Discover Awesome MCP Servers

labbench

Enables Claude Code to browse coursework, manage user workspaces, run sandboxed tests, post hints, and assign new projects in LabBench.

Vector Decisions MCP Server

Provides AI governance and action-assurance primitives, enabling trust scoring, policy-based allow/deny decisions, risk assessment, EU AI Act compliance checks, and an emergency kill-switch for autonomous agents.

Engawa

Enables websites to expose a first-class interface for AI agents by providing read-only MCP tools like search_site and generating llms.txt discovery files.

GCP MCP

Claude 데스크톱에서 자연어 명령을 통해 Google Cloud Platform 리소스를 관리할 수 있도록 지원하며, 수동 자격 증명 설정 없이 컴퓨팅, 스토리지, 데이터베이스, 네트워킹, 모니터링, IAM 전반에 걸쳐 포괄적인 작업을 수행할 수 있습니다.

Highway MCP

Enables any MCP host to drive durable, always-on agents that run server-side on the Highway Workflow Engine via three tools: run_goal, get_status, and approve.

anthropic-admin-mcp

Full coverage of Anthropic Admin API to manage organization, workspaces, members, API keys, usage, and costs via natural language from any MCP client.

DevLens MCP

An open-source MCP server that provides AI assistants with structured, token-efficient web context through specialized tools for searching, scraping, and deep research. It streamlines developer workflows by delivering optimized Markdown content directly into IDEs like VS Code, eliminating the need for manual browser switching.

Corporate Apology MCP

Generates corporate apology statements with customizable sincerity levels (performative, genuine, or defensive) for specific offenses.

Google Search Console MCP Server

Connects Google Search Console to AI assistants, enabling natural language analysis of SEO data. Provides read-only tools for properties, search analytics, URL inspection, and sitemaps.

Obsidian MCP Server

Enables interaction with Obsidian vaults through MCP, supporting note creation from templates, link management, backlink analysis, tag operations, and automatic Map of Contents generation.

Mexico Invoice MCP

Enables AI agents to issue Mexico CFDI 4.0 electronic invoices (factura electrónica) via Facturapi, with tools for creating, querying, canceling, and sending invoices.

MCP Airtable Server

Provides tools for AI assistants to interact with Airtable databases, enabling CRUD operations on Airtable bases and tables.

Oracle ADB MCP Server

Connects to Oracle Autonomous Database via OCI Bastion tunneling to enable AI-powered database exploration. Supports schema introspection, automatic ERD generation, and read-only SQL query execution through natural language interfaces.

Toolhouse MCP Server

Enables MCP clients to access and use a vast library of tools from Toolhouse for enhanced AI capabilities.

Database Query MCP

A versatile tool that enables querying and exporting data from multiple relational databases (MySQL, PostgreSQL, Oracle, SQLite, etc.) in read-only mode for data safety.

SSH MCP Server

Enables AI assistants to securely execute shell commands on local machines through an SSH interface with session management, command execution, and sudo support.

brink

A single-player cinematic geopolitical roleplay MCP server where an LLM game-master handles decision-making with persistent world state and rules enforcement.

weather-mcp-server-py

Enables AI assistants to query current weather for specified cities via MCP.

media-mcp

Enables users to manage Sonarr and Radarr instances through natural language, allowing search, addition, deletion, and monitoring of TV series and movies.

deeplook

Researches any company in ~10 seconds using 10 data sources. Returns structured reports with bull/bear verdict for stocks, crypto, and private companies.

Assets Generation MCP Server

An MCP server for AI image generation with dual-provider support for OpenAI-compatible models and Google Gemini. It returns standard MCP ImageContent blocks.

MCP Memory

A MCP Server that gives AI assistants the ability to remember information about users across conversations using vector search technology.

mcp-server-usgs-nationalmap

An MCP server that lets LLMs query USGS NHDPlus HR hydrography data—streams, rivers, lakes, stream gages, and watershed boundaries—via point or GeoJSON geometry intersection queries.

EnrichMCP

Turns your data model into a semantic layer for AI agents, automatically generating typed, discoverable tools with entity relationships and schema discovery.

Datadog MCP Server

Enables comprehensive Datadog monitoring capabilities including CI/CD pipeline management, service logs analysis, metrics querying, monitor and SLO management, service definitions retrieval, and team management through Claude and other MCP clients.

Dexcom + Carb Search

Enables diabetes management by retrieving real-time glucose readings from Dexcom continuous glucose monitors and searching for carbohydrate content of foods to help make informed dietary decisions.

cfb-recruiting-mcp

Diagnoses and fixes CFB 27 dynasty recruiting by editing the save file to remove low-star recruit bloat, ensuring top prospects receive scholarship offers.

mcp-tastedive

Provides cross-media recommendations from TasteDive, enabling AI agents to discover related music, movies, TV shows, books, games, and podcasts through a free API key.

pruna-mcp-server

MCP server for Pruna AI — ultra-fast image generation, editing, upscaling, and video generation directly from your AI assistant.

Airtable MCP

AI 기반 애플리케이션이 IDE에서 직접 Airtable 데이터에 접근하고 조작할 수 있도록 지원하며, 자연어 명령을 통해 레코드 조회, 생성, 업데이트, 삭제와 같은 작업을 수행할 수 있습니다.