Discover Awesome MCP Servers

Rust Minidump MCP

Analyzes application crash dumps and extracts debug symbols, transforming Windows minidump files into readable stack traces and providing AI-powered crash analysis to help identify root causes and fix critical issues.

Herald

The self-hosted MCP bridge between Claude Chat and Claude Code.

mcp_repod27deec8-0d1e-446e-b4d2-f2860d808f71

Ini adalah repositori pengujian yang dibuat oleh skrip pengujian MCP Server untuk GitHub.

Memory MCP

A knowledge-graph-based memory system for AI agents that enables persistent information storage between conversations.

qyweixin_bot_mcp_server

企业微信群通知机器人

Liana-MCP

Enables natural language interface for single-cell RNA-Seq analysis using Liana. Supports reading/writing scRNA-Seq data, cell-cell communication analysis, and visualization through circle plots and dotplots.

Arthor-Agent

AI agent for security teams: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base, OpenAI/Ollama. Risks, compliance gaps, remediations. MIT.

datto-bcdr-mcp

An MCP server for Datto BCDR (Business Continuity and Disaster Recovery), enabling management of backup jobs, restore points, and disaster recovery operations through Datto's API.

Bookstore MCP Server

Enables users to manage and interact with a bookstore through natural language, supporting book searching, inventory checking, purchasing, and restocking operations. Provides seamless integration with AI assistants for complete bookstore management functionality.

RAG-MCP

A Python server that enables retrieval-augmented generation through semantic, question/answer, and style search modalities using PostgreSQL and pgvector for embedding storage and retrieval.

MCP Server

mcp-server

automatelab-ai-seo

Vendor-agnostic MCP server that audits, scores, and rewrites web pages for AI-citation eligibility. No API keys. No registration. Works in Claude Desktop, Cursor, Cline, Windsurf, VS Code (Copilot / Continue), and any client that speaks the Model Context Protocol.

SSH MCP Server

Enables SSH connectivity and remote command execution on servers, allowing users to test connections and run commands remotely with support for both local networks and public servers.

Motion MCP Server

Connects AI assistants to Motion for comprehensive task and project management, including creating/updating tasks, managing projects, handling workspaces, comments, and recurring tasks with smart rate limiting.

Daiso MCP Server

Connects AI models to real-time search and inventory data for major South Korean retail chains, convenience stores, and cinemas. It enables users to check product availability at stores like Daiso and Olive Young, or view movie schedules at CGV and Megabox.

Harness Engineering MCP

Enables AI coding environments to enforce engineering governance through MCP tools and resources for init, check, route, and review workflows.

Jokes MCP Server

Delivers Chuck Norris jokes and Dad jokes on demand through Microsoft Copilot Studio and GitHub Copilot. Demonstrates how to deploy and integrate MCP servers with Microsoft's AI platforms.

mcp-swagger

Aktifkan server MCP untuk menggunakan deskripsi Swagger dalam memanggil API.

Infactory TypeScript SDK

Infactory TypeScript SDK untuk digunakan dengan Infactory Workshop, MCP Server, dan API.

intervals-icu-mcp

Read/write MCP server for Intervals.icu — 51 tools spanning activities, streams, wellness, calendar, gear, and sport zones, plus structured workout generation with a built-in syntax reference for cycling, running, and swimming.

Comet MCP

Connects Claude to Perplexity Comet's agentic browser for autonomous web browsing, deep research, and real-time task monitoring. Enables Claude to delegate web research tasks and receive comprehensive results through multiple browsing modes.

Deslop MCP Server

Detects and automatically removes AI-generated code slop patterns like redundant comments, verbose logging, and unnecessary error handling across multiple programming languages.

etfedge-mcp

Read-only MCP server for Taiwan active ETF research database, providing tools to list ETFs, track buy/sell deltas, view stock history and PnL, and find consensus buys across ETFs.

hyperd-mcp

Pre-trade DeFi intelligence for AI agents. 20 paid x402 endpoints, USDC on Base.

Grafana MCP Server

Enables AI assistants to interact with Grafana dashboards, datasources, alerts, incidents, and monitoring data through 43 comprehensive tools. Supports querying Prometheus metrics, Loki logs, managing incidents, and dashboard operations with full authentication support.

Status Observer MCP

Status Observer MCP

PostgreSQL MCP Server

Enables querying PostgreSQL database metadata including table lists and schema information through the MCP protocol. Supports stdio transport for Cursor/IDE integration as well as HTTP transport with health check endpoints.

SEO Research MCP

Enables AI coding assistants to perform SEO research tasks including backlink analysis, keyword research, traffic estimation, and keyword difficulty analysis using Ahrefs data directly within IDEs.

mcp-server-python

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