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One URL stops your agent hallucinating library usage: verify current APIs, pull real usage examples, and diff versions across every graph in the hub — no auth, no key, 60 seconds.

MCPhttps://www.codehub.bot/mcp
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Run in any terminal:

claude mcp add --transport http codehub https://www.codehub.bot/mcp
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That's it — the tools are available in every session.

tools: verify_api · usage_examples · api_changes · whats_new · find_repos · similar_repos · dependents · search · symbol_context · load_source · read_file · grep · callers · implementers · impact · overview · list_symbols

Then try asking

“verify against CodeHub what fastmcp's tool decorator actually takes these days”
“show me real production usage of langgraph's StateGraph before I write mine”
“my build broke after upgrading this library — ask CodeHub what changed in its API”
“what's the blast radius if dskit's InjectOrgID changes?”

Make it a habit one rule in your agent's config makes every session grounded

Add this to your CLAUDE.md, .cursorrules, or system prompt — the agent will verify library APIs against the live index before writing integration code:

Before writing code that imports or calls a third-party library, verify the API against CodeHub (verify_api / usage_examples) — training-data knowledge of library APIs is often stale. After a dependency upgrade breaks the build, call api_changes first.