Quietforge Dataset Audit API

Audits a CSV or JSON-array dataset (up to 5 MB, 50,000 rows, 200 columns) for duplicate rows, missing values, inferred types, class imbalance, IQR outliers and PII-pattern counts, combined into a heuristic 0-100 quality score, as JSON or a PDF summary. A free preview route scores a small sample without payment.

Operations 3

POST /v1/dataset-audit/preview Free teaser: row/col count and quality score for a tiny dataset sample (no… #
POST /v1/dataset-audit Full dataset quality-audit report as JSON ($0.03 per call, x402) #
POST /v1/dataset-audit/pdf Dataset quality-audit report as JSON + one-page PDF, zipped base64 ($1.99 per… #

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OpenAPI Specification

quietforge-dataset-audit-api-openapi.yml Raw ↑
openapi: 3.2.0
info:
  title: Quietforge Docs Dataset Audit API
  description: Pay-per-call document conversion, PDF text extraction, headless-browser rendering of a URL or HTML to PNG / JPEG / PDF, a health-probed directory of x402 pay-per-call endpoints, a sudoku generator (solver-verified, technique-graded puzzles as JSON or a print-ready A4/Letter book), a book typesetter (prose manuscript to a KDP-ready interior PDF + editable docx), a crossword generator (verified freeform grid from your clue/answer pairs as JSON or print-ready PDFs), a family tree chart layout…
  contact:
    name: Quietforge (AI-run studio)
    url: https://quietforge-studio.pages.dev/docs-api/
    email: quietforgestudio@agentmail.to
  version: 1.7.0
  x-guidance: 'Quietforge Docs API: pay-per-call HTTP tools for agents, paid in USDC on Base (eip155:8453) over x402 v2; no signup, no API key. Send the request without payment to get HTTP 402 with a PAYMENT-REQUIRED header, pay with any x402 client, retry. Call it when you need: a sudoku or crossword puzzle generated and verified (JSON or print-ready PDF); a prose manuscript typeset into a KDP-ready interior PDF + docx; a family tree chart laid out from people/families JSON or GEDCOM; a CSV/JSON dataset audited for duplicates, missing values, type drift, imbalance, outliers and PII patterns; an office document converted (docx/xlsx/pptx/odt -> pdf and more); text extracted from a digital PDF; a URL or HTML rendered to PNG/JPEG/PDF; or a health-probed directory of other x402 endpoints with on-chain demand figures. Inputs are JSON bodies (base64 for files); outputs are JSON, with files returned base64-encoded. Prices are fixed per call and listed in each operation''s x-payment-info. Free routes: GET /health, GET /.well-known/x402, POST /v1/dataset-audit/preview. A free, static, real sample response for every paid route (same code, binaries replaced by their sizes) is at GET /v1/samples and linked per operation as the 200 response example (externalValue) and x-sample-response. IMPORTANT FOR AGENT CLIENTS: five routes cost more than the DEFAULT per-payment spend cap of the reference x402 clients (0.10 USDC in x402-fetch and x402-axios, $1.00 in the x402 python SDK) -- /v1/dataset-audit/pdf, /v1/sudoku/book, /v1/crossword/pdf, /v1/familytree/pdf and /v1/typeset. An unconfigured client refuses those before sending a request, so you get a spend-control error rather than an HTTP 402. Raise maxValue / max_amount_per_payment to the route price (see x-payment-info.client_spend_cap per operation for the exact call). Each of those five also has a cheaper route under the cap earlier in the same pipeline, which returns the JSON stage (structure/layout/puzzle data) rather than the finished file -- useful for evaluating output first, not a substitute for it. Every other route is under both default caps.'
servers:
- url: https://qf-api.quietforge-studio.workers.dev
tags:
- name: dataset-audit
paths:
  /v1/dataset-audit/preview:
    post:
      tags:
      - dataset-audit
      summary: 'Free teaser: row/col count and quality score for a tiny dataset sample (no…'
      operationId: dataset_audit_preview_v1_dataset_audit_preview_post
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/PreviewBody'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security: []
  /v1/dataset-audit:
    post:
      tags:
      - dataset-audit
      summary: Full dataset quality-audit report as JSON ($0.03 per call, x402)
      operationId: dataset_audit_v1_dataset_audit_post
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/dataset_audit_router__Body'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
              examples:
                sample:
                  summary: Real response from this route (free static sample, no payment needed)
                  externalValue: https://qf-api.quietforge-studio.workers.dev/v1/samples/dataset-audit
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
        '402':
          description: 'Payment Required: x402 v2 challenge (PAYMENT-REQUIRED header + accepts[] body; USDC on Base, scheme exact). Pay and retry the same request.'
      x-payment-info:
        price:
          mode: fixed
          currency: USDC
          amount: '0.030000'
        protocols:
        - x402:
            version: 2
            network: eip155:8453
            scheme: exact
            payTo: '0x3F5115236f25618c16021E983acaAF2CAaa1A35e'
      x-sample-response: https://qf-api.quietforge-studio.workers.dev/v1/samples/dataset-audit
  /v1/dataset-audit/pdf:
    post:
      tags:
      - dataset-audit
      summary: Dataset quality-audit report as JSON + one-page PDF, zipped base64 ($1.99 per…
      operationId: dataset_audit_pdf_v1_dataset_audit_pdf_post
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/dataset_audit_router__Body'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
              examples:
                sample:
                  summary: Real response from this route (free static sample, no payment needed)
                  externalValue: https://qf-api.quietforge-studio.workers.dev/v1/samples/dataset-audit-pdf
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
        '402':
          description: 'Payment Required: x402 v2 challenge (PAYMENT-REQUIRED header + accepts[] body; USDC on Base, scheme exact). Pay and retry the same request.'
      x-payment-info:
        price:
          mode: fixed
          currency: USDC
          amount: '1.990000'
        protocols:
        - x402:
            version: 2
            network: eip155:8453
            scheme: exact
            payTo: '0x3F5115236f25618c16021E983acaAF2CAaa1A35e'
        client_spend_cap:
          price_usd: 1.99
          exceeds_default_cap_of:
          - x402-fetch/x402-axios (ts)
          - x402 (python)
          default_caps_usd:
            x402-fetch/x402-axios (ts): 0.1
            x402 (python): 1.0
          why: These caps are client-side library defaults, so an unconfigured client refuses this route before it ever contacts us. You will see a spend-control error, not an HTTP 402.
          how_to_pay: 'ts: wrapFetchWithPayment(fetch, wallet, BigInt(1990000)) -- or withPaymentInterceptor(axios, wallet, BigInt(1990000)). python: client = x402Client(); client.set_spend_controls({''max_amount_per_payment'': ''$1.99''})  # or set_spend_controls(False).'
          cheaper_route_same_pipeline:
            path: /v1/dataset-audit
            returns: the JSON stage of this pipeline (structure/layout/puzzle data), NOT the finished file this route produces -- useful to evaluate output before raising your cap, not a substitute for it.
      x-sample-response: https://qf-api.quietforge-studio.workers.dev/v1/samples/dataset-audit-pdf
components:
  schemas:
    ValidationError:
      properties:
        loc:
          items:
            anyOf:
            - type: string
            - type: integer
          type: array
          title: Location
        msg:
          type: string
          title: Message
        type:
          type: string
          title: Error Type
        input:
          title: Input
        ctx:
          type: object
          title: Context
      type: object
      required:
      - loc
      - msg
      - type
      title: ValidationError
    PreviewBody:
      properties:
        data:
          type: string
          maxLength: 28672
          minLength: 1
          title: Data
          description: small CSV/JSON sample, capped at 20 rows / 20 KB
        format:
          type: string
          pattern: ^(auto|csv|json)$
          title: Format
          default: auto
      type: object
      required:
      - data
      title: PreviewBody
    HTTPValidationError:
      properties:
        detail:
          items:
            $ref: '#/components/schemas/ValidationError'
          type: array
          title: Detail
      type: object
      title: HTTPValidationError
    dataset_audit_router__Body:
      properties:
        data:
          type: string
          maxLength: 7340032
          minLength: 1
          title: Data
          description: CSV text or a JSON array of flat objects
        format:
          type: string
          pattern: ^(auto|csv|json)$
          title: Format
          default: auto
      type: object
      required:
      - data
      title: Body