Language
JavaScript
340 entries in this language.
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.
Angular (Novo Elements)
Community
📄 Configuration files that enhance Cursor AI editor experience with custom rules and behaviors
Best for: Angular developers using Cursor who want faster, convention-aligned component generation with Novo Elements
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
eyaltoledano/claude-task-master
Various
An AI-powered task-management system you can drop into Cursor, Lovable, Windsurf, Roo, and others.
Best for: Developers using Claude-based code editors who need persistent task tracking across sessions
PipedreamHQ/pipedream
Various
Connect APIs, remarkably fast. Free for developers.
Best for: Developers who need fast, low-code API connections and workflow automation
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
OpenChat
Community
LLMs custom-chatbots console ⚡
Best for: Developers who want full control over a custom chatbot deployment using open-source orchestration.
TensorSpace
Community
Neural network 3D visualization framework, build interactive and intuitive model in browsers, support pre-trained deep learning models from TensorFlow, Keras, TensorFlow.js
Best for: Educators and presenters who need browser-based 3D model architecture demos.
AgentVerse
Community
🤖 AgentVerse 🪐 is designed to facilitate the deployment of multiple LLM-based agents in various applications, which primarily provides two frameworks: task-solving and simulation
Best for: Developers and researchers building multi-agent LLM systems in JavaScript
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
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
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.
LangServe
Community
LangServe 🦜️🏓
Best for: Developers building and deploying LangChain applications who want a quick path to an API
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
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
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.
Maniford
Community
A model-agnostic visual debugging tool for machine learning
Best for: Data scientists and ML engineers debugging model errors and analyzing performance slices.
anaisbetts/mcp-installer
Various
An MCP server that installs other MCP servers for you
Best for: Developers building or using MCP-based systems
caol64/wenyan-mcp
Various
文颜 MCP Server 可以让 AI 自动将 Markdown 文章排版后发布至微信公众号。
Best for: Developers automating WeChat public account publishing with AI-generated content
jetbrains/mcpProxy
Various
A model context protocol server to work with JetBrains IDEs: IntelliJ, PyCharm, WebStorm, etc. Also, works with Android Studio
Best for: Developers using JetBrains IDEs who want to connect AI assistants for code automation
Kedro-Viz
Community
Visualise your Kedro data and machine-learning pipelines and track your experiments.
Best for: Data scientists and ML engineers using Kedro who need pipeline visualization and experiment tracking.
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
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.
pskill9/web-search
Various
Web search using free google search (NO API KEYS REQUIRED)
Best for: Developers prototyping or building small-scale tools that need free web search access without API keys.
wong2/mcp-cli
Various
A CLI inspector for the Model Context Protocol
Best for: Developers debugging or verifying MCP-based integrations
recursechat/mcp-server-apple-shortcuts
Various
📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts
Best for: Developers building AI automation workflows on Apple devices
LangChain.js LLM Template
Community
This is a LangChain LLM template that allows you to train your own custom AI LLM.
Best for: JavaScript developers who want a quickstart for LangChain-based LLM applications
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.
automatalabs/mcp-server-playwright
Various
MCP server for browser automation using Playwright
Best for: Developers integrating browser automation into AI agent workflows
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
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
apify/mcp-server-rag-web-browser
Various
A MCP Server for the RAG Web Browser Actor
Best for: Developers building MCP-compatible AI agents that need web browsing for RAG
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
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
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
0xshellming/mcp-summarizer
Various
MCP Server for AI Summarization
Best for: Developers who need a straightforward MCP server for text summarization in their AI toolchains
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
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
pskill9/website-downloader
Various
MCP server to download entire websites
Best for: Developers needing a quick, scriptable way to mirror websites for offline use or data extraction.
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
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
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
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
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
portel-dev/ncp
Various
Natural Context Provider (NCP). Your MCPs, supercharged. Find any tool instantly, load on demand, run on schedule, ready for any client. Smart loading saves tokens and energy.
Best for: Developers building AI applications that need efficient, on-demand MCP management
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.
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
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.
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
edwinbernadus/nocodb-mcp-server
Various
nocodb mcp server
Best for: Developers building AI assistants that need to interact with NocoDB databases
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
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
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
joshuarileydev/simulator-mcp-server
Various
📇 🏠 - An MCP server to control iOS Simulators
Best for: iOS developers who want to automate simulator tasks through AI agents
WayStation-ai/mcp
Various
The only MCP Server you need. Connect any MCP host with the tools you use daily through our no-code, secure integration hub.
Best for: Developers who need quick, secure connections between MCP hosts and common tools without writing integration code.
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.
joshuarileydev/supabase-mcp-server
Various
Supabase MCP Server for managing and creating projects and organisations in Supabase
Best for: Developers who want to automate Supabase project administration through an AI assistant
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
Narasimhaponnada/mermaid-mcp
Various
📇 ☁️ 🍎 🪟 🐧 - AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture diagrams, state mac
Best for: Developers using AI assistants who need to generate diagrams from plain text descriptions
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
teddyzxcv/ntfy-mcp
Various
The MCP server that keeps you informed by sending the notification on phone using ntfy
Best for: Developers who want to add phone notifications to their MCP-based AI workflows
profullstack/mcp-server
Various
A generic, modular server for implementing the Model Context Protocol (MCP).
Best for: Developers who need a quick, modular starting point for building MCP servers in JavaScript
hungthai1401/bruno-mcp
Various
MCP Server for running Bruno Collections
Best for: Developers using Bruno who want to invoke collections through MCP-based agents or automation.
prisma/mcp
Various
📇 ☁️ 🏠 - Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries).
Best for: Developers using Prisma who want to delegate database operations to language models
webscraping-ai/webscraping-ai-mcp-server
Various
A Model Context Protocol (MCP) server implementation that integrates with WebScraping.AI for web data extraction capabilities.
Best for: Developers building MCP-based AI applications that need reliable, API-driven web scraping
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
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
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.
pskill9/hn-server
Various
Hacker news MCP server
Best for: Developers building MCP-based tools that need to access Hacker News content
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
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
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
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
vezlo/src-to-kb
Various
Convert source code to LLM ready knowledge base
Best for: Developers who need a quick, no-fuss way to package source code for LLM-based code review or documentation tasks
fireproof-storage/mcp-database-server
Various
Store and load JSON documents from LLM tool use
Best for: Developers building MCP-based tools or agents that need straightforward, file-backed JSON persistence
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.
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
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
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
exoticknight/mcp-file-merger
Various
MCP server for merging multiple files into one
Best for: Developers who need a simple, scriptable way to combine multiple files for LLM input or automated pipelines.
KS-GEN-AI/jira-mcp-server
Various
A test of jira mcp server
Best for: Developers experimenting with MCP and Jira integration
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
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
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
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
olalonde/mcp-human
Various
Human Assistance for AI Assistants
Best for: Developers building responsible AI agents that need supervised decision-making
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
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
angheljf/nyt
Various
📇 ☁️ - Search articles using the NYTimes API
Best for: Developers needing a minimal JavaScript wrapper for the NYTimes Article Search API
joshuarileydev/mac-apps-launcher-mcp-server
Various
📇 🏠 - An MCP server to list and launch applications on MacOS
Best for: Developers who need to control macOS applications through MCP-compatible AI assistants or automation pipelines.
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
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
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
janswist/mcp-dexscreener
Various
Dexscreener API's MCP server - let your AI agent check any on-chain price using Dexscreener's free and open API
Best for: Developers building AI agents that need quick, read-only access to on-chain token prices
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.
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
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.
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
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
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
lanchuske/local-mcp
Various
LMCP — Give your AI native access to your apps. 189 tools across macOS and Windows. Mail, Calendar, Teams, OneDrive, Outlook, Google Drive and more. 100% local.
Best for: Developers building local AI agents that need to control desktop apps and cloud services
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
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
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
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
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
stefan-xyz/mcp-server-runescape
Various
MCP server with tools for interacting with RuneScape (RS) and Old School RuneScape (OSRS) data
Best for: Developers building AI assistants or automation tools for RuneScape
hmk/box-mcp-server
Various
A Box model context protocol server to search, read and access files
Best for: Developers who want to connect their Box storage to MCP-compatible AI agents
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
austenstone/myinstants-mcp
Various
MCP server that lets your ai agent press sound buttons. it's not that deep.
Best for: Developers building playful or audio-enhanced AI agent interactions
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
kshern/mcp-tavily
Various
mcp server of tavily
Best for: Developers building MCP-compatible AI assistants that need reliable web search without custom scraping
chatgpt-shroud
Community
A Chrome extension enhancing privacy in OpenAI's ChatGPT client. 🛡️ Enables users to easily hide and unhide chat history 🛡️ Operating directly in-browser without accessing or sto
Best for: Users who frequently screen share their ChatGPT sessions and need a quick way to hide chat history.
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.
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
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
jimfilippou/things-mcp
Various
A Model Context Protocol (MCP) server that provides seamless integration with the Things productivity app.
Best for: macOS users who want to connect Things to AI coding assistants
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
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.
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
sergehuber/inoyu-mcp-unomi-server
Various
An implementation of Anthropic's Model Context Protocol for the Apache Unomi CDP
Best for: Developers already using Apache Unomi who want to connect it to MCP-compatible AI assistants or agents.
sh6drack/zen-mcp
Various
The first MCP server for Zen Browser. 20 tools. No Selenium, no Playwright, just WebSocket.
Best for: Developers building MCP-integrated browser automation for Zen Browser
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
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
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
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
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.
yincongcyincong/VictoriaMetrics-mcp-server
Various
MCP Server for the VictoriaMetrics.
Best for: Developers who want to connect VictoriaMetrics to AI assistants via the Model Context Protocol
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.
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.
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
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
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.
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.
Chat with Scanned Documents
Community
A demo chatting with documents scanned with Dynamic Web TWAIN
Best for: Developers prototyping a scanned document chat interface
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
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
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.
ipfred/aiwen-mcp-server-geoip
Various
埃文IP定位MCP
Best for: Developers who need a basic, open-source IP geolocation MCP server for prototyping or simple AI assistant integrations.
linxule/mineru-mcp
Various
📇 ☁️ - MCP server for MinerU document parsing API. Parse PDFs, images, DOCX, and PPTX with OCR (109 languages), batch processing (200 docs), page ranges, and local file upload. 73
Best for: Developers who need a programmable OCR server with multi-format, multi-language support for AI document pipelines
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
nvms/tui-mcp
Various
nvms/tui-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers building AI-driven terminal automation tools
sbuysse/gnome-desktop-mcp
Various
GNOME desktop automation via MCP — screenshots, window management, and input injection for AI agents
Best for: Developers building AI agents that need to automate tasks within the GNOME desktop environment
Learn LangChain (JS)
Community
End-to-end LangChain JS learning repo with real examples: prompts, tools, RAG, agents, and LangGraph workflows.
Best for: JavaScript developers wanting a hands-on introduction to LangChain and LangGraph
andreas-roennestad/openhive-mcp
Various
MCP server for OpenHive — search and contribute to a shared knowledge base of AI-discovered problem-solution pairs
Best for: Developers building AI agents that need to store and retrieve structured problem-solution knowledge
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
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
getalai/alai-mcp-server
Various
Alai MCP Server
Best for: Developers building custom AI tool integrations using JavaScript and Node.js
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.
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.
ScopeBlind/verify-mcp
Various
MCP server for offline verification of signed artifacts. Receipts, manifests, bundles. Apache-2.0.
Best for: Developers needing offline signature verification in secure or disconnected environments
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
sophymarine/openregistry
Various
Real-time, direct-from-official-registry company data via MCP. 30 national registries; unmodified raw fields and raw filing bytes. Tools: search, profile, officers, shareholders, c
Best for: Developers needing direct, unmodified registry data for compliance or research
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
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
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
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
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.
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
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
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
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
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
aeoess/mingle-mcp
Various
Your AI finds the right people for you. Agent-to-agent networking via MCP.
Best for: Developers experimenting with agent-to-agent communication in MCP environments
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
cg3-llc/prior_mcp
Various
MCP server for Prior — give any AI agent instant access to a shared knowledge base of proven solutions. Works with Claude Desktop, Cursor, Windsurf, and VS Code.
Best for: Teams using AI coding assistants who want a shared repository of vetted solutions.
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
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
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
fernsugi/x402-api-server
Various
x402 protocol API server — pay-per-call DeFi data endpoints using USDC micropayments on Base
Best for: Developers building DeFi applications that need pay-per-call data access with USDC micropayments on Base
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
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
ipfind/ipfind-mcp-server
Various
IP Find MCP Server
Best for: Developers who need a simple MCP-compatible wrapper for IP geolocation lookups
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
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.
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
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.
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
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
ovlabs/mcp-server-originalvoices
Various
MCP (Model Context Protocol) server that provides access to OriginalVoices' network Digital Twins for real-time audience research.
Best for: Developers building AI agents that need real-time audience insights from digital twin networks
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
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.
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
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
vbhjckfd/timetable-api-node
Various
NodeJS version of lad.lviv.ua API
Best for: Developers who need a quick Node.js client for the lad.lviv.ua timetable API
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
Javascript version (being developed)
Community
Multi-agent simulation Javascript framework
Best for: Developers experimenting with agent-based simulations in JavaScript
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
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
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.
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
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
ClaudeCodeNavi/claudecodenavi-mcp
Various
ClaudeCodeNavi MCP Server - Claude Code knowledge platform & marketplace
Best for: Developers experimenting with Claude Code who want a lightweight shared knowledge base and marketplace
cqtrinv/trinvmcp
Various
a MCP server for TRINV
Best for: Developers experimenting with MCP who need to connect AI tools to TRINV data sources
doctorm333/promptpilot-mcp-server
Various
MCP server for PromptPilot.club — generate images, video, and audio via Pollinations API
Best for: Developers experimenting with MCP-based media generation using a free API
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
idapixl/algora-mcp-server
Various
MCP server for Algora bounty platform — lets AI agents discover, search, and analyze open-source bounties. 5 tools, no API key needed.
Best for: Developers building AI agents that interact with open-source bounties on the Algora platform
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
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
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
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
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
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
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
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
quietnotion/barevalue-mcp
Various
MCP server for Barevalue AI podcast editing API. Submit and manage podcast editing orders from Claude Code, Cursor, and other MCP-compatible tools.
Best for: Developers who use MCP-compatible tools and need to automate podcast editing orders through Barevalue.
sonnyflylock/voxie-ai-directory-mcp
Various
MCP server for the Voxie AI Phone Number Directory. Query AI services you can chat with via webchat.
Best for: Developers building MCP-based tools who need to query a directory of webchat-enabled AI services
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.
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
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
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.
x402-index/x402search-mcp
Various
Search 13,000+ x402-enabled APIs from your AI agent. Powered by x402search.xyz
Best for: Developers building AI agents that need to discover and use x402-compatible APIs
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
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
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.
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.
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
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
ariekogan/ateam-mcp
Various
ADAS MCP Server — build, validate, and deploy multi-agent solutions from any AI environment
Best for: Developers building multi-agent systems who want a standardized MCP-based orchestration layer
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
ayo-nci/bulkrender-mcp
Various
MCP server for BulkRender — generate DOCX and PDF documents from Claude, Cursor, Windsurf, and any MCP-compatible AI assistant
Best for: Developers who want to generate documents directly from MCP-compatible AI assistants
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
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
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
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
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
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
decidefyi/decide
Various
Deterministic refund, cancel, trial, and return policy decisions for support teams. One verdict for humans and AI agents via API + MCP with request-level audit trail.
Best for: Support teams needing a consistent, auditable policy engine for common customer service decisions
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.
edge-claw/mood-booster-agent
Various
edge-claw/mood-booster-agent — indexed from awesome-mcp-servers-punkpeye
Best for: Developers wanting a playful, low-effort MCP server to lighten their coding environment
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.
eviscerations/whisper-windows-mcp
Various
Windows-native MCP server for local audio transcription — GPU accelerated via Vulkan, works with Claude Desktop
Best for: Windows users who need local GPU-accelerated transcription for Claude Desktop
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.
FoodXDevelopment/foodblock-mcp
Various
A content-addressable protocol for universal food data
Best for: Developers building decentralized or interoperable food data systems
gavelin-ai/mcp
Various
gavelin-ai/mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers exploring experimental MCP implementations in JavaScript.
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
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
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
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
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.
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
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
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
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
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
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.
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
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
lithtrix/lithtrix-mcp
Various
Memory Consolidation for AI agents across vendors, owners, and time. Persistent memory, credibility-scored web search, browser fetch, and a shared Commons pool — all under a stable
Best for: Developers building multi-agent systems that need persistent, cross-session memory
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
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
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
marras0914/agent-toolbelt
Various
marras0914/agent-toolbelt — indexed from awesome-mcp-servers-punkpeye
Best for: Developers exploring MCP servers for AI agent tooling
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/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
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.
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
omni-fun-mcp-server
Various
MCP server for omni.fun — multichain memecoin launchpad. 8 tools for AI agents: trending tokens, search, quotes, bonding curves, trade simulation, chain info.
Best for: Developers building AI agents that need to interact with memecoin launchpads
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
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.
prompeteer/prompeteer-mcp
Various
Prompeteer.ai MCP
Best for: Developers exploring MCP integration with JavaScript ecosystems.
pylonapi/pylon-mcp
Various
MCP server for Pylon AI — 10 pay-per-request APIs as AI agent tools. Powered by x402 on Base.
Best for: Developers building AI agents that need to call paid APIs with blockchain-based microtransactions.
ReplenishRadar/MCP
Various
MCP server for multi-channel inventory intelligence — 28 tools for stockout risk, demand forecasts, and purchase order management across Shopify and Amazon
Best for: Developers building AI-driven inventory management workflows for Shopify and Amazon
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
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
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.
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
SparkSheets/sparksheets-mcp
Various
SparkSheets MCP Server - AI-native collaborative spreadsheet for Claude Code, Cursor, and other MCP clients
Best for: LLM developers using Claude Code or Cursor who need lightweight spreadsheet collaboration inside their coding environment
SupplyMaven-SCR/supplymaven-mcp-server
Various
MCP server for real-time supply chain intelligence — 24 tools: Global Disruption Index, Manufacturing Index, commodity prices, port congestion, border delays, chokepoints, air carg
Best for: Developers building supply chain monitoring tools or AI agents needing real-time logistics 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
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.
thoughtproof/thoughtproof-mcp
Various
Adversarial multi-model reasoning verification MCP server for AI agents. Claude, Grok, and DeepSeek challenge each decision — ALLOW or HOLD with JWKS-signed attestation. x402-gated
Best for: Developers building high-stakes AI agents that need adversarial decision verification
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
vinaybhosle/agentstamp
Various
🔏 Trust verification for AI agents — Ed25519 stamps, trust scoring (0-100), x402 micropayments, 14 MCP tools. Free tier.
Best for: Developers building trust-layer mechanisms for autonomous AI agents
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
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
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
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