generated: '2026-08-08'
method: derived
source: mcp/bria-mcp.yml + skills/bria-bria-ai.md + openapi/*-openapi-original.yml
note: >-
  Bria's MCP tools/list is auth-gated (401 anonymous) and Bria publishes no tool names, so this
  crosswalk binds DOCUMENTED MCP CAPABILITIES — not verbatim tool names — to the OpenAPI
  operationIds that back them. Every operationId below was grepped out of the specs in this repo.
  Confidence is capped at medium for that reason; no row asserts a tool name Bria has not
  published.
surfaces:
  openapi:
    files: 10
    operations: 103
    root: openapi/
    gated: false
  mcp:
    url: https://mcp.prod.bria-api.com/mcp
    gated: true
    gate: 401 'either API key or Bearer token is required'
  graphql: null
  agent_skills:
    published_by_provider: true
    source: https://github.com/Bria-AI/bria-skill
    files: 5
crosswalk:
- tool: '(unnamed) background removal'
  category: image-editing
  rest:
  - background-remove
  binding: rest
  confidence: medium
  note: Bria MCP docs list "Background removal"; the v2 REST op is POST /v2/image/edit/remove_background.
- tool: '(unnamed) background generation'
  category: image-editing
  rest:
  - background-replace
  binding: rest
  confidence: medium
  note: Bria MCP docs list "Background removal and generation"; generation maps to replace_background.
- tool: '(unnamed) image expansion'
  category: image-editing
  rest:
  - image-expansion
  binding: rest
  confidence: medium
- tool: '(unnamed) increase resolution'
  category: image-editing
  rest:
  - increase-resolution
  - enhance
  binding: rest
  confidence: medium
  note: Fans out — Bria ships both an upscale (increase_resolution) and a detail-enhancing (enhance) operation.
- tool: '(unnamed) image generation'
  category: image-generation
  rest:
  - image-generate
  - image-generate-lite
  binding: rest
  confidence: medium
- tool: '(unnamed) reimagine by structure'
  category: image-generation
  rest:
  - structured-prompt-generate
  - structured-prompt-generate-from-diff
  binding: rest
  confidence: low
  note: >-
    "Reimagine images based on their structure" is Bria's phrasing; the structured-prompt (VGL)
    generation operations are the closest published REST equivalent, but the binding is inferred.
mcp_only: []
mcp_only_note: >-
  None identified. Every documented MCP capability has a public REST counterpart. This cannot be
  asserted as complete while tools/list is gated.
rest_only:
- capability: Tailored Generation (fine-tuning)
  operations: 38
  examples: [create-project, create-dataset, bulk-upload-images, create-model, start-training, list-checkpoints, download-tailored-model, image-generate-tailored]
- capability: Product Shot & Automotive
  operations: 16
  examples: [product-cutout, product-packshot, product-shadow, product-lifestyle-shot-by-text, product-lifestyle-shot-by-image, product-integrate, consistent-product-shots, vehicle-segmentation, vehicle-generate-reflections, vehicle-harmonize]
- capability: Video Editing
  operations: 8
  examples: [erase-object, mask-by-prompt, mask-by-key-points, foreground-mask, increase-resolution, remove-background, replace-background, green-screen]
- capability: Image Editing (beyond the six MCP capabilities)
  operations: 17
  examples: [edit-image, add-object-by-text, replace-object-by-text, erase-object-by-text, blend-image, reseason, rewrite, sketch-to-image, restore, colorize, restyle, relight, erase, gen-fill, erase-foreground, blur-bg, crop]
- capability: Ads Generation
  operations: 3
  examples: [generate-ads, get-brands, get-templates]
- capability: Attribution
  operations: 4
  examples: [postAttributionByImage, postAttributionByEmbedding, postAttributionByVideo, postAttributionByVideoEmbedding]
- capability: Image Onboarding
  operations: 2
  examples: [register-image, remove-image]
- capability: Status Service
  operations: 1
  examples: [get_status]
- capability: AI Search (deprecated)
  operations: 3
  examples: [get-caption, search, search-similar-images]
coverage:
  tools_named: 0
  capabilities_documented: 6
  capabilities_bound: 6
  mcp_only: 0
  rest_operations_total: 103
  rest_operations_with_a_capability: 9
  rest_operations_without: 94
finding: >-
  The MCP surface exposes roughly 9 of 103 published REST operations. Tailored Generation,
  product shot, automotive and video editing — the majority of Bria's contract — are REST-only
  and unreachable from an MCP client. The provider-published Agent Skills cover materially more
  of the surface than the MCP server does.