搜索文档、Skill 和 MCP
该分类共 36 个 MCP Server。分类自动生成，仅供参考。
DeusData/codebase-memory-mcp46kHigh-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.
github/github-mcp-server33kGitHub's official MCP Server
oraios/serena30kA powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent
FlorianBruniaux/claude-code-ultimate-guide6.1kThe most comprehensive Claude Code guide: agentic workflows, hooks, skills, MCP servers, quizzes, and production-ready templates. 430K+ lines.
jgravelle/jcodemunch-mcp2.7kCut 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.
matlab/matlab-mcp-server1.6kRun 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.
isaacphi/mcp-language-server1.6kmcp-language-server gives MCP enabled clients access semantic tools like get definition, references, rename, and diagnostics.
nicobailon/pi-mcp-adapter1.6kToken-efficient MCP adapter for Pi coding agent
aoci-spec/aoci-code1.3kA 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.
zhitongblog/solomd1.2kA 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.
xyTom/coding-tools-mcp1.2kGive any AI agent the ability to code
ref-tools/ref-tools-mcp1.2kProvide your AI coding tools with token-efficient access to up-to-date technical documentation for…
JetBrains/mcp-jetbrains962A model context protocol server to work with JetBrains IDEs: IntelliJ, PyCharm, WebStorm, etc. Also, works with Android Studio
riponcm/projectmem855Open-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.
mnemox-ai/idea-reality-mcp822Pre-build reality check for AI coding agents. Scans GitHub, HN, npm, PyPI, Product Hunt. MCP server. 290+ stars.
dadbodgeoff/drift790Codebase intelligence for AI. Detects patterns & conventions + remembers decisions across sessions. MCP server for any IDE. Offline CLI.
bartolli/codanna755Local code intelligence MCP server and CLI for AI coding agents
infragate/capa724One capabilities.yaml wires skills, tools, rules, sub-agents, MCP servers, and plugins into Cursor, Claude Code, Codex, Windsurf, GitHub Copilot, and 30+ other AI coding agents
ruvnet/metaharness694🛠️ 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).
etsd-tech/mcp-pointer599MCP tool: let you point at DOM elements for your favorite agentic coding tool. Let AI see what you see.
TheDecipherist/claude-code-mastery549The complete guide to Claude Code: CLAUDE.md, hooks, skills, MCP servers, and commands
sv-number/mcp-server545MCP server for AI agents that need a phone number: order a private number in 200+ countries, read the SMS verification code, hand it back. The widest country coverage in the category, and you can check it with one API call.
ooples/token-optimizer-mcp541Measure token savings per AI coding agent, optimize context, and share a live local knowledge graph across 16 CLI clients.
Cranot/roam-code517Local codebase intelligence CLI + MCP server for AI coding agents: SQLite code graph, 28 languages, 287 commands, 246 MCP tools, change-safety gates, audit evidence, zero API keys.