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Answer developer questions from your documentation, with sources
Developers ask on your docs site, in their editor and inside your product. MITHUNAI RAG answers each of them from your documentation, API reference and repositories, cites the passage every answer rests on, and says plainly when your content does not cover the question instead of guessing.
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The problem
A developer who cannot find the answer opens a ticket, asks in a forum, or ships code against an endpoint that does not exist. A general assistant answers anyway; the cost of a confident wrong answer about your API lands on your support team.
How MITHUNAI does it
Your docs, API reference and code
Connect a documentation site or sitemap, an OpenAPI schema, files, and GitHub repositories with their issues and pull requests. Each is fetched, split for retrieval and kept in step with the source.
On your docs site
An embeddable widget answers on the pages you allow, with your brand, and each visitor sees only their own conversation.
In the editor
Cursor, Claude Code and VS Code reach your knowledge through one MCP address: search it, or ask your assistant for a cited answer.
Limit: Read-only for your knowledge: three tools that search, ask and list, and one that rates an answer. Nothing in your knowledge can be changed through it.
Inside your own product
The HTTP API streams the answer as it is written, with its sources, and says why it declined when it does, so your software can offer a person instead.
See what the docs are missing
Source analytics shows which pages the answers cite; Coverage gaps groups the questions that were declined, so you know which page to write next.
Limit: Grouping similar questions is not yet tuned on live questions.
What does this job
Grounded answers from your own knowledge, a chat workspace for your team and one model gateway, on one account.
A 30-minute walkthrough on your own use case: connect a source, ask it questions, check the citations and see what it does when the answer is not there. Or ask the public playground now, with no account.