发现优秀的 MCP 服务器

Voice-AGI MCP Server

An advanced MCP server that provides stateful voice-controlled AGI capabilities with local STT, TTS, and intent detection. It enables users to execute tools, manage memory, and conduct research through natural multi-turn dialogue with low-latency performance tracking.

dashboardbase

MCP server that validates dashboardbase setup files and widget endpoint responses against the dashboardbase JSON contract, reporting errors and warnings before deployment.

Project Context MCP

Enables coding agents to incrementally index project text and code, persist decisions and constraints with clear sources, and assemble focused project context across sessions via MCP.

intent-engineering

An MCP server that exposes three tools for auditing, scaffolding, and triaging agent intent specs against a unified template, helping prevent intent failures in AI agents.

web-scraper

Enables extracting clean, structured markdown from any URL—stripping nav, ads, and scripts—for RAG pipelines and AI research agents, with pay-per-call micropayments via x402.

EVE ESI Tool

An MCP server that integrates EVE Online's ESI API with AI assistants to enable natural language interaction with character data, market information, and assets. It provides 22 tools for managing skills, wallet balances, ship fittings, and more directly through AI-powered clients.

s3-mcp

MCP server for AWS S3 and compatible object stores, enabling LLM clients to browse buckets and fetch objects.

robotstxt-ai-mcp

Analyze and generate robots.txt files with AI crawler awareness. Fetch any site's robots.txt, detect which AI bots (GPTBot, ClaudeBot, PerplexityBot, Google-Extended) are blocked or allowed, and generate optimized robots.txt with toggle controls for 20+ AI crawlers.

Shared Workspace MCP

Local-first memory, pipelines, learning, feedback, and safe code tools for AI coding agents.

Repo Recap

Enables Claude to query GitHub repositories in plain English, fetching recent activity, release notes, issue triage, and health summaries via the GitHub API.

SportMCP

Gives any MCP-compatible AI assistant secure, read-only access to your personal Strava fitness data, including activities, segments, routes, gear, and more through natural language.

dosbox-mcp

Bridges AI agents to a DOSBox emulator, enabling control of DOS programs via MCP tools for typing, screen reading, video capture, Lua scripting, and memory access.

vnyan-mcp

Enables full control and observation of VNyan VTuber avatar software from any MCP client, including reading and writing parameters, triggers, blendshapes, bones, node graphs, and settings.

whatsapp-connect-mcp

Enables MCP clients to read, search, and send WhatsApp messages with a server-enforced send gate for safety.

Git MCP Server

Enables issue-to-code automation for GitHub and GitLab by connecting AI assistants (Claude Code, Gemini CLI, Codex) via MCP, with slash commands for issue analysis, planning, implementation, testing, documentation, and PR creation.

sqlens-mcp

Provides Claude with read-only access to local development databases (Postgres, MySQL, SQLite) to inspect schemas, run SELECT queries, and explain query plans without leaving the conversation.

Bilinc

Hosted memory for coding agents, exposing commit_mem, recall, and status over stdio. Each write carries provenance, contradictions surface as inspectable state changes, and a bad run can be rolled back from a snapshot.

Memory MCP

一个模型上下文协议服务器，允许用户使用 SQLite 存储来存储、检索、更新和删除记忆。 (Or, a slightly more formal and technical translation:) 一个模型上下文协议服务器，该服务器允许用户使用 SQLite 存储机制进行记忆的存储、检索、更新和删除操作。

compliance-mcp

Provides regulatory and compliance intelligence from free government sources, including rules, recalls, enforcement actions, and comment deadlines, classified by industry and severity.

AI Calendar Assistant

Provides a set of MCP tools to manage Google Calendar events via natural language, allowing creation, querying, updating, and deletion of events through a local LLM (Ollama) and MCP client.

mcp-server-plus

A TypeScript toolkit for building Model Context Protocol servers with tools, prompts, resources, middleware, and testing helpers, reducing boilerplate.

MCPist

A gateway service that connects AI assistants to numerous external tools like Notion, GitHub, and Google Workspace through a single Model Context Protocol endpoint. It provides a centralized hub for managing multiple tool integrations with secure authentication and a unified API architecture.

am-memory

Persistent memory for Claude Code — a self-evolving knowledge layer that survives across sessions, grows from every conversation, and surfaces relevant context automatically.

MCP NVD Server

A Model Context Protocol server that retrieves CVE information from the National Vulnerability Database, allowing AI models to access up-to-date vulnerability data.

pg-mcp

PG-MCP 是一个 HTTP 服务器实现，它使 AI 系统能够通过 MCP 与 PostgreSQL 数据库进行交互，并提供查询、连接到多个数据库以及浏览模式资源的工具。该系统通过从数据库目录中提取表/列描述来丰富上下文。

🎨 Ideogram MCP Server

镜子 (jìng zi)

Prompt Auto-Optimizer MCP

An MCP server that automatically optimizes AI prompts using evolutionary algorithms, helping improve prompt performance, creativity, and reliability through iterative testing and refinement.

oss-intel-mcp

Open source intelligence for AI agents — GitHub project-health scoring, package dependency-risk analysis, trending repositories, license checks, and side-by-side package comparison.

MCP Memory Server

A persistent local vector memory server that allows users to store and search project-specific context using LanceDB and local embeddings. It enables MCP-compliant editors to maintain long-term memory across different projects without requiring external API keys.