MCP Servers

Grafana

✓★ 3,200

Search dashboards, investigate incidents and query datasources in your Grafana instance

Apple Developer Documentation

★ 1,300

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

Code Index MCP

★ 977

A server for code indexing, searching, and analysis, enabling LLMs to interact with code repositories.

Octocode MCP

★ 875

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

Context Portal MCP (ConPort)

★ 763

A server for managing structured project context using SQLite, with support for vector embeddings for semantic search and Retrieval Augmented Generation (RAG).

Apple Doc MCP

★ 623

Search Apple's Developer Documentation with smart search and wildcard support.

ast-grep MCP

★ 426

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

MCP Reasoner

★ 275

A reasoning engine with multiple strategies, including Beam Search and Monte Carlo Tree Search.

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.

Omega Memory

★ 178

Persistent memory for AI coding agents with semantic search, contradiction detection, memory decay, and cross-session learning. 25 MCP tools, local-first, #1 on LongMemEval (95.4%).

Autodev Codebase

★ 119

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

MCP Tool Kit

★ 109

A modular server for building AI agents with a unified interface for tools like file operations, web search, browser automation, and financial data.

CodeAlive MCP

★ 82

Provides semantic code search and codebase interaction features via the CodeAlive API.

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.

MCPunk

★ 56

Explore and understand codebases through conversation by breaking files into logical chunks for searching and querying without embeddings.

Code-Index-MCP

★ 54

A local-first code indexer that enhances LLMs with deep code understanding. It integrates with AI assistants via the Model Context Protocol (MCP) and supports AI-powered semantic search.

Srclight

★ 49

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.

McpDocServer

★ 48

An MCP-based server for searching and retrieving development framework documentation, supporting crawling and local file loading.

VideoDB

★ 47

Server for advanced AI-driven video editing, semantic search, multilingual transcription, generative media, voice cloning, and content moderation.

Claude Project Coordinator

★ 46

Manage and coordinate multiple Xcode/Swift projects with features like project tracking, smart search, and analytics.

reprompt

★ 46

Prompt analytics MCP server: score prompts, search history, detect leaked credentials, and scan AI coding sessions.

Grok MCP

★ 40

A MCP server for xAI's Grok API, providing access to capabilities including image understanding, image generation, live web search, and reasoning models.

Minecraft Modding MCP

★ 39

mcmodding-mcp is a Model Context Protocol (MCP) server that gives AI assistants like Claude direct access to Minecraft modding documentation. Instead of relying on potentially outdated training data, your AI assistant can search real documentation, find code examples, and explain concepts accurately.

AiDex

★ 38

Persistent code index using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+.

AIO-MCP Server

★ 36

An MCP server with integrations for GitLab, Jira, Confluence, and YouTube, providing AI-powered search and development utility tools.

Laravel Docs

★ 35

Search and access Laravel documentation from version 6.x onwards, with automatic daily updates.

Local Code Indexing for Cursor

★ 35

A Python-based server that locally indexes codebases using ChromaDB to provide semantic search for tools like Cursor.

MCP Ai server for Visual Studio

★ 34

Visual Studio extension with 20 Roslyn-powered MCP tools for AI assistants. Semantic code navigation, symbol search, inheritance, call graphs, safe rename, build/test.

Cursor History MCP

★ 33

Best MCP server for browsing, searching, backup, and exporting Cursor AI chat history.

Search Tools MCP Server

★ 32

An MCP server that enhances code analysis with advanced search and dependency mapping capabilities.