researching-with-deepwiki — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited researching-with-deepwiki (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
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/mcpOr 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
~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.