Voyant.io Rag API

The Rag API from Voyant.io — 7 operation(s) for rag.

Operations 7

POST /rag/generate Generate Content #
POST /rag/chunks/search Search Chunks #
POST /rag/generate-stream Generate Content Stream #
POST /api/crawl/{crawl_id}/process-rag Process Rag #
GET /api/crawl/{crawl_id}/rag-status Get Rag Status #
DELETE /api/crawl/{crawl_id}/rag-chunks Delete Rag Chunks #
GET /api/crawl/stats/{org_id} Get Rag Stats #

Work with this as data

Every API here is available over the APIs.io API and to AI agents over MCP.

MCP server

One button, every client — Claude, Cursor, VS Code and the rest.

https://apis.io/mcp

Tools for apis

7 MCP tools reach this
  • find_apisBrowse and filter every API in the catalog.
  • get_api_artifactsOne API's artifacts, grouped by type.
  • get_openapiThe primary OpenAPI for this API.
  • find_similar_apisAPIs that look like this one.
  • apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
  • resolveTurn a domain, URL or GitHub org into the provider it belongs to.
  • find_cohortsEvery scored population of providers in the catalog.
All 92 tools →

Call it yourself

curl for this page
This API
curl "https://apis.io/api/v1/apis/voyant-rag-api"
All apis
curl "https://apis.io/api/v1/apis?limit=25"

Discovery needs no key. Ratings and market analysis are Pro.

Get an API key

Free tier, no email required.

A second provider on the same verified email joins the account you already have.

OpenAPI Specification

voyant-rag-api-openapi.yml Raw ↑
openapi: 3.2.0
info:
  title: VoyantIO Rag API
  description: '

    ## Brand Context Intelligence Platform


    VoyantIO provides AI-powered brand context management for GTM teams.


    ### Core Capabilities


    - **Context Streams** - Centralized brand knowledge that any AI tool can use

    - **Telemetry** - Visitor tracking with IP geolocation and company enrichment

    - **Signals** - Social listening across 10+ platforms: GitHub, Reddit, HackerNews, LinkedIn, Twitter/X, Discord, ProductHunt, YouTube, G2, Slack, and government sources

    - **Target Graph** - Account and contact intelligence with engagement tracking

    - **RAG** - Retrieval-augmented content generation with brand awareness


    ### Authentication


    Most endpoints require a Bearer token from Clerk authentication.

    Public endpoints (telemetry ingestion, well-known files) are clearly marked.


    ### Rate Limits


    - Telemetry ingestion: 100 req/min per IP

    - API endpoints: 1000 req/min per org

    '
  version: 1.0.0
servers:
- url: https://voice-forge-production.up.railway.app
  description: Production
tags:
- name: Rag
paths:
  /rag/generate:
    post:
      summary: Generate Content
      description: Generate content using RAG.
      operationId: generate_content_rag_generate_post
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/GenerateContentRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/GeneratedContent'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - HTTPBearer: []
      tags:
      - Rag
  /rag/chunks/search:
    post:
      summary: Search Chunks
      description: Search for content chunks for RAG.
      operationId: search_chunks_rag_chunks_search_post
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/ChunkSearchRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                items:
                  $ref: '#/components/schemas/ChunkResponse'
                type: array
                title: Response Search Chunks Rag Chunks Search Post
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - HTTPBearer: []
      tags:
      - Rag
  /rag/generate-stream:
    post:
      summary: Generate Content Stream
      description: Generate content using streaming Claude response.
      operationId: generate_content_stream_rag_generate_stream_post
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/GenerateContentRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      tags:
      - Rag
  /api/crawl/{crawl_id}/process-rag:
    post:
      tags:
      - Rag
      summary: Process Rag
      description: 'Process crawled content for RAG: chunk text and generate embeddings.


        This endpoint:

        1. Retrieves crawled content from the contents table

        2. Chunks the text based on configuration

        3. Generates embeddings for each chunk

        4. Saves chunks to content_chunks table

        5. Returns quality metrics'
      operationId: process_rag_api_crawl__crawl_id__process_rag_post
      security:
      - HTTPBearer: []
      parameters:
      - name: crawl_id
        in: path
        required: true
        schema:
          type: string
          title: Crawl Id
      requestBody:
        required: true
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/RAGProcessRequest'
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/RAGProcessResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /api/crawl/{crawl_id}/rag-status:
    get:
      tags:
      - Rag
      summary: Get Rag Status
      description: Get status of RAG processing for a crawl.
      operationId: get_rag_status_api_crawl__crawl_id__rag_status_get
      security:
      - HTTPBearer: []
      parameters:
      - name: crawl_id
        in: path
        required: true
        schema:
          type: string
          title: Crawl Id
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /api/crawl/{crawl_id}/rag-chunks:
    delete:
      tags:
      - Rag
      summary: Delete Rag Chunks
      description: Delete all RAG chunks for a crawl to allow reprocessing.
      operationId: delete_rag_chunks_api_crawl__crawl_id__rag_chunks_delete
      security:
      - HTTPBearer: []
      parameters:
      - name: crawl_id
        in: path
        required: true
        schema:
          type: string
          title: Crawl Id
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /api/crawl/stats/{org_id}:
    get:
      tags:
      - Rag
      summary: Get Rag Stats
      description: Get aggregate RAG statistics for the dashboard.
      operationId: get_rag_stats_api_crawl_stats__org_id__get
      security:
      - HTTPBearer: []
      parameters:
      - name: org_id
        in: path
        required: true
        schema:
          type: string
          title: Org Id
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
components:
  schemas:
    GenerateContentRequest:
      properties:
        query:
          type: string
          title: Query
          description: Question or topic for content generation
        platform:
          $ref: '#/components/schemas/ContentPlatform'
          description: Target platform
        tone:
          $ref: '#/components/schemas/ContentTone'
          description: Desired tone
        personality:
          $ref: '#/components/schemas/PersonalityType'
          description: Personality profile to use
          default: default
        domain:
          anyOf:
          - type: string
          - type: 'null'
          title: Domain
          description: Filter by domain
        content_type:
          anyOf:
          - $ref: '#/components/schemas/ContentType'
          - type: 'null'
          description: Filter by content type
        top_k:
          type: integer
          maximum: 20.0
          minimum: 1.0
          title: Top K
          description: Number of chunks to retrieve
          default: 5
        template_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Template Id
          description: ID of custom template to use
        persona_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Persona Id
          description: Gypsum persona ID for targeting
        use_persona_context:
          type: boolean
          title: Use Persona Context
          description: Whether to enhance with persona context
          default: true
        funnel_stage:
          anyOf:
          - $ref: '#/components/schemas/FunnelStage'
          - type: 'null'
          description: Sales funnel stage for targeting
        metadata:
          anyOf:
          - additionalProperties: true
            type: object
          - type: 'null'
          title: Metadata
          description: Additional metadata for generation
      type: object
      required:
      - query
      - platform
      - tone
      title: GenerateContentRequest
      description: Request to generate content using RAG.
    ContentPlatform:
      type: string
      enum:
      - twitter
      - instagram
      - facebook
      - linkedin
      - email
      - blog
      - website
      - customer_support
      - video_script
      - geo_prompt
      title: ContentPlatform
      description: Platforms for content generation.
    GeneratedContent:
      properties:
        text:
          type: string
          title: Text
          description: Generated content text
        source_chunks:
          items:
            $ref: '#/components/schemas/SourceChunk'
          type: array
          title: Source Chunks
          description: Source chunks used for generation
        personality_used:
          $ref: '#/components/schemas/PersonalityType'
          description: Personality profile that was applied
          default: default
        template_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Template Id
          description: ID of the template used
        persona_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Persona Id
          description: Gypsum persona ID that was used
        template_enhanced:
          type: boolean
          title: Template Enhanced
          description: Whether custom template was used
          default: false
        persona_enhanced:
          type: boolean
          title: Persona Enhanced
          description: Whether persona context was applied
          default: false
        metadata:
          additionalProperties: true
          type: object
          title: Metadata
          description: Generation metadata including enhancement details
      type: object
      required:
      - text
      - source_chunks
      title: GeneratedContent
      description: Response model for generated content.
    PersonalityType:
      type: string
      enum:
      - the_architect
      - human_first_closer
      - default
      title: PersonalityType
      description: Available personality types for content generation.
    ChunkSearchRequest:
      properties:
        query:
          type: string
          title: Query
          description: Search query
        domain:
          anyOf:
          - type: string
          - type: 'null'
          title: Domain
          description: Filter by domain
        content_type:
          anyOf:
          - $ref: '#/components/schemas/ContentType'
          - type: 'null'
          description: Filter by content type
        top_k:
          type: integer
          maximum: 50.0
          minimum: 1.0
          title: Top K
          description: Number of chunks to retrieve
          default: 5
      type: object
      required:
      - query
      title: ChunkSearchRequest
      description: Request to search for content chunks.
    ValidationError:
      properties:
        loc:
          items:
            anyOf:
            - type: string
            - type: integer
          type: array
          title: Location
        msg:
          type: string
          title: Message
        type:
          type: string
          title: Error Type
        input:
          title: Input
        ctx:
          type: object
          title: Context
      type: object
      required:
      - loc
      - msg
      - type
      title: ValidationError
    ContentTone:
      type: string
      enum:
      - professional
      - casual
      - friendly
      - enthusiastic
      - informative
      - persuasive
      - authoritative
      title: ContentTone
      description: Tones for generated content.
    ChunkResponse:
      properties:
        id:
          type: string
          title: Id
          description: Unique identifier for the chunk
        content_id:
          type: string
          title: Content Id
          description: ID of the parent content
        chunk_index:
          type: integer
          title: Chunk Index
          description: Index of this chunk in the content
        text:
          type: string
          title: Text
          description: Chunk text
        start_char:
          type: integer
          title: Start Char
          description: Start position in the original content
        end_char:
          type: integer
          title: End Char
          description: End position in the original content
        metadata:
          additionalProperties: true
          type: object
          title: Metadata
          description: Chunk metadata
        similarity:
          anyOf:
          - type: number
          - type: 'null'
          title: Similarity
          description: Similarity score (if this is a search result)
      type: object
      required:
      - id
      - content_id
      - chunk_index
      - text
      - start_char
      - end_char
      title: ChunkResponse
      description: Response model for content chunk retrieval.
    HTTPValidationError:
      properties:
        detail:
          items:
            $ref: '#/components/schemas/ValidationError'
          type: array
          title: Detail
      type: object
      title: HTTPValidationError
    FunnelStage:
      type: string
      enum:
      - tofu
      - mofu
      - bofu
      title: FunnelStage
      description: Sales funnel stages for content targeting.
    SourceChunk:
      properties:
        chunk_id:
          type: string
          title: Chunk Id
          description: ID of the source chunk
        text:
          type: string
          title: Text
          description: Snippet of the chunk text
        similarity:
          type: number
          title: Similarity
          description: Similarity score
        content_id:
          type: string
          title: Content Id
          description: ID of the parent content
      type: object
      required:
      - chunk_id
      - text
      - similarity
      - content_id
      title: SourceChunk
      description: Source chunk information for generated content.
    ContentType:
      type: string
      enum:
      - blog_post
      - product_description
      - about_page
      - landing_page
      - article
      - news
      - press_release
      - documentation
      - faq
      - solutions_page
      - case_study
      - pricing_page
      - product_page
      - integration_page
      - other
      title: ContentType
      description: Types of content that can be extracted.
    RAGProcessResponse:
      properties:
        task_id:
          type: string
          title: Task Id
        status:
          type: string
          title: Status
        message:
          type: string
          title: Message
      type: object
      required:
      - task_id
      - status
      - message
      title: RAGProcessResponse
      description: Response model for RAG processing.
    RAGProcessRequest:
      properties:
        chunk_size:
          type: integer
          maximum: 2048.0
          minimum: 128.0
          title: Chunk Size
          description: Characters per chunk
          default: 512
        chunk_overlap:
          type: integer
          maximum: 512.0
          minimum: 0.0
          title: Chunk Overlap
          description: Overlap between chunks
          default: 50
        min_chunk_size:
          type: integer
          maximum: 512.0
          minimum: 50.0
          title: Min Chunk Size
          description: Minimum chunk size
          default: 100
        embedding_model:
          type: string
          title: Embedding Model
          description: OpenAI embedding model
          default: text-embedding-3-small
      type: object
      title: RAGProcessRequest
      description: Request model for RAG processing.
  securitySchemes:
    HTTPBearer:
      type: http
      scheme: bearer