Infer Business Profile

openapi: 3.1.0
info:
  contact:
    email: [email protected]
    name: ADSMCP Support
  description: >-
    REST endpoints for every ADSMCP tool. Same surface as the MCP server, over
    plain HTTP for consumers that can't speak SSE (n8n, Zapier, Make, curl, any
    language's HTTP client).


    ## Envelope

    Every request wraps tool-specific input in an `arguments` object:

    ```json

    { "arguments": { <tool-specific fields> } }

    ```

    Every response wraps the result in either a success envelope (`success:
    true`, `data: {...}`) or an error envelope (`success: false`, `error:
    "..."`, `is_error: true`).


    ## Authentication

    Pass your API key as `Authorization: Bearer sk_live_...` on every request.
    Generate keys at https://adsmcp.si/dashboard/api-tokens.


    ## Quota & billing

    Every successful billable call decrements your monthly tool-call allowance.
    The current counter is attached to every 200 response under `data.quota`:

    ```json

    "quota": { "used": 42, "limit": 150, "tier": "plus", "period_end":
    "2026-05-01" }

    ```

    When the limit is hit, the API returns HTTP 402 with a full `quota` block
    including `upgrade_url`. Read-only diagnostic tools (`get_usage_status`,
    `list_connected_accounts`, `get_connections_status`) are exempt and never
    consume quota.


    ## Idempotency

    Write operations accept an `Idempotency-Key: <uuid>` header. A repeated call
    with the same key returns the cached result rather than executing twice.
    **Strongly recommended for n8n, Zapier, and any retry-prone client** — it
    prevents duplicate campaigns when networks misbehave. Generate a fresh UUID
    per logical operation (not per retry).


    ## Multi-account users

    Customers with multiple connected accounts on the same platform (e.g. an
    agency with 10 Meta ad accounts) must specify which account to use via
    `ad_account_id`, `customer_id`, `advertiser_id`, or `account_id` depending
    on the platform. Omitting it returns HTTP 400 with a list of valid account
    IDs. See `list_connected_accounts` to discover available IDs.


    ## HTTP status codes

    - `200` — success (parse `data`)

    - `400` — tool-level error (surface `error` to users)

    - `401` — bad/missing API key

    - `402` — ADSMCP quota exhausted

    - `404` — unknown tool name

    - `429` — upstream ad platform rate-limited us (Meta/Google/etc.) — retry
    with backoff

    - `500` — server error, report to support


    ## Streaming

    This endpoint is plain request-response JSON. There is **no SSE, no chunked
    streaming**. Safe to use from n8n Cloud's HTTP Request node, Zapier
    Webhooks, Make HTTP module, curl, and every mainstream HTTP library.
  title: ADSMCP REST API
  version: 1.0.0
servers:
  - description: Production
    url: https://api.adsmcp.si
security: []
tags:
  - description: Audit tools
    name: audit
  - description: General (Account Management) tools
    name: general
  - description: Google Ads tools
    name: google-ads
  - description: LinkedIn Ads tools
    name: linkedin-ads
  - description: Meta Ads tools
    name: meta-ads
  - description: Monitoring & Reporting tools
    name: monitoring
  - description: TikTok Ads tools
    name: tiktok-ads
paths:
  /api/v1/tools/infer_business_profile/execute:
    post:
      tags:
        - google-ads
      summary: Infer Business Profile
      description: >-
        Automatically infer business profile from campaign data using AI
        analysis.


        ⚠️ IMPORTANT: This tool ANALYZES data but may SAVE a profile if
        confidence is high.


        🎯 **What This Tool Does (Performance Agent - Phase 1 Feature 5):**

        - Analyzes campaign names, keywords, and ad copy

        - Uses Claude AI to classify business type

        - Infers business vertical, size, goals, and audience

        - Returns confidence level (high, medium, low)

        - Auto-saves if confidence is HIGH, asks confirmation for LOW


        **Inference Process:**

        1. Collects campaign names and keywords from Google Ads

        2. Analyzes patterns (B2B vs B2C, product vs service)

        3. Uses AI to classify business vertical

        4. Estimates business size from ad spend

        5. Identifies primary goals from campaign types


        **Confidence Levels:**

        - **HIGH** (≥0.8): Auto-saves profile, high certainty

        - **MEDIUM** (0.5-0.8): Saves profile, reasonable certainty

        - **LOW** (`<`0.5): Returns suggestion, asks user to confirm


        **Parameters:**

        - **force_save**: Set to true to save even low-confidence profiles

        - **customer_id**: Optional (uses connected account if omitted)


        **Returns:**

        - Inferred business profile (vertical, size, goal, audience)

        - Confidence level and reasoning

        - Whether profile was saved or needs confirmation

        - Suggested confirmation prompt for low-confidence results


        **Use this tool when:**

        - User doesn't have a business profile set

        - User asks "analyze my business"

        - You need business context but none exists

        - After user connects a new Google Ads account


        **Example Flow:**

        1. Call `get_business_profile` - returns no profile

        2. Call `infer_business_profile` - analyzes campaigns

        3. If HIGH confidence: Profile saved automatically

        4. If LOW confidence: Ask user to confirm with suggested prompt


        **Execution time:** 3-8 seconds (AI analysis + optional save)
      operationId: execute_infer_business_profile
      parameters:
        - description: >-
            Client-generated UUID to make writes idempotent. Strongly
            recommended for write tools. A repeat call with the same key returns
            the cached result instead of re-executing. Example:
            550e8400-e29b-41d4-a716-446655440000
          example: 550e8400-e29b-41d4-a716-446655440000
          in: header
          name: Idempotency-Key
          required: false
          schema:
            format: uuid
            type: string
      requestBody:
        content:
          application/json:
            example:
              arguments:
                customer_id: string
                force_save: false
            schema:
              properties:
                arguments:
                  description: >-
                    Input schema for inferring business profile from campaign
                    data
                  properties:
                    customer_id:
                      anyOf:
                        - type: string
                        - type: 'null'
                      default: null
                      description: >-
                        Google Ads customer ID. Required for multi-account
                        users. Get from list_connected_accounts.
                      title: Customer Id
                    force_save:
                      default: false
                      description: >-
                        If true, save the profile even if confidence is low.
                        Default is false (requires user confirmation for
                        low-confidence profiles).
                      title: Force Save
                      type: boolean
                  type: object
              required:
                - arguments
              type: object
        description: >-
          All tool arguments are wrapped in an `arguments` object. The fields
          accepted inside `arguments` are listed below — required fields are
          marked with a red asterisk.
        required: true
      responses:
        '200':
          content:
            application/json:
              example:
                data:
                  quota:
                    limit: 150
                    period_end: '2026-05-01'
                    tier: plus
                    used: 42
                  text: (tool-specific textual output for infer_business_profile)
                success: true
                tool: infer_business_profile
              schema:
                $ref: '#/components/schemas/SuccessResponse'
          description: >-
            Tool executed successfully. `data.text` carries the human-readable
            result (markdown-friendly). `data.quota` shows your current usage
            against the plan limit. `data.structured` appears when the tool
            emits machine-parseable structured content. `data.content` appears
            for tools that return non-text blocks (images, resources).
        '400':
          content:
            application/json:
              example:
                error: >-
                  You have 25 meta_ads accounts connected. Please specify which
                  account to use by passing the ad_account_id parameter:
                    - Acme Holdings (ad_account_id="act_123456789")
                    - Acme EU (ad_account_id="act_987654321")
                is_error: true
                success: false
                tool: infer_business_profile
              schema:
                $ref: '#/components/schemas/ErrorResponse'
          description: >-
            Tool-level error. The `error` string is safe to surface to end
            users. Common causes: missing required argument, multi-account user
            didn't specify which account, upstream platform validation failure.
        '401':
          content:
            application/json:
              example:
                error: >-
                  Not authenticated. Please connect your ADSMCP account first
                  at https://adsmcp.si
                is_error: true
                success: false
                tool: infer_business_profile
              schema:
                $ref: '#/components/schemas/ErrorResponse'
          description: Invalid, expired, or revoked API key.
        '402':
          content:
            application/json:
              example:
                error: |-
                  🚨 Monthly limit reached (150/150 tool calls on Plus tier).
                  Upgrade to Pro at https://adsmcp.si to keep building.
                is_error: true
                quota:
                  limit: 150
                  period_end: '2026-05-01'
                  tier: plus
                  upgrade_url: https://adsmcp.si
                  used: 150
                success: false
                tool: infer_business_profile
              schema:
                $ref: '#/components/schemas/QuotaErrorResponse'
          description: >-
            Quota exhausted for the current billing period. The response
            includes a `quota` block with the current used/limit/tier values and
            an `upgrade_url` to move up a tier.
        '404':
          content:
            application/json:
              example:
                error: 'Tool not found: infer_business_profile'
                is_error: true
                success: false
                tool: infer_business_profile
              schema:
                $ref: '#/components/schemas/ErrorResponse'
          description: Unknown tool_name. Check /openapi.json for the full catalog.
        '429':
          content:
            application/json:
              example:
                error: >-
                  Upstream platform rate limit hit (Meta Business Use Case
                  throttle at 95%). Retry after 60 seconds.
                is_error: true
                success: false
                tool: infer_business_profile
              schema:
                $ref: '#/components/schemas/ErrorResponse'
          description: >-
            Rate-limited by the upstream ad platform (Meta, Google, LinkedIn,
            TikTok). Retry with exponential backoff. Not the same as ADSMCP's
            own quota — that returns 402.
        '500':
          content:
            application/json:
              example:
                error: 'Internal error: RuntimeError'
                is_error: true
                success: false
                tool: infer_business_profile
              schema:
                $ref: '#/components/schemas/ErrorResponse'
          description: >-
            Unexpected server error. Report to [email protected] with
            request_id.
      security:
        - ApiKeyAuth: []
components:
  schemas:
    SuccessResponse:
      description: >-
        Returned on HTTP 200. `data.text` is the primary human-readable output.
        `data.quota` is always present for billable calls. `data.structured` is
        set only when the tool emits machine-parseable structured content.
        `data.content` is set only when the tool emits non-text content blocks.
      properties:
        data:
          properties:
            content:
              description: Non-text content blocks (images, resources).
              items:
                $ref: '#/components/schemas/ContentBlock'
              type: array
            quota:
              $ref: '#/components/schemas/QuotaBlock'
            structured:
              additionalProperties: true
              description: >-
                Machine-parseable structured content when the tool provides it
                (e.g. account selection prompts, widget payloads).
              type: object
            text:
              description: >-
                Human-readable output. Markdown-friendly for tools that emit
                formatted lists, tables, or recommendations.
              type: string
          required:
            - text
          type: object
        success:
          const: true
          type: boolean
        tool:
          description: Echoed tool_name from the request URL.
          type: string
      required:
        - success
        - data
        - tool
      type: object
    ErrorResponse:
      description: >-
        Returned on HTTP 4xx / 5xx (except 402 which uses `QuotaErrorResponse`).
        `error` is always a human-readable string safe to surface to end users.
      properties:
        error:
          description: Human-readable error message.
          type: string
        is_error:
          const: true
          type: boolean
        structured_content:
          additionalProperties: true
          description: >-
            Present when the underlying tool attached structured metadata to the
            error (e.g. account-selection lists).
          type: object
        success:
          const: false
          type: boolean
        tool:
          type: string
      required:
        - success
        - error
        - tool
      type: object
    QuotaErrorResponse:
      description: >-
        Returned on HTTP 402 when the monthly quota is exhausted. Identical to
        `ErrorResponse` but with an additional `quota` block.
      properties:
        error:
          type: string
        is_error:
          const: true
          type: boolean
        quota:
          $ref: '#/components/schemas/QuotaBlock'
        success:
          const: false
          type: boolean
        tool:
          type: string
      required:
        - success
        - error
        - tool
        - quota
      type: object
    ContentBlock:
      additionalProperties: true
      description: >-
        A non-text content block. Rare today; tools that attach images,
        resources, or widget payloads populate `data.content` with blocks of
        this shape.
      properties:
        type:
          example: image
          type: string
      required:
        - type
      type: object
    QuotaBlock:
      description: >-
        Current quota state for the API key owner. Attached to every successful
        billable response under `data.quota`, and to 402 errors under `quota`
        (plus `upgrade_url`).
      properties:
        limit:
          description: Tool call allowance for the current tier.
          example: 150
          type: integer
        period_end:
          description: When the monthly counter resets (ISO date).
          example: '2026-05-01'
          format: date
          type: string
        tier:
          description: Subscription tier of the account that owns the API key.
          enum:
            - free
            - plus
            - pro
            - max
          example: plus
          type: string
        upgrade_url:
          description: Upgrade link (present only on 402 quota errors).
          format: uri
          type: string
        used:
          description: Tool calls consumed this billing period.
          example: 42
          type: integer
      required:
        - used
        - limit
        - tier
        - period_end
      type: object
  securitySchemes:
    ApiKeyAuth:
      bearerFormat: API Key (sk_live_...)
      description: >-
        API key from https://adsmcp.si/dashboard/api-tokens. Prefix `sk_live_`. Treat as a
        secret — never commit.
      scheme: bearer
      type: http