Discover Awesome MCP Servers

pubmed-search-mcp

An intelligent research assistant MCP server for AI agents, providing task-oriented literature search and analysis across multiple academic databases.

Hexis

A git-backed MCP server that centrally manages AI agent skills, tools, and knowledge with role-based access, change requests, and a remote OAuth 2.1 endpoint.

MemoryVault MCP

A self-hosted, graph-aware memory server for AI assistants that provides persistent memory across sessions with hybrid search and knowledge graph capabilities.

Playwright MCP

Enables AI assistants to interact with web browsers in real-time through Playwright, providing DOM access, screenshots, and interaction recording to generate accurate, context-aware test scripts.

MCP Server Kubernetes

Enables comprehensive Kubernetes cluster management through kubectl operations, Helm chart deployments, pod troubleshooting, and node management. Supports both read-only and full cluster administration capabilities with built-in safety features.

TheAlmanac

Enables programmers to search, download, and access up-to-date API and software documentation through MCP tools, integrating with LLMs like Claude for Desktop.

pith

MCP server for task management that enables AI agents to read, create, update tasks, and track work sessions, allowing agents and humans to collaborate on the same task board.

qiskit-sim-mcp

This MCP server enables Claude Desktop to create, visualize, and simulate quantum circuits using Qiskit and Qiskit Aer, with support for preset circuits, custom QASM, and noise modeling.

Weather MCP Server

A real-time weather query server based on the HelloAgents framework that provides weather data for major Chinese cities and global locations via the wttr.in API. It allows users to retrieve temperature, humidity, and atmospheric conditions without requiring an API key.

EcoGO Flights

인도 항공편 예약 MCP

Clockify MCP

Clockify MCP

Wasapi MCP Server

Enables managing WhatsApp Business accounts through natural language, including sending messages, managing contacts, and querying conversations.

MCP-Based Enterprise Knowledge Search Assistant

Enables enterprise knowledge search through a chat interface, comparing traditional RAG with MCP-driven retrieval using hybrid BM25 and dense vector search, Ollama-powered answer generation, and question routing to domain-specific retrieval tools.

passive-aggression

Analyzes text for passive-aggressive language, returning severity score, flagged phrases, and suggested direct responses.

Jarvis

MCP server for designing drones and related physical systems through natural language in Spanish, with deterministic calculation and simulation.

Simple Console MCP

A minimal browser debugging MCP server that monitors Chrome Console logs and executes JavaScript. 97% lighter than full DevTools alternatives, providing just 4 essential tools for efficient debugging without consuming excessive context tokens.

NSE-MCP

Exposes live Indian stock market data from the National Stock Exchange (NSE) via 17 tools covering bulk/block deals, institutional flows, market data, corporate events, and short selling.

openbeautyfacts

Enables querying Open Beauty Facts product data through natural language, using the Pipeworx MCP gateway.

gh-review-queue-mcp

MCP server that ranks and deduplicates your GitHub pull request review queue across direct requests, team requests, and your own waiting PRs into a single prioritized list via one get_review_queue tool.

mcp-macclean

Local multi-package manager cache cleaning MCP service that safely discovers, previews, and cleans caches for Maven, pnpm, npm, yarn, pip, uv, and Go.

youtube-transcript-mcp

An MCP server that gives Claude access to YouTube video transcripts. Extract full transcripts, search for keywords with timestamps, and get direct YouTube links to matching moments.

ChemMCP

A chemistry computation platform providing 19 professional tools for molecular structure processing, including SMILES conversions, molecular calculations, functional group identification, visualization, and AI-powered molecule generation and description.

BountyVerdict

MCP server offering seven paid bounded decision APIs for autonomous coding agents, including diagnosing GitHub Actions failures, classifying flaky tests, auditing skills, and comparing bounties, all settled via x402 Base USDC.

DataProbe MCP

A minimal MCP server for DataProbe data question answering and read-only SQL queries, supporting stdio and streamable HTTP modes.

MSSQL MCP Server

MCP server for executing SQL queries and managing connections to Microsoft SQL Server databases.

mt5-mcp

An MCP server for AI agents to inspect and trade against MetaTrader 5, with offline mock mode for CI and demos.

springboot-test-mcp

A Spring Boot REST API testing server that supports functional testing with assertions, database queries, and performance testing with configurable concurrency and stress testing.

sui-ops-bot-mcp

MCP server for managing developer escalations: turns Slack messages into tracked issues in Google Sheets, with tools to post messages, check status, get weekly reports, mark solved, and ping.

SQLite-Anet-MCP Server

SQLite-Anet-MCP 서버: AI 에이전트를 위한 초고속 Rust 기반 SQLite 서버입니다. JSON-RPC로 통신하고, 인사이트를 저장하며, 전문가처럼 데이터베이스를 관리하세요.

altium-mcp

Enables querying PCB and schematic data and driving DelphiScript automation in Altium Designer via MCP.