MCP Servers

Trace MCP

★ 91

Framework-aware code intelligence server that builds a cross-language dependency graph from source code — 53 framework integrations across 68 languages, 100+ tools for navigation, impact analysis, refactoring, and session memory with up to 97% token reduction.

RefactorMCP

★ 90

Automated refactoring tools for C# code transformation using Roslyn.

MCP LSP Go

★ 90

An MCP server that connects AI assistants to Go's Language Server Protocol (LSP) for advanced code analysis.

UML Diagram Generator

★ 88

A diagram generation server supporting multiple UML and other diagram types, with various output formats. It integrates with rendering services like Kroki and PlantUML.

CodeAlive MCP

★ 82

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

Agent LSP

★ 69

A stateful LSP runtime for AI agents: warm language server sessions with 50+ tools for go-to-definition, find-references, diagnostics, rename, and more across 30+ languages.

Fossil MCP

★ 62

The code quality toolkit for the vibe coding era.

Qartez MCP

★ 60

Code intelligence MCP server - PageRank, blast radius, co-change, hotspots, clone detection across 34 languages in a single Rust binary.

Minecraft Modding MCP

★ 60

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 Instead of relying on potentially outdated training data, your AI assistant can search real documentation, find code examples, and explain concepts accurately.

mcp-codebase-index

★ 58

Structural codebase indexer with 17 query tools. 87% token reduction. Zero dependencies.

Better Code Review Graph

★ 58

Knowledge graph for token-efficient code reviews with Tree-sitter parsing, dual-mode embedding (ONNX + LiteLLM), and blast-radius analysis via MCP tools.

Code-Index-MCP

★ 56

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.

Roslyn MCP Server

★ 55

A C# MCP server using Microsoft's Roslyn compiler for code analysis and navigation in C# codebases.

MATLAB MCP Server

★ 55

Integrates MATLAB with AI to execute code, generate scripts from natural language, and access documentation.

PlantUML MCP Server

★ 53

MCP server that provides PlantUML diagram generation capabilities

McpDocServer

★ 48

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

AiDex

★ 42

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

Atlas Docs

★ 36

Access technical documentation for libraries and frameworks, formatted in clean markdown for LLM consumption.

Laravel Docs

★ 35

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

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.

Mentor MCP

★ 30

Provides AI-powered mentorship to LLM agents for tasks like code review, design critique, and brainstorming, using the Deepseek API.

CodeRabbit

★ 29

Interact with CodeRabbit AI reviews on GitHub pull requests.

PAMPA

★ 29

An MCP server for intelligent semantic search and automatic learning within codebases, allowing AI agents to efficiently query and index project artifacts.

.NET Types Explorer

★ 27

Provides detailed type information from .NET projects including assembly exploration, type reflection, and NuGet integration for AI coding agents

Awesome LLMs Txt

★ 24

Access documentation from the Awesome-llms-txt repository directly in your conversations.

ken

★ 24

Fast hybrid code search for agents - it's pure Go, single static binary, 5 lexical + Model2Vec semantic embeddings + RRF fusion + a code-aware reranker, with the retrieval algorithm ported verbatim from semble

MCP Diagnostics Extension

★ 22

A VS Code extension that provides real-time diagnostic problems like errors and warnings via the Model Context Protocol.

Grumpy Senior Developer

★ 21

Provides sarcastic and cynical code reviews from the perspective of a grumpy senior developer.

d2-mcp

★ 19

Create, validate, and render diagrams from D2 (Declarative Diagramming) code into SVG and PNG formats.

Madar

★ 18

Local codebase context compiler for AI coding agents, turning TypeScript/Node workspaces into compact, verifiable context packs.