Discover Awesome MCP Servers

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.

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.

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

インドのフライト予約 MCP

Clockify MCP

Clockify MCP

Wasapi MCP Server

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

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.

k-phi

Enables AI assistants to perform anonymous financial analysis on uploaded general ledger (GL) exports, covering ratios, DSCR, cash flow, and other diagnostics, with deep links to the K-Phi platform for conversion.

Releases MCP Server

A registry of product release notes from across the web, normalized, summarized, and queryable via MCP. Enables agents and developers to search and retrieve the latest releases from hundreds of vendors.

AgentHub

A local MCP server that orchestrates multi-agent coding teams by spawning workers, delegating tasks, and managing session lifecycles through an external MCP client.

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.

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 Server：AIエージェント向けの超高速なRust製SQLiteサーバー。JSON-RPCで通信し、インサイトを保存し、データベースをプロのように管理できます。

altium-mcp

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

actual-mcp-server

MCP server that connects AI assistants to Actual Budget for budget management, enabling natural language queries, transaction creation, and spending analysis.

foundry-cli

MCP server for managing Foundry VTT journal content (entries, categories, pages) and listing actors, enabling AI-assisted world-building via natural language commands.

MSSQL MCP Server

GitHubでアカウントを作成して、thochi/mssql-mcp-serverの開発に貢献しましょう。

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.

PostgreSQL MCP Server

Enables AI assistants to query and manage local PostgreSQL databases through SQL execution and schema exploration tools. It supports both read-only queries and write operations including table creation and data modification via natural language.