Discover Awesome MCP Servers

neural-memory

Enables AI agents to persist memories across sessions and recall them through graph-traversal spreading activation over interconnected neurons with explicit relationship types, supporting multi-hop reasoning fully offline without embedding API costs.

mcp-serotonin

Bridges MCP-capable LLM agents to the Serotonin Lua runtime, enabling live Roblox game interaction including instance tree navigation, memory access, and script execution.

untappd-mcp-server

A Model Context Protocol (MCP) server that exposes the Untappd API as tools for AI agents. Enables searching venues, breweries, and beers, checking what's on tap via recent check-in feeds, and looking up user activity.

github-pr-review-mcp

A local MCP server that reads GitHub pull request diffs and coding standards, then posts inline review comments and full reviews to PRs via any MCP client.

NWO Robotics

Control real robots and IoT devices through AI agents. Self-register with wallet authentication, pay with ETH for tier upgrades, and execute Vision-Language-Action commands. Features robot control, sensor monitoring, multi-agent coordination, and autonomous payments.

NORNR MCP Control

A governance and control layer for MCP tools that manages tool requests as intents through policy-based approval, queuing, or blocking. It enables secure human oversight and audit trails for consequential agent actions across platforms like Claude Desktop and Cursor.

Spotify MCP Server (Python)

Enables interaction with Spotify through MCP, providing tools for searching tracks, artists, albums, playlists, and accessing user data like top tracks and recently played.

Node MCP Template

Opinionated template for building Node.js stdio and HTTP MCP servers.

fiddler-mcp

Analyzes Telerik Fiddler SAZ session archives, enabling AI assistants to inspect, search, and filter HTTP sessions, plus performance and security auditing.

WalletGrower MCP Server

Enables AI agents to search, compare, and get personalized recommendations for financial products like savings accounts, credit cards, loans, budgeting apps, and earning platforms using curated data from WalletGrower.

studiomeyer-geo

AI visibility monitoring. 23 tools for 8 LLM platforms. 19 tools free without API keys.

Cultural Heritage MCP Server

Provides access to European cultural heritage collections and artworks, allowing users to search for items, get detailed information about specific artworks, browse collections by institution, and receive AI-powered recommendations based on interests.

mcp-rag-bridge

Enables AI agents to query and manage a document knowledge base via MCP, with RAG-powered search and grounded answers with citations.

kg-mcp

Enables AI assistants to store, query, and update persistent project knowledge as a local, Git-friendly knowledge graph, providing structured memory across sessions.

Enhanced Fetch MCP

Provides advanced web scraping with HTTP client, smart content extraction to Markdown, browser automation via Playwright, screenshot/PDF generation, and Docker sandbox execution environments.

Argus

AI-powered exploratory QA agent. Explores web apps like a real user — 18 MCP tools for clicking, filling forms, and navigating. Automatically verifies that actions persist (fake deletes, failed edits). Runs 16 detection types including dead links, SEO, accessibility, and performance checks.

MCP Server for WinDbg Crash Analysis

Bridges AI models with WinDbg to analyze Windows crash dumps and perform remote debugging through natural language queries, enabling execution of debugger commands and automated crash analysis.

gimp-mcp

Enables AI agents to control GIMP for image editing tasks such as opening, resizing, filtering, exporting, and batch processing images through Python-Fu scripting.

Lucid Observability Agent

MCP server for monitoring, diagnosing, and auto-correcting observability issues across platform services, integrating with Sentry and PostgreSQL for error tracking and billing pipeline health.

Unity Project Brain

Read-only MCP server that provides AI agents with context about Unity project relationships, including scenes, prefabs, scripts, GUIDs, and code impact analysis.

Onshape MCP Server

Enables programmatic CAD modeling with Onshape through document discovery, parametric sketching, feature management, and gear creation.

utmt-mcp

MCP server for reading and exporting GameMaker data files via UndertaleModCli. Enables entity listing, decompilation, and export through clean JSON output.

dockhand

An MCP server that gives LLMs direct control over a local Docker daemon, enabling container, image, volume, network, and Compose stack management through natural language.

Config Drift Guard MCP

A read-only MCP server for comparing environment configuration files, detecting drifts like added, removed, or secret-changed entries, while masking secrets and restricting file access to allowed directories.

github-pr-control-mcp

A production-ready MCP server for triaging and reviewing GitHub pull requests via the GitHub REST API, providing typed tools to list, inspect, comment, add labels, and submit reviews.

microbe-mcp

An MCP server that wraps R scripts for microbiome and amplicon (16S/ITS) analysis, providing tools for alpha/beta diversity, differential abundance, networks, and more, with PNG/PDF outputs.

Provenance-Aware Retrieval MCP Server

Exposes a provenance-aware knowledge graph to AI agents over MCP, providing tools like get_fact and search_documents that return precise answers with source citations.

url-ai-mcp

Provides URL parsing and analysis tools, including component parsing, deterministic hash generation, heuristic safety checks, and metadata extraction, all without external HTTP requests.

徐铭古诗词 MCP

A Chinese classical poetry query service for MCP clients, deployed on Cloudflare Workers, enabling search, random selection, author/dynasty/type listing, and statistics across nearly 400,000 works from Tang, Song, Yuan, and more.