Enable AI Agents to Master Third-Party Packages

DepGraph MCP: Deliver most precise, faithful context to Agents — function-level snippets and dependency relations.

DepGraph MCP Workflow

From source code to AI-powered insights in four seamless steps.

📦

CODE

Packages and source files

🕸️

GRAPH

Functions, classes, files, and their links

🔧

MCP TOOLS

Find, trace, and verify code relationships

🤖

LLM / EDITOR

Claude, Cursor, Codex, etc.

Common Application Scenarios

Prep agents for the most common package tasks — quickstarts, debugging, and architecture mapping — with cited outputs they can hand to the team.

Use an unfamiliar package API in minutes

Ask what the package can do
Get entry points with real call sites
Share the cited quickstart with your team

Outcome:Cited API brief with sample calls, guardrails, and upgrade notes.

Related capabilities:Find/Prove

Debug unexpected behavior in a dependency

Describe the symptom
AI traces relevant internals
Get a cited root cause

Outcome:Root-cause dossier with call trace, suspect commits, and fix checklist.

Related capabilities:Trace/Prove

Map a package’s internal architecture quickly

Ask how it works
See dependency/call-chain map
Review the architectural overview

Outcome:Graph-backed architecture map with cross-service dependencies and top entry points.

Related capabilities:Trace/Find

Quick Start Guide

Example with Claude code + Shadcn-ui

1Connect to DepGraph MCP

2Write your prompt naturally

3Tell LLMs to use DepGraph MCP

4Get working code answers

$ claude mcp add shadcn-mcp -transport http https://mcp.archcontext.ai/github_shadcn-ui_ui_branch_main/mcp

user@claude-code:~$ Account creation dialog stays styled as open. Find the dependency and give me a fix. Use shadcn-mcp.

Claude quickly found the root cause with the DepGraph MCP server and backed it up with clear evidence.

More Free DepGraph MCP Servers

DepGraph MCP session showing dialog fix workflow

DepGraph MCP showing cited brief response

DepGraph MCP remediation checklist completion

Connect to Your Coding Agent

Claude MCP CLI

One-click installation using Claude's official CLI

Run this command in your terminal:

claude mcp add example-mcp-server-name --transport http https://example.mcp-server.com/mcp

Try Free DepGraph MCP Servers

DepGraph provides curated MCP servers for top packages across Python, TypeScript, JavaScript, Java, C++, Go, and PHP—ready for precise dependency analysis.

🐍Python

MCP Ready

🤖

anthropic

Official Anthropic API client

https://mcp.archcontext.ai/github_anthropics_anthropic-sdk-python_branch_main/mcp

🐍Python

MCP Ready

🧠

google-ai

Google AI SDK for Python

https://mcp.archcontext.ai/github_googleapis_python-genai_branch_main/mcp

🐍Python

MCP Ready

🔮

openai

Official OpenAI API client

https://mcp.archcontext.ai/github_openai_openai-python_branch_main/mcp

🐍Python

MCP Ready

⚡

litellm

Unified LLM API interface

https://mcp.archcontext.ai/github_berriai_litellm_branch_main/mcp

📘TypeScript

MCP Ready

🎨

shadcn-ui

Beautiful, accessible UI components

https://mcp.archcontext.ai/github_shadcn-ui_ui_branch_main/mcp

📘TypeScript

MCP Ready

📚

nextra

Documentation framework

https://mcp.archcontext.ai/github_shuding_nextra_branch_main/mcp

📘TypeScript

MCP Ready

⚡

vercel-ai

Vercel AI SDK for full-stack apps

https://mcp.archcontext.ai/github_vercel_ai_branch_main/mcp

📜JavaScript

MCP Ready

⚛️

react

UI library for building interfaces

https://mcp.archcontext.ai/github_facebook_react_branch_main/mcp

☕Java

MCP Ready

📈

kafka-ui

Kafka monitoring and management UI

https://mcp.archcontext.ai/github_provectus_kafka-ui_branch_main/mcp

⚙️C++

MCP Ready

🖥️

electron

Desktop apps with web tech

https://mcp.archcontext.ai/github_electron_electron_branch_main/mcp

🐹Go

MCP Ready

🦙

ollama

Local LLM runner and API

https://mcp.archcontext.ai/github_ollama_ollama_branch_main/mcp

🐘PHP

MCP Ready

🚀

coolify

Self-hosting platform

https://mcp.archcontext.ai/github_coollabsio_coolify_branch_main/mcp

🔍Need a specific package or version?

Support 20+ Programming Languages

🐍

Python

.py, .pyi, .pyx

📜

JavaScript

.js, .jsx, .mjs, .cjs

📘

TypeScript

.ts, .tsx, .d.ts

☕

Java

.java

🐹

.go

🦀

Rust

.rs

⚡

C/C++

.c, .cpp, .h, .hpp

♯

.cs

🐘

PHP

.php

💎

Ruby

.rb

🎯

Dart

.dart

🏗️

Kotlin

.kt, .kts

⚖️

Scala

.scala

🦅

Swift

.swift

🎨

CSS

.css, .scss, .sass

🌐

HTML

.html, .htm