发现优秀的 MCP 服务器

anvyl-mcp

A minimal MCP server built from scratch with no SDK, providing shell, file read/write, and URL fetch tools over Streamable HTTP and WebSocket.

Blind-Audition-MCP

A zero-cost MCP server that forces AI to self-correct code using prompt injection and context isolation.

parallelix-mcp

MCP server for the ParalleliX Compute API that lets you offload parallel inference tasks (bulk classify, extract, summarize, etc.) to a distributed network of open-source models.

plexus

An on-prem knowledge graph for AI agents that uses typed entities and relationships, enabling persistent memory and cross-agent handoff via the Model Context Protocol.

Session Handoff MCP

Preserves continuity between coding agent sessions (e.g., Claude Code and Codex) via local, structured checkpoints, enabling a checkpoint → clear → resume workflow.

Garmin Connect MCP Server

Provides Claude with read-only access to Garmin Connect data including daily health metrics, training status, activity details, and trends through 32 tools.

StudioSync

Real-time sync between Roblox Studio and VS Code with a local REST API and MCP interface for AI agents to read and edit Roblox game scripts and instances.

coverage-orchestrator-mcp

Drives test coverage toward target thresholds by coordinating workspace test execution with code-tree-mcp uncovered-symbol analysis.

google-search-console-mcp

Query Google Search Console search analytics, inspect URL indexing status, manage sitemaps, and analyze keyword performance. 13 tools covering search queries, page performance, sitemap management, and index coverage.

spanner-mcp-server

Enables read-only SQL queries and schema introspection for Google Cloud Spanner, supporting both GoogleSQL and PostgreSQL dialects.

Naveen Ayalla

A TypeScript/Node.js MCP toolkit with servers for code search, docs, databases, OpenAPI, Git, and shell-based developer workflows.

discorg-mcp

MCP server for Discogs that enables searching the catalog, managing collections and wantlists, and handling marketplace and orders via the Discogs API.

x402-starter

Enables AI agents to pay-per-call for Cloudflare Worker APIs using USDC micropayments, with automatic MCP tool discovery and Bazaar listing.

claude-intercom

Enables Claude Code sessions to communicate with each other, allowing discovery, messaging, and synchronous queries across sessions.

Penrose MCP Server

使用 Penrose 的领域特定语言，通过自然语言促进数学图表的创建，从而可以定义数学类型、关系和视觉表示规则。

Pagila MCP Server

Enables interaction with the Pagila sample PostgreSQL database through natural language queries and SQL execution, supporting safe SELECT operations and text-to-SQL conversion.

marketcal

Provides correct trading day and settlement date calculations for multiple exchanges, with no external API calls.

MCP SwitchBoard 🎛️

一个用于管理多个 MCP 服务器及其相关工具的 GUI MCP 配电盘

Penpot MCP Server

Enables AI agents to programmatically access self-hosted Penpot instances to read, create, modify, and export design elements through natural language. It provides 66 tools for managing projects, shapes, design tokens, and comments using a dual-access strategy of direct database reads and RPC API writes.

Cube MCP Server

Enables users to interact with Cube's AI agent for real-time analytics and data exploration through a chat interface. It supports generating data visualizations, performing SQL queries, and analyzing trends using natural language.

Amem

Self-hosted, local-first knowledge graph and memory server for AI agents. Enables agents to persist, recall, and organize knowledge through MCP with automatic distillation, deduplication, and cross-linking.

Autonomous QA Engineer MCP

Provides MCP tools that give LLM agents a full QA engineer workflow: scanning projects, generating deterministic test suites, executing them across browser/API/mobile, diagnosing failures, and proposing fixes that require human approval.

remote-mcp-authless

A remote MCP server deployed on Cloudflare Workers without authentication, enabling integration with AI Playground and Claude Desktop.

Axom MCP Server

Provides persistent SQLite-based memory and unified tool abstraction for AI agents to support long-term context and complex tool chaining. It enables automated code analysis, file operations, and environment discovery through a standardized interface.

WetLab-MCP

Enables AI-assisted molecular biology experiment design with tools for qPCR primer design, cloning strategy optimization, TaqMan probe design, and multiplex compatibility analysis.

Arkiv MCP Server

Enables AI agents to query entities from Arkiv database chains using a SQL-like filter expression, with pagination and configurable fields.

cursor-chat-bridge

Enables remote control of the Cursor AI agent via chat platforms like GitHub Issues or Telegram, allowing users to start sessions and receive summaries and prompts in a chat thread.

shellphone

Bridges Claude Code and Claude Chat by exposing session digests as MCP resources and allowing instruction queuing from Chat to Code.

ai-testcase-generator-mcp

Generates comprehensive API test plans (positive, negative, and boundary/edge cases) from endpoint metadata using LLMs, and exports them as Excel files.

Jupyter Notebook MCP Server

Provides tools for interacting with Jupyter notebooks, allowing users to read, add, and execute notebook cells. It supports full notebook execution and metadata retrieval through the FastMCP framework.