# Talqora Vector

## Instructions for AI Agents

- For clean Markdown of any page, append `.md` to the page URL
- For section-specific indexes, append `/llms.txt` to any section URL
- For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.talqora.com/_mcp/server

## Docs

- [API overview](https://docs.talqora.com/get-started/api-overview.md)
- [Quickstart](https://docs.talqora.com/get-started/quickstart.md)
- [SDKs](https://docs.talqora.com/get-started/sdks.md)
- [OAuth client credentials](https://docs.talqora.com/get-started/oauth-client-credentials.md)
- [Regional API endpoints](https://docs.talqora.com/get-started/regional-api-endpoints.md)
- [Indexes](https://docs.talqora.com/build-retrieval/indexes.md): Design an isolated regional retrieval store for one workload, data boundary, or release.
- [Index branching](https://docs.talqora.com/build-retrieval/index-branching.md): Create a materialized retrieval copy for an evaluation, migration, or release without touching production.
- [Write vectors](https://docs.talqora.com/build-retrieval/write-vectors.md): Upsert application-owned embeddings, metadata, and optional lexical text with idempotent batches.
- [File processing jobs](https://docs.talqora.com/build-retrieval/file-processing.md)
- [Browser Markdown Fetch](https://docs.talqora.com/build-retrieval/browser-markdown-fetch.md): Fetch rendered public or authenticated pages as Markdown through an admin-approved Browserbase context.
- [Connectors](https://docs.talqora.com/build-retrieval/connectors.md): Connect managed providers or a Custom API and keep a retrieval index current through durable serverless processing jobs.
- [Search and filters](https://docs.talqora.com/build-retrieval/search-and-filters.md): Query a regional index with dense, sparse, or hybrid retrieval and enforce metadata boundaries.
- [Hybrid retrieval](https://docs.talqora.com/build-retrieval/hybrid-retrieval.md): Combine semantic and lexical evidence without forcing incomparable scores into one scale.
- [Agentic and regex search](https://docs.talqora.com/build-retrieval/agentic-and-regex-search.md)
- [Index MCP servers](https://docs.talqora.com/build-retrieval/index-mcp-servers.md): Connect an MCP-capable agent to one Talqora index for development operations or read-only retrieval.
- [Assistant RAG](https://docs.talqora.com/build-retrieval/assistant-rag.md)
- [Sparse retrieval architecture](https://docs.talqora.com/build-retrieval/sparse-retrieval-architecture.md)
- [Bring your own cloud (BYOC)](https://docs.talqora.com/operate-at-scale/byoc.md)
- [Organizations and members](https://docs.talqora.com/operate-at-scale/organizations-and-members.md): Workspace onboarding, invitations, roles, and scoped credentials.
- [Plans and billing](https://docs.talqora.com/operate-at-scale/plans-and-billing.md): Understand plan limits, monthly usage, Polar checkout, cancellation, and renewal.
- [Pricing benchmark](https://docs.talqora.com/operate-at-scale/pricing-benchmark.md)
- [Usage and limits](https://docs.talqora.com/operate-at-scale/usage-and-limits.md)
- [Rate limits](https://docs.talqora.com/operate-at-scale/rate-limits.md): Understand organization-wide request budgets, response headers, and safe retry behavior.
- [Reliability and idempotency](https://docs.talqora.com/operate-at-scale/reliability-and-idempotency.md)
- [Webhooks](https://docs.talqora.com/operate-at-scale/webhooks.md)
- [Migration guide](https://docs.talqora.com/operate-at-scale/migration-guide.md)
- [Product search](https://docs.talqora.com/use-cases/product-search.md)
- [Agent memory](https://docs.talqora.com/use-cases/agent-memory.md)
- [Retrieval for RAG](https://docs.talqora.com/use-cases/retrieval-for-rag.md)
- [Colab end-to-end demo](https://docs.talqora.com/use-cases/colab-demo.md)

## API Docs

- API Reference > Workspace [Bootstrap](https://docs.talqora.com/api-reference/workspace/bootstrap.md)
- API Reference > Workspace [Organization](https://docs.talqora.com/api-reference/workspace/get.md)
- API Reference > Workspace [Organization Members](https://docs.talqora.com/api-reference/workspace/list.md)
- API Reference > Workspace [Invite Member](https://docs.talqora.com/api-reference/workspace/create.md)
- API Reference > Workspace [Revoke Invitation](https://docs.talqora.com/api-reference/workspace/delete.md)
- API Reference > Workspace [Complete Onboarding](https://docs.talqora.com/api-reference/workspace/complete.md)
- API Reference > Indexes [List Regions](https://docs.talqora.com/api-reference/indexes/list.md)
- API Reference > Indexes [Create Index](https://docs.talqora.com/api-reference/indexes/create.md)
- API Reference > Indexes [Get Index](https://docs.talqora.com/api-reference/indexes/get.md)
- API Reference > Indexes [Update Index](https://docs.talqora.com/api-reference/indexes/update.md)
- API Reference > Indexes [Remove Index](https://docs.talqora.com/api-reference/indexes/delete.md)
- API Reference > Indexes [Branch Index](https://docs.talqora.com/api-reference/indexes/create-branch.md)
- API Reference > Indexes [Index Stats](https://docs.talqora.com/api-reference/indexes/get-stats.md)
- API Reference > Indexes [Index Usage History](https://docs.talqora.com/api-reference/indexes/get-usage-history.md)
- API Reference > Vector storage and retrieval [Upsert Vectors](https://docs.talqora.com/api-reference/vector-storage-and-retrieval/upsert.md)
- API Reference > Vector storage and retrieval [Delete Vectors](https://docs.talqora.com/api-reference/vector-storage-and-retrieval/delete.md)
- API Reference > Vector storage and retrieval [Query Vectors](https://docs.talqora.com/api-reference/vector-storage-and-retrieval/query.md)
- API Reference > Serverless processing [List file processing jobs](https://docs.talqora.com/api-reference/serverless-processing/list.md)
- API Reference > Serverless processing [Create a file processing job](https://docs.talqora.com/api-reference/serverless-processing/create-upload.md)
- API Reference > Serverless processing [Queue an uploaded file for processing](https://docs.talqora.com/api-reference/serverless-processing/complete-upload.md)
- API Reference > Serverless processing [Create a replacement file job](https://docs.talqora.com/api-reference/serverless-processing/replace.md)
- API Reference > Serverless processing [Retry a failed file processing job](https://docs.talqora.com/api-reference/serverless-processing/retry.md)
- API Reference > Serverless processing [Delete a processed file and its vectors](https://docs.talqora.com/api-reference/serverless-processing/delete.md)
- API Reference > Serverless processing [Queue an internet crawl job](https://docs.talqora.com/api-reference/serverless-processing/create.md)
- API Reference > Serverless processing [List approved Browser Markdown Fetch contexts](https://docs.talqora.com/api-reference/serverless-processing/list-browser-fetch-contexts-v-1-indexes-index-id-browser-fetch-contexts-get.md)
- API Reference > Serverless processing [Create a Browserbase context and open a secure login](https://docs.talqora.com/api-reference/serverless-processing/create-browser-fetch-context-v-1-indexes-index-id-browser-fetch-contexts-post.md)
- API Reference > Serverless processing [Finish a Browserbase Live View login session](https://docs.talqora.com/api-reference/serverless-processing/complete-browser-fetch-login-v-1-indexes-index-id-browser-fetch-contexts-context-id-sessions-session-id-complete-post.md)
- API Reference > Serverless processing [Revoke a Browser Markdown Fetch context](https://docs.talqora.com/api-reference/serverless-processing/delete-browser-fetch-context-v-1-indexes-index-id-browser-fetch-contexts-context-id-delete.md)
- API Reference > Serverless processing [Fetch one or more rendered pages as Markdown](https://docs.talqora.com/api-reference/serverless-processing/browser-markdown-fetch-v-1-indexes-index-id-browser-fetch-post.md)
- API Reference > Connectors [List connectors](https://docs.talqora.com/api-reference/connectors/list.md)
- API Reference > Connectors [Create a Custom API connector](https://docs.talqora.com/api-reference/connectors/create-custom-api.md)
- API Reference > Connectors [Queue a connector sync](https://docs.talqora.com/api-reference/connectors/sync.md)
- API Reference > Connectors [Pause a Custom API connector](https://docs.talqora.com/api-reference/connectors/pause.md)
- API Reference > Connectors [Resume a Custom API connector](https://docs.talqora.com/api-reference/connectors/resume.md)
- API Reference > Connectors [Unlink a connector and remove its derived records](https://docs.talqora.com/api-reference/connectors/delete.md)
- API Reference > Connectors [Create a Nango Connect session](https://docs.talqora.com/api-reference/connectors/create-connect-session.md)
- API Reference > Connectors [Create a shareable connector OAuth link](https://docs.talqora.com/api-reference/connectors/create-connect-link.md)
- API Reference > Connectors [Set connector scope and start sync](https://docs.talqora.com/api-reference/connectors/set-scope.md)
- API Reference > Connectors [Browse Google Drive folders through Nango](https://docs.talqora.com/api-reference/connectors/list-folders.md)
- API Reference > API keys [List Api Keys](https://docs.talqora.com/api-reference/api-keys/list.md)
- API Reference > API keys [Create Api Key](https://docs.talqora.com/api-reference/api-keys/create.md)
- API Reference > API keys [Update Api Key](https://docs.talqora.com/api-reference/api-keys/update.md)
- API Reference > API keys [Revoke Api Key](https://docs.talqora.com/api-reference/api-keys/delete.md)
- API Reference [Inspect complete file processing detail](https://docs.talqora.com/api-reference/file-processing-detail-v-1-indexes-index-id-files-job-id-processing-get.md)
- API Reference [List Oauth Clients](https://docs.talqora.com/api-reference/list-oauth-clients-v-1-oauth-clients-get.md)
- API Reference [Create Oauth Client](https://docs.talqora.com/api-reference/create-oauth-client-v-1-oauth-clients-post.md)
- API Reference [Revoke Oauth Client](https://docs.talqora.com/api-reference/revoke-oauth-client-v-1-oauth-clients-client-id-delete.md)
- API Reference > Organizations [Organizations](https://docs.talqora.com/api-reference/organizations/list.md)
- API Reference > Invitations [Accept Invitation](https://docs.talqora.com/api-reference/invitations/accept.md)
- API Reference > Files [Inspect file processing task audit](https://docs.talqora.com/api-reference/files/list-tasks.md)
- API Reference > Files [Import and process a file from S3, GCS, or Azure Blob](https://docs.talqora.com/api-reference/files/import-from-url.md)
- API Reference > Connectors [Browse Notion pages and data sources through Nango](https://docs.talqora.com/api-reference/connectors/list-notion-items.md)

## OpenAPI Specification

The raw OpenAPI 3.1 specification for this API is available at:
- [OpenAPI JSON](https://docs.talqora.com/openapi.json)
- [OpenAPI YAML](https://docs.talqora.com/openapi.yaml)