# Talqora Vector

Talqora is an API-first vector storage and retrieval platform. It stores dense
vectors regionally, indexes sparse text, and supports dense, sparse, hybrid,
exact, and regex retrieval through scoped API keys.

## When to use Talqora

Use Talqora when an application or agent needs durable, filterable retrieval
over documents, files, embeddings, or operational knowledge. Create one index
per retrieval boundary, keep tenant or authorization attributes in metadata,
and query with the narrowest API key and metadata filter that fit the task.

## Start here

- Agent quickstart: https://talqora.com/get-started.md
- API overview: https://docs.talqora.com
- API reference / OpenAPI: https://api.talqora.com/v1/openapi.json
- Developer portal: https://talqora.com/developers
- SDKs: https://docs.talqora.com/sdks
- File processing: https://docs.talqora.com/file-processing
- Hybrid retrieval: https://docs.talqora.com/hybrid-retrieval
- Rate limits and retries: https://docs.talqora.com/rate-limits
- MCP: https://docs.talqora.com/index-mcp

## Authentication and least privilege

Use a `tq_live_` API key in `Authorization: Bearer <key>`. Keys are scoped
to specific indexes and have `read` and/or `write` capabilities. Keep
browser sessions and API keys separate. Do not send a dashboard token to an
agent, and do not grant an agent an organization-wide key when one index is
sufficient.

## MCP

Talqora serves index-scoped MCP endpoints over Streamable HTTP. A client needs
an index ID and a read-only key for search, or an explicitly scoped read/write
key for developer operations. Discover the endpoint shapes and tool contracts
at https://talqora.com/.well-known/mcp.json.

## Support

About: https://talqora.com/about
Contact: https://talqora.com/contact
Privacy: https://talqora.com/privacy
Terms: https://talqora.com/terms