skills/asmayaseen/researching-with-deepwiki/SKILL.md
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.
npx skillsauth add aiskillstore/marketplace researching-with-deepwikiInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Research and understand codebases using the DeepWiki MCP server.
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"
}
}
}
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"
}
}
}
}
| Scenario | Use DeepWiki? | |----------|---------------| | Exploring unfamiliar open-source codebase | Yes | | Understanding project architecture | Yes | | Finding how a feature is implemented | Yes | | Generating documentation for a repo | Yes | | Working with your own local code | No - use Glob/Grep | | Quick file lookups in known structure | No - use Read tool |
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?"
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?"
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?"
DeepWiki can generate Mermaid diagrams:
"Generate an architecture diagram for github.com/prisma/prisma"
"Show the data flow in github.com/trpc/trpc"
# 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"
# 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?"
"Compare how github.com/tanstack/query and github.com/vercel/swr handle cache invalidation"
"What patterns from github.com/shadcn-ui/ui should I follow for my component library?"
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"
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?"
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?"
| Platform | URL Format |
|----------|------------|
| GitHub | github.com/owner/repo |
| GitLab | gitlab.com/owner/repo |
| Bitbucket | bitbucket.org/owner/repo |
Run: python3 scripts/verify.py
Expected: ✓ DeepWiki MCP server configured
development
Apple Human Interface Guidelines for content display components. Use this skill when the user asks about charts component, collection view, image view, web view, color well, image well, activity view, lockup, data visualization, content display, displaying images, rendering web content, color pickers, or presenting collections of items in Apple apps. Also use when the user says how should I display charts, what's the best way to show images, should I use a web view, how do I build a grid of items, what component shows media, or how do I present a share sheet. Cross-references: hig-foundations for color/typography/accessibility, hig-patterns for data visualization patterns, hig-components-layout for structural containers, hig-platforms for platform-specific component behavior.
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testing
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GraphQL gives clients exactly the data they need - no more, no less. One endpoint, typed schema, introspection. But the flexibility that makes it powerful also makes it dangerous. Without proper controls, clients can craft queries that bring down your server. This skill covers schema design, resolvers, DataLoader for N+1 prevention, federation for microservices, and client integration with Apollo/urql. Key insight: GraphQL is a contract. The schema is the API documentation. Design it carefully.