MCP Servers
MCP servers connect AI agents to services such as databases, search and communication tools.
✓ Official
36 publishersSelect a publisher to filter the entries listed on Labsco.
modelcontextprotocol17 servers
google2 servers
googleapis2 servers
microsoft8 servers
azure3 servers
github2 servers
awslabs9 servers
bytedance1 server
stripe2 servers
cloudflare3 servers
vercel1 server
figma1 server
makenotion1 server
atlassian1 server
supabase1 server
redis2 servers
elastic1 server
jetbrains1 server
ibm2 servers
getsentry4 servers
grafana2 servers
hashicorp1 server
brave1 server
firebase1 server
browserbase1 server
apify1 server
firecrawl1 server
mendableai1 server
clickhouse1 server
neondatabase1 server
upstash2 servers
qdrant2 servers
resend1 server
e2b-dev1 server
exa-labs1 server
mastra-ai1 serverCode Review & Docs
130 MCP serversContext7
✓★ 60,994Provides up-to-date, version-specific documentation and code examples for libraries directly into your prompt.
CodeSight Context Optimizer
✓★ 1,200CLI token optimizer and AI context generator with built-in MCP server. Scans codebases to extract routes, schema, components, and dependencies 9x–13x token reduction for Claude Code, Cursor, Copilot, Codex, and Windsurf.
Sverklo
✓★ 76Local-first code intelligence MCP server. Hybrid BM25 + ONNX vector search, symbol-level impact analysis, diff-aware PR review with risk scoring, and persistent memory tied to git state. 20 tools, MIT licensed.
Codacy
✓★ 62Access the Codacy API to analyze code quality, coverage, and security for your repositories.
Depwire Dependency Graph
✓★ 59Code dependency graph and AI context engine. 10 MCP tools that give Claude, Cursor, and any MCP client full codebase context — impact analysis, dependency tracing, architecture summaries, and interactive arc diagram visualization. Supports TypeScript, JavaScript, Python, and Go.
Srclight
✓★ 54Deep code indexing for AI agents — 25 MCP tools: hybrid FTS5 + embedding search, call graphs, git blame/hotspots, build system analysis. Multi-repo workspaces, GPU-accelerated semantic search, 10 languages. Fully local, zero cloud dependencies.
Lineai MCP
✓★ 36See what a method or database change will break, using Lineai's software dependency graph. Formerly CodeLogic.
Archcore MCP
✓Local stdio MCP server that lets AI coding agents read and maintain structured architecture, rules, and decisions directly from your repository.
CodeGraphContext
★ 4,168An MCP server that indexes local code into a graph database to provide context to AI assistants.
Apple Developer Documentation
★ 1,300Search Apple's official developer documentation for iOS, macOS, SwiftUI, WWDC videos, and more.
Octocode
★ 926A server for semantic code search and context generation across public and private repositories using LLMs.
codegraph-rust
★ 821A blazingly fast codebase graphRAG implementation in 100% Rust
Mermaid
★ 601Generate mermaid diagram and chart with AI MCP dynamically.
SonarQube
★ 588Provides seamless integration with SonarQube Server or Cloud, and enables analysis of code snippets directly within the agent context
memtrace
★ 459Memtrace gives AI coding agents structural memory — your codebase as a live knowledge graph so agents stop re-deriving code structure from scratch and start reasoning from fact.
ast-grep MCP
★ 426An experimental MCP server that uses the ast-grep CLI for code structural search, linting, and rewriting.
Code Graph MCP
★ 397Analyze and visualize code graphs using CodeGPT.
tokensave
★ 348Supercharge your Agent with Semantic Code Intelligence and save 💰 in the process!
ctx
★ 326Automatically builds and serves context files from codebases for AI assistants like Claude.
MCP Tree-sitter Server
★ 310A server for code analysis using Tree-sitter, with context management capabilities.
llm-context
★ 302Share code context with LLMs via Model Context Protocol or clipboard.
Consult7 Large-Context Analysis
★ 294Analyze large codebases and document collections using high-context models via OpenRouter, OpenAI, or Google AI -- very useful, e.g., with Claude Code
code context engine
★ 251A local MCP server for AI coding agents. AST-aware indexing, semantic search, and automatic compression. Your agent stops re-reading your entire codebase every session.
Ant Design Components
★ 244Provides Ant Design component documentation to large language models (LLMs), allowing them to explore and understand the components.
SAP Documentation
★ 202Provides offline access to SAP documentation and real-time SAP Community content.
Lean KG
★ 199LeanKG: Stop Burning Tokens. Start Coding Lean.
jDocMunch Docs Navigation
★ 183jDocMunch-MCP lets AI agents navigate documentation by section instead of reading files by brute force.
Narsil MCP
★ 167Blazingly fast 🔥 best in class MCP server in Rust 🦀 with neural engine, security profiling, and optional graph frontend
Autodev Codebase
★ 119A platform-agnostic code analysis library with semantic search capabilities and MCP server support.
Deep Code Reasoning MCP Server
★ 107Performs complementary code analysis by combining Claude Code and Google's Gemini AI.