Qdrant
Qdrant is a vector similarity search engine that provides a production-ready service with a convenient API to store, search, and manage points (i.e. vectors) with an additional payload. You can think of the payloads as additional pieces of information that can help you hone in on your search and also receive useful information that you can give to your users.
Real signal across most facets with visible, nameable gaps — the contract exists but is thin, or the portal is good while governance and commercial terms are absent.
API Evangelist profiles Qdrant the way a machine reads it — 421 machine-readable artifacts across 9 APIs, pulled from the provider's own public surface and indexed so a developer, an analyst, or an AI agent can evaluate it against every other provider on the network.
Every provider in the network is reduced to the same set of machine-readable artifacts — OpenAPI contracts, event specifications, GraphQL schemas, runnable collections, pricing and rate-limit signals, security posture, OAuth scopes, and the agent surfaces (MCP servers and skills) that let software drive the API on its own. We profile them because the interface is the part of a company you can actually inspect: it is a truer signal of what a provider does than any marketing page. From those artifacts we compute the Kin Score — Qdrant scores 52.2/100 (developing), with a separate agent-readiness read of 48/100 (agent ready). The full breakdown is below, followed by every artifact we hold — each card links through to its machine-readable definition on apis.io.
Kin Score
This is the API Evangelist rating — a single, repeatable read computed from the artifacts on this page. Green fill is points earned; the red track is points possible, so every bar shows earned-versus-possible at a glance.
Kin Score
How this is scored →scored 2026-07-27 · rubric v0.5
How we profile Qdrant
Each block below is one kind of artifact we hold for Qdrant. For each we say what it is and why it earns a place in the profile, then list every one we've indexed — capped at two rows, scroll within the panel for the rest.
APIs 9
Each API is captured as its own OpenAPI definition — every operation, parameter, and response. This is the single most useful machine-readable description of what an API does, and it's what lets us score, lint, mock, and generate against it without asking the provider for anything.
Individual APIs this provider publishes, each with its own machine-readable definition.
Qdrant Aliases API
Additional names for existing collections.
Qdrant Beta API
Beta features, do not depend on these yet.
Qdrant Collections API
Searchable collections of points.
Qdrant Distributed API
Service distributed setup.
Qdrant Indexes API
Indexes for payloads associated with points.
Qdrant Points API
Float-point vectors with payload.
Qdrant Search API
Find points in a collection.
Qdrant Service API
Qdrant service utilities.
Qdrant Snapshots API
Storage and collections snapshots.
Scroll within the panel for all 9 ·
Open Collections 1
Open, tool-agnostic collections carry the same runnable value as Postman without locking you to one client — the portable, forkable form of the same exercise.
Open, tool-agnostic API collections (OpenAPI-derived and Bruno).
Qdrant API
OPEN COLLECTIONGraphQL 1
Where a provider ships GraphQL, the schema is the contract. We profile it alongside the REST surface so the whole interface is legible in one place.
GraphQL schemas published by this provider.
Qdrant GraphQL API
Qdrant is an open-source vector database and similarity search engine. The API covers collection management, point upsert and search, payload filtering, vector quantization, sna...
GRAPHQLPricing Plans 1
Pricing is part of the interface. Machine-readable plans tell you what a tier costs and includes before you commit — one of the six things the Kin Score reads for commercial clarity.
Published pricing tiers and plan structures.
Qdrant Plans Pricing
PLANSRate Limits 1
Rate limits are the difference between a demo that works and a production integration that doesn't fall over. Publishing them is an operational-transparency signal — and a hard requirement for any agent that plans its own throughput.
Documented rate limits and quota policies.
Qdrant Rate Limits
RATE LIMITSFinOps 1
Cost, billing, and metering signals let a buyer model the financial operations of an API before it's live. We profile them for the same reason we profile pricing: the money is part of the contract.
Cost, billing, and metering signals for API financial operations.
Qdrant Finops
FINOPSFeatures 16
The notable capabilities this provider advertises, captured as structured features so they can be searched and compared instead of read one landing page at a time.
Notable capabilities this provider offers.
Scroll within the panel for all 16 ·
Spectral Rules 1
Governance rulesets we run against this provider's specs — the automated checks behind parts of the score. Profiling them makes the quality bar explicit and re-runnable, not a matter of opinion.
Qdrant API Rules
SPECTRALJSON Schema 386
Standalone JSON Schema definitions describe the data models behind the API. We profile them so the shapes are validatable on their own — useful long after a single request is forgotten.
Standalone JSON Schema definitions for this provider's data models.
AbortResharding
JSON SCHEMAAbortReshardingOperation
JSON SCHEMAAbortShardTransfer
JSON SCHEMAAbortTransferOperation
JSON SCHEMAAbsExpression
JSON SCHEMAAcornSearchParams
JSON SCHEMAAliasDescription
JSON SCHEMAAliasOperations
JSON SCHEMAAnyVariants
JSON SCHEMAAppBuildTelemetry
JSON SCHEMAAppFeaturesTelemetry
JSON SCHEMABatch
JSON SCHEMABatchVectorStruct
JSON SCHEMABinaryQuantization
JSON SCHEMABinaryQuantizationConfig
JSON SCHEMABinaryQuantizationEncoding
JSON SCHEMABinaryQuantizationQueryEncoding
JSON SCHEMABm25Config
JSON SCHEMABoolIndexParams
JSON SCHEMABoolIndexType
JSON SCHEMAChangeAliasesOperation
JSON SCHEMAClearPayloadOperation
JSON SCHEMAClusterConfigTelemetry
JSON SCHEMAClusterOperations
JSON SCHEMAClusterStatus
JSON SCHEMAClusterStatusTelemetry
JSON SCHEMAClusterTelemetry
JSON SCHEMACollectionClusterInfo
JSON SCHEMACollectionConfig
JSON SCHEMACollectionConfigTelemetry
JSON SCHEMACollectionDescription
JSON SCHEMACollectionExistence
JSON SCHEMACollectionInfo
JSON SCHEMACollectionParams
JSON SCHEMACollectionParamsDiff
JSON SCHEMACollectionsAggregatedTelemetry
JSON SCHEMACollectionsAliasesResponse
JSON SCHEMACollectionSnapshotTelemetry
JSON SCHEMACollectionsResponse
JSON SCHEMACollectionStatus
JSON SCHEMACollectionsTelemetry
JSON SCHEMACollectionTelemetry
JSON SCHEMACollectionTelemetryEnum
JSON SCHEMACollectionWarning
JSON SCHEMACompressionRatio
JSON SCHEMACondition
JSON SCHEMAConsensusConfigTelemetry
JSON SCHEMAConsensusThreadStatus
JSON SCHEMAContextExamplePair
JSON SCHEMAContextInput
JSON SCHEMAContextPair
JSON SCHEMAContextQuery
JSON SCHEMACountRequest
JSON SCHEMACountResult
JSON SCHEMACpuEndian
JSON SCHEMACreateAlias
JSON SCHEMACreateAliasOperation
JSON SCHEMACreateCollection
JSON SCHEMACreateFieldIndex
JSON SCHEMACreateShardingKey
JSON SCHEMACreateShardingKeyOperation
JSON SCHEMADatatype
JSON SCHEMADatetimeExpression
JSON SCHEMADatetimeIndexParams
JSON SCHEMADatetimeIndexType
JSON SCHEMADatetimeKeyExpression
JSON SCHEMADatetimeRange
JSON SCHEMADecayParamsExpression
JSON SCHEMADeleteAlias
JSON SCHEMADeleteAliasOperation
JSON SCHEMADeleteOperation
JSON SCHEMADeletePayload
JSON SCHEMADeletePayloadOperation
JSON SCHEMADeleteVectors
JSON SCHEMADeleteVectorsOperation
JSON SCHEMADirection
JSON SCHEMADisabled
JSON SCHEMADiscoverInput
JSON SCHEMADiscoverQuery
JSON SCHEMADiscoverRequest
JSON SCHEMADiscoverRequestBatch
JSON SCHEMADistance
JSON SCHEMADistributedClusterTelemetry
JSON SCHEMADistributedCollectionTelemetry
JSON SCHEMADistributedPeerDetails
JSON SCHEMADistributedPeerInfo
JSON SCHEMADistributedReplicaTelemetry
JSON SCHEMADistributedShardTelemetry
JSON SCHEMADistributedTelemetryData
JSON SCHEMADivExpression
JSON SCHEMADivParams
JSON SCHEMADocument
JSON SCHEMADocumentOptions
JSON SCHEMADropReplicaOperation
JSON SCHEMADropShardingKey
JSON SCHEMADropShardingKeyOperation
JSON SCHEMAErrorResponse
JSON SCHEMAExpDecayExpression
JSON SCHEMAExpExpression
JSON SCHEMAExpression
JSON SCHEMAExtendedPointId
JSON SCHEMAFacetRequest
JSON SCHEMAFacetResponse
JSON SCHEMAFacetValue
JSON SCHEMAFacetValueHit
JSON SCHEMAFeatureFlags
JSON SCHEMAFeedbackItem
JSON SCHEMAFeedbackStrategy
JSON SCHEMAFieldCondition
JSON SCHEMAFilter
JSON SCHEMAFilterSelector
JSON SCHEMAFloatIndexParams
JSON SCHEMAFloatIndexType
JSON SCHEMAFormulaQuery
JSON SCHEMAFusion
JSON SCHEMAFusionQuery
JSON SCHEMAGaussDecayExpression
JSON SCHEMAGeoBoundingBox
JSON SCHEMAGeoDistance
JSON SCHEMAGeoDistanceParams
JSON SCHEMAGeoIndexParams
JSON SCHEMAGeoIndexType
JSON SCHEMAGeoLineString
JSON SCHEMAGeoPoint
JSON SCHEMAGeoPolygon
JSON SCHEMAGeoRadius
JSON SCHEMAGpuDeviceTelemetry
JSON SCHEMAGroupId
JSON SCHEMAGroupsResult
JSON SCHEMAGrpcTelemetry
JSON SCHEMAHardwareTelemetry
JSON SCHEMAHardwareUsage
JSON SCHEMAHasIdCondition
JSON SCHEMAHasVectorCondition
JSON SCHEMAHnswConfig
JSON SCHEMAHnswConfigDiff
JSON SCHEMAHnswGlobalConfig
JSON SCHEMAImage
JSON SCHEMAIndexes
JSON SCHEMAInferenceObject
JSON SCHEMAInferenceUsage
JSON SCHEMAIntegerIndexParams
JSON SCHEMAIntegerIndexType
JSON SCHEMAIsEmptyCondition
JSON SCHEMAIsNullCondition
JSON SCHEMAKeywordIndexParams
JSON SCHEMAKeywordIndexType
JSON SCHEMALanguage
JSON SCHEMALinDecayExpression
JSON SCHEMALnExpression
JSON SCHEMALocalShardInfo
JSON SCHEMALocalShardTelemetry
JSON SCHEMALog10Expression
JSON SCHEMALookupLocation
JSON SCHEMAMatch
JSON SCHEMAMatchAny
JSON SCHEMAMatchExcept
JSON SCHEMAMatchPhrase
JSON SCHEMAMatchText
JSON SCHEMAMatchTextAny
JSON SCHEMAMatchValue
JSON SCHEMAMaxOptimizationThreads
JSON SCHEMAMaxOptimizationThreadsSetting
JSON SCHEMAMemoryTelemetry
JSON SCHEMAMessageSendErrors
JSON SCHEMAMinShould
JSON SCHEMAMmr
JSON SCHEMAModelUsage
JSON SCHEMAModifier
JSON SCHEMAMoveShard
JSON SCHEMAMoveShardOperation
JSON SCHEMAMultExpression
JSON SCHEMAMultiVectorComparator
JSON SCHEMAMultiVectorConfig
JSON SCHEMANaiveFeedbackStrategy
JSON SCHEMANaiveFeedbackStrategyParams
JSON SCHEMANamedSparseVector
JSON SCHEMANamedVector
JSON SCHEMANamedVectorStruct
JSON SCHEMANearestQuery
JSON SCHEMANegExpression
JSON SCHEMANested
JSON SCHEMANestedCondition
JSON SCHEMAOperationDurationStatistics
JSON SCHEMAOptimization
JSON SCHEMAOptimizationSegmentInfo
JSON SCHEMAOptimizationsResponse
JSON SCHEMAOptimizationsSummary
JSON SCHEMAOptimizersConfig
JSON SCHEMAOptimizersConfigDiff
JSON SCHEMAOptimizersStatus
JSON SCHEMAOptimizerTelemetry
JSON SCHEMAOrderBy
JSON SCHEMAOrderByInterface
JSON SCHEMAOrderByQuery
JSON SCHEMAOrderValue
JSON SCHEMAOverwritePayloadOperation
JSON SCHEMAP2pConfigTelemetry
JSON SCHEMAPartialSnapshotTelemetry
JSON SCHEMAPayload
JSON SCHEMAPayloadField
JSON SCHEMAPayloadFieldSchema
JSON SCHEMAPayloadIndexInfo
JSON SCHEMAPayloadIndexTelemetry
JSON SCHEMAPayloadSchemaParams
JSON SCHEMAPayloadSchemaType
JSON SCHEMAPayloadSelector
JSON SCHEMAPayloadSelectorExclude
JSON SCHEMAPayloadSelectorInclude
JSON SCHEMAPayloadStorageType
JSON SCHEMAPeerInfo
JSON SCHEMAPeerMetadata
JSON SCHEMAPendingOptimization
JSON SCHEMAPointGroup
JSON SCHEMAPointIdsList
JSON SCHEMAPointInsertOperations
JSON SCHEMAPointRequest
JSON SCHEMAPointsBatch
JSON SCHEMAPointsList
JSON SCHEMAPointsSelector
JSON SCHEMAPointStruct
JSON SCHEMAPointVectors
JSON SCHEMAPowExpression
JSON SCHEMAPowParams
JSON SCHEMAPrefetch
JSON SCHEMAProductQuantization
JSON SCHEMAProductQuantizationConfig
JSON SCHEMAProgressTree
JSON SCHEMAQuantizationConfig
JSON SCHEMAQuantizationConfigDiff
JSON SCHEMAQuantizationSearchParams
JSON SCHEMAQuery
JSON SCHEMAQueryGroupsRequest
JSON SCHEMAQueryInterface
JSON SCHEMAQueryRequest
JSON SCHEMAQueryRequestBatch
JSON SCHEMAQueryResponse
JSON SCHEMARaftInfo
JSON SCHEMARange
JSON SCHEMARangeInterface
JSON SCHEMAReadConsistency
JSON SCHEMAReadConsistencyType
JSON SCHEMARecommendExample
JSON SCHEMARecommendGroupsRequest
JSON SCHEMARecommendInput
JSON SCHEMARecommendQuery
JSON SCHEMARecommendRequest
JSON SCHEMARecommendRequestBatch
JSON SCHEMARecommendStrategy
JSON SCHEMARecord
JSON SCHEMARelevanceFeedbackInput
JSON SCHEMARelevanceFeedbackQuery
JSON SCHEMARemoteShardInfo
JSON SCHEMARemoteShardTelemetry
JSON SCHEMARenameAlias
JSON SCHEMARenameAliasOperation
JSON SCHEMAReplica
JSON SCHEMAReplicaSetTelemetry
JSON SCHEMAReplicaState
JSON SCHEMAReplicatePoints
JSON SCHEMAReplicatePointsOperation
JSON SCHEMAReplicateShard
JSON SCHEMAReplicateShardOperation
JSON SCHEMARequestsTelemetry
JSON SCHEMAReshardingDirection
JSON SCHEMAReshardingInfo
JSON SCHEMARestartTransfer
JSON SCHEMARestartTransferOperation
JSON SCHEMARrf
JSON SCHEMARrfQuery
JSON SCHEMARunningEnvironmentTelemetry
JSON SCHEMASample
JSON SCHEMASampleQuery
JSON SCHEMAScalarQuantization
JSON SCHEMAScalarQuantizationConfig
JSON SCHEMAScalarType
JSON SCHEMAScoredPoint
JSON SCHEMAScrollRequest
JSON SCHEMAScrollResult
JSON SCHEMASearchGroupsRequest
JSON SCHEMASearchMatrixOffsetsResponse
JSON SCHEMASearchMatrixPair
JSON SCHEMASearchMatrixPairsResponse
JSON SCHEMASearchMatrixRequest
JSON SCHEMASearchParams
JSON SCHEMASearchRequest
JSON SCHEMASearchRequestBatch
JSON SCHEMASegmentConfig
JSON SCHEMASegmentInfo
JSON SCHEMASegmentTelemetry
JSON SCHEMASegmentType
JSON SCHEMASetPayload
JSON SCHEMASetPayloadOperation
JSON SCHEMAShardCleanStatusFailedTelemetry
JSON SCHEMAShardCleanStatusProgressTelemetry
JSON SCHEMAShardCleanStatusTelemetry
JSON SCHEMAShardingMethod
JSON SCHEMAShardKey
JSON SCHEMAShardKeyDescription
JSON SCHEMAShardKeySelector
JSON SCHEMAShardKeysResponse
JSON SCHEMAShardKeyWithFallback
JSON SCHEMAShardSnapshotLocation
JSON SCHEMAShardSnapshotRecover
JSON SCHEMAShardStatus
JSON SCHEMAShardTransferInfo
JSON SCHEMAShardTransferMethod
JSON SCHEMAShardUpdateQueueInfo
JSON SCHEMASnapshotDescription
JSON SCHEMASnapshotPriority
JSON SCHEMASnapshotRecover
JSON SCHEMASnowball
JSON SCHEMASnowballLanguage
JSON SCHEMASnowballParams
JSON SCHEMASparseIndexConfig
JSON SCHEMASparseIndexParams
JSON SCHEMASparseIndexType
JSON SCHEMASparseVector
JSON SCHEMASparseVectorDataConfig
JSON SCHEMASparseVectorParams
JSON SCHEMASparseVectorsConfig
JSON SCHEMASparseVectorStorageType
JSON SCHEMASqrtExpression
JSON SCHEMAStartFrom
JSON SCHEMAStartResharding
JSON SCHEMAStartReshardingOperation
JSON SCHEMAStateRole
JSON SCHEMAStemmingAlgorithm
JSON SCHEMAStopwordsInterface
JSON SCHEMAStopwordsSet
JSON SCHEMAStrictModeConfig
JSON SCHEMAStrictModeConfigOutput
JSON SCHEMAStrictModeMultivector
JSON SCHEMAStrictModeMultivectorConfig
JSON SCHEMAStrictModeMultivectorConfigOutput
JSON SCHEMAStrictModeMultivectorOutput
JSON SCHEMAStrictModeSparse
JSON SCHEMAStrictModeSparseConfig
JSON SCHEMAStrictModeSparseConfigOutput
JSON SCHEMAStrictModeSparseOutput
JSON SCHEMASumExpression
JSON SCHEMATelemetryData
JSON SCHEMATextIndexParams
JSON SCHEMATextIndexType
JSON SCHEMATokenizerType
JSON SCHEMATrackerStatus
JSON SCHEMATrackerTelemetry
JSON SCHEMAUpdateCollection
JSON SCHEMAUpdateMode
JSON SCHEMAUpdateOperation
JSON SCHEMAUpdateOperations
JSON SCHEMAUpdateQueueInfo
JSON SCHEMAUpdateResult
JSON SCHEMAUpdateStatus
JSON SCHEMAUpdateVectors
JSON SCHEMAUpdateVectorsOperation
JSON SCHEMAUpsertOperation
JSON SCHEMAUsage
JSON SCHEMAUsingVector
JSON SCHEMAUuidIndexParams
JSON SCHEMAUuidIndexType
JSON SCHEMAValuesCount
JSON SCHEMAValueVariants
JSON SCHEMAVector
JSON SCHEMAVectorDataConfig
JSON SCHEMAVectorDataInfo
JSON SCHEMAVectorIndexSearchesTelemetry
JSON SCHEMAVectorInput
JSON SCHEMAVectorOutput
JSON SCHEMAVectorParams
JSON SCHEMAVectorParamsDiff
JSON SCHEMAVectorsConfig
JSON SCHEMAVectorsConfigDiff
JSON SCHEMAVectorStorageDatatype
JSON SCHEMAVectorStorageType
JSON SCHEMAVectorStruct
JSON SCHEMAVectorStructOutput
JSON SCHEMAVersionInfo
JSON SCHEMAWalConfig
JSON SCHEMAWalConfigDiff
JSON SCHEMAWebApiTelemetry
JSON SCHEMAWithLookup
JSON SCHEMAWithLookupInterface
JSON SCHEMAWithPayloadInterface
JSON SCHEMAWithVector
JSON SCHEMAWriteOrdering
JSON SCHEMAScroll within the panel for all 386 ·
JSON Structure 1
JSON Structure captures the data shapes in a form built for tooling — a complement to JSON Schema that keeps the model machine-legible.
JSON Structure definitions describing this provider's data shapes.
Qdrant Structure
JSON STRUCTURESecurity Posture 2
Authentication, domain security, vulnerability disclosure, and trust-center signals — the evidence that a provider takes security seriously enough to document it. We profile it because you can't govern what you can't see.
Authentication, domain security, vulnerability disclosure, and trust-center signals.
Agentic Access 1
An x-agentic-access contract marks which operations are safe for an agent to run on its own and which need a human in the loop. It is the difference between an API an agent can use and one it can use safely.
Recommended x-agentic-access execution contracts for AI agents.
Resources
Every other property we hold for Qdrant — documentation, portals, status pages, policies, and corporate surface — grouped by the job it does, following the integrator's arc from getting started to running in production.
Get Started 1
Portal, sign-up, and the first successful call
Documentation 1
Reference material describing how the API behaves
Agent Surfaces 2
MCP servers, agent skills, and machine-readable catalogs
Build 1
SDKs, sample code, and the tooling you integrate with
Access & Security 2
Authentication, authorization, and security posture
Learn 1
Tutorials, courses, talks, and written guidance
Commercial 1
Pricing, plans, and the legal terms of use
Company 3
The organization behind the API
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