
Claude Desktop
Desktop · Freemium · Proprietary
Anthropic's official Claude AI desktop application. Supports MCP servers to extend functionality.

brutski/go-code-graph
A powerful Go codebase analyzer that transforms code into explorable graphs, enabling AI assistants to understand complex codebases through the Model Context Protocol (MCP).
See repository
Setup steps are in the repository README.
Go Code Graph analyzes Go source code to create a comprehensive graph representation of your codebase structure, including packages, types, functions, and their relationships. This graph can be:
Deep Code Analysis: Extracts 9 node types and 12 relationship types from Go AST
Interactive Visualization: Web interface handling 4,000+ nodes with real-time filtering
AI-Powered Understanding: MCP server enables natural language queries about your code
Graph Database: Neo4j integration for complex architectural analysis
Enterprise Scale: Successfully tested on codebases with 97 packages and 4,000+ nodes
Semantic Search: Optional embeddings for enhanced code understanding
analyze_new_codebase
Complete initial analysis with architecture overview
assess_code_quality
Comprehensive quality assessment with actionable insights
analyze_change_impact
Understand effects before making changes
debug_execution_flow
Trace execution paths for debugging
plan_refactoring
Get step-by-step refactoring guidance
Supports
Selective inclusion of external dependencies
Example
"What implements the io.Writer interface?"
Details on this page are taken from the project's README. Open README
Clients mentioned in this server's README:

microsoft/playwright
Playwright is a framework for web automation and testing. It drives Chromium, Firefox, and WebKit with a single API — in your tests, in your scripts, and as a tool for AI agents.

yamadashy/repomix
Repomix is a tool that packs a codebase into an AI-friendly format, supporting local and remote repository processing and providing code compression, security checks and multiple output formats.

bytedance/UI-TARS-desktop
TARS is ByteDance's multimodal AI agent stack, shipping two projects: Agent TARS (a CLI and Web UI agent built on MCP) and UI-TARS-desktop (a desktop GUI agent).

ahujasid/blender-mcp
formerly blender-mcp — the PyPI package is now mcp-for-blender. Existing setups keep working; no config change is required. Read more.

microsoft/playwright-mcp
A Model Context Protocol (MCP) server that provides browser automation capabilities using Playwright. This server enables LLMs to interact with web pages through structured accessibility snapshots, bypassing the need for screenshots or visually-tuned models.

comet-ml/opik
Opik is the open-source LLM observability and evaluation platform for AI agent tracing, LLM evaluation, prompt management, and production monitoring. Built by Comet. Apache-2.0 licensed, free to self-host the full platform, with 20,000+ GitHub stars.