MCP Server
近 7 天 star 增长最多的 MCP Server,每天更新。
近 30 天近 7 天增长
- DE

第 1 名 codebase-memory-mcp
DeusData/codebase-memory-mcp
High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.
近 7 天新增 577 个 starGitHub stars46k - AO

第 2 名 aoci-code
aoci-spec/aoci-code
A persistent, Git-versioned map of your whole codebase and database schema that coding agents read before they touch anything. Local-first MCP server + CLI in Go: a governed repository index of code knowledge that gives Claude Code, Codex, Cursor, and opencode long-term context, memory, and code intelligence.
近 7 天新增 364 个 starGitHub stars1.5k - OR

第 3 名 serena
oraios/serena
A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent
近 7 天新增 210 个 starGitHub stars30k
- 4MO
近 7 天新增 191 个 starGit官方
modelcontextprotocol/serversTools to read, search, and manipulate Git repositories
- 5GI
近 7 天新增 155 个 stargithub/github-mcp-serverGitHub's official MCP Server
- 6ZH
近 7 天新增 50 个 starzhitongblog/solomdA markdown editor — and the bridge to your LLM. Local-first, MIT, ~15 MB. Bundled MCP server lets Claude Code / Codex / Cursor drive your vault directly. 14 AI providers BYOK.
- 7FL
近 7 天新增 45 个 starFlorianBruniaux/claude-code-ultimate-guideThe most comprehensive Claude Code guide: agentic workflows, hooks, skills, MCP servers, quizzes, and production-ready templates. 430K+ lines.
- 8MA
近 7 天新增 32 个 starmatlab/matlab-mcp-serverRun MATLAB® using AI applications with the official MATLAB MCP Server from MathWorks®. This MCP server for MATLAB supports a wide range of coding agents like Claude Code® and Visual Studio® Code.
- 9JG
近 7 天新增 24 个 starjgravelle/jcodemunch-mcpCut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved.
- 10MJ
近 7 天新增 15 个 starmjyoo2/OverleafMCPModel Context Protocol (MCP) server that lets AI assistants read Overleaf projects, parse LaTeX document structure, and push section-level edits back via Git. Compatible with Claude Desktop, Cursor, Windsurf, and any MCP client.
- 11NI
近 7 天新增 14 个 starnicobailon/pi-mcp-adapterToken-efficient MCP adapter for Pi coding agent
- 12XY
近 7 天新增 13 个 starxyTom/coding-tools-mcpGive any AI agent the ability to code
- 13RI
近 7 天新增 12 个 starriponcm/projectmemOpen-source coding agents memory. Records issues, attempts, fixes and decisions, then warns your agent before it repeats an approach that already failed. Native MCP server for Claude Code, Cursor, Antigravity and Codex. 100% local, no cloud, no telemetry. MIT.
- 14RU
近 7 天新增 10 个 starruvnet/metaharness🛠️ The meta-harness for AI agents — scaffold your own focused, branded agent harness with its own npx CLI, MCP server, memory, learning loop, and witness-signed releases. Works with Claude Code, Codex, pi.dev, Hermes, OpenClaw, and RVM (hardware-isolated sandbox).
- 15MI
近 7 天新增 10 个 starmilisp/mcp-linkerMCP store. Discover, add & syncs configuration manager across clients like Claude code, Codex, Cursor💡mcphub
- 16OO
近 7 天新增 6 个 starooples/token-optimizer-mcpMeasure token savings per AI coding agent, optimize context, and share a live local knowledge graph across 16 CLI clients.
- 17IS
近 7 天新增 5 个 starisaacphi/mcp-language-servermcp-language-server gives MCP enabled clients access semantic tools like get definition, references, rename, and diagnostics.
- 18BA
近 7 天新增 5 个 starbartolli/codannaLocal code intelligence MCP server and CLI for AI coding agents
- 19RE
近 7 天新增 4 个 starref-tools/ref-tools-mcpProvide your AI coding tools with token-efficient access to up-to-date technical documentation for…
- 20TH
近 7 天新增 4 个 starTheDecipherist/claude-code-masteryThe complete guide to Claude Code: CLAUDE.md, hooks, skills, MCP servers, and commands
- 21EL
近 7 天新增 3 个 starelara-labs/code-context-engineSave 94% on AI coding tokens. Index your codebase, agents search instead of reading files. Works with Claude Code, Codex, Copilot, Cursor, Gemini CLI. Local MCP server, free, open source.
- 22VI
近 7 天新增 2 个 starVikashLoomba/copilot-mcpA VSCode extension that lets you find and install Agent Skills and MCP Apps to use with GitHub Copilot, Claude Code, and Codex CLI.
- 23MC
近 7 天新增 2 个 starmcpware/cross-code-organizerCross-Code Organizer (formerly Claude Code Organizer): cross-harness config dashboard for Claude Code, Codex CLI, MCP servers, skills, memories, agents, sessions, security scanning, context budget, and backups.
- 24JE
近 7 天新增 1 个 starJetBrains/mcp-jetbrainsA model context protocol server to work with JetBrains IDEs: IntelliJ, PyCharm, WebStorm, etc. Also, works with Android Studio