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The problem

Developers ask the same integration questions, and they want more than an answer. They want to try the call.

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How Ragrails solves it

Build a knowledge base from your API and SDK docs, then run an interactive assistant that can fetch live pages and make real API calls.
  1. Fetch API reference + scrape SDK docs into a collection.
  2. Run the interactive chat with agentic tools enabled.
from ragrails import RagRails

rag = RagRails()
rag.setup_url()

rag.ingest(
    api={"url": "https://api.example.com/openapi.json", "title": "API Reference"},
    urls="https://docs.example.com/sdk",
    embedding={"provider": "voyage", "model": "voyage-3"},
    storage={"vector_db": "qdrant", "collection": "devdocs", "url": "http://localhost:6333"},
)

ragrails chat --vector-db qdrant --collection devdocs --url http://localhost:6333
> How do I create a customer? Then call the endpoint with my test key.
  → answers from devdocs, then uses api_call to run the request
Agentic tools (web_fetch, api_call) run in the interactive CLI and confirm before each call. See agentic tools.

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Features used

API ingestion · Agentic tools · Chat