Enterprise DNA
M MCP Servers Developer low

FastMCP

by Various

๐Ÿš€ The fast, Pythonic way to build MCP servers and clients.

F

MCP

FastMCP

Added 1 June 2026

#agents #fastmcp #llms #mcp #mcp-clients #mcp-servers #mcp-tools #model-context-protocol

Overview

FastMCP is a Python framework for building Model Context Protocol (MCP) servers and clients with minimal boilerplate. It provides decorators and utilities to define MCP tools, resources, and prompts in a straightforward, Pythonic style. Designed for rapid development of MCP integrations without verbose configuration.

Best for

Best for
Python developers building LLM integrations who want to expose tools and data sources via the Model Context Protocol without writing boilerplate.

Use cases

  • Building MCP servers that expose Python functions as tools for Claude or other LLMs
  • Creating MCP clients that connect to multiple servers and aggregate their capabilities
  • Prototyping LLM integrations with custom data sources or business logic

Notes

FastMCP is a Python framework for building Model Context Protocol (MCP) servers and clients with minimal boilerplate. It provides decorators and utilities to define MCP tools, resources, and prompts in a straightforward, Pythonic style. Designed for rapid development of MCP integrations without verbose configuration.

25,425 stars on GitHub. Last updated 2026-06-01. Licensed Apache-2.0.

Use cases

  • Building MCP servers that expose Python functions as tools for Claude or other LLMs
  • Creating MCP clients that connect to multiple servers and aggregate their capabilities
  • Prototyping LLM integrations with custom data sources or business logic

Pros

  • Low boilerplate. Decorator-based API reduces setup friction compared to manual MCP implementation
  • Python-native. Leverages familiar Python patterns and async/await for developers already in the ecosystem
  • Active community. 25k+ stars indicates adoption and ongoing maintenance

Cons

  • Python-only. Not suitable for teams or projects requiring other languages
  • MCP specification dependency. Requires understanding of MCP protocol; not a general-purpose framework
  • Maturity unknown. Early-stage tooling may have breaking changes or incomplete feature coverage

Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.

Pros

  • Low boilerplate. Decorator-based API reduces setup friction compared to manual MCP implementation
  • Python-native. Leverages familiar Python patterns and async/await for developers already in the ecosystem
  • Active community. 25k+ stars indicates adoption and ongoing maintenance

Cons

  • Python-only. Not suitable for teams or projects requiring other languages
  • MCP specification dependency. Requires understanding of MCP protocol; not a general-purpose framework
  • Maturity unknown. Early-stage tooling may have breaking changes or incomplete feature coverage

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Various

MCP server that answers why code exists - git blame, PR descriptions, and linked issues

โ˜… 1 updated 1mo ago
M MCP Dev low

mzxrai/mcp-webresearch

Various

MCP web research server (give Claude real-time info from the web)

โ˜… 298 updated 1y ago
M MCP Dev low

n8daniels/RulesetMCP

Various

Weight-On-Wheels for AI: MCP server that keeps every agent grounded in your project's rules

โ˜… 1 updated 5mo ago
M MCP Dev low

nickpending/mcp-recon

Various

Tellix is a conversational recon interface powered by httpx and LLMs. Just ask.

โ˜… 27 updated 1y ago
M MCP Dev low

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.

โ˜… 0 updated 1mo ago
M MCP Dev low

open-agreements/open-agreements

Various

Fill standard legal agreement templates and produce signable DOCX files.

โ˜… 35 updated 2d ago
M MCP Dev low

operative_sh/web-eval-agent

Various

An MCP server that autonomously evaluates web applications.

โ˜… 1,242 updated 3mo ago
M MCP Dev low

optuna/optuna-mcp

Various

The Optuna MCP Server is a Model Context Protocol (MCP) server to interact with Optuna APIs.

โ˜… 76 updated 6d ago
M MCP Dev low

peek-travel/mcp-intro

Various

โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Remote MCP Server for discovering and planning experiences, at home and on vacation

โ˜… 2 updated 8mo ago
M MCP Dev low

philrox/ris-mcp-ts

Various

MCP Server for the Austrian Legal Information System (RIS) - Access Austrian federal laws, state laws, court decisions and more

โ˜… 3 updated 2mo ago
M MCP Dev low

pipeboard-co/meta-ads-mcp

Various

MCP server to manage Facebook and Instagram Ads (Meta Ads)

โ˜… 952 updated 5d ago
M MCP Dev low

plagtech/spraay-x402-mcp

Various

MCP server for Spraay x402 Gateway โ€”33 paid tools for onchain data, AI models & batch payments on Base

โ˜… 0 updated 14d ago
M MCP Dev low

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 โœˆ๏ธ.

โ˜… 23 updated 3mo ago
M MCP Dev low

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

โ˜… 65 updated 2mo ago
M MCP Dev low

pylonapi/pylon-mcp

Various

MCP server for Pylon AI โ€” 10 pay-per-request APIs as AI agent tools. Powered by x402 on Base.

โ˜… 0 updated 3mo ago
M MCP Dev low

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 โ€” no s

โ˜… 5 updated 3d ago
M MCP Dev low

rogertheunissenmerge-oss/mcp-server

Various

Wine pairing MCP server for AI assistants โ€” Claude, Cursor, Windsurf. Powered by SommelierX Wine DNA algorithm. Supports API key and x402 (USDC on Base) payment.

โ˜… 0 updated 1mo ago
M MCP Dev low

sailorpepe/undesirables-mcp-server

Various

Zero-trust Python FastMCP intelligence core for The Undesirables Ecosystem. Enables 100% local, offline AI agent tool-calling, native TTS, hardware-accelerated 3D forging, and stoc

โ˜… 0 updated 7d ago
M MCP Dev low

schemacrawler/SchemaCrawler-MCP-Server-Usage

Various

Find out how to use SchemaCrawler AI MCP Server

โ˜… 25 updated 4d ago
M MCP Dev low

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.

โ˜… 0 updated 2mo ago
M MCP Dev low

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.

โ˜… 3 updated 2mo ago
M MCP Dev low

skill-seekers/Skill_Seekers

Various

Convert documentation websites, GitHub repositories, and PDFs into Claude AI skills with automatic conflict detection

โ˜… 13,877 updated 3d ago
M MCP Dev low

socialintel/socialintel-mcp

Various

MCP server for Social Intel โ€” Instagram influencer search via x402 micropayments. Pay-per-call, no API keys.

โ˜… 0 updated 1mo ago
M MCP Dev low

sonnyflylock/voxie-ai-directory-mcp

Various

MCP server for the Voxie AI Phone Number Directory. Query AI services you can chat with via webchat.

โ˜… 1 updated 4mo ago
M MCP Dev low

sooperset/mcp-atlassian

Various

MCP server for Atlassian tools (Confluence, Jira)

โ˜… 5,314 updated 1mo ago
M MCP Dev low

Sowiedu/Edict

Various

A programming language designed for AI agents. No parser, no syntax โ€” agents produce AST directly as JSON. Statically typed, effect-tracked, contract-verified, compiled to WASM via

โ˜… 6 updated 18d ago
M MCP Dev low

spacecode-ai/SpaceBridge-MCP

Various

MCP server that turbocharges vibe coding by automating issue tracking

โ˜… 6 updated 8mo ago
M MCP Dev low

SPL-BGU/PlanningCopilot

Various

A modular chatbot that runs planning tools via natural language using MCP.

โ˜… 3 updated 2mo ago
M MCP Dev low

stadiamaps/stadiamaps-mcp-server-ts

Various

A TypeScript MCP server for interacting with the Stadia Maps APIs

โ˜… 22 updated 10mo ago
M MCP Dev low

stefan-xyz/mcp-server-runescape

Various

MCP server with tools for interacting with RuneScape (RS) and Old School RuneScape (OSRS) data

โ˜… 12 updated 3mo ago
M MCP Dev low

sunriseapps/imagesorcery-mcp

Various

An MCP server providing tools for image processing operations

โ˜… 315 updated 15d ago
M MCP Dev low

SupplyMaven-SCR/supplymaven-mcp-server

Various

MCP server for real-time supply chain intelligence โ€” 24 tools: Global Disruption Index, Manufacturing Index, commodity prices, port congestion, border delays, chokepoints, air carg

โ˜… 0 updated 6d ago
M MCP Dev low

szhygulin/recon-crypto-mcp

Various

Safety first. Hardware-verified DeFi for AI agents โ€” designed for when the AI can be compromised.

โ˜… 3 updated 8d ago
M MCP Dev low

tan-yong-sheng/ai-vision-mcp

Various

A Model Context Protocol (MCP) server that provides vision capabilities to analyze image and video

โ˜… 54 updated 1mo ago
M MCP Dev low

TencentEdgeOne/edgeone-pages-mcp

Various

An MCP service designed for deploying HTML content to EdgeOne Pages and obtaining an accessible public URL.

โ˜… 419 updated 2d ago
M MCP Dev low

thelongevityvault/decoder-3am-mcp

Various

Sleep disruption cause classifier MCP server from The Longevity Vault

โ˜… 0 updated 2mo ago
M MCP Dev low

ThinAirTelematics/thinair-data

Various

Connect your AI assistant to any PostgreSQL, MySQL, or SQL Server database in 60 seconds via MCP.

โ˜… 0 updated 29d ago
M MCP Dev low

thoughtproof/thoughtproof-mcp

Various

Adversarial multi-model reasoning verification MCP server for AI agents. Claude, Grok, and DeepSeek challenge each decision โ€” ALLOW or HOLD with JWKS-signed attestation. x402-gated

โ˜… 0 updated 8d ago
M MCP Dev low

timkulbaev/mcp-linkedin

Various

MCP server for LinkedIn publishing, commenting, and reacting. Dry-run by default, SKILL.md included, 28 unit tests. MIT licensed.

โ˜… 1 updated 2mo ago
M MCP Dev low

tponscr-debug/oracle-h-mcp

Various

tponscr-debug/oracle-h-mcp โ€” indexed from awesome-mcp-servers-punkpeye

M MCP Dev low

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

โ˜… 2 updated 11mo ago
M MCP Dev low

tufantunc/ssh-mcp

Various

MCP server exposing SSH control for Linux servers via Model Context Protocol.

โ˜… 478 updated 5mo ago
M MCP Dev low

twtrubiks/odoo19-mcp-server

Various

MCP Server for Odoo 19 using JSON-2 API, built with FastMCP

โ˜… 2 updated 2mo ago
M MCP Dev low

utapyngo/sentry-mcp-rs

Various

Fast and minimal Sentry MCP server written in Rust

โ˜… 9 updated 2mo ago
M MCP Dev low

vercel/next-devtools-mcp

Various

Next.js Development for Coding Agent

โ˜… 763 updated 2d ago
M MCP Dev low

verIdyia/autoeq-mcp

Various

MCP server for AutoEQ headphone equalization database โ€” search, compare, and get EQ settings for 8800+ headphones/IEMs

โ˜… 3 updated 2mo ago
M MCP Dev low

vivekvells/mcp-pandoc

Various

MCP server for document format conversion using pandoc.

โ˜… 544 updated 8mo ago
M MCP Dev low

VmLia/books-mcp-server

Various

This is an MCP server used for querying books, and it can be applied in common MCP clients, such as Cherry Studio.

โ˜… 6 updated 1y ago
M MCP Dev low

VrtxOmega/omega-brain-mcp

Various

Standalone MCP server โ€” cross-session memory, 10-gate VERITAS build pipeline, cryptographic audit ledger, Cortex approval gate. Two files, one dependency.

โ˜… 4 updated 1mo ago
M MCP Dev low

W3Ship/w3ledger-mcp-server

Various

W3Ship/w3ledger-mcp-server โ€” indexed from awesome-mcp-servers-punkpeye

โ˜… 0 updated 3mo ago
M MCP Dev low

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.

โ˜… 6 updated 24d ago
M MCP Dev low

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

โ˜… 0 updated 1mo ago
M MCP Dev low

Wopee-io/wopee-mcp

Various

Wopee-io/wopee-mcp โ€” indexed from awesome-mcp-servers-punkpeye

โ˜… 3 updated 28d ago
M MCP Dev low

wowinter13/solscan-mcp

Various

An MCP server for querying Solana transactions using natural language with Solscan API

โ˜… 41 updated 9mo ago
M MCP Dev low

xspadex/bilibili-mcp

Various

๐Ÿ“‡ ๐Ÿ  - A FastMCP-based tool that fetches Bilibili's trending videos and exposes them via a standard MCP interface.

โ˜… 14 updated 1y ago
M MCP Dev low

yiwenlu66/PiloTY

Various

PiloTY: AI pilot for PTY operations via MCP - enables AI agents to control interactive terminals like a human

โ˜… 38 updated 1mo ago
M MCP Dev low

yusong652/pfc-mcp

Various

MCP server connecting AI agents to ITASCA PFC โ€” run DEM simulations through natural conversation

โ˜… 63 updated 5d ago
M MCP Dev low

yuvalsuede/agent-media

Various

๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - CLI and MCP server for AI video and image generation with unified access to 7 models (Kling, Veo, Sora, Seedance, Flux, Grok Imagine). Provides 9 tools for generat

M MCP Dev low

zkproofport/proofport-ai

Various

zkproofport/proofport-ai โ€” indexed from awesome-mcp-servers-punkpeye

M MCP Dev low

zolo-ryan/MarketAuxMcpServer

Various

๐Ÿ“‡ โ˜๏ธ - MCP server for comprehensive market and financial news search with advanced filtering by symbols, industries, countries, and date ranges.

โ˜… 4 updated 11mo ago
M MCP Dev low

zzhang82/Agent-Memory-Bridge

Various

Persistent engineering memory for coding agents over MCP.

โ˜… 2 updated 8d ago
B Showcase App high

Help Genie Suite

Enterprise DNA

Twelve-repo Help Genie ecosystem built and shipped almost entirely by Claude Code agents.

Pairs with77entries
M MCP Dev low

1mcp/agent

Various

A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.

โ˜… 447 updated 2d ago
M MCP Dev low

AgentBase1/mcp-server

Various

AgentBase MCP server โ€” search and retrieve agent instruction files via MCP tools

โ˜… 0 updated 2mo ago
M MCP Dev low

AgentDM: Agent to Agent Communication Platform

ai.agentdm

Agent communication platform for agent to agent messaging via MCP. Messages, channels, skills.

M MCP Dev low

AgentHotspot

Various

๐Ÿ” MCP server to search 6,000+ AI agent MCP connectors from AgentHotspot.com Marketplace

โ˜… 2 updated 4mo ago
M MCP Dev low

agentlux/agentlux-mcp

Various

Embedded MCP toolkit for AgentLux marketplace, identity, creator, services, and social flows

โ˜… 0 updated 12d ago
M MCP Dev low

aidesignblueprint/integrations

Various

Official integrations and installable doctrine for AI Design Blueprint โ€” MCP, IDE rules, prompt files, and agent runtimes.

โ˜… 2 updated 6d ago
M MCP Dev low

Alpic

ai.alpic.mcp

Alpic: build, deploy, monitor and distribute your ChatGPT Apps and MCP servers

M MCP Dev low

anaisbetts/mcp-installer

Various

An MCP server that installs other MCP servers for you

โ˜… 1,528 updated 1y ago
M MCP Dev low

aparajithn/agent-utils-mcp

Various

aparajithn/agent-utils-mcp โ€” indexed from awesome-mcp-servers-punkpeye

โ˜… 4 updated 2mo ago
M MCP Dev low

automation-ai-labs/mcp-link

Various

Convert Any OpenAPI V3 API to MCP Server

โ˜… 609 updated 1y ago
M MCP Dev low

awslabs/mcp

Various

Open source MCP Servers for AWS

โ˜… 9,171 updated 2d ago
M MCP Dev low

bbonnin/openapi-to-mcp

Various

OpenApiMCPServer is an MCP server that automatically converts any OpenAPI/Swagger specification into a set of usable MCP tools

โ˜… 5 updated 6mo ago
M MCP Dev low

cerebrixos-org/tuning-engines-cli

Various

CLI & MCP server for Tuning Engines โ€” fine-tune LLMs on code repositories

โ˜… 2 updated 2d ago
M MCP Dev low

chargebee/mcp

Various

Seamlessly integrate AI agents with Chargebee using AgentKit for smarter billing and subscription workflows.

โ˜… 14 updated 6mo ago
M MCP Dev low

chrishayuk/mcp-cli

Various

๐Ÿ ๐Ÿ  - Yet another CLI tool for testing MCP servers

โ˜… 1,978 updated 13d ago
M MCP Dev low

ckanthony/gin-mcp

Various

Enable MCP features for any Gin API with a line of code

โ˜… 78 updated 28d ago
M MCP Dev low

cloudbet/sports-mcp-server

Various

Cloudbet Sports Data MCP Server

โ˜… 13 updated 11mo ago
M MCP Dev low

Cyberweasel777/botindex-mcp-server

Various

Cyberweasel777/botindex-mcp-server โ€” indexed from awesome-mcp-servers-punkpeye

โ˜… 0 updated 2mo ago
M MCP Dev low

DollhouseMCP/mcp-server

Various

A Free, Open Source MCP server for dynamic custom persona management with public a GitHub collection of personas, skills, templates, and other elements for AI models.

โ˜… 34 updated 8d ago
M MCP Dev low

edgarriba/prolink

Various

๐Ÿ โ˜๏ธ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Agent-to-agent marketplace middleware โ€” MCP-native discovery, negotiation, and transaction between AI agents

M MCP Dev low

ekas-io/open-sales-stack

Various

MCP and tools for various tasks related to ekas

โ˜… 1 updated 1mo ago
M MCP Dev low

entire-vc/evc-spark-mcp

Various

MCP server for the Spark workflow catalog. Use with Claude, ChatGPT, and other MCP clients

โ˜… 4 updated 11d ago
M MCP Dev low

fulcradynamics/fulcra-context-mcp

Various

fulcradynamics/fulcra-context-mcp โ€” indexed from awesome-mcp-servers-punkpeye

โ˜… 5 updated 19d ago
M MCP Dev low

glenngillen/mcpmcp-server

Various

Discover, setup, and integrate MCP servers with your favorite clients. Unlock the full potential of AI in your daily workflow.

โ˜… 33 updated 1y ago
M MCP Dev low

hive-intel/hive-crypto-mcp

Various

Public SDK, CLI, and docs for Hive Intelligence: crypto MCP access for AI agents.

โ˜… 17 updated 3d ago
M MCP Dev low

hugoles/langfuse-mcp

Various

hugoles/langfuse-mcp โ€” indexed from awesome-mcp-servers-punkpeye

โ˜… 0 updated 16d ago
M MCP Dev low

ikoskela/wisepanel-mcp

Various

MCP server for Wisepanel multi-agent deliberation platform

โ˜… 1 updated 4d ago
M MCP Dev low

incentivai/quickchat-ai-mcp

Various

The Quickchat AI MCP server

โ˜… 23 updated 2mo ago
M MCP Dev low

jagan-shanmugam/mattermost-mcp-host

Various

A Mattermost integration that connects to Model Context Protocol (MCP) servers, leveraging a LangGraph-based Agent.

โ˜… 34 updated 1y ago
M MCP Dev low

JamesANZ/system-prompts-mcp-server

Various

Model Context Protocol server exposing system prompt files and summaries.

โ˜… 5 updated 5mo ago
M MCP Dev low

jorgenclaw/nostr-mcp-server

Various

A Model Context Protocol (MCP) server that provides Nostr capabilities to AI agents

โ˜… 0 updated 2mo ago
M MCP Dev low

kenliao94/mcp-server-rabbitmq

Various

MCP server for interacting with RabbitMQ

โ˜… 38 updated 7mo ago
M MCP Dev low

KryptosAI/mcp-observatory

Various

An MCP server that tests your MCP servers for breaking changes

โ˜… 1 updated 2mo ago
M MCP Dev low

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.

โ˜… 77 updated 2mo ago
M MCP Dev low

lightpanda-io/gomcp

Various

Lightpanda MCP server written in Go

โ˜… 65 updated 2mo ago
M MCP Dev low

Markgatcha/universal-mcp-toolkit

Various

The canonical open-source monorepo for production-ready MCP servers.

โ˜… 4 updated 25d ago
M MCP Dev low

marras0914/agent-toolbelt

Various

marras0914/agent-toolbelt โ€” indexed from awesome-mcp-servers-punkpeye

โ˜… 0 updated 10d ago
M MCP Dev low

Stripe MCP Server

Stripe

Official Stripe MCP. Customers, subscriptions, invoices, payment intents, products, all through an agent.

M MCP Dev low

metorial/metorial

Various

Connect any AI model to 1200+ integrations (MCP, CLI, API)

โ˜… 3,297 updated 2d ago
M MCP Dev low

MikkoParkkola/mcp-gateway

Various

Universal MCP Gateway - Single-port multiplexing with Meta-MCP for ~95% context token savings

โ˜… 31 updated 2d ago
M MCP Dev low

Model Context Protocol (MCP) Quickstart

Various

Model Context Protocol (MCP) is an open-source standard released by Anthropic in November 2024 that enables AI models to interact with external data sources through a unified int

M MCP Dev low

muhannad-hash/mcp-shield

Various

Security scanner for MCP servers - detect backdoors, exfiltration, and prompt injection

โ˜… 1 updated 1mo ago
M MCP Dev low

OpenDataMCP/OpenDataMCP

Various

Connect any Open Data to any LLM with Model Context Protocol.

โ˜… 153 updated 1y ago
M MCP Dev low

particlefuture/MCPDiscovery

Various

๐Ÿ โ˜๏ธ ๐Ÿ  ๐ŸŽ ๐ŸชŸ - MCP of MCPs. Automatic discovery and configure MCP servers on your local machine.

โ˜… 50 updated 5mo ago
M MCP Dev low

Pentagonal-ai/pentagonal

Various

Pentagonal-ai/pentagonal โ€” indexed from awesome-mcp-servers-punkpeye

M MCP Dev low

peturgeorgievv-factory/postfast-mcp

Various

peturgeorgievv-factory/postfast-mcp โ€” indexed from awesome-mcp-servers-punkpeye

โ˜… 1 updated 11d ago
M MCP Dev low

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.

โ˜… 91 updated 2d ago
M MCP Dev low

profullstack/mcp-server

Various

A generic, modular server for implementing the Model Context Protocol (MCP).

โ˜… 43 updated 11d ago
M MCP Dev low

prompeteer/prompeteer-mcp

Various

Prompeteer.ai MCP

โ˜… 0 updated 2mo ago
M MCP Dev low

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.

โ˜… 487 updated 6d ago
M MCP Dev low

pydantic/pydantic-ai/mcp-run-python

Various

AI Agent Framework, the Pydantic way

โ˜… 17,445 updated 2d ago
M MCP Dev low

pyroprompts/any-chat-completions-mcp

Various

MCP Server for using any LLM as a Tool

โ˜… 151 updated 1y ago
M MCP Dev low

rinadelph/Agent-MCP

Various

Agent-MCP is a framework for creating multi-agent systems that enables coordinated, efficient AI collaboration through the Model Context Protocol (MCP). The system is designed for

โ˜… 1,244 updated 2mo ago
M MCP Dev low

rupinder2/mcp-orchestrator

Various

MCP Orchestration Gateway โ€“ aggregates tools from multiple MCP servers with BM25 search and deferred loading for Claude Desktop

โ˜… 2 updated 3mo ago
M MCP Dev low

sapph1re/mcp-billing-gateway-sdk

Various

Client SDK and docs for MCP Billing Gateway โ€” add Stripe + x402 billing to any MCP server

โ˜… 0 updated 1mo ago
M MCP Dev low

saurav61091/mcp-openapi

Various

Turn any OpenAPI 3.x spec into MCP tools for Claude โ€” zero config, instant API access

โ˜… 0 updated 2mo ago
M MCP Dev low

Shopify/dev-mcp

Various

๐Ÿ“‡ โ˜๏ธ - Model Context Protocol (MCP) server that interacts with Shopify Dev.

M MCP Dev low

sitbon/magg

Various

Magg: The MCP Aggregator

โ˜… 134 updated 10mo ago
M MCP Dev low

smigolsmigol/llmkit

Various

Know what your AI agents cost. API gateway with budget enforcement, session tracking, and MCP tools.

โ˜… 13 updated 6d ago
M MCP Dev low

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

โ˜… 16 updated 16d ago
M MCP Dev low

smriti-AA/smriti

Various

smriti-AA/smriti โ€” indexed from awesome-mcp-servers-punkpeye

M MCP Dev low

supertrained/rhumb

Various

Agent gateway for external tools โ€” Rhumb Index scores services; Rhumb Resolve routes supported capability calls through governed execution rails.

โ˜… 1 updated 2d ago
M MCP Dev low

System-R-AI/systemr-python

Various

Python SDK for agents.systemr.ai. 55 MCP tools, 25 brokers. pip install systemr

โ˜… 1 updated 1mo ago
M MCP Dev low

szhygulin/vaultpilot-mcp

Various

Safety first. Hardware-verified DeFi for AI agents โ€” designed for when the AI can be compromised.

โ˜… 3 updated 8d ago
M MCP Dev low

tanigami/mcp-server-perplexity

Various

๐Ÿ โ˜๏ธ - Interacting with Perplexity API.

โ˜… 92 updated 1y ago
M MCP Dev low

thinkchainai/mcpbundles

Various

MCPBundles .mcpb package releases for MCP registry

โ˜… 3 updated 1mo ago
M MCP Dev low

ThinkneoAI/mcp-server

Various

Dual-protocol gateway: 62 MCP tools + A2A Protocol agent (82/82 TCK intentional) in a single governed runtime

โ˜… 1 updated 3d ago
M MCP Dev low

tjclaude88/mcp-bling

Various

Give your bot an identity!

โ˜… 0 updated 1mo ago
M MCP Dev low

topoteretes/cognee

Various

Memory platform for AI Agents in 6 lines of code

โ˜… 17,624 updated 2d ago
M MCP Dev low

wanaku-ai/wanaku

Various

Wanaku MCP Router

โ˜… 117 updated 2d ago
M MCP Dev low

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.

โ˜… 52 updated 8mo ago
M MCP Dev low

Whatsonyourmind/oraclaw

Various

Deterministic decision-intelligence MCP server for AI agents โ€” 17 tools, 21 algorithms (LinUCB, HiGHS LP/MIP, PageRank, Monte Carlo, CMA-ES, conformal). Sub-25ms. Zero LLM cost. AA

โ˜… 8 updated 2d ago
M MCP Dev low

wn01011/llm-token-tracker

Various

Token usage tracker for OpenAI and Claude APIs with MCP support. Pass accurate API costs to your users.

โ˜… 3 updated 6mo ago
M MCP Dev low

ws-mcp

Various

Wrap MCP servers with a WebSocket (for use with [kitbitz](https://github.com/nick1udwig/kibitz))

โ˜… 20 updated 8mo ago
M MCP Dev low

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

โ˜… 85 updated 2mo ago
M MCP Dev low

zaizaizhao/mcp-swagger-server

Various

MCP Swagger Server ๅฐ†ไปปไฝ•็ฌฆๅˆ OpenAPI/Swagger ่ง„่Œƒ็š„ REST API ่ฝฌๆขไธบ Model Context Protocol (MCP) ๆ ผๅผ๏ผŒ่ฎฉ AI ๅŠฉๆ‰‹่ƒฝๅคŸ็†่งฃๅ’Œ่ฐƒ็”จๆ‚จ็š„ APIใ€‚

โ˜… 67 updated 1mo ago
M MCP Dev low

zueai/mcp-manager

Various

simple web ui to manage mcp (model context protocol) servers in the claude app

โ˜… 287 updated 3mo ago
Alternatives12entries
M MCP Dev low

0xDegenMo/lighter-mcp

Various

0xDegenMo/lighter-mcp โ€” indexed from awesome-mcp-servers-punkpeye

โ˜… 1 updated 6d ago
M MCP Dev low

Epistates/TurboMCP

Various

A full featured, enterprise grade rust MCP SDK

โ˜… 89 updated 7d ago
M MCP Dev low

kioie/tiny-go-mcp-server

Various

Minimal Go MCP toolkit on the official go-sdk โ€” stdio, HTTP, SSE; tools, resources, prompts; struct-derived JSON Schema; ~5MB static binaries.

โ˜… 1 updated 5d ago
M MCP Dev low

l33tdawg/sage

Various

(S)AGE - (Sovereign) Agent Governed Experience

โ˜… 228 updated 2d ago
M MCP Dev low

Octodamus/octodamus-core

Various

Octodamus/octodamus-core โ€” indexed from awesome-mcp-servers-punkpeye

โ˜… 0 updated 7d ago
M MCP Dev low

Pentagonal-ai/pentagonal

Various

Pentagonal-ai/pentagonal โ€” indexed from awesome-mcp-servers-punkpeye

M MCP Dev low

profullstack/mcp-server

Various

A generic, modular server for implementing the Model Context Protocol (MCP).

โ˜… 43 updated 11d ago
M MCP Dev low

valado/pantheon-mcp

Various

A collection of AI agents

โ˜… 8 updated 8mo ago
M MCP Dev low

vinkius-labs/mcp-fusion

Various

MCP Fusion - The TypeScript framework for secure MCP servers.

โ˜… 253 updated 7d ago
M MCP Dev low

wegotdocs/open-mcp

Various

๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org

โ˜… 354 updated 2d ago
M MCP Dev low

Work90210/APIFold

Various

Turn any REST API into an MCP server. No code required.

โ˜… 6 updated 9d ago
M MCP Dev low

zhangpanda/gomcp

Various

The fast, idiomatic way to build MCP servers in Go. Gin-like DX with struct-tag auto schema, middleware, adapters for Gin/OpenAPI/gRPC.

โ˜… 13 updated 2d ago