and a technical SEO scan skill for Claude. Patched for cross-platform support (Mac + Windows).
Best for: Developers and SEOs who want to automate technical SEO audits via Claude
MattJeff/orizn-mcp-server
Various
MCP server for Orizn Visa API — visa requirements for 39,585 passport-destination pairs in 15 languages
Best for: Developers building travel tools that need visa requirement lookups
mctlhq/mctl-mcp
Various
mctlhq/mctl-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers looking for early-stage or experimental MCP servers to evaluate
mikusnuz/dynadot-mcp
Various
MCP server for Dynadot domain registrar API3 — 60 tools for domains, DNS, contacts, transfers & more
Best for: Developers building AI-driven domain management tools on Dynadot
mikusnuz/npm-mcp
Various
MCP server for npm package management — 32 tools for publish, install, audit, search, security & more
Best for: Developers using MCP-based workflows who need to manage npm packages from AI assistants or automation pipelines
mikusnuz/pexbot-mcp
Various
MCP server for pex.bot — AI simulated crypto trading with real-time Upbit prices. 11 tools, 5 resources, 5 prompts.
Best for: Developers building AI-driven crypto trading experiments or prototypes
mobileshop9991-star/clipwise-mcp
Various
MCP server for Clipwise — AI tools for short-form video creators (TikTok, Reels, Shorts)
Best for: Developers who want to integrate Clipwise's short-form video AI into custom MCP-based tools
mockherodev/mcp-server
Various
mockherodev/mcp-server — indexed from awesome-mcp-servers-punkpeye
Best for: Developers who need a lightweight MCP server for mocking and prototyping in TypeScript
MonadsAG/capsulecrm-mcp
Various
📇 ☁️ Allows AI clients to manage contacts, opportunities and tasks in Capsule CRM including Claude Desktop ready DTX-file
Best for: Developers building AI-powered CRM assistants for Capsule CRM users
moxiespirit/oathscore
Various
Every API makes promises. OathScore checks the receipts. Real-time world state + independent API quality ratings for AI trading agents.
Best for: AI trading agents needing real-time API reliability verification
mrslbt/rakuten-mcp
Various
MCP server for the Rakuten Web Service API. Covers Rakuten Ichiba, Rakuten Books, and Rakuten Travel.
Best for: Developers building AI agents that need to search Rakuten's e-commerce, book, or travel data.
mshegolev/gitlab-ci-mcp
Various
MCP server for GitLab CI/CD — pipelines, schedules, MRs, files. Works with any GitLab (SaaS or self-hosted).
Best for: Developers needing MCP-based GitLab CI/CD automation
mshegolev/jaeger-mcp
Various
MCP server for Jaeger — search traces, inspect spans, map service dependencies
Best for: Developers who want to query Jaeger traces using AI assistants or MCP-enabled tools
musepy/genable
Various
Quality-first AI UI generator for Figma. Multi-protocol: Gemini · Claude · OpenAI-compatible.
Best for: Designers and developers wanting to leverage different AI models for Figma UI generation with a focus on quality
MyAgentHubs/aimemo
Various
🏎️ 🏠 🍎 🪟 🐧 - Zero-dependency MCP memory server. Single binary, 100% local, no Docker.
Best for: Developers needing a lightweight, local MCP memory server for AI agent experiments
nckhemanth0/subscription-tracker-mcp
Various
🐍 ☁️ 🏠 - MCP server for intelligent subscription management with Gmail + MySQL integration.
Best for: Developers who need to programmatically track subscriptions from Gmail using a MySQL-backed MCP server
NexusFeed/nexusfeed-mcp
Various
NexusFeed/nexusfeed-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers exploring MCP server implementations for feed management, but with limited confidence.
nexusforge-tools/mcp-eu-finance
Various
MCP server for European financial data — ECB rates, Eurostat inflation, GDP, unemployment. Works with Claude, Cursor, Windsurf.
Best for: Developers building EU-focused financial tools or dashboards who want to query official statistics via AI assistants.
nicolascroce/keepsake-mcp
Various
MCP server for Keepsake personal CRM — connect your AI agent to your contacts, tasks, notes, and more
Best for: Developers building AI workflows around personal relationship management
ntriq-gh/ntriq-agentshop
Various
AI agent data market — 6 analysis APIs via x402 micropayments (USDC on Base). Pay-per-use document intelligence, invoice extraction, PII detection, sentiment analysis. No API keys
Best for: Developers seeking flexible, low-commitment AI analysis via micropayments without traditional API subscription overhead
nullpath-labs/mcp-client
Various
Discover and pay AI agents on nullpath's marketplace via MCP. x402 micropayments with USDC.
Best for: Developers building applications that need to discover and pay for AI agents on a per-call basis using crypto micropayments.
Octodamus/octodamus-core
Various
Octodamus/octodamus-core — indexed from awesome-mcp-servers-punkpeye
Best for: Developers experimenting with MCP server implementations in Python
OFODevelopment/cerebrochain-mcp-server
Various
The first logistics/WMS MCP server for AI agents. Rate shopping, inventory, orders, fleet tracking, AI forecasting. 13+ tools, free tier + x402 paid tier.
Best for: Developers building AI agents for logistics and warehouse management
ONE8943/ai-furniture-hub
Various
MCP server for AI agents: 15 tools, 300+ products, 31 categories. mm-precision furniture search, curated sets, replacement finder with fitscore, AI visibility diagnosis, OpenAPI 3.
Best for: Developers building AI agents for Japanese home furnishing e‑commerce
parasxos/cpp26-adapter
Various
Claude Code plugin that turns Claude into a C++26 specialist. Standard-first suggestions; compiler-honest verification.
Best for: C++ developers exploring or adopting C++26 features who want standard-compliant suggestions verified by compiler behavior.
pepabo/colormeshop-mcp
Various
Official remote MCP server for Color Me Shop
Best for: Developers building AI assistants for Japanese e-commerce stores on Color Me Shop
pepabo/muumuu-domain-mcp
Various
pepabo/muumuu-domain-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers experimenting with MCP servers for domain management in AI applications
peterbeck111/knowledgelib-io
Various
peterbeck111/knowledgelib-io — indexed from awesome-mcp-servers-punkpeye
Best for: Developers browsing MCP server lists for potential knowledge library integrations
pfillion42/memviz
Various
A local vector memory explorer with a modern UI. Browse, search, visualize and manage SQLite-vec databases from MCP Memory Service.
Best for: Developers working with MCP Memory Service who need a GUI to explore and manage vector memory databases
pghdma/callrail-mcp
Various
Model Context Protocol (MCP) server for the CallRail REST API v3 — query calls, form submissions, transcripts, and more from Claude Code, Claude Desktop, Cursor, or any MCP client.
Best for: Python developers who want to query CallRail telephony data from AI assistants or code editors
pickelfintech/sentisift-sdks
Various
Official Python, TypeScript, and MCP-server clients for the SentiSift API.
Best for: Developers who need a ready-to-use client for the SentiSift API in Python, TypeScript, or MCP environments
Pingfyr/mcp
Various
MCP server for Pingfyr — schedule reminders from Claude and AI agents
Best for: Developers who want to give Claude or other MCP-compatible agents the ability to schedule reminders.
plagtech/spraay-x402-mcp
Various
MCP server for Spraay x402 Gateway —33 paid tools for onchain data, AI models & batch payments on Base
Best for: Developers building on Base who need a unified API for onchain data, AI, and payments.
PostalDataPI/postaldatapi-mcp
Various
MCP server for PostalDataPI — postal code lookups for AI agents
Best for: Developers who need to add postal code lookup capabilities to AI agents or automation tools
prompeteer/prompeteer-mcp
Various
Prompeteer.ai MCP
Best for: Developers exploring MCP integration with JavaScript ecosystems.
proplineapi/propline-mcp
Various
proplineapi/propline-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers building AI agents that need to access property boundary data
PsChina/deepseek-as-subagent
Various
Run DeepSeek as a real sub-agent inside Claude Code / Codex CLI — DeepSeek gets its own 7-tool agent loop in a sandboxed workspace, not just a single LLM call.
Best for: Developers using Claude Code who want to delegate subtasks to a separate DeepSeek sub-agent.
Py2755/aiogram-mcp
Various
MCP server middleware for aiogram Telegram bots — expose your bot to AI agents via the Model Context Protocol
Best for: Developers who already use aiogram and want to make their Telegram bot accessible to MCP-based AI agents.
pythia-the-oracle/pythia-oracle-mcp
Various
Every smart contract deserves intelligence, not just data. MCP server for on-chain calculated indicators (EMA, RSI, VWAP, Bollinger, volatility) via Chainlink.
Best for: Smart contract developers who need on-chain technical analysis indicators for DeFi protocols.
qq418716640/botbell-mcp
Various
BotBell MCP Server — Give Your AI a Voice
Best for: Developers who want to prototype or add voice output to MCP-based AI systems with minimal overhead
qr-maker-io/mcp-server
Various
MCP server for QR Maker
Best for: Developers needing to add QR code generation to MCP-based AI assistants or automation pipelines
rascal-3/chainanalyzer-mcp
Various
MCP Server for ChainAnalyzer(https://chain-analyzer.com)
Best for: Developers who need to connect AI assistants or agents to blockchain analytics via the MCP protocol
razz-games/razz-mcp
Various
Agent MCP for razz.games
Best for: Developers building AI agents that need to act on razz.games data or services
rchanllc/joltsms-mcp-server
Various
MCP server for JoltSMS — provision real-SIM US phone numbers and receive SMS/OTP codes
Best for: Developers building AI agents that need to verify phone numbers or collect OTP codes via real US SIMs
rev2ret/SecureAudit-MCP
Various
rev2ret/SecureAudit-MCP — indexed from awesome-mcp-servers-punkpeye
Best for: Developers building AI agents that need basic automated security auditing
robbyczgw-cla/web-search-plus-mcp
Various
MCP server for multi-provider web search and extraction: 13 search providers, 6 extract providers, routing diagnostics, research mode.
Best for: Developers building multi-provider search and extraction pipelines who want a single MCP interface.
rogertheunissenmerge-oss/mcp-server
Various
Wine pairing MCP server for AI assistants — Claude, Cursor, Windsurf. Powered by SommelierX Wine DNA algorithm. Supports API key and x402 (USDC on Base) payment.
Best for: Developers integrating wine pairing functionality into AI assistants or experimenting with x402 payments
sapph1re/findata-mcp
Various
FinData MCP — Financial data via Model Context Protocol. Live market prices, SEC filings, earnings, options flow, macro indicators.
Best for: Developers who want to give AI assistants direct access to financial data through the MCP protocol
sapph1re/mcp-billing-gateway-sdk
Various
Client SDK and docs for MCP Billing Gateway — add Stripe + x402 billing to any MCP server
Best for: Developers building MCP servers who need to add billing and payment processing
saurav61091/mcp-openapi
Various
Turn any OpenAPI 3.x spec into MCP tools for Claude — zero config, instant API access
Best for: Developers who need fast MCP tool generation from existing OpenAPI specs for use with Claude
scamverifyai/scamverify-mcp
Various
ScamVerify™ MCP Server - AI-powered scam and threat verification for Claude Desktop, ChatGPT, Cursor, and other MCP clients. Verify phone numbers, URLs, text messages, emails, docu
Best for: Developers building MCP-based chat or assistant tools that need real-time scam detection on user-provided data.
scrapercity/scrapercity-cli
Various
ScraperCity CLI & MCP Server - B2B lead generation for AI agents. 20+ scrapers accessible via CLI, MCP, or direct API.
Best for: Developers building AI agents or automation scripts for B2B lead generation
SelfPy/science-ai-mcp-server
Various
MCP server for Science AI Journal — Pre-Check, AI Review, Research Gaps, Journal Recommender, Duplicate Publication Checker, Article Writer. Use them inside Claude Desktop, Cursor,
Best for: Researchers and developers who want AI-assisted manuscript workflows within MCP-compatible tools.
sentien-labs/verdictswarm-mcp
Various
Fight AI with AI. The security layer for AI agents that touch money — 6 adversarial AI agents debate crypto token risk. MCP server for Claude, Cursor, OpenClaw, Codex.
Best for: Developers building AI agents that autonomously interact with crypto tokens and need a debated security check.
sF1nX/x402station
Various
MCP adapter (x402station-mcp on npm) + AgentKit action provider + consumer-side demo agent for x402station — pre-flight oracle for x402 endpoints. Backend (signal logic, ingest pip
Best for: Developers building MCP-compatible agents or AgentKit actions that need to validate x402 endpoints before use.
sh-patterson/fec-mcp-server
Various
MCP server for querying FEC campaign finance data - search candidates, track donations, analyze spending, and monitor Super PAC activity
Best for: Developers building MCP-integrated tools that need programmatic access to U.S. campaign finance data
shdomi8599/vibie-mcp
Various
shdomi8599/vibie-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers exploring the Model Context Protocol who want a minimal TypeScript starting point
shibley/apistatuscheck-mcp-server
Various
MCP server for checking real-time API and cloud service status
Best for: Developers who need a lightweight, MCP-based status checker for APIs and cloud services
ShipItAndPray/mcp-compress
Various
First MCP server for data compression. 60x compression on docs, 30x on SQL, 20x on logs. Zero dependencies. Lossless. Auto-picks best algorithm. 7 tools for any AI agent.
Best for: Developers needing lossless compression for AI agent workflows via MCP
ShipItAndPray/mcp-market-data
Various
First MCP server for live market data. Gives AI agents real-time crypto prices, candles, order books, technical analysis, and sentiment. Zero API keys. Zero dependencies.
Best for: Developers building AI agents or applications that need real-time crypto market data without managing API keys or heavy dependencies.
SirGreed808/zoho-mail-mcp
Various
MCP server for Zoho Mail — read, search, and send email via Claude
Best for: Developers building AI-assisted email workflows with Zoho Mail
socialintel/socialintel-mcp
Various
MCP server for Social Intel — Instagram influencer search via x402 micropayments. Pay-per-call, no API keys.
Best for: Developers needing on-demand Instagram influencer data without recurring fees
Souzix76/n8n-workflow-tester-safe
Various
Safe MCP server + CLI for testing, inspecting, and operating n8n workflows with a constrained scope
Best for: Developers needing a safe environment to test and inspect n8n workflows
Spix-HQ/spix-mcp
Various
Spix MCP Server — give AI agents phone calls, SMS, and email as tool calls
Best for: Developers building MCP-based agents that need outbound phone, SMS, or email capabilities
ssatama/rescuedogs-mcp-server
Various
📇 ☁️ - Search and discover rescue dogs from European and UK organizations with AI-powered personality matching and detailed profiles.
Best for: Developers building AI assistants for pet adoption queries in Europe/UK
Startvest-LLC/idealift-mcp-server
Various
IdeaLift MCP Server - Decision intelligence for AI assistants. Captures product feedback, tracks decisions, and manages your backlog via Model Context Protocol.
Best for: Developers building AI-assisted project management tools
Sudhan30/freshprobe
Various
Data freshness verification for AI agents. Probes endpoints for cache staleness, latency, TLS health, and content changes. CLI + MCP server + HTTP API.
Best for: AI agent developers needing automated endpoint freshness monitoring
sunsiyuan/human-survey
Various
sunsiyuan/human-survey — indexed from awesome-mcp-servers-punkpeye
Best for: Developers exploring MCP server examples for human-in-the-loop data collection
tatsuju/opdstar-nhi-mcp
Various
Taiwan National Health Insurance (NHI) data for AI agents via Model Context Protocol. Powered by OPDSTAR (https://opdstar.com).
Best for: Developers building AI agents that need to query Taiwan National Health Insurance data
thelongevityvault/decoder-3am-mcp
Various
Sleep disruption cause classifier MCP server from The Longevity Vault
Best for: Developers building sleep health tools who need a simple MCP-based classifier
Thezenmonster/agentscore-mcp-server
Various
MCP security trust layer. Scan packages, get trust verdicts, check incident exposure, query abuse database. 5 tools, no API key needed.
Best for: Developers building agent-based workflows who need quick, no-fuss package security checks
ThinAirTelematics/thinair-data
Various
Connect your AI assistant to any PostgreSQL, MySQL, or SQL Server database in 60 seconds via MCP.
Best for: Developers who need to give AI assistants direct but controlled database access.
tickadoo/tickadoo-mcp
Various
MCP server for tickadoo® — discover and book theatre, events & experiences in 700+ cities worldwide
Best for: Developers building AI assistants or agents that need to search and book live events worldwide
timergy-app/timergy
Various
MCP server for Timergy - create scheduling polls from AI agents like Claude, ChatGPT, and Gemini. No auth required.
Best for: Developers building AI agents that need to create scheduling polls without complex authentication.
tjclaude88/mcp-bling
Various
Give your bot an identity!
Best for: Developers building experimental MCP-based bots who need a simple identity configuration.
toolstem/toolstem-mcp-server
Various
Agent-ready financial intelligence MCP tools — stock snapshots, company metrics, derived signals
Best for: Developers building AI agents that need structured financial data snapshots
tradallo/reputation
Various
MCP server + TypeScript client + CLI for Tradallo's verified record protocol, query cryptographically-verified human + agent trading records.
Best for: Developers building trust layers for decentralized trading or agent-based systems
tresor4k/macalc-mcp
Various
The most comprehensive everyday calculator MCP server — 501 tools, 22 categories, 8 countries. Free, no API key.
Best for: Developers needing a comprehensive free calculator MCP server
tunedforai/x402-mcp
Various
stdio MCP wrapper for x402.tunedfor.ai — camelCase tool names, zero config, works everywhere
Best for: Developers building MCP-based integrations with x402.tunedfor.ai
unixlamadev-spec/aiprox-mcp
Various
MCP server for AIProx — discover, hire, and pay autonomous AI agents via Bitcoin Lightning, Solana USDC, or Base x402
Best for: Developers building decentralized agent marketplaces or needing to pay autonomous agents via cryptocurrency.
UnMarkdown/mcp-server
Various
MCP server for the Unmarkdown API: Convert markdown, manage documents, publish pages
Best for: Developers building AI agents that need to convert or publish markdown content via the Unmarkdown API
untitledfinancial/dpx-mcp
Various
MCP server for DPX — AI intelligence oracle and institutional cross-border settlement rail via Base mainnet
Best for: Developers building AI agents that need on-chain oracle data and settlement on Base mainnet
vatnode/vatnode-mcp
Various
Official Model Context Protocol (MCP) server for vatnode — EU VAT validation, rates, and format checks for AI agents (Claude, Cursor, ChatGPT).
Best for: Developers building AI assistants that need to validate EU VAT numbers or retrieve VAT rates
vaulted-fyi/vaulted-mcp-server
Various
vaulted-fyi/vaulted-mcp-server — indexed from awesome-mcp-servers-punkpeye
Best for: Developers who already use HashiCorp Vault and want to give MCP-compatible agents controlled access to secrets
vdalhambra/axiom-calculator-mcp
Various
Personal finance calculators for Claude and AI agents — mortgage, compound interest, FIRE, loan comparison, debt payoff. Zero API keys.
Best for: Claude users and AI agent developers needing quick in-context financial calculations
VENTURE-AI-LABS/cryptodataapi-mcp
Various
📇 ☁️ - Real-time crypto market data for AI agents — market health scores, derivatives, funding rates, ETF flows, cycle indicators, and 100+ endpoints via CryptoDataAPI.
Best for: Developers building AI agents that need real-time crypto market data
vessel-api/vesselapi-mcp
Various
Model Context Protocol server providing tools to access VesselAPI endpoints
Best for: Developers building MCP‑based AI agents that need programmatic access to web data or browser automation via VesselAPI
vighriday/Veris
Various
Behavioral Verification Infrastructure — MCP-native intelligence layer for autonomous software correctness. 17 MCP tools, semantic workflow grouping, drift detection, counterfactua
Best for: Developers building autonomous systems who need local, open-source behavioral verification tools.
vitrine3d/mcp
Various
vitrine MCP server — manage 3D product viewers, scenes, and embeds from AI agents
Best for: Developers building AI agents that need to programmatically manage 3D product visualizations and embeds
vivek081166/japan-utils-mcp
Various
MCP server exposing Japan-specific utilities (era conversion, romaji, holidays, postal codes, kana, name split) to AI agents.
Best for: Developers building AI agents that need programmatic access to Japanese language and locale utilities
W3Ship/w3ledger-mcp-server
Various
W3Ship/w3ledger-mcp-server — indexed from awesome-mcp-servers-punkpeye
Best for: Developers building MCP-based workflows that need to read or write data to W3Ledger.
W3Ship/w3ship-mcp-server
Various
W3Ship/w3ship-mcp-server — indexed from awesome-mcp-servers-punkpeye
Best for: Developers exploring MCP server implementations in JavaScript, particularly for logistics or shipping domains
webaesbyamin/agent-receipts
Various
Cryptographic receipts for AI agent actions. MCP server, SDK, CLI, and dashboard. Local-first, zero infrastructure.
Best for: Developers building accountable AI agents who need verifiable action logs
wei9072/aegis
Various
wei9072/aegis — indexed from awesome-mcp-servers-punkpeye
Best for: Developers researching MCP servers in early stages when documentation is sparse.
whdrnr2583-cmd/token-meter
Various
whdrnr2583-cmd/token-meter — indexed from awesome-mcp-servers-punkpeye
Best for: Developers needing basic token usage tracking within MCP-compatible environments.
whyy9527/ariadne
Various
Cross-service API dependency graph for Spring Boot + TypeScript microservice stacks. CLI + MCP server for Claude Code, Cursor, Windsurf. Offline static analysis over GraphQL, REST,
Best for: Developers maintaining Spring Boot + TypeScript microservice architectures who want tool-assisted dependency insight.
wishfinity/wishfinity-mcp-plusw
Various
📇 ☁️ 🏠 - Universal wishlist for AI shopping experiences. Save any product URL from any store to a wishlist. Works with Claude, ChatGPT, LangChain, n8n, and any MCP client.
Best for: Developers building AI shopping assistants or wishlist management systems
Woobox/hatchable-mcp
Various
Hosted full-stack app platform. Creates a Postgres database, deploys API functions, and serves static sites from any MCP client. OAuth 2.1 + PKCE with DCR; bearer fallback. Free ti
Best for: Developers needing a quick full-stack deployment with OAuth from MCP clients
WRG-11/wrg-sigma-rules
Various
Sigma detection rule writing, validation, and conversion for Claude Code -- LLM-assisted + pySigma + multi-backend (Splunk, Elastic, Kibana, Wazuh). 61 production rules + 3 MCP too
Best for: Security engineers and detection engineers who want to accelerate Sigma rule creation and conversion using LLM assistance.
XJTLUmedia/Context-First-MCP
Various
📇 ☁️ 🏠 🍎 🪟 🐧 - Session memory, context health monitoring, reasoning quality, and truthfulness verification MCP server with 37 tools and tiered memory storage. `npx -y context-
Best for: Developers building AI agents that need robust session context and reasoning quality checks
XJTLUmedia/AI-HR-Management-Toolkit
Various
AI HR Management Toolkit
Best for: Developers exploring AI-enhanced HR tooling who are comfortable with early-stage open source projects
XWeaponX7/rundida-mcp
Various
MCP server for RunDida — marathon data, pace calculations, heart rate zones for AI agents
Best for: Developers building AI agents that need structured marathon training metrics from RunDida
yamariki-hub/japan-corporate-mcp
Various
MCP Server for Japanese corporate data - gBizINFO, EDINET, e-Stat
Best for: Developers building AI tools that need programmatic access to official Japanese corporate and financial data
Yang1Bai/claw-tsaver
Various
A token-saving MCP proxy for OpenClaw users. Cuts tool call payloads by 90%+ via lazy expansion.
Best for: Developers using OpenClaw who want to cut token costs on tool calls
yoryocoruxo-ai/rendoc-mcp-server
Various
Official MCP server for rendoc - Generate professional PDFs (invoices, contracts, reports, certificates) from Claude, Cursor, and other AI tools via reusable templates or inline HT
Best for: Developers building AI-powered workflows that need to generate PDF documents