{"domain":"ydb-qdrant.tech","name":"Qdrant API on YDB","url":"https://inite.ai/en/atlas/ydb-qdrant.tech","site":"https://ydb-qdrant.tech","summary":"Serves a Qdrant-compatible REST API that stores vectors in YDB and runs exact top-k similarity search over them.","forWhom":"Developers with apps already on YDB who need a Qdrant-compatible vector API.","useCases":["Point IDE agents at a Qdrant-compatible base URL","Index GitHub repositories for coding agent search","Store embeddings alongside business rows in YDB"],"categories":["dev"],"pricing":{"model":"open-source","freeTier":null,"startsAt":null,"page":"https://ydb-qdrant.tech/pricing/","readOn":"2026-10-15"},"priceMoves":[],"interfaces":{"readOn":"2026-10-15","apiDocs":"https://ydb-qdrant.tech/developers","openapi":{"url":"https://ydb-qdrant.tech/openapi.json","paths":9,"title":"YDB-Qdrant REST API"},"mcp":[{"name":"tech.ydb-qdrant.pets/codex-pets-ydb-qdrant","tie":"namespace","remotes":["https://pets.ydb-qdrant.tech/mcp"],"packages":[],"probe":{"state":"open","checkedOn":"2026-10-15","toolCount":9,"tools":["search_pets","get_pet","get_install_instructions","get_badge_code","get_embed_code","get_card_code","get_pet_request_info","generate_pet","get_pet_generation"],"serverName":"codex-pets-registry"}},{"name":"tech.ydb-qdrant/gravity-ai-ui","tie":"namespace","remotes":["https://gravity-ai.ydb-qdrant.tech/mcp"],"packages":[],"probe":{"state":"open","checkedOn":"2026-10-15","toolCount":4,"tools":["search_interfaces","get_interface","generate_interface","refine_interface"],"serverName":"gravity-ai-ui"}}],"mcpServerCard":null,"status":{"url":"https://ydb-qdrant.tech/code-indexer/status","indicator":null}},"mcpMeasured":{"server":"https://pets.ydb-qdrant.tech/mcp","checkedSince":"2026-10-19","dailyChecks":4,"uptimePercent":null,"medianMs":542,"signIn":"none","tools":9,"contextTokens":1774,"definitionsGrade":"A","definitionsScore":96,"typedResults":0,"failingChecks":{"params_described":2},"warnings":{},"coverage":{"share":0,"cases":[{"useCase":"Point IDE agents at a Qdrant-compatible base URL","verdict":"not_covered","firstTool":null,"checks":["The IDE agent is configured with the base URL given.","The agent's requests reach the base URL and receive responses.","The base URL serves responses in the Qdrant API shape."]},{"useCase":"Index GitHub repositories for coding agent search","verdict":"not_covered","firstTool":null,"checks":["The indexed vectors cover the GitHub repositories named.","A search over the index returns matches from those repositories.","Each requested repository has entries stored in YDB."]},{"useCase":"Store embeddings alongside business rows in YDB","verdict":"not_covered","firstTool":null,"checks":["The embeddings are stored in YDB with their business rows.","Each stored embedding carries the values from the request.","A query returns an embedding together with its row."]}]},"adoption":{"npmWeekly":null,"pypiWeekly":null,"githubStars":null},"score":null,"advice":{"verdict":"skip","why":["its tools do none of the product's use cases checked: \"Point IDE agents at a Qdrant-compatible base URL\", \"Index GitHub repositories for coding agent search\", \"Store embeddings alongside business rows in YDB\"","checked on 4 of the 7 days it takes to judge reliability"],"how":[]},"method":"https://inite.ai/en/atlas/mcp/report"},"connect":{"order":["mcp","openapi","apiDocs","llmsTxt"],"mcp":[{"name":"tech.ydb-qdrant.pets/codex-pets-ydb-qdrant","url":"https://pets.ydb-qdrant.tech/mcp","answers":"open","checkedOn":"2026-10-15","weakTie":false,"registry":"https://registry.modelcontextprotocol.io/v0/servers?search=tech.ydb-qdrant.pets%2Fcodex-pets-ydb-qdrant","config":{"mcpServers":{"ydb-qdrant":{"url":"https://pets.ydb-qdrant.tech/mcp"}}},"install":{"transport":"http","claudeCode":"claude mcp add --transport http ydb-qdrant https://pets.ydb-qdrant.tech/mcp","cursor":"cursor://anysphere.cursor-deeplink/mcp/install?name=ydb-qdrant&config=eyJ1cmwiOiJodHRwczovL3BldHMueWRiLXFkcmFudC50ZWNoL21jcCJ9","vscode":"vscode:mcp/install?%7B%22name%22%3A%22ydb-qdrant%22%2C%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fpets.ydb-qdrant.tech%2Fmcp%22%7D","connector":{"url":"https://pets.ydb-qdrant.tech/mcp","note":"Add it as a custom connector in the client’s settings; the client opens the sign-in itself when the server asks for one."}}},{"name":"tech.ydb-qdrant/gravity-ai-ui","url":"https://gravity-ai.ydb-qdrant.tech/mcp","answers":"open","checkedOn":"2026-10-15","weakTie":false,"registry":"https://registry.modelcontextprotocol.io/v0/servers?search=tech.ydb-qdrant%2Fgravity-ai-ui","config":{"mcpServers":{"ydb-qdrant":{"url":"https://gravity-ai.ydb-qdrant.tech/mcp"}}},"install":{"transport":"http","claudeCode":"claude mcp add --transport http ydb-qdrant https://gravity-ai.ydb-qdrant.tech/mcp","cursor":"cursor://anysphere.cursor-deeplink/mcp/install?name=ydb-qdrant&config=eyJ1cmwiOiJodHRwczovL2dyYXZpdHktYWkueWRiLXFkcmFudC50ZWNoL21jcCJ9","vscode":"vscode:mcp/install?%7B%22name%22%3A%22ydb-qdrant%22%2C%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fgravity-ai.ydb-qdrant.tech%2Fmcp%22%7D","connector":{"url":"https://gravity-ai.ydb-qdrant.tech/mcp","note":"Add it as a custom connector in the client’s settings; the client opens the sign-in itself when the server asks for one."}}}],"openapi":{"url":"https://ydb-qdrant.tech/openapi.json","paths":9},"apiDocs":"https://ydb-qdrant.tech/developers","llmsTxt":"https://ydb-qdrant.tech/llms.txt","status":"https://ydb-qdrant.tech/code-indexer/status","readOn":"2026-10-15"},"trust":{"readOn":"2026-10-15","certifications":[],"training":null},"used":41,"alive":61,"traits":{"buyer":"developer","deployment":"self-hostable","developerFocus":true,"readAt":"2026-10-15"},"verifiedPlans":null}