LabscoMCP early access ↗

MCP Servers

MCP servers connect AI agents to services such as databases, search and communication tools.

✓ Official

36 publishers

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Code Review & Docs

130 MCP servers
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Context7

✓★ 60,994

Provides up-to-date, version-specific documentation and code examples for libraries directly into your prompt.

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CodeSight Context Optimizer

✓★ 1,200

CLI 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.

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Sverklo

✓★ 76

Local-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.

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Codacy

✓★ 62

Access the Codacy API to analyze code quality, coverage, and security for your repositories.

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Depwire Dependency Graph

✓★ 59

Code 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.

FreeSetup details
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Srclight

✓★ 54

Deep 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.

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Lineai MCP

✓★ 36

See what a method or database change will break, using Lineai's software dependency graph. Formerly CodeLogic.

FreeInstallation
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Archcore MCP

✓

Local stdio MCP server that lets AI coding agents read and maintain structured architecture, rules, and decisions directly from your repository.

FreeSetup details
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CodeGraphContext

★ 4,168

An MCP server that indexes local code into a graph database to provide context to AI assistants.

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Apple Developer Documentation

★ 1,300

Search Apple's official developer documentation for iOS, macOS, SwiftUI, WWDC videos, and more.

FreeSetup details
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Octocode

★ 926

A server for semantic code search and context generation across public and private repositories using LLMs.

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codegraph-rust

★ 821

A blazingly fast codebase graphRAG implementation in 100% Rust

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Mermaid

★ 601

Generate mermaid diagram and chart with AI MCP dynamically.

FreeInstallation
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SonarQube

★ 588

Provides seamless integration with SonarQube Server or Cloud, and enables analysis of code snippets directly within the agent context

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memtrace

★ 459

Memtrace 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.

FreeSetup details
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ast-grep MCP

★ 426

An experimental MCP server that uses the ast-grep CLI for code structural search, linting, and rewriting.

FreeInstallation
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Code Graph MCP

★ 397

Analyze and visualize code graphs using CodeGPT.

FreeInstallation
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tokensave

★ 348

Supercharge your Agent with Semantic Code Intelligence and save 💰 in the process!

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ctx

★ 326

Automatically builds and serves context files from codebases for AI assistants like Claude.

FreeInstallation
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MCP Tree-sitter Server

★ 310

A server for code analysis using Tree-sitter, with context management capabilities.

FreeSetup details
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llm-context

★ 302

Share code context with LLMs via Model Context Protocol or clipboard.

FreeInstallation
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Consult7 Large-Context Analysis

★ 294

Analyze large codebases and document collections using high-context models via OpenRouter, OpenAI, or Google AI -- very useful, e.g., with Claude Code

FreeInstallation
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code context engine

★ 251

A 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.

FreeSetup details
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Ant Design Components

★ 244

Provides Ant Design component documentation to large language models (LLMs), allowing them to explore and understand the components.

FreeSetup details
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SAP Documentation

★ 202

Provides offline access to SAP documentation and real-time SAP Community content.

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Lean KG

★ 199

LeanKG: Stop Burning Tokens. Start Coding Lean.

FreeSetup details
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jDocMunch Docs Navigation

★ 183

jDocMunch-MCP lets AI agents navigate documentation by section instead of reading files by brute force.

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Narsil MCP

★ 167

Blazingly fast 🔥 best in class MCP server in Rust 🦀 with neural engine, security profiling, and optional graph frontend

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Autodev Codebase

★ 119

A platform-agnostic code analysis library with semantic search capabilities and MCP server support.

FreeInstallation
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Deep Code Reasoning MCP Server

★ 107

Performs complementary code analysis by combining Claude Code and Google's Gemini AI.

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