发现优秀的 MCP 服务器

rag-mcp

Enables indexing local documents (PDF, Markdown, text, code) into a knowledge base and querying them via semantic search using local embeddings, all running privately on your machine.

MCP Server: SSH Rails Runner

镜子 (jìng zi)

HKC Memory Server

An MCP server for managing persistent AI memory using hybrid search (keyword + semantic vector) with SQLite storage and offline-first local embeddings.

RetellAI MCP Server

Enables AI assistants to manage RetellAI voice services including calls, agents, phone numbers, and voices through natural language.

Crawl4Claude

A comprehensive, domain-agnostic documentation scraping and AI integration toolkit. Scrape any documentation website, create structured databases, and integrate with Claude Desktop via MCP (Model Context Protocol) for seamless AI-powered documentation assistance.

AI Battle MCP

A multi-user AI group chat server via MCP that lets multiple users' AI agents join a shared discussion room to debate topics and reach convergence.

API Manager

Enables secure management of API keys through an encrypted environment file with automatic categorization, search functionality, and backup operations. Provides comprehensive API key organization with value masking, audit trails, and export capabilities for safe credential management.

rlm-mcp

MCP server that enables verified code execution with LLM reasoning using Recursive Language Models (RLM). It supports tasks like code generation, data analysis, and complex task decomposition.

mcp-atlassian

MCP server for Atlassian products (Confluence, Jira, Bitbucket, and Xray for Jira) supporting Cloud and Server/Data Center deployments.

office365-mcp-server

Provides 45 tools for managing Office 365 via Microsoft Graph API, enabling email, calendar, file, contact, Teams, and task operations through natural language in Claude Code CLI.

preloop

MCP proxy & AI automation platform with a human approval layer

MCP-Servers

MCP 服务器的仓库 (MCP fúwùqì de cāngkù)

Repomix

Repomix MCP 服务器通过将本地或远程代码仓库打包成优化的单个文件，使 AI 模型能够高效地分析代码库。它利用 Tree-sitter 进行智能压缩，在保留代码结构和关键签名的同时，显著减少 token 的使用。

repro-mcp

An MCP server that logs AI-assisted scientific computing sessions, capturing prompts, responses, decisions, and environment snapshots to human-readable markdown files for reproducibility.

atlas-mcp-server

ATLAS (自适应任务与逻辑自动化系统) 是一个模型上下文协议服务器，它为大型语言模型提供分层任务管理能力。该工具为大型语言模型提供了管理复杂任务和依赖关系所需的结构和上下文。

Better Writer MCP

Generates natural, fluent Chinese content that reads like human writing using the Qwen3-Next-80B-A3B model. Supports web search for latest information and direct file saving with customizable writing rules.

keyscope-mcp

AI-native oscilloscope control. A pure-Python MCP service that lets LLM agents control Keysight EDUX1052G oscilloscopes via a compact DSL.

Run:AI MCP Server

Enables LLM agents to control NVIDIA Run:AI infrastructure by dynamically searching and executing over 426 Run:AI APIs through MCP tools.

Codacy MCP Server

Codacy 的 MCP 服务器实现 (Codacy de MCP fuwuqi shixian)

MCP Server GDB

一个基于 MCP 协议的 GDB/MI 协议服务器，提供远程应用程序调试功能。

Oura MCP

Provides LLMs with access to Oura Ring health data including sleep metrics, activity tracking, heart rate, readiness scores, and other wellness insights through the Oura API v2.

tiingo-mcp

An MCP server that wraps the Tiingo financial data API, enabling access to stocks, forex, crypto, news, fundamentals, and corporate actions through natural language.

icloud-mcp

Enables calendar management with iCloud through CalDAV, allowing users to list, create, update, and delete events via a standardized API.

hop-mcp

Manages parallel Git worktrees, enabling work on multiple branches simultaneously without stashing or context switching.

Zeek-MCP

A Model Context Protocol server that integrates Zeek network analysis capabilities with LLM chatbots, allowing them to analyze PCAP files and parse network logs through natural language interactions.

mcp-server-solidworks

这个 MCP 服务器集成了 SolidWorks API，并将其结构化为与 Claude 兼容的上下文流。

Oracle Context MCP Server

Provides AI agents with secure, natural-language access to Oracle Cloud Infrastructure through 69 tools covering services like compute, storage, networking, and databases. It features deep IAM integration and supports deployment across platforms like Claude Desktop, Cursor, and OCI Generative AI.

MCP Nexus

A single MCP endpoint for AI agents to browse, inspect, and call tools from multiple upstream MCP servers without loading all schemas upfront, reducing context overhead.

jupyter-editor-mcp

An MCP server for programmatically editing Jupyter notebooks, offering 29 tools for reading, modifying, and batch-processing notebooks without requiring a Jupyter server.