MCP Servers

GZOO Cortex

★ 17

Local-first knowledge graph for developers. Watches project files, extracts entities and relationships via LLMs, and lets you query across projects with natural language and source citations.

Julia Documentation MCP Server

★ 17

An MCP server for accessing Julia documentation and source code.

CIE - Code Intelligence Engine

★ 17

Local code analysis MCP server with 25+ tools: semantic search, call graph tracing, dependency analysis, and symbol navigation. Built with Tree-sitter and CozoDB. Supports Go, Python, JS, TS.

Coding Standards

★ 16

An MCP server for enforcing coding standards and best practices.

ts-morph Refactoring Tools

★ 16

Refactor TypeScript and JavaScript codebases using ts-morph. Supports renaming symbols and files, moving symbols, and searching for references.

Code Scalpel Graph Analysis

★ 15

Code Scalpel is an MCP server that upgrades your AI coding agent with surgical, graph-based tools for precise analysis, atomic refactoring, and 99% lower token costs.

mermaid-mcp-server Public

★ 14

MCP server for generating Mermaid diagrams from projects (local/GitHub) and rendering via Kroki.

Crates MCP Server

★ 14

Query Rust crates from crates.io and docs.rs. Search for crates, get info, versions, dependencies, and documentation.

Code Understanding

★ 13

Analyzes local and remote GitHub repositories to provide code understanding and context generation, including structure analysis, file identification, and semantic mapping.

AI Development Assistant MCP Server

★ 13

An AI assistant for development tasks, including taking screenshots, architecting solutions, and performing code reviews.

Second Opinion

★ 12

Review commits and codebases using external LLMs like OpenAI, Google Gemini, and Mistral.

Unified Diff MCP Server

★ 12

Beautiful HTML and PNG diff visualization using diff2html, designed for filesystem edit_file dry-run output with high-performance Bun runtime.

Node.js API Docs

★ 11

An MCP server for accessing and searching Node.js API documentation.

polycodegraph

★ 10

Multi-language code-graph MCP server with 18 tools (find_symbol, callers, callees, blast_radius, dataflow_trace) for AI assistants — local-first, no API key required, ~3× fewer tokens than Claude+grep at the same correctness.

DocsetMCP

★ 9

A server for accessing Dash-style documentation sets locally. Requires a local Dash installation.

Code Council

★ 9

Your AI Code Review Council - Get diverse perspectives from multiple AI models in parallel.

Open Kioku

★ 9

Local-first code intelligence MCP for AI coding agents.

mcp-cpp-project-indexer

★ 9

Efficient, SQL-backed C++ project indexer designed for large codebases with low memory footprint.

AI Diagram Maker MCP

★ 8

MCP server for AI Diagram Maker — generate beautiful software engineering diagrams directly inside Cursor, Claude Desktop, Claude Code, or any MCP-compatible AI agent

Tenets

★ 8

Offline MCP server that ranks & summarizes code using BM25, TF-IDF, embeddings & git signals; integrates with Cursor, Claude Desktop and Windsurf; privacy preserving.

Diffchunk

★ 8

Navigate large diff files with intelligent chunking and navigation tools.

Python MCP Server for Code Graph Extraction

★ 7

Extracts and analyzes Python code structures, focusing on import/export relationships.

Refactor Tools

★ 7

Refactor code using regex-based search and replace.

Read Docs MCP

★ 7

Enables AI agents to access and understand package documentation from local or remote repositories.

Sailor

★ 6

Generate and render Mermaid diagrams as images using LLMs.

SJ RedM MCP Server

★ 6

A versatile MCP server for RedM development, providing access to RDR3 discoveries, framework documentation, native functions, and database operations.

OpenGrok

★ 6

OpenGrok MCP Server is a native Model Context Protocol (MCP) VS Code extension that seamlessly bridges the gap between your organization's OpenGrok indices and GitHub Copilot Chat. It arms your AI assistant with the deep, instantaneous repository context required to traverse, understand, and search massive codebases using only natural language.

Overreach Scope Auditor

★ 6

MCP tool that audits a code diff against the originating prompt and flags out-of-scope changes an AI agent made.

Code Summarizer

★ 6

A command-line tool that summarizes code files in a directory using Gemini Flash 2.0.

Ridge

★ 6

Reverse-engineer architecture from source code (Go, TypeScript, Python) or markdown. 19 tools for architecture graphs, drift detection between git refs, and validation rules.