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AgentsKit

@agentskit/memory — Interfaces

API interfaces for @agentskit/memory.

#Interface: AgentskitMemoryStore

Defined in: packages/memory/src/kv-store-types.ts:10

Minimal KV store contract.

#Properties

#id

readonly id: string | undefined

Defined in: packages/memory/src/kv-store-types.ts:11

#Methods

#get()

get(key): Promise<unknown>

Defined in: packages/memory/src/kv-store-types.ts:12

#Parameters

key

string

#Returns

Promise<unknown>


#set()

set(key, value): Promise<void>

Defined in: packages/memory/src/kv-store-types.ts:13

#Parameters

key

string

value

unknown

#Returns

Promise<void>


#Interface: ChatMemoryRedactionOptions

Defined in: packages/memory/src/redaction.ts:35

#Extended by

#Properties

#allowedRoles?

optional allowedRoles?: string[]

Defined in: packages/memory/src/redaction.ts:46

Roles allowed to reveal — required when mode === 'tokenize'.


#audit?

optional audit?: RedactionAuditSink

Defined in: packages/memory/src/redaction.ts:48

Optional audit sink threaded into the vault tokenize() calls.


#mode?

optional mode?: RedactionMode

Defined in: packages/memory/src/redaction.ts:42


#rules

rules: PIIRule[]

Defined in: packages/memory/src/redaction.ts:41

Rules to apply. Pass DEFAULT_PII_RULES for the baseline set, compilePIITaxonomy(json) for a custom JSON taxonomy, or any hand-rolled PIIRule[]. Same shape as createPIIRedactor.


#vault?

optional vault?: RedactionVault

Defined in: packages/memory/src/redaction.ts:44

Required when mode === 'tokenize'.


#Interface: ChromaConfig

Defined in: packages/memory/src/vector/chroma.ts:5

#Extends

#Properties

#apiKey?

optional apiKey?: string

Defined in: packages/memory/src/vector/chroma.ts:14

Chroma token sent through the x-chroma-token header.


#collection

collection: string

Defined in: packages/memory/src/vector/chroma.ts:8


#database?

optional database?: string

Defined in: packages/memory/src/vector/chroma.ts:12

Chroma database. Defaults to default_database.


#fetch?

optional fetch?: {(input, init?): Promise<Response>; (input, init?): Promise<Response>; }

Defined in: packages/memory/src/vector/http.ts:4

#Call Signature

(input, init?): Promise<Response>

MDN Reference

Parameters
input

RequestInfo | URL

init?

RequestInit

Returns

Promise<Response>

#Call Signature

(input, init?): Promise<Response>

MDN Reference

Parameters
input

string | Request | URL

init?

RequestInit

Returns

Promise<Response>

#Inherited from

RemoteHttpConfig.fetch


#headers?

optional headers?: Record<string, string>

Defined in: packages/memory/src/vector/chroma.ts:16

Additional headers for hosted or proxied Chroma deployments.


#maxResponseBytes?

optional maxResponseBytes?: number

Defined in: packages/memory/src/vector/http.ts:6

#Inherited from

RemoteHttpConfig.maxResponseBytes


#signal?

optional signal?: AbortSignal

Defined in: packages/memory/src/vector/http.ts:7

#Inherited from

RemoteHttpConfig.signal


#tenant?

optional tenant?: string

Defined in: packages/memory/src/vector/chroma.ts:10

Chroma tenant. Defaults to default_tenant.


#timeoutMs?

optional timeoutMs?: number

Defined in: packages/memory/src/vector/http.ts:5

#Inherited from

RemoteHttpConfig.timeoutMs


#topK?

optional topK?: number

Defined in: packages/memory/src/vector/chroma.ts:17


#url

url: string

Defined in: packages/memory/src/vector/chroma.ts:7

Base URL of a running Chroma HTTP server.


#Interface: CreateKvMemoryFromConfigOpts

Defined in: packages/memory/src/kv-store-factory.ts:46

#Properties

#config

readonly config: KvMemoryConfig

Defined in: packages/memory/src/kv-store-factory.ts:47


#embedder?

readonly optional embedder?: MemoryEmbedderLike

Defined in: packages/memory/src/kv-store-factory.ts:52


#localStorageFilePath?

readonly optional localStorageFilePath?: string

Defined in: packages/memory/src/kv-store-factory.ts:49


#redis?

readonly optional redis?: RedisLike

Defined in: packages/memory/src/kv-store-factory.ts:50


#sqlite?

readonly optional sqlite?: SqliteOpener

Defined in: packages/memory/src/kv-store-factory.ts:48


#vectorStore?

readonly optional vectorStore?: MemoryVectorStoreLike

Defined in: packages/memory/src/kv-store-factory.ts:51


#Interface: CreateLocalStorageStoreOpts

Defined in: packages/memory/src/kv-store-basic.ts:106

#Properties

#config

readonly config: LocalStorageKvConfig

Defined in: packages/memory/src/kv-store-basic.ts:107


#filePath?

readonly optional filePath?: string

Defined in: packages/memory/src/kv-store-basic.ts:109


#storage?

readonly optional storage?: LocalStorageLike

Defined in: packages/memory/src/kv-store-basic.ts:108


#Interface: CreateRedisStoreOpts

Defined in: packages/memory/src/kv-store-redis.ts:11

#Properties

#client

readonly client: RedisLike

Defined in: packages/memory/src/kv-store-redis.ts:13


#config

readonly config: RedisKvConfig

Defined in: packages/memory/src/kv-store-redis.ts:12


#Interface: CreateSqliteStoreOpts

Defined in: packages/memory/src/kv-store-sqlite.ts:12

#Properties

#config

readonly config: SqliteKvConfig

Defined in: packages/memory/src/kv-store-sqlite.ts:13


#open

readonly open: SqliteOpener

Defined in: packages/memory/src/kv-store-sqlite.ts:14


#Interface: CreateVectorStoreOpts

Defined in: packages/memory/src/kv-store-vector.ts:14

#Properties

#config

readonly config: VectorKvConfig

Defined in: packages/memory/src/kv-store-vector.ts:15


#embedder

readonly embedder: MemoryEmbedderLike

Defined in: packages/memory/src/kv-store-vector.ts:17


#vectorStore

readonly vectorStore: MemoryVectorStoreLike

Defined in: packages/memory/src/kv-store-vector.ts:16


#Interface: EncryptedEnvelope

Defined in: packages/memory/src/encrypted.ts:30

#Properties

#ciphertext

ciphertext: string

Defined in: packages/memory/src/encrypted.ts:31


#iv

iv: string

Defined in: packages/memory/src/encrypted.ts:32


#length

length: number

Defined in: packages/memory/src/encrypted.ts:34

Plaintext-length marker so the agent sees a non-empty content hint.


#Interface: EncryptedMemoryOptions

Defined in: packages/memory/src/encrypted.ts:18

Client-side encrypted ChatMemory wrapper. Keys never leave the caller — the backing store only ever sees an opaque \{ iv, ct \} payload stashed in metadata.ciphertext and metadata.iv; content becomes an empty string so rogue middleware can't peek at it either.

Uses Web Crypto (AES-GCM, 256-bit). Available on Node 20+ and all modern browsers. BYO key material — typically generated per-user during onboarding and stored only on their device.

#Properties

#aad?

optional aad?: Uint8Array<ArrayBufferLike>

Defined in: packages/memory/src/encrypted.ts:27

Optional AAD — content that binds ciphertext to context (user id, room).


#backing

backing: ChatMemory

Defined in: packages/memory/src/encrypted.ts:19


#getRandomValues?

optional getRandomValues?: <T>(array) => T

Defined in: packages/memory/src/encrypted.ts:25

Random source. Defaults to globalThis.crypto.getRandomValues.

#Type Parameters

T

T extends ArrayBufferView<ArrayBufferLike>

#Parameters

array

T

#Returns

T


#key

key: Uint8Array<ArrayBufferLike> | CryptoKey

Defined in: packages/memory/src/encrypted.ts:21

32-byte raw key (e.g. crypto.getRandomValues(new Uint8Array(32))).


#subtle?

optional subtle?: SubtleCrypto

Defined in: packages/memory/src/encrypted.ts:23

Override for tests. Defaults to globalThis.crypto.subtle.


#Interface: FileKvConfig

Defined in: packages/memory/src/kv-store-types.ts:58

#Extends

  • CommonKvConfig

#Properties

#backend

readonly backend: "file"

Defined in: packages/memory/src/kv-store-types.ts:59


#maxMessages?

readonly optional maxMessages?: number

Defined in: packages/memory/src/kv-store-types.ts:51

#Inherited from

CommonKvConfig.maxMessages


#path

readonly path: string

Defined in: packages/memory/src/kv-store-types.ts:60


#ttlSeconds?

readonly optional ttlSeconds?: number

Defined in: packages/memory/src/kv-store-types.ts:52

#Inherited from

CommonKvConfig.ttlSeconds


#Interface: FileVectorMemoryConfig

Defined in: packages/memory/src/file-vector.ts:6

#Properties

#path

path: string

Defined in: packages/memory/src/file-vector.ts:7


#store?

optional store?: VectorStore

Defined in: packages/memory/src/file-vector.ts:8


#Interface: ForgetReport

Defined in: packages/memory/src/forget.ts:29

#Properties

#at

at: string

Defined in: packages/memory/src/forget.ts:33

ISO timestamp of the deletion.


#backend

backend: string

Defined in: packages/memory/src/forget.ts:30


#deletedCount

deletedCount: number

Defined in: packages/memory/src/forget.ts:31


#failures?

optional failures?: object[]

Defined in: packages/memory/src/forget.ts:35

Records the deletion couldn't reach (offline replica, missing index).

#id

id: string

#reason

reason: string


#Interface: ForgetSubjectResult

Defined in: packages/memory/src/forget.ts:38

#Properties

#evidenceHash

evidenceHash: string

Defined in: packages/memory/src/forget.ts:46

Hash you can sign into the audit log to prove the deletion ran.


#incomplete

incomplete: boolean

Defined in: packages/memory/src/forget.ts:43


#reports

reports: ForgetReport[]

Defined in: packages/memory/src/forget.ts:40


#skippedBackends

skippedBackends: string[]

Defined in: packages/memory/src/forget.ts:42

Inputs without the capability, which require an explicit out-of-band deletion.


#subjectId

subjectId: string

Defined in: packages/memory/src/forget.ts:39


#totalDeleted

totalDeleted: number

Defined in: packages/memory/src/forget.ts:44


#Interface: ForgettableMemory

Defined in: packages/memory/src/forget.ts:19

GDPR / LGPD / CCPA data-subject deletion. ADR-0003 deferred retention; this module is the "forget the user" half.

Design: rather than mutate every memory contract (and break the public API freeze, RFC-0007), we attach forgetSubject as a capability on a memory instance. Backends that can implement it declare a subjectFilter (how to recognise records belonging to a subject) and deleteFn (how to remove them). forgetSubject(memory, subjectId) walks every backend the runtime is configured with and runs the deletion, returning a per-backend report you can sign into the audit log (#162).

Closes issue #798.

#Properties

#__agentskitBackend

__agentskitBackend: string

Defined in: packages/memory/src/forget.ts:24

Backend identifier ('pgvector', 'pinecone', 'sqlite', etc.). Used for the audit-log entry and for the per-backend report.


#forgetSubject

forgetSubject: (subjectId) => Promise<ForgetReport>

Defined in: packages/memory/src/forget.ts:26

Delete every record where metadata.subjectId === subjectId.

#Parameters

subjectId

string

#Returns

Promise<ForgetReport>


#Interface: GraphEdge<TProps>

Defined in: packages/memory/src/graph.ts:19

#Type Parameters

#TProps

TProps = Record<string, unknown>

#Properties

#from

from: string

Defined in: packages/memory/src/graph.ts:23


#id

id: string

Defined in: packages/memory/src/graph.ts:20


#label

label: string

Defined in: packages/memory/src/graph.ts:22

Verb / relation type — 'knows', 'works-at', 'cites'.


#properties?

optional properties?: TProps

Defined in: packages/memory/src/graph.ts:27


#to

to: string

Defined in: packages/memory/src/graph.ts:24


#weight?

optional weight?: number

Defined in: packages/memory/src/graph.ts:26

Optional weight — confidence, recency, or frequency.


#Interface: GraphMemory

Defined in: packages/memory/src/graph.ts:37

#Properties

#clear?

optional clear?: () => Promise<void>

Defined in: packages/memory/src/graph.ts:47

#Returns

Promise<void>


#deleteEdge

deleteEdge: (id) => Promise<void>

Defined in: packages/memory/src/graph.ts:46

#Parameters

id

string

#Returns

Promise<void>


#deleteNode

deleteNode: (id) => Promise<void>

Defined in: packages/memory/src/graph.ts:45

#Parameters

id

string

#Returns

Promise<void>


#findEdges

findEdges: <T>(query?) => Promise<GraphEdge<T>[]>

Defined in: packages/memory/src/graph.ts:42

#Type Parameters

T

T

#Parameters

query?

GraphQuery

#Returns

Promise<GraphEdge<T>[]>


#findNodes

findNodes: <T>(query?) => Promise<GraphNode<T>[]>

Defined in: packages/memory/src/graph.ts:41

#Type Parameters

T

T

#Parameters

query?

GraphQuery

#Returns

Promise<GraphNode<T>[]>


#getNode

getNode: <T>(id) => Promise<GraphNode<T> | null>

Defined in: packages/memory/src/graph.ts:40

#Type Parameters

T

T

#Parameters

id

string

#Returns

Promise<GraphNode<T> | null>


#neighbors

neighbors: <T>(id, options?) => Promise<GraphNode<T>[]>

Defined in: packages/memory/src/graph.ts:44

Breadth-first neighbors of id up to depth. Default 1.

#Type Parameters

T

T

#Parameters

id

string

options?
depth?

number

label?

string

#Returns

Promise<GraphNode<T>[]>


#upsertEdge

upsertEdge: <T>(edge) => Promise<GraphEdge<T>>

Defined in: packages/memory/src/graph.ts:39

#Type Parameters

T

T

#Parameters

edge

GraphEdge<T>

#Returns

Promise<GraphEdge<T>>


#upsertNode

upsertNode: <T>(node) => Promise<GraphNode<T>>

Defined in: packages/memory/src/graph.ts:38

#Type Parameters

T

T

#Parameters

node

GraphNode<T>

#Returns

Promise<GraphNode<T>>


#Interface: GraphNode<TProps>

Defined in: packages/memory/src/graph.ts:8

Non-linear memory: a typed knowledge graph. Use for facts the agent should remember beyond a single conversation — entities, relationships, derived beliefs. Designed to be backed by anything from an in-memory Map (tests, demos) to Neo4j / Memgraph / Neptune.

#Type Parameters

#TProps

TProps = Record<string, unknown>

#Properties

#createdAt?

optional createdAt?: string

Defined in: packages/memory/src/graph.ts:14

ISO timestamp when the node was first inserted.


#id

id: string

Defined in: packages/memory/src/graph.ts:9


#kind

kind: string

Defined in: packages/memory/src/graph.ts:11

Type / label — 'person', 'company', 'topic'.


#properties?

optional properties?: TProps

Defined in: packages/memory/src/graph.ts:12


#updatedAt?

optional updatedAt?: string

Defined in: packages/memory/src/graph.ts:16

ISO timestamp of the latest update.


#Interface: GraphQuery

Defined in: packages/memory/src/graph.ts:30

#Properties

#from?

optional from?: string

Defined in: packages/memory/src/graph.ts:33


#kind?

optional kind?: string

Defined in: packages/memory/src/graph.ts:31


#label?

optional label?: string

Defined in: packages/memory/src/graph.ts:32


#to?

optional to?: string

Defined in: packages/memory/src/graph.ts:34


#Interface: HierarchicalMemory

Defined in: packages/memory/src/hierarchical.ts:45

#Extends

  • ChatMemory

#Properties

#archival

archival: () => Promise<Message[]>

Defined in: packages/memory/src/hierarchical.ts:47

Full archival history. Always the source of truth.

#Returns

Promise<Message[]>


#clear?

optional clear?: (options?) => MaybePromise<void>

Defined in: packages/core/dist/memory-DT9jl_oe.d.ts:23

#Parameters

options?

MemoryOperationOptions

#Returns

MaybePromise<void>

#Inherited from

ChatMemory.clear


#load

load: (options?) => MaybePromise<Message[]>

Defined in: packages/core/dist/memory-DT9jl_oe.d.ts:21

#Parameters

options?

MemoryOperationOptions

#Returns

MaybePromise<Message[]>

#Inherited from

ChatMemory.load


#region?

optional region?: DataRegion

Defined in: packages/core/dist/memory-DT9jl_oe.d.ts:20

Data-residency region for this memory backend, when known.

#Inherited from

ChatMemory.region


#save

save: (messages, options?) => MaybePromise<void>

Defined in: packages/core/dist/memory-DT9jl_oe.d.ts:22

#Parameters

messages

Message[]

options?

MemoryOperationOptions

#Returns

MaybePromise<void>

#Inherited from

ChatMemory.save


#working

working: () => Promise<Message[]>

Defined in: packages/memory/src/hierarchical.ts:49

Current working-window snapshot.

#Returns

Promise<Message[]>


#Interface: HierarchicalMemoryOptions

Defined in: packages/memory/src/hierarchical.ts:23

#Properties

#archival

archival: ChatMemory

Defined in: packages/memory/src/hierarchical.ts:27

Cold storage — every message ever seen is written here.


#recall?

optional recall?: HierarchicalRecall

Defined in: packages/memory/src/hierarchical.ts:33

Mid-term recall layer (usually a vector store). Optional; without it the hub behaves like virtualized memory with a hard backing store.


#recallTopK?

optional recallTopK?: number

Defined in: packages/memory/src/hierarchical.ts:42

Max recalled messages to splice on each load(). Default 5.


#working

working: ChatMemory

Defined in: packages/memory/src/hierarchical.ts:25

Hot window — the messages always loaded in full.


#workingLimit?

optional workingLimit?: number

Defined in: packages/memory/src/hierarchical.ts:38

Maximum messages to keep in working. Older messages spill into recall + archival. Default 50.


#Interface: HierarchicalRecall

Defined in: packages/memory/src/hierarchical.ts:6

#Properties

#clear?

optional clear?: () => void | Promise<void>

Defined in: packages/memory/src/hierarchical.ts:20

Remove all indexed messages when the parent memory is cleared.

#Returns

void | Promise<void>


#index

index: (message) => void | Promise<void>

Defined in: packages/memory/src/hierarchical.ts:12

Index a message for later retrieval. Called once per message as it moves from working → recall (usually: embed + store in a vector DB).

#Parameters

message

Message

#Returns

void | Promise<void>


#query

query: (input) => Message[] | Promise<Message[]>

Defined in: packages/memory/src/hierarchical.ts:18

Given the hot working window, return up to topK messages from the recall tier that are relevant to the current turn. The hub splices results chronologically alongside the working window.

#Parameters

input
topK

number

working

Message[]

#Returns

Message[] | Promise<Message[]>


#Interface: InMemoryKvConfig

Defined in: packages/memory/src/kv-store-types.ts:55

#Extends

  • CommonKvConfig

#Properties

#backend

readonly backend: "in-memory"

Defined in: packages/memory/src/kv-store-types.ts:56


#maxMessages?

readonly optional maxMessages?: number

Defined in: packages/memory/src/kv-store-types.ts:51

#Inherited from

CommonKvConfig.maxMessages


#ttlSeconds?

readonly optional ttlSeconds?: number

Defined in: packages/memory/src/kv-store-types.ts:52

#Inherited from

CommonKvConfig.ttlSeconds


#Interface: KvEntry

Defined in: packages/memory/src/kv-store-types.ts:16

#Properties

#insertedAt

readonly insertedAt: number

Defined in: packages/memory/src/kv-store-types.ts:18


#value

readonly value: unknown

Defined in: packages/memory/src/kv-store-types.ts:17


#Interface: LocalStorageKvConfig

Defined in: packages/memory/src/kv-store-types.ts:76

#Extends

  • CommonKvConfig

#Properties

#backend

readonly backend: "localstorage"

Defined in: packages/memory/src/kv-store-types.ts:77


#key

readonly key: string

Defined in: packages/memory/src/kv-store-types.ts:78


#maxMessages?

readonly optional maxMessages?: number

Defined in: packages/memory/src/kv-store-types.ts:51

#Inherited from

CommonKvConfig.maxMessages


#ttlSeconds?

readonly optional ttlSeconds?: number

Defined in: packages/memory/src/kv-store-types.ts:52

#Inherited from

CommonKvConfig.ttlSeconds


#Interface: LocalStorageLike

Defined in: packages/memory/src/kv-store-types.ts:130

#Methods

#getItem()

getItem(key): string | null

Defined in: packages/memory/src/kv-store-types.ts:131

#Parameters

key

string

#Returns

string | null


#setItem()

setItem(key, value): void

Defined in: packages/memory/src/kv-store-types.ts:132

#Parameters

key

string

value

string

#Returns

void


#Interface: MemoryEmbedderLike

Defined in: packages/memory/src/kv-store-types.ts:126

#Methods

#embed()

embed(texts): Promise<number[][]>

Defined in: packages/memory/src/kv-store-types.ts:127

#Parameters

texts

readonly string[]

#Returns

Promise<number[][]>


#Interface: MemoryVectorStoreLike

Defined in: packages/memory/src/kv-store-types.ts:111

#Methods

#query()

query(vec, k, filter?): Promise<readonly object[]>

Defined in: packages/memory/src/kv-store-types.ts:119

#Parameters

vec

readonly number[]

k

number

filter?

Record<string, unknown>

#Returns

Promise<readonly object[]>


#upsert()

upsert(rows): Promise<void>

Defined in: packages/memory/src/kv-store-types.ts:112

#Parameters

rows

readonly object[]

#Returns

Promise<void>


#Interface: MilvusConfig

Defined in: packages/memory/src/vector/milvus.ts:5

#Extends

#Properties

#collection

collection: string

Defined in: packages/memory/src/vector/milvus.ts:10


#fetch?

optional fetch?: {(input, init?): Promise<Response>; (input, init?): Promise<Response>; }

Defined in: packages/memory/src/vector/http.ts:4

#Call Signature

(input, init?): Promise<Response>

MDN Reference

Parameters
input

RequestInfo | URL

init?

RequestInit

Returns

Promise<Response>

#Call Signature

(input, init?): Promise<Response>

MDN Reference

Parameters
input

string | Request | URL

init?

RequestInit

Returns

Promise<Response>

#Inherited from

RemoteHttpConfig.fetch


#maxResponseBytes?

optional maxResponseBytes?: number

Defined in: packages/memory/src/vector/http.ts:6

#Inherited from

RemoteHttpConfig.maxResponseBytes


#signal?

optional signal?: AbortSignal

Defined in: packages/memory/src/vector/http.ts:7

#Inherited from

RemoteHttpConfig.signal


#timeoutMs?

optional timeoutMs?: number

Defined in: packages/memory/src/vector/http.ts:5

#Inherited from

RemoteHttpConfig.timeoutMs


#token?

optional token?: string

Defined in: packages/memory/src/vector/milvus.ts:9

API key / Zilliz Cloud token (Bearer).


#topK?

optional topK?: number

Defined in: packages/memory/src/vector/milvus.ts:13


#url

url: string

Defined in: packages/memory/src/vector/milvus.ts:7

Milvus REST endpoint, e.g. https://in03-xxx.api.gcp-us-west1.zillizcloud.com.


#vectorField?

optional vectorField?: string

Defined in: packages/memory/src/vector/milvus.ts:12

Vector field name in the schema. Default vector.


#Interface: MongoAtlasVectorConfig

Defined in: packages/memory/src/vector/mongo-atlas.ts:19

#Properties

#collection

collection: MongoCollectionLike

Defined in: packages/memory/src/vector/mongo-atlas.ts:20


#indexName

indexName: string

Defined in: packages/memory/src/vector/mongo-atlas.ts:22

Atlas Search index name on the embedding field.


#numCandidates?

optional numCandidates?: number

Defined in: packages/memory/src/vector/mongo-atlas.ts:26

numCandidates for $vectorSearch. Default topK * 10.


#topK?

optional topK?: number

Defined in: packages/memory/src/vector/mongo-atlas.ts:27


#vectorField?

optional vectorField?: string

Defined in: packages/memory/src/vector/mongo-atlas.ts:24

Field that holds the embedding vector. Default embedding.


#Interface: MongoCollectionLike

Defined in: packages/memory/src/vector/mongo-atlas.ts:11

MongoDB Atlas Vector Search adapter. Caller injects a typed collection shape (drop-in for the official mongodb driver's Collection type) so we don't bundle a driver. Atlas' $vectorSearch aggregation runs server-side; we just translate store / search / delete to insertMany + aggregate + deleteMany.

#Methods

#aggregate()

aggregate<T>(pipeline): object

Defined in: packages/memory/src/vector/mongo-atlas.ts:14

#Type Parameters

T

T = Record<string, unknown>

#Parameters

pipeline

Record<string, unknown>[]

#Returns

object

toArray()

toArray(): Promise<T[]>

Returns

Promise<T[]>


#deleteMany()

deleteMany(filter): Promise<unknown>

Defined in: packages/memory/src/vector/mongo-atlas.ts:13

#Parameters

filter

Record<string, unknown>

#Returns

Promise<unknown>


#insertMany()

insertMany(docs, options?): Promise<unknown>

Defined in: packages/memory/src/vector/mongo-atlas.ts:12

#Parameters

docs

Record<string, unknown>[]

options?

unknown

#Returns

Promise<unknown>


#Interface: PersonalizationProfile

Defined in: packages/memory/src/personalization.ts:8

Personalization — a persisted profile per subject (user id, account id, device). The agent reads it on every run to condition responses; the runtime updates it when new facts appear.

#Properties

#subjectId

subjectId: string

Defined in: packages/memory/src/personalization.ts:9


#traits

traits: Record<string, unknown>

Defined in: packages/memory/src/personalization.ts:11

Human-editable notes, facts, preferences.


#updatedAt

updatedAt: string

Defined in: packages/memory/src/personalization.ts:13

ISO timestamp of the latest update.


#Interface: PersonalizationStore

Defined in: packages/memory/src/personalization.ts:16

#Properties

#delete?

optional delete?: (subjectId) => Promise<void>

Defined in: packages/memory/src/personalization.ts:20

#Parameters

subjectId

string

#Returns

Promise<void>


#get

get: (subjectId) => Promise<PersonalizationProfile | null>

Defined in: packages/memory/src/personalization.ts:17

#Parameters

subjectId

string

#Returns

Promise<PersonalizationProfile | null>


#merge

merge: (subjectId, traits) => Promise<PersonalizationProfile>

Defined in: packages/memory/src/personalization.ts:19

#Parameters

subjectId

string

traits

Record<string, unknown>

#Returns

Promise<PersonalizationProfile>


#set

set: (profile) => Promise<void>

Defined in: packages/memory/src/personalization.ts:18

#Parameters

profile

PersonalizationProfile

#Returns

Promise<void>


#Interface: PgVectorConfig

Defined in: packages/memory/src/vector/pgvector.ts:19

#Properties

#runner

runner: PgVectorRunner

Defined in: packages/memory/src/vector/pgvector.ts:20


#table?

optional table?: string

Defined in: packages/memory/src/vector/pgvector.ts:22

Table name. Default 'agentskit_vectors'.


#topK?

optional topK?: number

Defined in: packages/memory/src/vector/pgvector.ts:24

Default topK for search. Default 10.


#Interface: PgVectorRunner

Defined in: packages/memory/src/vector/pgvector.ts:12

pgvector-backed VectorMemory. We accept a minimal async SQL runner so the caller picks the driver (pg, postgres, @neondatabase/serverless, @supabase/postgres-js, ...). Expects a table with columns id text primary key, content text, embedding vector(N), metadata jsonb.

#Properties

#query

query: <T>(sql, params) => Promise<{ rows: T[]; }>

Defined in: packages/memory/src/vector/pgvector.ts:13

#Type Parameters

T

T = Record<string, unknown>

#Parameters

sql

string

params

unknown[]

#Returns

Promise<{ rows: T[]; }>


#Interface: PineconeConfig

Defined in: packages/memory/src/vector/pinecone.ts:4

#Extends

#Properties

#apiKey

apiKey: string

Defined in: packages/memory/src/vector/pinecone.ts:7


#fetch?

optional fetch?: {(input, init?): Promise<Response>; (input, init?): Promise<Response>; }

Defined in: packages/memory/src/vector/http.ts:4

#Call Signature

(input, init?): Promise<Response>

MDN Reference

Parameters
input

RequestInfo | URL

init?

RequestInit

Returns

Promise<Response>

#Call Signature

(input, init?): Promise<Response>

MDN Reference

Parameters
input

string | Request | URL

init?

RequestInit

Returns

Promise<Response>

#Inherited from

RemoteHttpConfig.fetch


#indexUrl

indexUrl: string

Defined in: packages/memory/src/vector/pinecone.ts:6

Full index URL, e.g. https://&lt;idx>-&lt;project>.svc.&lt;region>.pinecone.io.


#maxResponseBytes?

optional maxResponseBytes?: number

Defined in: packages/memory/src/vector/http.ts:6

#Inherited from

RemoteHttpConfig.maxResponseBytes


#namespace?

optional namespace?: string

Defined in: packages/memory/src/vector/pinecone.ts:9

Namespace. Default ''.


#signal?

optional signal?: AbortSignal

Defined in: packages/memory/src/vector/http.ts:7

#Inherited from

RemoteHttpConfig.signal


#timeoutMs?

optional timeoutMs?: number

Defined in: packages/memory/src/vector/http.ts:5

#Inherited from

RemoteHttpConfig.timeoutMs


#topK?

optional topK?: number

Defined in: packages/memory/src/vector/pinecone.ts:11

Default topK for search. Default 10.


#Interface: QdrantConfig

Defined in: packages/memory/src/vector/qdrant.ts:5

#Extends

#Properties

#apiKey?

optional apiKey?: string

Defined in: packages/memory/src/vector/qdrant.ts:8


#collection

collection: string

Defined in: packages/memory/src/vector/qdrant.ts:9


#fetch?

optional fetch?: {(input, init?): Promise<Response>; (input, init?): Promise<Response>; }

Defined in: packages/memory/src/vector/http.ts:4

#Call Signature

(input, init?): Promise<Response>

MDN Reference

Parameters
input

RequestInfo | URL

init?

RequestInit

Returns

Promise<Response>

#Call Signature

(input, init?): Promise<Response>

MDN Reference

Parameters
input

string | Request | URL

init?

RequestInit

Returns

Promise<Response>

#Inherited from

RemoteHttpConfig.fetch


#maxResponseBytes?

optional maxResponseBytes?: number

Defined in: packages/memory/src/vector/http.ts:6

#Inherited from

RemoteHttpConfig.maxResponseBytes


#signal?

optional signal?: AbortSignal

Defined in: packages/memory/src/vector/http.ts:7

#Inherited from

RemoteHttpConfig.signal


#timeoutMs?

optional timeoutMs?: number

Defined in: packages/memory/src/vector/http.ts:5

#Inherited from

RemoteHttpConfig.timeoutMs


#topK?

optional topK?: number

Defined in: packages/memory/src/vector/qdrant.ts:10


#url

url: string

Defined in: packages/memory/src/vector/qdrant.ts:7

Base URL, e.g. https://xxx.cluster-qdrant.io.


#Interface: RedisChatMemoryConfig

Defined in: packages/memory/src/redis-chat.ts:12

#Extends

#Properties

#client?

optional client?: RedisClientAdapter

Defined in: packages/memory/src/redis-client.ts:19

#Inherited from

RedisConnectionConfig.client


#conversationId?

optional conversationId?: string

Defined in: packages/memory/src/redis-chat.ts:14


#keyPrefix?

optional keyPrefix?: string

Defined in: packages/memory/src/redis-chat.ts:13


#url

url: string

Defined in: packages/memory/src/redis-client.ts:18

#Inherited from

RedisConnectionConfig.url


#Interface: RedisClientAdapter

Defined in: packages/memory/src/redis-client.ts:8

Internal Redis client adapter interface. Abstracts the underlying Redis library so it can be swapped (e.g., from redis to ioredis) without changing consumers.

#Methods

#call()

call(command, ...args): Promise<unknown>

Defined in: packages/memory/src/redis-client.ts:14

#Parameters

command

string

args

...(string | number | Buffer<ArrayBufferLike>)[]

#Returns

Promise<unknown>


#del()

del(key): Promise<void>

Defined in: packages/memory/src/redis-client.ts:11

#Parameters

key

string | string[]

#Returns

Promise<void>


#disconnect()

disconnect(): Promise<void>

Defined in: packages/memory/src/redis-client.ts:13

#Returns

Promise<void>


#get()

get(key): Promise<string | null>

Defined in: packages/memory/src/redis-client.ts:9

#Parameters

key

string

#Returns

Promise<string | null>


#keys()

keys(pattern): Promise<string[]>

Defined in: packages/memory/src/redis-client.ts:12

#Parameters

pattern

string

#Returns

Promise<string[]>


#set()

set(key, value): Promise<void>

Defined in: packages/memory/src/redis-client.ts:10

#Parameters

key

string

value

string

#Returns

Promise<void>


#Interface: RedisConnectionConfig

Defined in: packages/memory/src/redis-client.ts:17

#Extended by

#Properties

#client?

optional client?: RedisClientAdapter

Defined in: packages/memory/src/redis-client.ts:19


#url

url: string

Defined in: packages/memory/src/redis-client.ts:18


#Interface: RedisKvConfig

Defined in: packages/memory/src/kv-store-types.ts:66

#Extends

  • CommonKvConfig

#Properties

#backend

readonly backend: "redis"

Defined in: packages/memory/src/kv-store-types.ts:67


#maxMessages?

readonly optional maxMessages?: number

Defined in: packages/memory/src/kv-store-types.ts:51

#Inherited from

CommonKvConfig.maxMessages


#prefix

readonly prefix: string

Defined in: packages/memory/src/kv-store-types.ts:69


#ttlSeconds?

readonly optional ttlSeconds?: number

Defined in: packages/memory/src/kv-store-types.ts:52

#Inherited from

CommonKvConfig.ttlSeconds


#url

readonly url: string

Defined in: packages/memory/src/kv-store-types.ts:68


#Interface: RedisLike

Defined in: packages/memory/src/kv-store-types.ts:91

#Methods

#del()

del(key): Promise<unknown>

Defined in: packages/memory/src/kv-store-types.ts:94

#Parameters

key

string

#Returns

Promise<unknown>


#get()

get(key): Promise<string | null>

Defined in: packages/memory/src/kv-store-types.ts:92

#Parameters

key

string

#Returns

Promise<string | null>


#keys()

keys(pattern): Promise<readonly string[]>

Defined in: packages/memory/src/kv-store-types.ts:95

#Parameters

pattern

string

#Returns

Promise<readonly string[]>


#set()

set(key, value, options?): Promise<unknown>

Defined in: packages/memory/src/kv-store-types.ts:93

#Parameters

key

string

value

string

options?
EX?

number

#Returns

Promise<unknown>


#Interface: RedisVectorMemoryConfig

Defined in: packages/memory/src/redis-vector.ts:5

#Extends

#Properties

#client?

optional client?: RedisClientAdapter

Defined in: packages/memory/src/redis-client.ts:19

#Inherited from

RedisConnectionConfig.client


#dimensions?

optional dimensions?: number

Defined in: packages/memory/src/redis-vector.ts:8


#indexName?

optional indexName?: string

Defined in: packages/memory/src/redis-vector.ts:6


#keyPrefix?

optional keyPrefix?: string

Defined in: packages/memory/src/redis-vector.ts:7


#url

url: string

Defined in: packages/memory/src/redis-client.ts:18

#Inherited from

RedisConnectionConfig.url


#Interface: RemoteHttpConfig

Defined in: packages/memory/src/vector/http.ts:3

#Extended by

#Properties

#fetch?

optional fetch?: {(input, init?): Promise<Response>; (input, init?): Promise<Response>; }

Defined in: packages/memory/src/vector/http.ts:4

#Call Signature

(input, init?): Promise<Response>

MDN Reference

Parameters
input

RequestInfo | URL

init?

RequestInit

Returns

Promise<Response>

#Call Signature

(input, init?): Promise<Response>

MDN Reference

Parameters
input

string | Request | URL

init?

RequestInit

Returns

Promise<Response>


#maxResponseBytes?

optional maxResponseBytes?: number

Defined in: packages/memory/src/vector/http.ts:6


#signal?

optional signal?: AbortSignal

Defined in: packages/memory/src/vector/http.ts:7


#timeoutMs?

optional timeoutMs?: number

Defined in: packages/memory/src/vector/http.ts:5


#Interface: SqliteChatMemoryConfig

Defined in: packages/memory/src/sqlite.ts:14

#Properties

#conversationId?

optional conversationId?: string

Defined in: packages/memory/src/sqlite.ts:16


#path

path: string

Defined in: packages/memory/src/sqlite.ts:15


#Interface: SqliteKvConfig

Defined in: packages/memory/src/kv-store-types.ts:62

#Extends

  • CommonKvConfig

#Properties

#backend

readonly backend: "sqlite"

Defined in: packages/memory/src/kv-store-types.ts:63


#maxMessages?

readonly optional maxMessages?: number

Defined in: packages/memory/src/kv-store-types.ts:51

#Inherited from

CommonKvConfig.maxMessages


#path

readonly path: string

Defined in: packages/memory/src/kv-store-types.ts:64


#ttlSeconds?

readonly optional ttlSeconds?: number

Defined in: packages/memory/src/kv-store-types.ts:52

#Inherited from

CommonKvConfig.ttlSeconds


#Interface: SqliteLike

Defined in: packages/memory/src/kv-store-types.ts:104

#Methods

#exec()

exec(sql): void

Defined in: packages/memory/src/kv-store-types.ts:105

#Parameters

sql

string

#Returns

void


#prepare()

prepare(sql): SqliteStmt

Defined in: packages/memory/src/kv-store-types.ts:106

#Parameters

sql

string

#Returns

SqliteStmt


#Interface: SqliteStmt

Defined in: packages/memory/src/kv-store-types.ts:98

#Methods

#all()

all(...params): unknown[]

Defined in: packages/memory/src/kv-store-types.ts:101

#Parameters

params

...unknown[]

#Returns

unknown[]


#get()

get(...params): unknown

Defined in: packages/memory/src/kv-store-types.ts:100

#Parameters

params

...unknown[]

#Returns

unknown


#run()

run(...params): void

Defined in: packages/memory/src/kv-store-types.ts:99

#Parameters

params

...unknown[]

#Returns

void


#Interface: SupabaseVectorStoreConfig

Defined in: packages/memory/src/vector/supabase.ts:4

#Properties

#matchFunction?

optional matchFunction?: string

Defined in: packages/memory/src/vector/supabase.ts:12

Purpose-specific similarity-search RPC. Default match_agentskit_vectors.


#serviceRoleKey

serviceRoleKey: string

Defined in: packages/memory/src/vector/supabase.ts:8

Service-role key (server-side only).


#table?

optional table?: string

Defined in: packages/memory/src/vector/supabase.ts:10

Table name. Default agentskit_vectors.


#topK?

optional topK?: number

Defined in: packages/memory/src/vector/supabase.ts:14

Default topK for search. Default 10.


#url

url: string

Defined in: packages/memory/src/vector/supabase.ts:6

Supabase project URL, e.g. https://xyz.supabase.co.


#Interface: TursoChatMemoryConfig

Defined in: packages/memory/src/turso.ts:14

#Properties

#authToken?

optional authToken?: string

Defined in: packages/memory/src/turso.ts:18

Auth token — required for hosted (libsql://) URLs.


#conversationId?

optional conversationId?: string

Defined in: packages/memory/src/turso.ts:19


#url

url: string

Defined in: packages/memory/src/turso.ts:16

libSQL URL — file:..., libsql://..., or http://...


#Interface: UpstashVectorConfig

Defined in: packages/memory/src/vector/upstash.ts:4

#Extends

#Properties

#fetch?

optional fetch?: {(input, init?): Promise<Response>; (input, init?): Promise<Response>; }

Defined in: packages/memory/src/vector/http.ts:4

#Call Signature

(input, init?): Promise<Response>

MDN Reference

Parameters
input

RequestInfo | URL

init?

RequestInit

Returns

Promise<Response>

#Call Signature

(input, init?): Promise<Response>

MDN Reference

Parameters
input

string | Request | URL

init?

RequestInit

Returns

Promise<Response>

#Inherited from

RemoteHttpConfig.fetch


#maxResponseBytes?

optional maxResponseBytes?: number

Defined in: packages/memory/src/vector/http.ts:6

#Inherited from

RemoteHttpConfig.maxResponseBytes


#signal?

optional signal?: AbortSignal

Defined in: packages/memory/src/vector/http.ts:7

#Inherited from

RemoteHttpConfig.signal


#timeoutMs?

optional timeoutMs?: number

Defined in: packages/memory/src/vector/http.ts:5

#Inherited from

RemoteHttpConfig.timeoutMs


#token

token: string

Defined in: packages/memory/src/vector/upstash.ts:6


#topK?

optional topK?: number

Defined in: packages/memory/src/vector/upstash.ts:7


#url

url: string

Defined in: packages/memory/src/vector/upstash.ts:5


#Interface: VectorKvConfig

Defined in: packages/memory/src/kv-store-types.ts:71

#Extends

  • CommonKvConfig

#Properties

#backend

readonly backend: "vector"

Defined in: packages/memory/src/kv-store-types.ts:72


#collection

readonly collection: string

Defined in: packages/memory/src/kv-store-types.ts:74


#maxMessages?

readonly optional maxMessages?: number

Defined in: packages/memory/src/kv-store-types.ts:51

#Inherited from

CommonKvConfig.maxMessages


#provider

readonly provider: string

Defined in: packages/memory/src/kv-store-types.ts:73


#ttlSeconds?

readonly optional ttlSeconds?: number

Defined in: packages/memory/src/kv-store-types.ts:52

#Inherited from

CommonKvConfig.ttlSeconds


#Interface: VectorMemoryRedactionOptions

Defined in: packages/memory/src/redaction.ts:51

#Extends

#Properties

#allowedRoles?

optional allowedRoles?: string[]

Defined in: packages/memory/src/redaction.ts:46

Roles allowed to reveal — required when mode === 'tokenize'.

#Inherited from

ChatMemoryRedactionOptions.allowedRoles


#audit?

optional audit?: RedactionAuditSink

Defined in: packages/memory/src/redaction.ts:48

Optional audit sink threaded into the vault tokenize() calls.

#Inherited from

ChatMemoryRedactionOptions.audit


#mode?

optional mode?: RedactionMode

Defined in: packages/memory/src/redaction.ts:42

#Inherited from

ChatMemoryRedactionOptions.mode


#rules

rules: PIIRule[]

Defined in: packages/memory/src/redaction.ts:41

Rules to apply. Pass DEFAULT_PII_RULES for the baseline set, compilePIITaxonomy(json) for a custom JSON taxonomy, or any hand-rolled PIIRule[]. Same shape as createPIIRedactor.

#Inherited from

ChatMemoryRedactionOptions.rules


#vault?

optional vault?: RedactionVault

Defined in: packages/memory/src/redaction.ts:44

Required when mode === 'tokenize'.

#Inherited from

ChatMemoryRedactionOptions.vault


#Interface: VectorStore

Defined in: packages/memory/src/vector-store.ts:13

#Methods

#delete()

delete(ids): Promise<void>

Defined in: packages/memory/src/vector-store.ts:16

#Parameters

ids

string[]

#Returns

Promise<void>


#query()

query(vector, topK): Promise<VectorStoreResult[]>

Defined in: packages/memory/src/vector-store.ts:15

#Parameters

vector

number[]

topK

number

#Returns

Promise<VectorStoreResult[]>


#upsert()

upsert(docs): Promise<void>

Defined in: packages/memory/src/vector-store.ts:14

#Parameters

docs

VectorStoreDocument[]

#Returns

Promise<void>


#Interface: VectorStoreDocument

Defined in: packages/memory/src/vector-store.ts:1

#Properties

#id

id: string

Defined in: packages/memory/src/vector-store.ts:2


#metadata

metadata: Record<string, unknown>

Defined in: packages/memory/src/vector-store.ts:4


#vector

vector: number[]

Defined in: packages/memory/src/vector-store.ts:3


#Interface: VectorStoreResult

Defined in: packages/memory/src/vector-store.ts:7

#Properties

#id

id: string

Defined in: packages/memory/src/vector-store.ts:8


#metadata

metadata: Record<string, unknown>

Defined in: packages/memory/src/vector-store.ts:10


#score

score: number

Defined in: packages/memory/src/vector-store.ts:9


#Interface: WeaviateConfig

Defined in: packages/memory/src/vector/weaviate.ts:5

#Extends

#Properties

#apiKey?

optional apiKey?: string

Defined in: packages/memory/src/vector/weaviate.ts:9

Optional API key (Weaviate Cloud Services).


#className

className: string

Defined in: packages/memory/src/vector/weaviate.ts:11

Class name in the Weaviate schema.


#fetch?

optional fetch?: {(input, init?): Promise<Response>; (input, init?): Promise<Response>; }

Defined in: packages/memory/src/vector/http.ts:4

#Call Signature

(input, init?): Promise<Response>

MDN Reference

Parameters
input

RequestInfo | URL

init?

RequestInit

Returns

Promise<Response>

#Call Signature

(input, init?): Promise<Response>

MDN Reference

Parameters
input

string | Request | URL

init?

RequestInit

Returns

Promise<Response>

#Inherited from

RemoteHttpConfig.fetch


#maxResponseBytes?

optional maxResponseBytes?: number

Defined in: packages/memory/src/vector/http.ts:6

#Inherited from

RemoteHttpConfig.maxResponseBytes


#signal?

optional signal?: AbortSignal

Defined in: packages/memory/src/vector/http.ts:7

#Inherited from

RemoteHttpConfig.signal


#timeoutMs?

optional timeoutMs?: number

Defined in: packages/memory/src/vector/http.ts:5

#Inherited from

RemoteHttpConfig.timeoutMs


#topK?

optional topK?: number

Defined in: packages/memory/src/vector/weaviate.ts:12


#url

url: string

Defined in: packages/memory/src/vector/weaviate.ts:7

Cluster URL, e.g. https://my-cluster.weaviate.network.


#Interface: WebStorageLike

Defined in: packages/memory/src/web-storage.ts:5

#Properties

#getItem

readonly getItem: (key) => string | null

Defined in: packages/memory/src/web-storage.ts:6

#Parameters

key

string

#Returns

string | null


#removeItem

readonly removeItem: (key) => void

Defined in: packages/memory/src/web-storage.ts:8

#Parameters

key

string

#Returns

void


#setItem

readonly setItem: (key, value) => void

Defined in: packages/memory/src/web-storage.ts:7

#Parameters

key

string

value

string

#Returns

void


#Interface: WebStorageMemoryMigration

Defined in: packages/memory/src/web-storage.ts:11

#Properties

#keys

readonly keys: readonly string[]

Defined in: packages/memory/src/web-storage.ts:12


#read

readonly read: (value, key) => readonly Message[] | undefined

Defined in: packages/memory/src/web-storage.ts:13

#Parameters

value

unknown

key

string

#Returns

readonly Message[] | undefined


#Interface: WebStorageMemoryOptions

Defined in: packages/memory/src/web-storage.ts:16

#Properties

#getStorage

readonly getStorage: () => WebStorageLike | undefined

Defined in: packages/memory/src/web-storage.ts:18

#Returns

WebStorageLike | undefined


#key

readonly key: string

Defined in: packages/memory/src/web-storage.ts:17


#maxMessages?

readonly optional maxMessages?: number

Defined in: packages/memory/src/web-storage.ts:19


#maxRecordBytes?

readonly optional maxRecordBytes?: number

Defined in: packages/memory/src/web-storage.ts:20


#migration?

readonly optional migration?: WebStorageMemoryMigration

Defined in: packages/memory/src/web-storage.ts:21

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ParametersTPropsPropertiescreatedAt?idkindproperties?updatedAt?Interface: GraphQueryPropertiesfrom?kind?label?to?Interface: HierarchicalMemoryExtendsPropertiesarchivalReturnsclear?Parametersoptions?ReturnsInherited fromloadParametersoptions?ReturnsInherited fromregion?Inherited fromsaveParametersmessagesoptions?ReturnsInherited fromworkingReturnsInterface: HierarchicalMemoryOptionsPropertiesarchivalrecall?recallTopK?workingworkingLimit?Interface: HierarchicalRecallPropertiesclear?ReturnsindexParametersmessageReturnsqueryParametersinputtopKworkingReturnsInterface: InMemoryKvConfigExtendsPropertiesbackendmaxMessages?Inherited fromttlSeconds?Inherited fromInterface: KvEntryPropertiesinsertedAtvalueInterface: LocalStorageKvConfigExtendsPropertiesbackendkeymaxMessages?Inherited fromttlSeconds?Inherited fromInterface: LocalStorageLikeMethodsgetItem()ParameterskeyReturnssetItem()ParameterskeyvalueReturnsInterface: MemoryEmbedderLikeMethodsembed()ParameterstextsReturnsInterface: MemoryVectorStoreLikeMethodsquery()Parametersveckfilter?Returnsupsert()ParametersrowsReturnsInterface: MilvusConfigExtendsPropertiescollectionfetch?Call SignatureParametersinputinit?ReturnsCall SignatureParametersinputinit?ReturnsInherited frommaxResponseBytes?Inherited fromsignal?Inherited fromtimeoutMs?Inherited fromtoken?topK?urlvectorField?Interface: MongoAtlasVectorConfigPropertiescollectionindexNamenumCandidates?topK?vectorField?Interface: MongoCollectionLikeMethodsaggregate()Type ParametersTParameterspipelineReturnstoArray()ReturnsdeleteMany()ParametersfilterReturnsinsertMany()Parametersdocsoptions?ReturnsInterface: PersonalizationProfilePropertiessubjectIdtraitsupdatedAtInterface: PersonalizationStorePropertiesdelete?ParameterssubjectIdReturnsgetParameterssubjectIdReturnsmergeParameterssubjectIdtraitsReturnssetParametersprofileReturnsInterface: PgVectorConfigPropertiesrunnertable?topK?Interface: PgVectorRunnerPropertiesqueryType ParametersTParameterssqlparamsReturnsInterface: PineconeConfigExtendsPropertiesapiKeyfetch?Call SignatureParametersinputinit?ReturnsCall SignatureParametersinputinit?ReturnsInherited fromindexUrlmaxResponseBytes?Inherited fromnamespace?signal?Inherited fromtimeoutMs?Inherited fromtopK?Interface: QdrantConfigExtendsPropertiesapiKey?collectionfetch?Call SignatureParametersinputinit?ReturnsCall SignatureParametersinputinit?ReturnsInherited frommaxResponseBytes?Inherited fromsignal?Inherited fromtimeoutMs?Inherited fromtopK?urlInterface: RedisChatMemoryConfigExtendsPropertiesclient?Inherited fromconversationId?keyPrefix?urlInherited fromInterface: RedisClientAdapterMethodscall()ParameterscommandargsReturnsdel()ParameterskeyReturnsdisconnect()Returnsget()ParameterskeyReturnskeys()ParameterspatternReturnsset()ParameterskeyvalueReturnsInterface: RedisConnectionConfigExtended byPropertiesclient?urlInterface: RedisKvConfigExtendsPropertiesbackendmaxMessages?Inherited fromprefixttlSeconds?Inherited fromurlInterface: RedisLikeMethodsdel()ParameterskeyReturnsget()ParameterskeyReturnskeys()ParameterspatternReturnsset()Parameterskeyvalueoptions?EX?ReturnsInterface: RedisVectorMemoryConfigExtendsPropertiesclient?Inherited fromdimensions?indexName?keyPrefix?urlInherited fromInterface: RemoteHttpConfigExtended byPropertiesfetch?Call SignatureParametersinputinit?ReturnsCall SignatureParametersinputinit?ReturnsmaxResponseBytes?signal?timeoutMs?Interface: SqliteChatMemoryConfigPropertiesconversationId?pathInterface: SqliteKvConfigExtendsPropertiesbackendmaxMessages?Inherited frompathttlSeconds?Inherited fromInterface: SqliteLikeMethodsexec()ParameterssqlReturnsprepare()ParameterssqlReturnsInterface: SqliteStmtMethodsall()ParametersparamsReturnsget()ParametersparamsReturnsrun()ParametersparamsReturnsInterface: SupabaseVectorStoreConfigPropertiesmatchFunction?serviceRoleKeytable?topK?urlInterface: TursoChatMemoryConfigPropertiesauthToken?conversationId?urlInterface: UpstashVectorConfigExtendsPropertiesfetch?Call SignatureParametersinputinit?ReturnsCall SignatureParametersinputinit?ReturnsInherited frommaxResponseBytes?Inherited fromsignal?Inherited fromtimeoutMs?Inherited fromtokentopK?urlInterface: VectorKvConfigExtendsPropertiesbackendcollectionmaxMessages?Inherited fromproviderttlSeconds?Inherited fromInterface: VectorMemoryRedactionOptionsExtendsPropertiesallowedRoles?Inherited fromaudit?Inherited frommode?Inherited fromrulesInherited fromvault?Inherited fromInterface: VectorStoreMethodsdelete()ParametersidsReturnsquery()ParametersvectortopKReturnsupsert()ParametersdocsReturnsInterface: VectorStoreDocumentPropertiesidmetadatavectorInterface: VectorStoreResultPropertiesidmetadatascoreInterface: WeaviateConfigExtendsPropertiesapiKey?classNamefetch?Call SignatureParametersinputinit?ReturnsCall SignatureParametersinputinit?ReturnsInherited frommaxResponseBytes?Inherited fromsignal?Inherited fromtimeoutMs?Inherited fromtopK?urlInterface: WebStorageLikePropertiesgetItemParameterskeyReturnsremoveItemParameterskeyReturnssetItemParameterskeyvalueReturnsInterface: WebStorageMemoryMigrationPropertieskeysreadParametersvaluekeyReturnsInterface: WebStorageMemoryOptionsPropertiesgetStorageReturnskeymaxMessages?maxRecordBytes?migration?