Provider, API, MCP, framework and protocol are different entities. These original source-linked notes are separate from the imported index and its counters; selection is editorial, not a performance ranking.
EDITORIAL · PROVIDER DOCUMENTATION · Vector retrieval
Qdrant documents vector search, data collections and deployment options. Use the official documentation to separate retrieval from data management.
Documentation reviewed 2026-10-28. No provider operation tested.
This count is registry listings, not unique companies or services tested by Datoka. One provider may have several integrations or endpoints.
Persistent scoped Qdrant memory for agents, through four explicit stdio MCP tools.
Listing info 75/100
Read-only Qdrant vector DB for AI agents — collections, info, browse points, count, search.
Listing info 65/100
Role-based access to your Qdrant vector store, via MCP. OIDC in, scoped JWTs out.
Listing info 75/100
Exposes the full Qdrant vector database API as 56 MCP tools, not just store/find.
Listing info 75/100Search, preview, install community Codex pet packs, and discover the pet request flow.
Listing info 65/100Search public Gravity AI UI drafts and generate Gravity UI interface payloads.
Listing info 65/100
Graph-vector memory for AI assistants using FalkorDB and Qdrant
Listing info 65/100Metadata needs editorial review. This listing is separate from the editorial selection; no service failure is inferred.
MCP server for Oracle, MSSQL, PostgreSQL, MySQL, SQLite, MongoDB, and Qdrant vector search access.
Listing info 75/100Indexed listings, not certifications. Completeness is not proof of working service. Prices and protocols are publisher declarations. How the index works