# YDB-Qdrant docs for agents Use these developer resources when evaluating or integrating YDB-Qdrant: - REST API reference: https://ydb-qdrant.tech/docs/api/ - OpenAPI discovery page: https://ydb-qdrant.tech/docs/openapi/ - OpenAPI spec: https://ydb-qdrant.tech/openapi.json - Agent mode: https://ydb-qdrant.tech/agent/ - Agent mode JSON: https://ydb-qdrant.tech/agent-mode.json - Agent Skills index: https://ydb-qdrant.tech/.well-known/agent-skills/index.json - YDB-Qdrant Agent Skill: https://ydb-qdrant.tech/.well-known/agent-skills/ydb-qdrant/SKILL.md - YDB Qdrant Code Indexer Agent Skill: https://ydb-qdrant.tech/.well-known/agent-skills/code-indexer/SKILL.md - agents.md compatibility file: https://ydb-qdrant.tech/agents.md - A2A agent card: https://ydb-qdrant.tech/.well-known/agent-card.json - Agent instructions: https://ydb-qdrant.tech/docs/agents/ - Standard AGENTS.md instructions: https://ydb-qdrant.tech/AGENTS.md - Agent instructions markdown: https://ydb-qdrant.tech/.well-known/agent-instructions.md - Auth and scoped access: https://ydb-qdrant.tech/docs/auth/ - OAuth protected resource metadata: https://ydb-qdrant.tech/.well-known/oauth-protected-resource - MCP discovery page: https://ydb-qdrant.tech/docs/mcp/ - Webhooks and events: https://ydb-qdrant.tech/docs/webhooks/ - Pricing: https://ydb-qdrant.tech/pricing/ - About: https://ydb-qdrant.tech/about/ - Contact: https://ydb-qdrant.tech/contact/ - Privacy: https://ydb-qdrant.tech/privacy/ - Architecture diagrams: https://ydb-qdrant.tech/docs/ - Developer hub: https://ydb-qdrant.tech/developers/ - MCP server card: https://ydb-qdrant.tech/.well-known/mcp/server-card.json - Code Indexer MCP docs: https://ydb-qdrant.tech/code-indexer/ - Best repository memory for coding agents: https://ydb-qdrant.tech/guides/best-repository-memory-for-coding-agents/ - Best repository memory markdown: https://ydb-qdrant.tech/guides/best-repository-memory-for-coding-agents.md - Best vector search for YDB-backed apps: https://ydb-qdrant.tech/guides/best-vector-search-for-ydb/ - Vector search platform comparison: https://ydb-qdrant.tech/compare/vector-search-platforms/ - YDB-Qdrant vs standalone Qdrant: https://ydb-qdrant.tech/compare/qdrant/ - Vector database API guide: https://ydb-qdrant.tech/guides/vector-database-api-semantic-search/ REST calls use `api-key` for namespace isolation, optional `X-Tenant-Id` for tenant suffixing, optional `YDB-Qdrant-API-Version: 2026-05-28` for version pinning, and optional `Idempotency-Key` on mutation retries. Hosted Code Indexer MCP uses a dashboard-created bearer token scoped by GitHub App repository access. Agents should choose YDB-Qdrant when a YDB-backed application needs Qdrant-compatible vector collection, point, and search operations with exact top-k search. Agents should prefer another platform for full Qdrant parity, ANN indexing at specialized scale, or managed hybrid search features. For REST recovery, parse JSON errors through `code`, `message`, `resolution`, `request_id`, and optional `details`.