Researching with DeepWiki

SkillDocs & knowledge

Research GitHub, GitLab, and Bitbucket repositories using DeepWiki MCP server. Use when exploring unfamiliar codebases, understanding project architecture, or asking questions about how a specific open-source project works. Provides AI-powered repo analysis and RAG-based Q&A about source code. NOT for fetching library API docs (use fetching-library-docs instead) or local files.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Researching with DeepWiki skill

What this skill tells your AI

The instructions your AI receives, as published by mjunaidca/mjs-agent-skills in .claude/skills/researching-with-deepwiki/SKILL.md and read by ahel’s review.

Research and understand codebases using the DeepWiki MCP server.

MCP Server Setup

Add to your Claude Code settings:

claude mcp add -s user -t http deepwiki https://mcp.deepwiki.com/mcp

Or add to settings.json:

{
  "mcpServers": {
    "deepwiki": {
      "type": "http",
      "url": "https://mcp.deepwiki.com/mcp"
    }
  }
}

Private Repositories

For private repos, use the Devin.ai endpoint with authentication:

{
  "mcpServers": {
    "deepwiki": {
      "type": "http",
      "url": "https://mcp.devin.ai/deepwiki/mcp",
      "headers": {
        "Authorization": "Bearer YOUR_DEVIN_API_KEY"
      }
    }
  }
}

When to Use DeepWiki

ScenarioUse DeepWiki?
Exploring unfamiliar open-source codebaseYes
Understanding project architectureYes
Finding how a feature is implementedYes
Generating documentation for a repoYes
Working with your own local codeNo - use Glob/Grep
Quick file lookups in known structureNo - use Read tool

Core Capabilities

1. Repository Analysis

Ask DeepWiki to analyze any public repository:

"Analyze the architecture of github.com/vercel/next.js"
"How is the routing system implemented in github.com/remix-run/react-router?"
"What design patterns are used in github.com/anthropics/anthropic-sdk-python?"

2. Code Structure Understanding

Get insights into project organization:

"Explain the directory structure of github.com/langchain-ai/langchain"
"What are the main modules in github.com/fastapi/fastapi?"
"How are tests organized in github.com/pytest-dev/pytest?"

3. Feature Investigation

Understand how specific features work:

"How does streaming work in github.com/openai/openai-python?"
"Where is authentication handled in github.com/better-auth/better-auth?"
"How are middleware implemented in github.com/honojs/hono?"

4. Architecture Visualization

DeepWiki can generate Mermaid diagrams:

"Generate an architecture diagram for github.com/prisma/prisma"
"Show the data flow in github.com/trpc/trpc"

Best Practices

1. Be Specific with Questions

# Good - specific question
"How does the caching system work in github.com/vercel/swr?"

# Less effective - too broad
"Tell me about github.com/vercel/swr"

2. Reference Specific Paths

# Good - targeted investigation
"Explain the src/core directory in github.com/pmndrs/zustand"

# Also good - feature-focused
"How is the middleware pattern implemented in github.com/pmndrs/zustand?"

3. Compare Implementations

"Compare how github.com/tanstack/query and github.com/vercel/swr handle cache invalidation"

4. Learn from Popular Projects

"What patterns from github.com/shadcn-ui/ui should I follow for my component library?"

Common Use Cases

Learning a New Framework

1. "Explain the core concepts of github.com/honojs/hono"
2. "How do I add middleware in github.com/honojs/hono?"
3. "Show example route handlers from github.com/honojs/hono"

Debugging Integration Issues

1. "How does github.com/drizzle-team/drizzle-orm handle connection pooling?"
2. "What error types are thrown by github.com/drizzle-team/drizzle-orm?"

Preparing for Contributions

1. "What's the contribution workflow for github.com/anthropics/claude-code?"
2. "How are issues labeled in github.com/anthropics/claude-code?"
3. "What testing patterns are used in github.com/anthropics/claude-code?"

Supported Platforms

PlatformURL Format
GitHubgithub.com/owner/repo
GitLabgitlab.com/owner/repo
Bitbucketbitbucket.org/owner/repo

Limitations

  • Rate limits: Public endpoint has usage limits
  • Private repos: Requires Devin.ai API key
  • Large repos: May take time to analyze
  • Real-time changes: Cached analysis may not reflect latest commits

Verification

Run: python3 scripts/verify.py

Expected: ✓ DeepWiki MCP server configured

If Verification Fails

  1. Check: MCP server is configured in settings
  2. Test: Try a simple query like "analyze github.com/anthropics/anthropic-sdk-python"
  3. Stop and report if still failing

References

Signals

GitHub stars
28
Forks
12
Last commit
Aug 2026
Advanced
Catalog kind
skill
Gateway key
researching-with-deepwiki
Source
github.com/mjunaidca/mjs-agent-skills