Discover Awesome MCP Servers

openair-3-mcp-oss

MCP server wrapping the openair R package for air quality data analysis, enabling time series loading, statistical summaries, and publication-ready plots like polar and calendar plots.

keelen-mcp

MCP server for managing an autonomous dev loop from chat—onboarding, connecting GitHub, and converting plain-English requests into tested, merged pull requests.

CasperAgentKit

Enables AI agents to interact with the Casper blockchain through MCP tools for reading node state, inspecting blocks, querying global state, and evaluating treasury policies. Includes a Treasury Guard reference agent that autonomously enforces DeFi treasury policies on Casper Testnet.

odoo-mcp

Enables AI agents to interact with Odoo 19 via JSON-2 API, supporting CRUD operations on Odoo models through MCP tools.

MCP Codebase Symbols Server

Analyzes codebases and extracts all symbols (functions, classes, methods, interfaces, etc.) from 10+ programming languages into LLM-optimized markdown format. Enables AI assistants to understand entire project structures efficiently without processing full source code.

agent-bridge-mcp

Enables asynchronous messaging and task handoff between Amazon Quick (local desktop) and Kiro (cloud DevSpaces) via an S3-backed message store.

Canvas MCP Server

Provides read-only access to Canvas LMS for students to retrieve courses, assignments, grades, files, discussions, and planner items. Includes optional NotebookLM integration for uploading course content to AI-powered study notebooks.

Trello MCP Server

Enables managing Trello boards, lists, cards, labels, checklists, members, and attachments through natural language via Claude Desktop.

PyTorch Documentation Search Tool

Provides semantic search capabilities over PyTorch documentation, enabling users to find relevant documentation, APIs, code examples, and error messages through Claude Code integration.

Hostaway MCP Server

Enables AI assistants to interact with Hostaway's property management platform through standardized MCP tools. Provides access to listings, bookings, guest communication, and availability checking for vacation rental management.

Azure Data Explorer MCP Server

Enables users to authenticate with Azure Data Explorer and execute KQL queries via natural language through the Model Context Protocol.

Elastic Brain ZH

An Elasticsearch-based AI memory system optimized for Chinese that enables persistent knowledge storage and complex entity relationship management via the Model Context Protocol. It features advanced semantic search using the IK analyzer and supports multi-zone memory isolation for specialized knowledge graphs.

crewhu-mcp

MCP server for Crewhu — customer feedback, employee engagement, and gamification for MSPs. Enables AI assistants to manage surveys, scores, and recognition.

CodeHealth MCP

AI-powered codebase health analysis — detects dead code, circular dependencies, coupling issues, and architectural drift. 6 MCP tools for Claude Desktop, Cursor, Windsurf, and Slack.

PR-Reviewer

Analyzes GitHub pull requests and creates detailed reports in Notion via MCP.

mcp-agent-app

Converts GeoJSON geometries into 3D triangulated meshes using a local LLM (Ollama), exposing an MCP tool for mesh generation.

Skills Wiki

AI skills marketplace, management and connector

Dokploy MCP Server

A middleware service that allows LLMs and AI assistants to directly interact with the Dokploy platform through a standardized interface, providing access to Docker, project, and application management capabilities.

qsearch

Enables AI agents to perform web searches with full content retrieval and multi-engine provenance, including trust scoring and local corpus persistence, via MCP integration.

playwright-mcp

Enables LLMs to autonomously navigate, type, click, and extract data from web pages using Playwright, without hardcoded selectors.

WhatsApp MCP Server

Enables AI agents to interact with your personal WhatsApp account, allowing them to search messages and contacts, retrieve chat history, and send messages to individuals or groups. Uses WhatsApp Web API with local data storage for privacy and security.

Tribunal TRT5: Certidão Eletrônica de Ações Trabalhistas (CEAT)

MCP server for querying official Brazilian labor lawsuit certificates (CEAT) from Tribunal TRT5, read-only and available to any MCP client over HTTP.

Pica MCP Server

Uma implementação em TypeScript do servidor do Protocolo de Contexto de Modelo para Pica, que permite aos usuários do Claude Desktop interagir com plataformas conectadas como Gmail, Google Sheets, Slack e bancos de dados por meio de comandos em linguagem natural.

google-ads-mcp

MCP server for Google Ads API — 22 tools for campaigns, keywords, RSAs, assets, audiences, geo/device performance, impression share, auction insights, and budget pacing. Community edition with B2B/agency-focused tooling beyond the official Google MCP.

ADI Chain MCP Server

Enables AI agents to query and execute ADI Chain operations, including canonical bridge deposits/withdrawals, CCIP transfers, balance checks, and funding path planning.

ML Jupyter MCP

Execute Python code with persistent state across Claude conversations using a background Jupyter kernel. Supports creating notebooks, managing virtual environments, and maintaining variables/imports between code executions.

Remote MCP Server Template (Authless)

A template for deploying custom MCP servers on Cloudflare Workers without authentication. Enables users to create and deploy their own tools accessible from Claude Desktop and AI Playground via SSE endpoints.

Email Send/Receive MCP Server

Enables sending and receiving emails through SMTP, IMAP, and POP3 protocols with support for attachments, HTML content, and email validation.

Automation Script Generator MCP Server

Processes test scenarios from user prompts to generate complete WDIO test suites with intelligent file management that analyzes existing files to determine whether to update them or create new ones.

verify-gate-mcp

Enforces that tasks are created with criteria, claimed by one agent with evidence, and verified by a different agent, preventing self-verification and ensuring independent validation.