Discover Awesome MCP Servers

MCP Image Analyzer Server

Analyzes images using a vision AI model to provide detailed descriptions, enabling non-vision models to understand image content.

Flagsmith

MCP server for Flagsmith's Core and SDK APIs, enabling management of feature flags and configurations.

File System MCP Server

Automates file system operations through natural language commands using a combination of LLM (Ollama), MCP tools, and a Python bridge agent.

nano-banana-mcp

MCP server that exposes Google's Gemini 2.5 Flash Image (Nano Banana) to Claude, enabling image generation, editing, and composition through natural language.

Azure DevOps Bug Tracker for GitHub Copilot Agent (MCP)

Integrates GitHub Copilot Agent with Azure DevOps to fetch, analyze, and report bug data, allowing you to query bugs, generate dashboards, and export reports via natural language.

Circle MCP Server

Enables AI assistants to interact with Circle.so communities through Google OAuth 2.0, providing 20+ tools for comprehensive community management.

Copilot MCP

MCP server exposing 14 real-time financial data tools to Microsoft Copilot Studio, enabling natural language queries for stock prices, earnings, analyst recommendations, and more via the Finnhub API.

PolyDesk

Enables automated research and trading on Polymarket prediction markets through a Notion dashboard, with AI-powered analysis and human-in-the-loop trade approval.

Creator Research MCP

Fetches content data from YouTube, TikTok, Twitter, LinkedIn, articles, and PDFs so LLM clients can analyze content performance and generate insights.

auto-news MCP server

Enables AI assistants to access and manage an Indonesian stock market news pipeline, including checking news status, running scraping, and reading reports.

server-commands-rtk

MCP server for executing shell commands with automatic RTK token reduction, persistent caching, and execution logging.

stdout-mcp-server

鏡 (Kagami)

Markifact MCP Server

A universal marketing MCP server that lets AI clients manage 20+ ad and marketing platforms (Google Ads, Meta, TikTok, etc.) with 500+ operations, including write actions with user approval.

figma-slides-mcp

MCP server for controlling Figma Slides — create, edit, and screenshot slides from any AI assistant that supports MCP.

Git Code Review MCP

Enables AI assistants to perform code reviews by providing access to staged files, git diffs, and repository file content. It allows users to evaluate changes and context within any local git repository before committing or pushing.

RePythonNET-MCP

Enables static analysis and patching of .NET binaries through decompilation, IL analysis, renaming, and IL patching over the Model Context Protocol.

finance-mcp

A read-only MCP server for stock quotes, Coinbase prices, and Polymarket markets, supporting tools like get_stock_quote, get_coinbase_spot_price, and search_polymarket_markets.

web-scrape

Enables scraping and fetching websites with protection handling like Cloudflare and captchas, via an MCP interface.

openai-responses-mcp

Lightweight MCP server using OpenAI Responses API with built-in web search, enabling AI assistants to answer questions with citations and search results.

Mcp Demos

「原理から実践へ：MCPをマスターする」シリーズ記事のサンプルコードリポジトリ

Bluesky MCP Server

Enables AI agents to interact with Bluesky social network through optimized, token-efficient tools for posting, replying, searching, and managing social relationships. Features Windows-compatible implementation with context cleanup to minimize LLM token consumption.

SuperOps MCP Server

MCP server for interacting with the SuperOps.ai PSA/RMM platform, providing tools for managing clients, tickets, assets, and technicians via GraphQL API.

MCP-OpenStack-Ops

A comprehensive MCP server providing OpenStack project management and monitoring capabilities with built-in safety controls and single-project scope.

emms-mcp

Cognitive memory system for AI agents with 129 MCP tools. Persistent 6-tier hierarchical memory (working→short-term→long-term→semantic), Ebbinghaus forgetting curves, dream consolidation, hybrid retrieval (BM25+RRF), goal tracking, emotional recall, knowledge graphs, and a 26-job consciousness daemon. Works with Claude Code, Cursor, and any MCP client.

AgentAudit

Security scanner for AI agent packages that enables AI agents to audit MCP servers and packages for vulnerabilities, prompt injection, and supply chain attacks.

mcp-edi

An MCP server that gives Claude the ability to read, validate and write EDIFACT, ANSI X12 and cXML messages.

MAL-MCP-Worker

MCP server that exposes MyAnimeList v2 API with OAuth authentication, enabling anime and manga search, rankings, seasonal charts, and user list management through natural language.

RIP.ie MCP Server

A Model Context Protocol (MCP) compliant server that provides access to the RIP.ie GraphQL backend, allowing users to query and retrieve death notices and related information from RIP.ie.

aicard

Enables AI agents to auto-generate NIST AI RMF and EU AI Act Annex IV compliant model and system cards via MCP.