Discover Awesome MCP Servers

WLADY_CODE MCP

An MCP server that turns any codebase into a queryable knowledge graph — and renders it as an interactive galaxy.

Khan Academy MCP Server

Enables AI assistants to search, browse, and read Khan Academy's educational content, including courses, articles, and video transcripts. It provides tools to navigate the subject hierarchy and retrieve detailed metadata without requiring an API key.

Secure MCP Server Template

Provides secure, read-only database queries, HTTP GET requests with anti-SSRF protection, and file reading within a restricted directory.

MindSync MCP

Local-first MCP server for multi-agent memory sync and focus conflict detection, enabling multiple coding agents to share a session registry and receive conflict warnings when focuses overlap.

Supabase MCP Server

Enables AI agents to access and manage Supabase projects through the Model Context Protocol, supporting database operations, edge functions, storage, and documentation search. It provides a complete toolset for SQL execution, migration management, and real-time project debugging.

agent-hub

MCP server for universal multi-agent communication, enabling agents to register, send/receive messages, manage tasks, and coordinate via role-based routing with project isolation.

release-mcp

Enables users to manage multi-repo releases on GitLab through natural language: start, reconcile, approve, bump, and explain releases without blocking pipelines.

rag-mcp

Enables ingestion and semantic search over text documents using PostgreSQL + pgvector and OpenAI-compatible embeddings, allowing any LLM agent to retrieve relevant chunks for grounded answers.

Hacker News MCP Server

Enables AI assistants to fetch top, new, best, Ask HN, Show HN, and job stories, as well as specific posts, comments, and user information from Hacker News through the Model Context Protocol.

German Law MCP

Provides read-only access to current German federal law, supporting legislation search, provision retrieval, and citation handling.

University Course Catalog MCP Server

Provides intelligent access to a university course catalog with full-text search, prerequisite tracking, instructor lookups, and course comparison prompts.

RAG GroundX MCP Server

Enables advanced semantic search and document management by integrating the GroundX API with Claude Desktop and GitHub Copilot. It supports local file uploads, website crawling, and Google Drive synchronization for RAG workflows.

SQLite MCP Server

A Python-based SQLite MCP server supporting database read/write operations with natural language interaction capabilities, packaged for Docker deployment in stdio mode.

Polybar Notification MCP

A Model Context Protocol server that allows displaying messages via polybar status bar and sending desktop notifications via notify-send/dunst.

Garmin MCP Server

Exposes Garmin Connect wellness and recovery metrics to MCP-compatible AI assistants for workload planning.

pyrevit-mcp

An MCP server that exposes an open Autodesk Revit model to MCP clients, enabling natural language inspection and editing of the model via Revit API calls through pyRevit Routes.

mcp-svd

An MCP server that provides AI coding assistants with access to official ARM CMSIS SVD hardware register definitions for microcontrollers. It enables precise querying of register names, bit positions, and addresses to prevent hallucinations during embedded systems development.

blog-generator-mcp

An MCP server that automatically generates technical blog posts using AI (Gemini and Claude), supporting various input types, styles, and collaborative workflow.

widget-studio

MCP server that lets agents create, display, and export rich UI widgets (cards, dashboards, charts, forms) inline in conversations, with interactive iframe support in MCP Apps hosts and PNG image fallback for other clients.

MCP Weather Server

Provides weather alerts and forecasts for US locations using the National Weather Service API.

PubMed Advanced MCP Server

This MCP server provides 16 intelligent tools for searching, retrieving, and linking biomedical literature from PubMed and PMC. It enables LLM applications to perform complex queries, batch processing, and cross-database linking.

paper-search-cli

MCP server for searching academic, patent, and web sources, normalizing identifiers, and managing workspace records. Exposes the same operations to AI clients via MCP tools.

repo-doctor

MCP server that produces scored, evidence-cited audits of public GitHub repos via tools for fetching metadata, reading files, scanning git history, and checking hygiene.

MCP Video Recognition Server

Provides tools for image, audio, and video recognition using Google's Gemini AI through the Model Context Protocol.

dtb-members-mcp

MCP server for managing tennis club member data from local CSV/Excel exports. Provides tools for searching, filtering, and analyzing member information.

Aldi MCP Server

An MCP server that enables users to search the Aldi product catalog, find store locations, and browse weekly specials. It also provides detailed product information, store hours, and real-time product availability checks.

cordra-mcp

Provides read-only access to Cordra digital object repositories, enabling AI assistants to explore schemas, retrieve objects, and search using Lucene queries.

OpenAlex MCP Server

轻量级MCP服务器，提供学术文献检索、论文详情、全文下载等功能，可配合PubMed MCP用于生物医学检索链路。

Cloud Cost MCP

Multi-cloud pricing comparison MCP server that enables natural language queries to compare compute, storage, egress, and Kubernetes costs across AWS, Azure, GCP, and OCI.

inclusio-mcp

Accessibility-first LaTeX publishing engine with an embedded MCP server. Tools to list registered documents, render template-driven documents, and audit built PDFs for PDF/UA-2 / WTPDF / PDF/A-4f conformance with veraPDF. MIT-licensed.