Discover Awesome MCP Servers

memtrace

Memtrace is a persistent memory layer for coding agents, built as a bi‑temporal structural knowledge graph over your codebase (AST‑driven symbols and relationships, plus temporal evolution and cross‑service API topology)

Azure DevOps Multi-Organization MCP Server

Enables interaction with multiple Azure DevOps organizations simultaneously, providing access to pipelines, builds, repositories, and pull requests across different organizations without switching contexts or restarting the server.

agent-cost-allocator-mcp

Multi-tenant LLM cost attribution for chargeback billing.

trac-mcp-server

Enables AI agents to manage Trac projects with full CRUD operations on tickets, wiki pages, and milestones via the Model Context Protocol.

Epoch

Time estimation MCP server for AI agents. It provides PERT, COCOMO II, Monte Carlo simulation, sprint forecasting, token-to-time and cost mapping, and schedule-risk tools.

PayHere Documentation MCP Server

Provides AI-ready documentation for the PayHere payment gateway, enabling access to API references, SDK guides, and documentation search through MCP tools.

Portfolio MCP Server

An MCP server that exposes an AI project portfolio as queryable tools, allowing users to ask about projects, search by technology, or get details via natural language.

mcp-server-creem

MCP server for Creem.io providing tools to manage subscriptions, products, payments, license keys, and more through the Creem API.

graph-mcp

Exposes a Neo4j knowledge-graph index over personal markdown notes to LLM agents via MCP, enabling semantic search, tag navigation, and relationship discovery.

Garage-on-the-Go MCP Server

Provides tools for vehicle service search, mechanic matching, and booking generation as part of a multi-agent AI system for roadside assistance.

BMAD MCP Server

A Model Context Protocol (MCP) server that bridges BMAD agents with GitHub Copilot, enabling AI-assisted development workflows through specialized agent tools and prompts.

Angular Toolkit MCP

A Model Context Protocol server that provides Angular project analysis and refactoring capabilities, enabling LLMs to analyze component usage patterns, dependency structures, and perform safe refactoring with breaking change detection.

Pubtator MCP Server

Provides an async Python server for interacting with the PubTator3 API, exposing multiple biomedical text-mining tools compatible with the MCP agent protocol.

OpenRouter MCP Server

An intelligent, agentic MCP server gateway to OpenRouter's 200+ AI models. It provides budget controls, security features, semantic memory, and code search capabilities.

MCP Database Server

Enables AI assistants to interact with PostgreSQL databases through query execution and schema inspection, supporting multiple schemas for customer data, document management, loan systems, and asset leasing.

mcp-postman-runner

Run the requests in a Postman collection folder and get structured, assertion-level results back straight from your AI assistant.

AskOnSlackMCP

A Human-in-the-Loop MCP server that enables AI assistants to request information or clarification from humans via Slack. It uses real-time, thread-based conversations with socket mode integration to bridge the gap between AI systems and human experts.

Document Conversion Assistant

Enables conversion between multiple document formats including Markdown, HTML, TXT, PDF, and DOCX with automatic format detection. Supports high-fidelity document transformation while preserving content integrity.

AstroMesh Compass MCP

Enables users to access five astrology tools via JSON-RPC, including natal chart, sun sign, market pulse, weather, and combined celestial conditions, integrating Free Astrology API, CoinGecko, and Open-Meteo.

MCP Server Template (

このテンプレートは、推奨されるプラクティスに基づいて、新しいモデルコンテキストプロトコル（MCP）サーバープロジェクトを迅速にブートストラップするのに役立ちます。

md-redline

Inline review comments for markdown specs and design docs. Agents request human review mid-task via MCP and pause until you send feedback.

aura-mnemos

A persistent-memory MCP server for AI agents with an honest health endpoint that survives its store dying.

mcp-youtube

High-efficiency YouTube MCP server: Get token-optimized, structured data for your LLMs using the YouTube Data API v3.

mcp-playwright-scraper

An MCP server that scrapes content from web pages, including JavaScript-heavy sites, and converts it into high-quality Markdown. It leverages Playwright for headless browser automation and Pypandoc for clean content conversion.

OMNI-Sales

セールス MCP サーバー (Sērusu MCP sābā)

@looppause/mcp

Pauses AI agent execution and routes approval requests to humans via Slack or email, with cryptographically signed proof of the human's decision.

open-museum-mcp

Federated, license-verified search across open-access museum collections — currently The Met, Cleveland, AIC, Wikimedia Commons, and Europeana, with more being added. Strict-default-deny rights gate accepts only CC0 / Public Domain Mark, returning reuse-safe artwork with citations in three styles.

battery-mcp

Enables LLMs to verify the novelty and validity of invented battery materials, with support for searching and validating against a materials database.

Pentest MCP Server

Enables AI agents to perform autonomous penetration testing on any Linux distribution via SSH with persistent tmux sessions, supporting interactive tools like Metasploit, reverse shells, and complex multi-step security workflows.