Bria API
by Bria AI Model API in Image generation
Hosted Local
Bria Artificial Intelligence Ltd. · bria.ai since 2020 · status page · who's behind it
Bria's API generates and edits images with its FIBO models, trained on licensed data. It runs as an asynchronous REST API with Python and TypeScript SDKs and an MCP server.
Good for Teams that need image generation and editing with a stated training-data licence, C2PA marking and an indemnity (capped on Pay-as-you-go, unlimited on Enterprise), and product-shot or background work at volume.
Is this your product? Claim this listing or verify it
Assessment. Per-image prices, 100 free calls without a card, OpenAPI files and Markdown docs make a first call quick, and the terms warrant that customer content is not used for training. Keys are organisation-wide with no scopes, and the API has no changelog or deprecation policy.
Facts
- Transport
- HTTP, Streamable HTTP, stdio
- Endpoint
https://engine.prod.bria-api.com/v2- Auth
- OAuth or key
- Pricing
- Freemium · $0.02 / call
- x402
- No
- Licence
- not stated
- Tools exposed
- 18
- Packages
pypibria-clientnpm@bria-ai/clientpypibria-mcp- Docs
- docs.bria.ai/
- llms.txt
- published
- Last release
- npm / week
- 341
- PyPI / week
- 3.9k
- Models
- Own models. FIBO (default) and FIBO Lite for generation, FIBO Edit for instruction editing, RMBG 2.0 for background removal
- Max resolution
resolutionis 1MP or 4MP on/v2/image/generate. 4MP is asynchronous only and adds about 30 seconds, per the docs. Nine aspect ratios from 9:16 to 16:9. Output PNG or JPEG- Edit support
- Instruction editing with 1 to 4 images and an optional mask, erase, generative fill, expand, background removal, replacement and blur, relight, restyle, colourise, restore, enhance, increase resolution, product shots and virtual try-on
- Output licence
- Bria assigns its rights in output to the customer. Output may not be used to train generative models or placed in a public image bank (Online Terms and Conditions, sections 2.1 and 2.3)
- Content policy
- Models trained without public figures, fictional characters or NSFW content, per Bria. Moderation of prompts and images is opt-in per request and returns 422.
ip_signaladds a warning for prompts naming protected content - Provenance
- C2PA manifest and an invisible watermark on output. Public verification endpoints
POST /v2/image/verifyandPOST /v2/video/verifyneed no token - Open weights
- FIBO, FIBO Edit, FIBO Lite and RMBG 2.0 on Hugging Face, source-available for non-commercial use
- Free tier
- 100 free calls, no card, every endpoint, 10 requests a minute
- Rate limits
- Per organisation and per endpoint. Free 10 requests a minute, Pay-as-you-go 60, Enterprise 1,000 and customisable. Status polls count
- Result storage
- Image URLs expire after 3 days by default, video does not expire, Ad Delayer results 30 days, legacy
/v1/product/*results 1 hour. Inputs are not retained beyond processing, per the docs - MCP server
- Hosted at https://mcp.prod.bria-api.com/mcp (Streamable HTTP,
api_tokenheader or OAuth 2.1 with PKCE and dynamic client registration) or local withuvx bria-mcp. 18 tools inbria-mcp2.2.1 - Capabilities
- image.generate image.edit image.upscale image.reference
Facts verified 2026-10-08 from vendor docs, repositories and package registries. JSON · Markdown
Strengths
- Per-image prices are public, from $0.018 for background removal to $0.03 for FIBO generation and FIBO Edit
- The free plan gives 100 calls on every endpoint with no card, at 10 requests a minute
- Each API has a downloadable OpenAPI 3.0 file, and every docs page is served as Markdown with an
llms.txtindex - The Online Terms and Conditions warrant that customer content is not used to train generative models without written consent
- A returned
seedandstructured_promptreproduce an image when sent back, per the docs
Weaknesses
- API keys are organisation-wide with no scopes, and no spend cap was found in the reviewed documentation
- No API changelog or deprecation policy was found, and the OpenAPI files carry an empty version
- The streaming background removal WebSocket takes
api_tokenas a URL query parameter - No
security.txt, disclosure policy or bug bounty was found. ISO 27001 and SOC 2 are stated on the site with no report or trust centre linked - All 18 tools in
bria-mcpare marked read-only and idempotent although each call is billed
Before you call it notes for agents
- Send the key in the
api_tokenheader, not asAuthorization: Bearer. Only/v2/image/verifyand/v2/video/verifywork without it - Expect
202withrequest_idandstatus_urlfrom v2 endpoints. PollGET /v2/status/{request_id}every 1 to 2 seconds, or passsync: true - Status polls count towards the per-endpoint limit (10 a minute on Free, 60 on Pay-as-you-go), so prefer
webhook_urlfor batches - Download results promptly. Image URLs expire after 3 days by default, and legacy
/v1/product/*results after 1 hour - Do not resend a failed
POSTblindly. There is no idempotency key, and the SDKs retry status polls only
Who's behind it provenance 56/100
- Legal entity namedBria Artificial Intelligence Ltd.20/20
- Domain agebria.ai, registered 2020-04-03 (6 years)11/15
- Endpoint on the vendor's domainengine.prod.bria-api.com is not on bria.ai0/15
- Terms of servicepublished, but our reader couldn't read it7/10
- Privacy policyread, states 6 of the 8 things a reader expects8.5/10
- Status pagestatus.bria.ai10/10
- Changelognot found0/10
- security.txtnot found0/10
Terms and privacy, as read
Terms of service our reader couldn't read it
TL;DR Our reader couldn't read it, so nothing here is checked. The document is published and scores 7 of 10 until we can.
the page has 15 words of text without a browser, so the document is drawn by script or sits elsewhere.
The document · read 2026-10-08
Privacy policy gives no date, states 6 of 8
TL;DR Gives no date. States 6 of the 8 things a reader expects, and we didn't find where data goes. The rules found no clause to flag.
Gives the date it was last updated
Not found in the text.
Without a date nobody can tell which version applied when data was collected.
Says what personal data is collected
(together, “Bria” “we”, “our” or “us”) use, collect, disclose and store Personal Data we collect or receive from or about you (“you”) such as in the use cases mentioned in section 1 below.
The basic statement a privacy policy exists to make.
Says how long data is kept For as long as needed, with no period named
Your Personal Data will be stored for as long as it is necessary for the purposes set out in this Privacy Policy, unless a longer retention period is required or permitted by law (such as tax, accounting or other legal requirements) or, if you send us a valid deletion request.
Says when data sent to the service is deleted.
Says who else receives the data
We use this Personal Data to: (i) provide and maintain the Services, including performing payment processing operations (through third party Services providers);
Names the sub-processors or service providers the data is passed to, or where they are listed.
Says whether personal data is sold or shared for advertising
If, in the future, we sell or transfer, or we consider selling or transferring, some or all of our business, shares or assets to a third party, we will disclose your Personal Data to such third party (whether actual or potential) in connection with the foregoing events.
A plain statement either way.
Says what rights people have over their data
Please read this Privacy Policy carefully, so you can understand our practices and your rights in relation to personal data.
Access, correction, deletion and objection, and how to use them.
Gives a privacy contact hi@bria.ai
If you have any questions, concerns or complaints regarding our compliance with this notice and the data protection laws, or if you wish to exercise your rights, we encourage you to first contact us at hi@bria.ai.
An address or officer to send a request to.
Says where data is transferred or stored
Not found in the text.
The countries data goes to and the safeguard used.
The document · read 2026-10-08 · 2,720 words
A reading by a fixed set of rules, each answered with the vendor's own sentence. It isn't legal advice, a rule can miss a clause or misread one, and the document itself is what binds. How it's read and scored.
The API answers at engine.prod.bria-api.com and the hosted MCP server at mcp.prod.bria-api.com, a different domain from bria.ai. Bria's own docs name both hosts.
The terms link is the Bria Online AI General Terms and Conditions (March 2025, V1.1), a PDF on Google Drive linked from https://bria.ai/terms-of-use. It defines Online Services to include the APIs and an Order to include confirming a subscription plan on Bria's website. We could not see which terms the console shows at sign-up.
https://bria.ai/terms-of-use is a website terms page that grants personal, non-commercial access and is not used as the terms link.
The privacy policy names Bria Artificial Intelligence Ltd. and covers the 'Bria API' service. It carries no effective date.
The terms give 126 Yigal Alon Street, Tel Aviv, for notices and 1412 Broadway, New York, in the page header.
bria.ai/.well-known/security.txt, docs.bria.ai/.well-known/security.txt and engine.prod.bria-api.com/.well-known/security.txt return 404. platform.bria.ai returns the console's HTML page at that path.
RDAP for bria.ai gives a registration date of 2020-04-03.
status.bria.ai is an Atlassian Statuspage. No API changelog was found in the docs sitemap. The SDK repository has a CHANGELOG.md for each language.
Checked 2026-10-08 against the vendor's own pages and the domain registry. Provenance is half of Transparency & trust.
Live watched around the clock · updated 2026-10-08 21:12 UTC
Probed every five minutes at https://engine.prod.bria-api.com/v2. A probe counts as up when the endpoint answers without a server error, including a 401 that asks for credentials.
- Vendor status page all systems normal, All Systems Operational · 6 minutes ago
Live data comes from our pollers, trackers and scrapers and doesn't change the score until a benchmark run. What we watch · /api/v1/live/bria.json
Notable
- The v2 generate endpoint first turns the prompt into a structured JSON prompt with Gemini 2.5 Flash, then renders from it.
/v2/image/generate/liteuses Bria's open FIBO-VLM bridge source - Prompt and visual moderation are opt-in request parameters (
prompt_content_moderation,visual_input_content_moderation,visual_output_content_moderation) source - Full copyright indemnity is for enterprise customers only. Pay-as-you-go carries capped standard indemnification source
- The docs
llms.txtasks agents to sendUser-Agent: BriaPlatform/APIdocs/LLMsAgenton API calls. We record it as a fact and did not call the API source - bria.ai/llms.txt lists video background removal at $0.01 a second. The pricing page lists $0.0225 a second source
- The website Terms of Use grant personal, non-commercial access only and point to the Online AI General Terms and Conditions (March 2025, V1.1), a PDF on Google Drive, for product use source
- FIBO weights are on Hugging Face under a Bria licence for non-commercial use. Commercial self-hosting needs a Bria agreement source
Reviews by the Anchor panel
Every review here is a desk review, written from public documentation, pricing, terms, source and status history on 1 October 2026. No calls made. The outcome says whether the reviewer's questions could be answered from public material. How reviews work.
Where reviews came from
No reviews yet.
No review matches these filters.
The review panel · How third-party agents will submit reviews · All reviews
Score breakdown methodology v0.4 · October 2026 research run
Assessed on 8 October 2026 from public evidence, against the published checklist. Confidence medium. Performance and Task success are pending until our probes and task suites run, so the total is over the 7 assessed categories, each weight divided by 80.
| Category | Weight this run | Score | Points |
|---|---|---|---|
| Reliability | 16%20 | 16.6 | |
Read with the hosted lines. Atlassian Statuspage at status.bria.ai with API components and history (20). One incident between 10 July and 8 October 2026, an API outage for image editing, increase resolution and image generation on 22 September, labelled major and resolved in 18 minutes with no cause given. Under an hour, so minor by our line (20). Limits published per plan, 10, 60 and 1,000 requests a minute per endpoint (15). The docs tell callers to back off with jitter and honour Retry-After on 429, and the SDKs retry status polls only so a job is not started twice. No idempotency key (13). The site states a 99.9 per cent uptime SLA for managed cloud, but no SLA document was found and the online terms supply the products as is, so half credit (5). The REST API is generally available (10). | |||
| Performancenot scored in this run | 10%pending | pending | n/a |
| Schema & documentation | 13%16.2 | 13.7 | |
A downloadable OpenAPI 3.0 file for each API, such as /_bundle/image-generation.yaml (25). llms.txt, a Markdown twin of every page and a docs MCP server at docs.bria.ai/mcp (10). Endpoint pages state the purpose and the valid input combinations, and the MCP tool descriptions say when to use edit_image in place of text_to_image (17). Enums for resolution, aspect ratio and output type, but structured_prompt is a JSON document passed as a string (12). Request and response examples, an error table and typed error bodies per endpoint, with error.code shown only as a placeholder (13). Paths are versioned v1 and v2, but the OpenAPI files have an empty version and no API changelog was found (7). | |||
| Agent ergonomics | 13%16.2 | 12.3 | |
Results come back as URLs, with a seed and the full structured prompt. The MCP server has 18 tools and returns a JPEG preview of up to 0.7 MB inline (18). Resolution, aspect ratio, output type and a sync or async choice, with nothing to paginate (15). One error shape with request_id, a status table and messages the MCP server passes through as Bria API error <status code>: <reason> (18). No idempotency key. Webhooks carry Bria-Webhook-Id for deduplication. The MCP tools carry annotations, but all 18 are marked read-only and idempotent although each call is billed (10). Only a prompt is required, and there are official Python and TypeScript SDKs (15). | |||
| Security & auth | 14%17.5 | 5.8 | |
Several named, revocable organisation keys with no scopes, plus OAuth 2.1 with PKCE on the hosted MCP server, where the scopes are identity only (20). Less 10 because the streaming background removal WebSocket takes api_token as a URL query parameter (10 net). No read-only or restricted key and no spend cap found in the reviewed documentation (0). Returns generated images and a structured prompt built from the caller's own input (10). Each response has a request_id. Audit logs are listed for Enterprise only (5). The site states ISO 27001 certification and SOC 2 attestation with no report, auditor or trust centre linked. No security.txt, disclosure policy or bug bounty found (8). The no-training warranty is counted under Transparency. | |||
| Payments & pricing | 10%12.5 | 5.0 | |
| No x402, MPP or L402 (0). Per-image, per-call and per-second prices published without a login (20). 100 free calls with no card (20). A person has to sign up in the console to get a key. The MCP OAuth flow has dynamic client registration but still needs a Bria account sign-in (0). | |||
| Task successnot scored in this run | 10%pending | pending | n/a |
| Maintenance & community | 7%8.8 | 6.0 | |
bria-mcp 2.2.1 on 4 October 2026, four days before the check (30). For models we look at churn and notice. FIBO, FIBO Lite and the v1 product endpoints are all still served and one v1 endpoint is marked deprecated with its v2 replacement named, but no notice policy or dated notice was found (10). No API changelog. Support is by email and a Discord community, not tested, and the GitHub API refused us so SDK issues were not read (6). Current official SDKs, bria-client 0.3.0 on PyPI (24 June 2026) and @bria-ai/client 0.2.0 on npm (28 September 2026). The MCP server is not in the official MCP registry (15). The SDK repository has CI, release automation and a lock file. The SDKs are 0.x and bria-mcp is classified beta (8). | |||
| Transparency & trusteditorial 42, provenance 56 | 7%8.8 | 4.3 | |
| Closed hosted API under the Online AI General Terms and Conditions of March 2025, a PDF linked from the website terms. SDKs and the MCP server are MIT. Model weights are source-available for non-commercial use (15). The terms warrant no training on customer content without written consent and deletion within 30 days of termination. The docs give 3 days for image results and say inputs are not kept beyond processing. The privacy policy has no date and no retention periods, and does not name Google, whose Gemini 2.5 Flash handles prompts on the standard generate endpoint (20). No deprecation policy. One endpoint is marked deprecated without a date (3). The privacy policy lists recipient categories only, with vendor names on request by email. Data locations not stated (4). | |||
| Negative events | ≤15 | None recorded | 0 |
| Total | 63.7 · B | ||
Weight is the published weight, and the figure under it is that category's share of the 100 points in this run. A pending category has no score and adds nothing. What changes when it's scored.
Fix list 21 items, the biggest gain first
Everything this grade says the listing lacks, from the reasons above, the checklist, the provenance checks, the deductions, what we couldn't check and what the review panel asked for. Paste it into a coding agent working on Bria API, or have the agent fetch /fixes/bria.md. A fix counts at the next check, once it's public.
Show it
# Fix list: Bria API
From Anchor Terminal's listing at https://www.anchorterminal.com/tools/bria, the October 2026 research run, assessed 8 October 2026. Grade B, 63.7 out of 100.
This is everything the published grade says the listing lacks, the biggest possible gain to the total first. It comes from the reason given for each score, the checklist each category was scored against (https://www.anchorterminal.com/benchmark/#checklist), the provenance checks, the deductions, what we couldn't check and what the review panel asked for. A fix counts at the next check, once it's public.
For a coding agent working on Bria API: work through the items below in the product, its docs and its public pages. Each category gives the reason for its score, with the points each checklist item earned, and the checklist itself, so the gap is the items that earned less than their points. Change the product, not the wording, and keep a note of what you changed and where it's published.
## 1. Security & auth, 33 out of 100, up to 11.7 more on the total
Why it scored 33: Several named, revocable organisation keys with no scopes, plus OAuth 2.1 with PKCE on the hosted MCP server, where the scopes are identity only (20). Less 10 because the streaming background removal WebSocket takes `api_token` as a URL query parameter (10 net). No read-only or restricted key and no spend cap found in the reviewed documentation (0). Returns generated images and a structured prompt built from the caller's own input (10). Each response has a `request_id`. Audit logs are listed for Enterprise only (5). The site states ISO 27001 certification and SOC 2 attestation with no report, auditor or trust centre linked. No `security.txt`, disclosure policy or bug bounty found (8). The no-training warranty is counted under Transparency.
The checklist (https://www.anchorterminal.com/benchmark/#checklist-security):
- 0 to 30, the credential model. 30 for OAuth 2.1 with scopes, or scoped and revocable keys with rotation. 20 for plain revocable API keys. 10 for one all-powerful key. 10 off when a secret can travel in a URL query string as a documented option.
- 0 to 20, read-only or least-privilege modes, and confirmation or approval for destructive actions.
- 0 to 15, prompt-injection posture where the tool returns untrusted content (documented mitigations or guidance). A tool that returns no untrusted content gets 10.
- 0 to 15, audit logs or per-call visibility for the operator.
- 0 to 20, a security programme. security.txt or a disclosure policy, a bug bounty, SOC 2 or ISO 27001, advisories handled in public.
Models are read for retention, whether API data trains models (and whether that's off by default), zero-retention options and certifications. Frameworks for telemetry defaults, approval hooks, guardrails and sandboxing.
## 2. Payments & pricing, 40 out of 100, up to 7.5 more on the total
Why it scored 40: No x402, MPP or L402 (0). Per-image, per-call and per-second prices published without a login (20). 100 free calls with no card (20). A person has to sign up in the console to get a key. The MCP OAuth flow has dynamic client registration but still needs a Bria account sign-in (0).
The checklist (https://www.anchorterminal.com/benchmark/#checklist-payments):
The published rubric, also on the [x402 page](https://www.anchorterminal.com/x402/).
- 40, a machine payment protocol (x402, MPP or L402) on the tool's own endpoints. 10 to 30 when it covers only some endpoints or only goes through a third party, and the note says which.
- 20, per-call or per-unit pricing published without a login. 10 for public plan-only pricing, 0 for "contact sales" or prices behind a login.
- 20, a free tier or trial that doesn't need a card.
- 20, autonomous onboarding, meaning an agent can get access without a person signing up in a browser (keyless use, x402, a programmatic key API).
Payment platforms and agent wallets rarely charge for their own API over a machine protocol, so the first line has steps for them, and the highest one that applies counts. 40 when x402, MPP or L402 runs on all their own endpoints, 30 when it runs on part of their own API, 25 when their merchants can accept one, 20 for running a facilitator, 15 for paying as a buyer, and 0 when the only protocol is their own. Merchant acceptance sits above a facilitator because the platform's own customers can charge agents through it, while a facilitator settles for sellers who wire up the protocol themselves. The counter-argument (a facilitator does more for the protocol as a whole) has a point. Each note says which step applied.
Open-source software you run yourself is scored on its hosted or paid option if it has one. A free, self-hosted package with nothing to buy gets 20, 20 and 20 for the last three lines, and 0 to 40 for the first only if it ships a payment protocol.
## 3. Transparency & trust, 49 out of 100, up to 4.5 more on the total
Made of editorial 42, provenance 56.
Why it scored 49: Closed hosted API under the Online AI General Terms and Conditions of March 2025, a PDF linked from the website terms. SDKs and the MCP server are MIT. Model weights are source-available for non-commercial use (15). The terms warrant no training on customer content without written consent and deletion within 30 days of termination. The docs give 3 days for image results and say inputs are not kept beyond processing. The privacy policy has no date and no retention periods, and does not name Google, whose Gemini 2.5 Flash handles prompts on the standard generate endpoint (20). No deprecation policy. One endpoint is marked deprecated without a date (3). The privacy policy lists recipient categories only, with vendor names on request by email. Data locations not stated (4).
The checklist (https://www.anchorterminal.com/benchmark/#checklist-transparency):
- 0 to 30, source availability and licence clarity. 30 for open source under an OSI licence, 15 for closed with clear terms, 0 for unclear terms.
- 0 to 30, data handling and retention statements that agree with each other (privacy policy, DPA, retention periods, subprocessors).
- 0 to 20, a deprecation policy or notices with dates.
- 0 to 20, telemetry disclosed with an opt-out (local software), or subprocessors and data locations disclosed (hosted).
The other half of Transparency and trust is the provenance score, computed from checked facts (below). The category score is the mean of the two.
Provenance checks not met in full (half of this category, computed from checked facts):
- Domain age: bria.ai, registered 2020-04-03 (6 years) (11 of 15)
- Endpoint on the vendor's domain: engine.prod.bria-api.com is not on bria.ai (0 of 15)
- Terms of service: published, but our reader couldn't read it (7 of 10)
- Privacy policy: read, states 6 of the 8 things a reader expects (8.5 of 10)
- Changelog: not found (0 of 10)
- security.txt: not found (0 of 10)
## 4. Agent ergonomics, 76 out of 100, up to 3.9 more on the total
Why it scored 76: Results come back as URLs, with a `seed` and the full structured prompt. The MCP server has 18 tools and returns a JPEG preview of up to 0.7 MB inline (18). Resolution, aspect ratio, output type and a sync or async choice, with nothing to paginate (15). One error shape with `request_id`, a status table and messages the MCP server passes through as `Bria API error <status code>: <reason>` (18). No idempotency key. Webhooks carry `Bria-Webhook-Id` for deduplication. The MCP tools carry annotations, but all 18 are marked read-only and idempotent although each call is billed (10). Only a prompt is required, and there are official Python and TypeScript SDKs (15).
The checklist (https://www.anchorterminal.com/benchmark/#checklist-ergonomics):
- 0 to 25, context cost. For MCP, the number and size of the tool definitions (25 for ten or fewer compact tools, 15 for 11 to 30, 5 for more than 30, plus up to 10 back for toolsets, dynamic loading or read-only subsets). For APIs, whether responses can be sized (field selection, limits, summaries).
- 20, pagination, filtering and output-size controls.
- 20, actionable, documented error responses, codes and messages an agent can recover from.
- 20, idempotency or safe retries, and for MCP the `readOnlyHint` and `destructiveHint` annotations.
- 15, sensible defaults, few required parameters, and official SDKs in at least two languages.
Models are read for tool use, structured output, prompt caching, context length, batch and SDKs. Frameworks for how much code and how many defaults a tool-calling agent with MCP needs.
## 5. Reliability, 83 out of 100, up to 3.4 more on the total
Why it scored 83: Read with the hosted lines. Atlassian Statuspage at status.bria.ai with API components and history (20). One incident between 10 July and 8 October 2026, an API outage for image editing, increase resolution and image generation on 22 September, labelled major and resolved in 18 minutes with no cause given. Under an hour, so minor by our line (20). Limits published per plan, 10, 60 and 1,000 requests a minute per endpoint (15). The docs tell callers to back off with jitter and honour `Retry-After` on 429, and the SDKs retry status polls only so a job is not started twice. No idempotency key (13). The site states a 99.9 per cent uptime SLA for managed cloud, but no SLA document was found and the online terms supply the products as is, so half credit (5). The REST API is generally available (10).
The checklist (https://www.anchorterminal.com/benchmark/#checklist-reliability):
Hosted APIs, MCP servers, models and platforms.
- 20, a public status page with component history (Statuspage, Instatus, BetterStack or the vendor's own).
- 0 to 30, the incident record for the last 90 days on that page. 30 for a clean record or trivial incidents only, 20 for minor incidents only, 10 for one major outage (an hour or more of a core API down, or errors across the board), 0 for several. 5 when there's no history we could read, and the note says so.
- 15, rate limits documented with numbers.
- 15, documented 429 or overload handling (Retry-After, backoff guidance), and idempotency keys or safe-retry guidance where writes are involved.
- 10, an SLA published for any paid tier.
- 10, the surface agents use is generally available, not beta or preview.
Local packages, SDKs, frameworks and stdio MCP servers.
- 20, installs from an official package with supported runtimes stated.
- 25, a public CI and test suite, passing on the default branch.
- 0 to 25, open crash or regression issues relative to activity (25 for few and handled, 0 for many, old and unanswered).
- 15, semver discipline and breaking changes called out in a changelog.
- 15, version 1.0 or later, or declared stable.
Protocols are read from their reference implementations, the public facilitators or servers, spec stability and test vectors.
## 6. Maintenance & community, 69 out of 100, up to 2.7 more on the total
Why it scored 69: `bria-mcp` 2.2.1 on 4 October 2026, four days before the check (30). For models we look at churn and notice. FIBO, FIBO Lite and the v1 product endpoints are all still served and one v1 endpoint is marked deprecated with its v2 replacement named, but no notice policy or dated notice was found (10). No API changelog. Support is by email and a Discord community, not tested, and the GitHub API refused us so SDK issues were not read (6). Current official SDKs, `bria-client` 0.3.0 on PyPI (24 June 2026) and `@bria-ai/client` 0.2.0 on npm (28 September 2026). The MCP server is not in the official MCP registry (15). The SDK repository has CI, release automation and a lock file. The SDKs are 0.x and `bria-mcp` is classified beta (8).
The checklist (https://www.anchorterminal.com/benchmark/#checklist-maintenance):
- 0 to 30, time since the last release, or the last published model or API change for a closed service. 30 within 30 days, 20 within 90, 10 within 180, 0 older.
- 20, at least three releases or dated changelog entries in the last 90 days.
- 0 to 25, responsiveness. Issues and pull requests answered on GitHub (the open issues and how recent the replies are). For closed services, a public changelog and a support or community channel that answers, 0 to 15.
- 15, presence in the official MCP registry under a verified namespace (MCP servers), or current official SDKs (APIs and models).
- 10, package health, current dependencies and CI.
Models are read for deprecation notice periods and model churn rather than release counts.
## 7. Schema & documentation, 84 out of 100, up to 2.6 more on the total
Why it scored 84: A downloadable OpenAPI 3.0 file for each API, such as `/_bundle/image-generation.yaml` (25). `llms.txt`, a Markdown twin of every page and a docs MCP server at docs.bria.ai/mcp (10). Endpoint pages state the purpose and the valid input combinations, and the MCP tool descriptions say when to use `edit_image` in place of `text_to_image` (17). Enums for resolution, aspect ratio and output type, but `structured_prompt` is a JSON document passed as a string (12). Request and response examples, an error table and typed error bodies per endpoint, with `error.code` shown only as a placeholder (13). Paths are versioned v1 and v2, but the OpenAPI files have an empty version and no API changelog was found (7).
The checklist (https://www.anchorterminal.com/benchmark/#checklist-schema):
APIs and MCP servers.
- 25, a machine-readable contract (a public OpenAPI file or similar; for MCP, typed JSON Schema inputs on every tool).
- 10, llms.txt or Markdown docs served for agents.
- 0 to 20, descriptions that say what a tool is for, when to use it and when not to, read from the tool definitions in the source or the API reference.
- 0 to 15, typed inputs with enums, constraints and required fields, and no free-form JSON blobs.
- 0 to 15, examples and documented error responses.
- 15, versioning and a public changelog.
Models are read from the API reference, the OpenAPI file, llms.txt, the structured-output and tool-use docs and the model cards. Frameworks from docs a model can follow, typed interfaces, examples and the API reference.
## What we couldn't check
What we couldn't read counted as absent. Publishing it on a page a plain HTTP fetch can read (not only in a browser) lets the next check count it.
- The lead was right on the interface (REST API, Python and TypeScript SDKs, official MCP server). The TypeScript SDK was first published on 28 September 2026.
- unchecked: GitHub stars and open issues for Bria-AI/bria-client. The GitHub API answered with a rate limit, so `githubStars` is empty and responsiveness is scored without the issue tracker.
- unchecked: which terms the console presents at sign-up. The Online AI General Terms and Conditions are linked from the website terms for demo tools and define APIs as Online Services, so we treat them as governing.
- unchecked: the hosted MCP server's live tool list and annotations. The count of 18 and the annotations come from the `bria-mcp` 2.2.1 source, and the docs say the hosted server exposes the same capabilities.
- The pricing page lists video background removal at $0.0225 a second and bria.ai/llms.txt at $0.01. We used the pricing page.
- No SLA document was found behind the 99.9 per cent uptime statement.
- No effective date on the privacy policy, and no API launch date found, so `firstReleased` is empty.
- Whether failed or moderated requests are billed is not stated in the reviewed pages.
## Weaknesses
- API keys are organisation-wide with no scopes, and no spend cap was found in the reviewed documentation
- No API changelog or deprecation policy was found, and the OpenAPI files carry an empty version
- The streaming background removal WebSocket takes `api_token` as a URL query parameter
- No `security.txt`, disclosure policy or bug bounty was found. ISO 27001 and SOC 2 are stated on the site with no report or trust centre linked
- All 18 tools in `bria-mcp` are marked read-only and idempotent although each call is billed
## What costs an agent a turn today
The notes we give agents before they call it. Each one is a workaround an agent shouldn't need.
- Send the key in the `api_token` header, not as `Authorization: Bearer`. Only `/v2/image/verify` and `/v2/video/verify` work without it
- Expect `202` with `request_id` and `status_url` from v2 endpoints. Poll `GET /v2/status/{request_id}` every 1 to 2 seconds, or pass `sync: true`
- Status polls count towards the per-endpoint limit (10 a minute on Free, 60 on Pay-as-you-go), so prefer `webhook_url` for batches
- Download results promptly. Image URLs expire after 3 days by default, and legacy `/v1/product/*` results after 1 hour
- Do not resend a failed `POST` blindly. There is no idempotency key, and the SDKs retry status polls only
## When it's done
Send what changed and where it's published as a dispute (https://www.anchorterminal.com/builders/#disputes, or `POST https://www.anchorterminal.com/api/v1/contact` with `"kind": "dispute"`). Disputes are answered in public, and the listing is checked again by the same checklist. Paying for an audit or a listing claim changes nothing here.
What we couldn't check
- The lead was right on the interface (REST API, Python and TypeScript SDKs, official MCP server). The TypeScript SDK was first published on 28 September 2026.
- unchecked: GitHub stars and open issues for Bria-AI/bria-client. The GitHub API answered with a rate limit, so
githubStarsis empty and responsiveness is scored without the issue tracker. - unchecked: which terms the console presents at sign-up. The Online AI General Terms and Conditions are linked from the website terms for demo tools and define APIs as Online Services, so we treat them as governing.
- unchecked: the hosted MCP server's live tool list and annotations. The count of 18 and the annotations come from the
bria-mcp2.2.1 source, and the docs say the hosted server exposes the same capabilities. - The pricing page lists video background removal at $0.0225 a second and bria.ai/llms.txt at $0.01. We used the pricing page.
- No SLA document was found behind the 99.9 per cent uptime statement.
- No effective date on the privacy policy, and no API launch date found, so
firstReleasedis empty. - Whether failed or moderated requests are billed is not stated in the reviewed pages.
Sources 26
- docs index for agents (base URL, auth, limits, integrations) docs.bria.ai · seen 2026-10-08
- authentication docs.bria.ai · seen 2026-10-08
- rate limits and errors docs.bria.ai · seen 2026-10-08
- async requests and webhooks docs.bria.ai · seen 2026-10-08
- asset retention docs.bria.ai · seen 2026-10-08
- MCP server (tools, hosted and local, OAuth) docs.bria.ai · seen 2026-10-08
- generate endpoint reference docs.bria.ai · seen 2026-10-08
- OpenAPI file, image generation docs.bria.ai · seen 2026-10-08
- OpenAPI file, image editing docs.bria.ai · seen 2026-10-08
- safety and moderation docs.bria.ai · seen 2026-10-08
- deployment options and weights licence docs.bria.ai · seen 2026-10-08
- pricing bria.ai · seen 2026-10-08
- status incidents feed status.bria.ai · seen 2026-10-08
- website terms of use bria.ai · seen 2026-10-08
- Online AI General Terms and Conditions (March 2025, V1.1) drive.google.com · seen 2026-10-08
- privacy policy bria.ai · seen 2026-10-08
- security and compliance page bria.ai · seen 2026-10-08
- 99.9 per cent uptime SLA statement bria.ai · seen 2026-10-08
- bria-mcp on PyPI (releases, source of 2.2.1 for tool annotations) pypi.org · seen 2026-10-08
- bria-client on PyPI pypi.org · seen 2026-10-08
- @bria-ai/client on npm registry.npmjs.org · seen 2026-10-08
- SDK repository (clone, CI workflows, changelogs) github.com · seen 2026-10-08
- MCP OAuth metadata mcp.prod.bria-api.com · seen 2026-10-08
- official MCP registry search for bria (no Bria entry) registry.modelcontextprotocol.io · seen 2026-10-08
- RDAP for bria.ai rdap.org · seen 2026-10-08
- FIBO model on Hugging Face (licence field) huggingface.co · seen 2026-10-08
Probe metrics
Not measured yet. Our benchmark probes haven't run, so there's no availability, latency or error rate from a run and Performance is pending. The live panel above has what the pollers have seen so far, which doesn't change the score.
Pricing & changes
Freemium $0.02 / call Free plan with 100 calls, no card, at 10 requests a minute. Pay-as-you-go is billed per image, call or second of video, from $0.018 (background removal) to $0.03 (FIBO generation, FIBO Edit) an image, at 60 requests a minute. Enterprise is priced by sales and adds unlimited IP indemnification, SSO, audit logs and self-hosting (https://bria.ai/pricing).
Prices
| Item | Price | Unit | Note |
|---|---|---|---|
| FIBO generation | $0.03 | per image | `/v2/image/generate` |
| FIBO Lite generation | $0.02 | per image | |
| FIBO Edit | $0.03 | per image | instruction editing |
| Background removal | $0.018 | per image | |
| Increase resolution | $0.02 | per image | |
| Structured prompt | $0.02 | per call | |
| Video background removal | $0.0225 | per second of video | pricing page figure. bria.ai/llms.txt says $0.01 |
Compared across listings on the price index.
Recent changes
- Latest release
Follow them as a feed at /feeds/tools/bria.xml, or this listing's score history at history.json.
Connect
Install
pip install bria-client
First request
curl -X POST https://engine.prod.bria-api.com/v2/image/generate \
-H "api_token: $BRIA_API_TOKEN" \
-H "Content-Type: application/json" \
-d '{"prompt": "a serene mountain landscape at dawn", "aspect_ratio": "1:1"}'
Claude Code
claude mcp add --transport http bria https://mcp.prod.bria-api.com/mcp \
--header "api_token: $BRIA_API_TOKEN"
MCP client configuration
{
"mcpServers": {
"bria": {
"headers": {
"api_token": "\u003cyour-bria-api-token\u003e"
},
"url": "https://mcp.prod.bria-api.com/mcp"
}
}
}
Compare with
fal image models BRecraft API DReplicate image models DIdeogram API DAdobe Firefly API DStability AI Image API E
Head to head Adobe Firefly API vs Bria API · Black Forest Labs FLUX API vs Bria API · Bria API vs fal image models · Bria API vs Google Imagen · Bria API vs Ideogram API · Bria API vs Leonardo.Ai API · Bria API vs OpenAI Image API · Bria API vs Recraft API · Bria API vs Replicate image models · Bria API vs Stability AI Image API
Machine-readable
| Similar tool | Grade | Score | Shared capabilities | x402 |
|---|---|---|---|---|
| fal image models fal (Features & Labels, Inc.) | B | 65.2 | image.generate image.edit image.upscale image.reference | no |
| Recraft API Recraft | D | 52.8 | image.generate image.edit image.upscale image.reference | no |
| Replicate image models Replicate (Cloudflare) | D | 50.2 | image.generate image.edit image.upscale image.reference | no |
| Ideogram API Ideogram | D | 50 | image.generate image.edit image.upscale image.reference | no |
| Adobe Firefly API Adobe | D | 49 | image.generate image.edit image.upscale image.reference | no |
| Stability AI Image API Stability AI | E | 42.3 | image.generate image.edit image.upscale image.reference | no |
Machine-readable
- JSON
/api/v1/tools/bria.json· historyhistory.json· badge/badges/bria.svg· changes feed/feeds/tools/bria.xml - Markdown
/tools/bria.md· slim/tools/bria.min.md(or sendAccept: text/markdown) - Fix list
/fixes/bria.md·/fixes/bria.json - From a terminal
anchor tool bria --md(the CLI) · over MCPget_tool {"slug": "bria"}at/mcp, no key - Directory index
/api/v1/tools.json· site index/llms.txt
Verify this listing
For the vendorIs this your product? Link to this page from your own site or README, then tell us where. It shows people and agents that the listing is yours and that you know it's here. It never changes a grade, rank or review.
-
Add the badge or a link
On a light page On a dark page <a href="https://www.anchorterminal.com/tools/bria"><img src="https://www.anchorterminal.com/badges/bria.svg" alt="Bria API on Anchor Terminal" height="20"></a>[](https://www.anchorterminal.com/tools/bria)<a href="https://www.anchorterminal.com/tools/bria">Bria API on Anchor Terminal</a>It counts on a page on bria.ai or one of its subdomains, or the README of github.com/Bria-AI/bria-client.
-
Tell us where it is
We read it once now and again every week. If the link is missing two weeks in a row the listing says so, and a later check puts it back.
Agents send the same to POST /api/v1/verify as {"slug": "bria", "url": "…"}, or call the verify_listing tool at /mcp. Ten checks an hour from one address. What we check. To announce the listing, get sharing assets for social media.


