Query public GitHub repos via DeepWiki MCP — AI-powered answers about architecture, internals, and design decisions without cloning. Use for: 'how does this repo work', 'explain the architecture of X', 'compare two frameworks'. No auth required.
Install with Tessl CLI
npx tessl i github:HelloWorldSungin/ark-ai-mcp --skill mcp-deepwikiOverall
score
18%
Does it follow best practices?
If you maintain this skill, you can automatically optimize it using the tessl CLI to improve its score:
npx tessl skill review --optimize ./path/to/skillValidation for skill structure
DeepWiki vs Context7 vs GitHub MCP:
For understanding an unfamiliar repo, follow this order:
See what documentation topics are available:
mcporter call 'deepwiki.read_wiki_structure(repoName: "facebook/react")' --output jsonReturns a table of contents for the repo's wiki. Use this to understand what's documented before asking questions.
Best for specific questions. Returns AI-powered, context-grounded answers:
mcporter call 'deepwiki.ask_question(repoName: "facebook/react", question: "How does the fiber reconciler work?")' --output jsonGets the complete documentation for a repo. Warning: Can return 10K+ tokens. Only use when you need a comprehensive dump:
mcporter call 'deepwiki.read_wiki_contents(repoName: "facebook/react")' --output jsonPrefer ask_question for targeted queries — it's faster and returns only relevant content.
Compare approaches across repos (max 10):
mcporter call 'deepwiki.ask_question(repoName: ["vercel/next.js", "remix-run/remix"], question: "How do these frameworks handle server-side rendering differently?")' --output json# Understand a library's architecture
mcporter call 'deepwiki.ask_question(repoName: "steipete/mcporter", question: "How does the config discovery and merging work?")' --output json
# Investigate design decisions
mcporter call 'deepwiki.ask_question(repoName: "anthropics/claude-code", question: "How does the permission system work?")' --output json
# Compare competing libraries
mcporter call 'deepwiki.ask_question(repoName: ["expressjs/express", "fastify/fastify"], question: "How do these handle middleware differently?")' --output json
# Explore what docs exist before deep diving
mcporter call 'deepwiki.read_wiki_structure(repoName: "langchain-ai/langchain")' --output jsonIf you maintain this skill, you can claim it as your own. Once claimed, you can manage eval scenarios, bundle related skills, attach documentation or rules, and ensure cross-agent compatibility.