spectra-ask

To answer questions using only project documentation, query the openspec knowledge base to receive grounded responses sourced solely from those documents, ensuring no external training data is used.

Yes, you can search across multiple languages in an openspec knowledge base. The vector search mechanism supports cross-language queries to locate relevant documents while prioritizing main specs over archived entries.

If the documentation does not contain the answer to a query, the system provides a clear fallback message indicating the content is unavailable, strictly maintaining a read-only and document-grounded QA workflow.

To retrieve answers without hallucination, the QA workflow grounds responses exclusively in openspec documents and returns sourced references, completely ignoring general knowledge or training data.

Yes, the spectra-ask search prioritizes current main specs over archived documents. This ensures the retrieved answers and sourced references reflect the most relevant and active project documentation.

The best way to query openspec documents is through a read-only QA workflow that uses vector search to locate relevant content, returning sourced references and fallback messages when information is missing.