> ## Documentation Index > Fetch the complete documentation index at: https://docs.agentset.ai/llms.txt > Use this file to discover all available pages before exploring further. > Complete retrieval pipeline for RAG with semantic search, filtering, and reranking # Search a namespace ## OpenAPI ````yaml post /v1/namespace/{namespaceId}/search openapi: 3.1.1 info: title: AgentsetAPI description: Agentset is agentic rag-as-a-service version: 0.0.1 contact: name: Agentset Support email: support@agentset.ai url: https://api.agentset.ai/ license: name: MIT License url: https://github.com/agentset-ai/agentset/blob/main/LICENSE.md servers: - url: https://api.agentset.ai description: Production API security: [] paths: /v1/namespace/{namespaceId}/search: post: tags: - Search summary: Search a namespace description: Search a namespace for a query. operationId: search parameters: - $ref: '#/components/parameters/NamespaceIdRef' - $ref: '#/components/parameters/TenantIdRef' requestBody: required: true content: application/json: schema: type: object properties: query: type: string description: The query to search for. topK: default: 10 description: >- The number of results to fetch from the vector store. Defaults to `10`. type: number minimum: 1 maximum: 100 rerank: default: true description: Whether to rerank the results. Defaults to `true`. type: boolean rerankLimit: description: >- The number of results to return after reranking. Defaults to `topK`. type: number minimum: 1 maximum: 100 rerankModel: default: zeroentropy:zerank-2 description: The reranking model to use. type: string enum: - cohere:rerank-v4.0-pro - cohere:rerank-v4.0-fast - cohere:rerank-v3.5 - cohere:rerank-english-v3.0 - cohere:rerank-multilingual-v3.0 - zeroentropy:zerank-2 - zeroentropy:zerank-1 - zeroentropy:zerank-1-small filter: description: A filter to apply to the results. type: object propertyNames: type: string additionalProperties: {} minScore: description: The minimum score to return. type: number minimum: 0 maximum: 1 includeRelationships: default: false description: >- Whether to include relationships in the results. Defaults to `false`. type: boolean includeMetadata: default: true description: >- Whether to include metadata in the results. Defaults to `true`. type: boolean keywordFilter: type: string mode: default: semantic type: string enum: - semantic - keyword required: - query responses: '200': description: The retrieved namespace content: application/json: schema: type: object properties: success: type: boolean const: true data: type: array items: type: object properties: id: type: string score: type: number minimum: 0 maximum: 1 text: type: string relationships: type: object propertyNames: type: string additionalProperties: {} metadata: type: object propertyNames: type: string additionalProperties: {} required: - id - score additionalProperties: false required: - success - data additionalProperties: false '400': $ref: '#/components/responses/400' '401': $ref: '#/components/responses/401' '403': $ref: '#/components/responses/403' '404': $ref: '#/components/responses/404' '409': $ref: '#/components/responses/409' '410': $ref: '#/components/responses/410' '422': $ref: '#/components/responses/422' '429': $ref: '#/components/responses/429' '500': $ref: '#/components/responses/500' security: - token: [] x-codeSamples: - lang: TypeScript source: | import { Agentset } from "agentset"; const agentset = new Agentset({ apiKey: 'agentset_xxx' }); const ns = agentset.namespace('ns_xxx'); const results = await ns.search("What is machine learning?", { topK: 20, rerank: true, rerankLimit: 10, }); console.log(results); - lang: python label: Python (SDK) source: |- from agentset import Agentset with Agentset( namespace_id="ns_123", x_tenant_id="", token="AGENTSET_API_KEY", ) as a_client: res = a_client.search.execute(query="", top_k=10, rerank=True, rerank_model="zeroentropy:zerank-2", include_relationships=False, include_metadata=True, mode="semantic") # Handle response print(res) components: parameters: NamespaceIdRef: in: path name: namespaceId schema: type: string examples: - ns_123 description: The id of the namespace (prefixed with ns_) x-speakeasy-globals-hidden: true required: true description: The id of the namespace (prefixed with ns_) TenantIdRef: in: header name: x-tenant-id schema: description: >- Optional tenant id to use for the request. If not provided, the namespace will be used directly. Must be alphanumeric and up to 64 characters. type: string pattern: ^[A-Za-z0-9]{1,64}$ description: >- Optional tenant id to use for the request. If not provided, the namespace will be used directly. Must be alphanumeric and up to 64 characters. responses: '400': description: >- The server cannot or will not process the request due to something that is perceived to be a client error (e.g., malformed request syntax, invalid request message framing, or deceptive request routing). content: application/json: schema: x-speakeasy-name-override: BadRequest type: object properties: success: type: boolean example: false error: type: object properties: code: type: string enum: - bad_request description: A short code indicating the error code returned. example: bad_request message: x-speakeasy-error-message: true type: string description: A human readable explanation of what went wrong. example: The requested resource was not found. doc_url: type: string description: >- A link to our documentation with more details about this error code example: https://docs.agentset.ai/api-reference/errors#bad-request required: - code - message required: - success - error '401': description: >- Although the HTTP standard specifies "unauthorized", semantically this response means "unauthenticated". That is, the client must authenticate itself to get the requested response. content: application/json: schema: x-speakeasy-name-override: Unauthorized type: object properties: success: type: boolean example: false error: type: object properties: code: type: string enum: - unauthorized description: A short code indicating the error code returned. example: unauthorized message: x-speakeasy-error-message: true type: string description: A human readable explanation of what went wrong. example: The requested resource was not found. doc_url: type: string description: >- A link to our documentation with more details about this error code example: https://docs.agentset.ai/api-reference/errors#unauthorized required: - code - message required: - success - error '403': description: >- The client does not have access rights to the content; that is, it is unauthorized, so the server is refusing to give the requested resource. Unlike 401 Unauthorized, the client's identity is known to the server. content: application/json: schema: x-speakeasy-name-override: Forbidden type: object properties: success: type: boolean example: false error: type: object properties: code: type: string enum: - forbidden description: A short code indicating the error code returned. example: forbidden message: x-speakeasy-error-message: true type: string description: A human readable explanation of what went wrong. example: The requested resource was not found. doc_url: type: string description: >- A link to our documentation with more details about this error code example: https://docs.agentset.ai/api-reference/errors#forbidden required: - code - message required: - success - error '404': description: The server cannot find the requested resource. content: application/json: schema: x-speakeasy-name-override: NotFound type: object properties: success: type: boolean example: false error: type: object properties: code: type: string enum: - not_found description: A short code indicating the error code returned. example: not_found message: x-speakeasy-error-message: true type: string description: A human readable explanation of what went wrong. example: The requested resource was not found. doc_url: type: string description: >- A link to our documentation with more details about this error code example: https://docs.agentset.ai/api-reference/errors#not-found required: - code - message required: - success - error '409': description: >- This response is sent when a request conflicts with the current state of the server. content: application/json: schema: x-speakeasy-name-override: Conflict type: object properties: success: type: boolean example: false error: type: object properties: code: type: string enum: - conflict description: A short code indicating the error code returned. example: conflict message: x-speakeasy-error-message: true type: string description: A human readable explanation of what went wrong. example: The requested resource was not found. doc_url: type: string description: >- A link to our documentation with more details about this error code example: https://docs.agentset.ai/api-reference/errors#conflict required: - code - message required: - success - error '410': description: >- This response is sent when the requested content has been permanently deleted from server, with no forwarding address. content: application/json: schema: x-speakeasy-name-override: InviteExpired type: object properties: success: type: boolean example: false error: type: object properties: code: type: string enum: - invite_expired description: A short code indicating the error code returned. example: invite_expired message: x-speakeasy-error-message: true type: string description: A human readable explanation of what went wrong. example: The requested resource was not found. doc_url: type: string description: >- A link to our documentation with more details about this error code example: >- https://docs.agentset.ai/api-reference/errors#invite-expired required: - code - message required: - success - error '422': description: >- The request was well-formed but was unable to be followed due to semantic errors. content: application/json: schema: x-speakeasy-name-override: UnprocessableEntity type: object properties: success: type: boolean example: false error: type: object properties: code: type: string enum: - unprocessable_entity description: A short code indicating the error code returned. example: unprocessable_entity message: x-speakeasy-error-message: true type: string description: A human readable explanation of what went wrong. example: The requested resource was not found. doc_url: type: string description: >- A link to our documentation with more details about this error code example: >- https://docs.agentset.ai/api-reference/errors#unprocessable-entity required: - code - message required: - success - error '429': description: >- The user has sent too many requests in a given amount of time ("rate limiting") content: application/json: schema: x-speakeasy-name-override: RateLimitExceeded type: object properties: success: type: boolean example: false error: type: object properties: code: type: string enum: - rate_limit_exceeded description: A short code indicating the error code returned. example: rate_limit_exceeded message: x-speakeasy-error-message: true type: string description: A human readable explanation of what went wrong. example: The requested resource was not found. doc_url: type: string description: >- A link to our documentation with more details about this error code example: >- https://docs.agentset.ai/api-reference/errors#rate-limit_exceeded required: - code - message required: - success - error '500': description: The server has encountered a situation it does not know how to handle. content: application/json: schema: x-speakeasy-name-override: InternalServerError type: object properties: success: type: boolean example: false error: type: object properties: code: type: string enum: - internal_server_error description: A short code indicating the error code returned. example: internal_server_error message: x-speakeasy-error-message: true type: string description: A human readable explanation of what went wrong. example: The requested resource was not found. doc_url: type: string description: >- A link to our documentation with more details about this error code example: >- https://docs.agentset.ai/api-reference/errors#internal-server_error required: - code - message required: - success - error securitySchemes: token: type: http description: Default authentication mechanism scheme: bearer x-speakeasy-example: AGENTSET_API_KEY ````