Browserless
by browserless.io, Inc. HTTP API in Browser automation
Hosted Local Agent-ready
browserless.io, Inc. · browserless.io since 2017 · status page · who's behind it
Browserless runs hosted headless browsers that agents drive over CDP, Playwright, REST endpoints, BrowserQL or its official MCP server. The same software can be self-hosted from a Docker image.
Good for Agents that need a real browser in the cloud with stealth, proxies and CAPTCHA solving, and teams that want the option of running the same server themselves.
Is this your product? Claim this listing or verify it
Assessment. An OpenAPI document, llms.txt and a 14-tool MCP server with annotations on every tool make the service easy for an agent to read, and the free plan needs no card. The API token travels in the URL query string by default, cloud tokens carry no scopes, and no machine payment route exists.
Facts
- Transport
- HTTP, Streamable HTTP, stdio
- Endpoint
https://production-sfo.browserless.io- Auth
- OAuth or key
- Pricing
- Freemium · $0.002 / credit
- x402
- No
- Licence
- SSPL 1.0 or a commercial licence for the core server and the MCP server. The BAP TypeScript SDK is MIT. BrowserQL, stealth and other cloud additions are proprietary
- Tools exposed
- 14
- Packages
npm@browserless.io/mcpnpm@browserless.io/bap-tsnpm@browserless.io/browserless- llms.txt
- published
- Last release
- GitHub stars
- 14k
- npm / week
- 3.5k
- Surfaces
- REST endpoints (/screenshot, /pdf, /content, /scrape, /smart-scrape, /search, /map, /crawl, /agent/run), BrowserQL over GraphQL, CDP and Playwright WebSockets, and the MCP server. Graded here as the hosted cloud API with its hosted MCP server
- MCP server
- Official, hosted at https://mcp.browserless.io/mcp (Streamable HTTP only) and on npm as @browserless.io/mcp 1.36.0 for stdio, Node.js 24 or newer. 14 documented tools, one stateful browser agent, eight stateless tools and five read-only account tools
- Free tier
- 1,000 units a month, 2 concurrent browsers, 2-minute sessions, 1 day of replay storage, no card
- Limits
- Concurrent browsers 2 on Free, 5 on Prototyping, 30 on Starter and 80 on Scale when billed monthly (10, 40 and 100 billed annually). Session length 2, 15, 30 and 60 minutes. No hourly or daily unit limit. 429 when concurrency and the queue are full
- Regions
- San Francisco (production-sfo), London (production-lon) and Amsterdam (production-ams). Stored data stays in the United States on the shared fleet
- Billing rules
- Requests rejected before a browser starts, such as a 429, cost nothing. A run that fails midway is charged for the browser time and proxy traffic used. An overage spend cap can be set in account settings
- Self-hosting
- Docker images at ghcr.io/browserless for Chromium, Chrome, Firefox, WebKit and Edge under SSPL 1.0 or a commercial licence. Enterprise images add BrowserQL, stealth and session recording
- Machine payment
- None. No x402, MPP or L402 found
Facts verified 2026-10-08 from vendor docs, repositories and package registries. JSON · Markdown
Strengths
- OpenAPI 3.0.0 document with 87 paths, llms.txt, llms-full.txt and Markdown twins of the docs
- Hosted MCP server at mcp.browserless.io with 14 documented tools, each carrying read-only and destructive annotations
- Free plan with 1,000 units a month and no card, with per-unit overage prices published for paid plans
- Up to 20 named API tokens per account, each revocable on its own, plus request logs filterable by key
- MCP server released 32 times between 10 July and 5 October 2026, with a dated changelog in the repository
Weaknesses
- REST and WebSocket routes take the API token as
?token=in the URL, which the docs give as the standard method - Cloud tokens have no scopes or roles. Token roles exist only on self-hosted Enterprise containers
- No x402, MPP or L402, and an account needs a person to sign up in a browser
- No prompt-injection guidance found in the docs or in the MCP agent prompt
- The terms allow the service to be changed or discontinued without notice, and the subprocessor list is on request only
Before you call it notes for agents
- Send the token as
Authorization: Bearerto the MCP server. On REST and WebSocket routes it goes in?token=, so keep those URLs out of logs - Close sessions as soon as the work is done. Browser time bills one unit per 30 seconds, rounded up, idle or not
- For multi-step work with
browserless_agent, setkeepSessionAlive: trueon the first call and pass the returnedsessionIdafter that. Sessions are one-shot by default since server 1.33.0 - On 429, back off and retry. It means the plan's concurrency limit or queue is full, usually from sessions left open
- Match the path to the protocol. Use
/chromiumfor CDP clients and/chromium/playwrightonly forplaywright.connect()
Who's behind it provenance 77/100
- Legal entity namedbrowserless.io, Inc.20/20
- Domain agebrowserless.io, registered 2017-09-06 (9 years)11/15
- Endpoint on the vendor's domainproduction-sfo.browserless.io15/15
- Terms of serviceread, states 5 of the 7 things a reader expects, and has 2 clauses that cost points4.3/10
- Privacy policyread, states 3 of the 8 things a reader expects6.3/10
- Status pagestatus.browserless.io10/10
- Changelogpublished10/10
- security.txtnot found0/10
Terms and privacy, as read
Terms of service gives no date, states 5 of 7, 3 to know
TL;DR Gives no date. States 5 of the 7 things a reader expects, and we didn't find a service level. To know before relying on it, limits on automated access, changes without notice and cut-off without notice or for any reason.
Restricts automated accesscosts points
(i) to spam, phish, pharm, pretext, spider, crawl, or scrape;
A rule against bots, scrapers or automated means can cover an agent, depending on how the vendor reads it.
Says the terms or the service can change without noticecosts points
We reserve the right at any time to modify or discontinue the Service (or any part or content thereof) without notice at any time.
A customer may not hear about a change before it applies.
Says access can be ended without notice or for any reason
You agree that from time to time we may remove the service for indefinite periods of time or cancel the service at any time, without notice to you.
The vendor can suspend or close an account without warning, which would stop an agent mid-task.
Gives the date it was last updated
Not found in the text.
Without a date nobody can tell which version they agreed to.
Names the governing law or courts
These Terms of Service and any separate agreements whereby we provide you Services shall be governed by and construed in accordance with the laws of 23207 NE 192ND CT Battle Ground, WA, 98604, United States.
Says where a dispute would be heard and under whose law.
States a limit on its liability Rules out indirect and consequential losses, with no cap named in this sentence
Because some states or jurisdictions do not allow the exclusion or the limitation of liability for consequential or incidental damages, in such states or jurisdictions, our liability shall be limited to the maximum extent permitted by law.
Says the most the vendor would owe if the service causes a loss.
Says how the agreement or account can be ended
You may terminate these Terms of Service at any time by notifying us that you no longer wish to use our Services, or when you cease using our site.
Says when the vendor can cut off access and what notice it gives.
Says how changes to the terms are announced Changes are posted, with no other notice named
We reserve the right to update, change or replace any part of these Terms of Service by posting updates and/or changes to our website.
Says whether a customer hears about a change before it binds them.
Lists what users may not do
If you do not agree to all the terms and conditions of this agreement, then you may not access the website or use any services.
The acceptable-use rules an agent acting for a user has to stay inside.
Refers to a service level or uptime commitment
Not found in the text.
Says whether availability is promised and where the promise is written.
Customer content other than credit card information may be transferred unencrypted across networks.
You understand that your content (not including credit card information), may be transferred unencrypted and involve (a) transmissions over various networks; and (b) changes to conform and adapt to technical requirements of connecting networks or devices.
Noted by a second reader on 2026-10-08.
Prices can change without notice, and Browserless accepts no liability for a price change.
Prices for our products are subject to change without notice.
Noted by a second reader on 2026-10-08.
The document · read 2026-10-08 · 3,079 words
Privacy policy gives no date, states 3 of 8
TL;DR Gives no date. States 3 of the 8 things a reader expects, and we didn't find how long data is kept, people's rights, a privacy contact or 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
When you purchase a subscription to browserless, as part of the buying and selling process, we collect the personal information you give us such as your email address.
The basic statement a privacy policy exists to make.
Says how long data is kept
Not found in the text.
Says when data sent to the service is deleted.
Says who else receives the data
In general, the third-party providers used by us will only collect, use and disclose your information to the extent necessary to allow them to perform the services they provide to us.
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
When you purchase a subscription to browserless, as part of the buying and selling process, we collect the personal information you give us such as your email address.
A plain statement either way.
Says what rights people have over their data
Not found in the text.
Access, correction, deletion and objection, and how to use them.
Gives a privacy contact
Not found in the text.
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 policy says Browserless does not monitor, store, retain or resell the content of pages visited in sessions, and keeps session metrics only for a short time.
Browserless does not monitor, store, retain, or resell the content of the pages you visit or the detailed nature of your sessions.
Noted by a second reader on 2026-10-08.
The stored email address is destroyed automatically once the account is cancelled and the billing period has expired.
When you cancel your account, and the billing period expires, we automatically destroy this information so it isn't kept around.
Noted by a second reader on 2026-10-08.
The document · read 2026-10-08 · 1,335 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 terms of service name browserless.io, Inc., 23207 NE 192nd Ct, Battle Ground, WA 98604, United States. Neither the terms nor the privacy policy carries a date.
www.browserless.io/.well-known/security.txt and docs.browserless.io/.well-known/security.txt both return 404. The trust centre sends vulnerability reports to security@browserless.io.
RDAP for browserless.io gives a registration date of 2017-09-06.
The API answers at production-sfo, production-lon and production-ams.browserless.io and the MCP server at mcp.browserless.io. The OAuth metadata at data.browserless.io names a supabase.co issuer.
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 16:44 UTC
Probed every five minutes at https://production-sfo.browserless.io. A probe counts as up when the endpoint answers without a server error, including a 401 that asks for credentials. Last note, asks for credentials.
- Vendor status page unknown, no machine-readable status found · 1 hour ago
- github
browserless/browserlessv2.57.0, released 2026-09-30 - npm
@browserless.io/bap-ts2.0.0 - npm
@browserless.io/browserless2.57.0 - npm
@browserless.io/mcp1.36.0 - GitHub stars 14k
- npm downloads a week 3.5k
- security.txt none · 1 hour 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/browserless.json
Notable
- Official MCP server, hosted at https://mcp.browserless.io/mcp over Streamable HTTP and published as @browserless.io/mcp for stdio, with OAuth sign-in or a Bearer token source
- A second MCP endpoint, https://mcp.browserless.io/mcp/connector, exposes five tools for assistant directories source
- A unit is up to 30 seconds of browser time. Residential proxy traffic costs 6 units a MB, datacentre proxy 2 units a MB and a solved CAPTCHA 10 units source
- The core server and the MCP server are published on GitHub under SSPL 1.0 or a commercial licence. BrowserQL, stealth and CAPTCHA solving are in the cloud and Enterprise builds only source
- Agentic Checkout with Stripe Link is a draft preview that the docs say is not yet enabled on the hosted fleet. Purchases are capped at $50 and each needs the buyer's approval source
- The trust centre, last updated 11 September 2026, says stored data such as request logs, session replays and saved profiles stays in the United States whichever regional endpoint is used source
- Discovery files are published at /.well-known/api-catalog, /.well-known/mcp/server-card.json and /.well-known/agent-skills/index.json 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 | 16.4 | |
| Graded as a hosted service, on the cloud API and its hosted MCP server. status.browserless.io runs on Better Stack with eight monitored components and 90 days of daily history (20). The page lists no incident reports for August to October 2026. Its monitors record 129 minutes of downtime on Unit and Usage Services on 11 September 2026, 45 minutes on the Account API on 5 September, and 3 minutes on US East, with US West, London and Amsterdam at 100 per cent, so minor only (20). Concurrency and session-length limits are published per plan, 2 to 100 browsers and 2 to 60 minutes, and the docs say there is no hourly or daily unit limit (15). 429 is documented as a full concurrency slot or queue, with a retry and exponential backoff guide and advice to retry only operations that are safe to run twice. No Retry-After header or idempotency key was found in the reviewed documentation (12). One docs page claims a 99.9% uptime SLA and the site lists SLAs under Enterprise, but no SLA terms are published (5). The REST, WebSocket and MCP surfaces are generally available, with the MCP server at 1.36.0 (10). | |||
| Performancenot scored in this run | 10%pending | pending | n/a |
| Schema & documentation | 13%16.2 | 14.5 | |
OpenAPI 3.0.0 at www.browserless.io/swagger.json with 87 paths and 100 operations, and Zod-typed inputs on every MCP tool in the source (25). llms.txt, llms-full.txt, a Markdown twin of every docs page, an API catalogue and an MCP server card under /.well-known (10). MCP descriptions state purpose and point to the right neighbour, for example browserless_smartscraper sends multi-page work to browserless_crawl. The agent tool's description is a long operating prompt (16). Inputs use enums and limits, but browserless_function takes free-form Puppeteer code and browserless_agent advertises a slimmed schema that the server re-validates at run time (12). Every OpenAPI operation lists 400, 401, 403, 404, 408, 429, 500 and 503, the docs carry an error table with fixes, and examples come in cURL, JavaScript and Python (13). A monthly product changelog and semver changelogs for the core (2.57.0) and MCP (1.36.0) repositories. REST paths carry no version (13). | |||
| Agent ergonomics | 13%16.2 | 12.7 | |
The full MCP server documents 14 tools (15), and a separate connector endpoint exposes five. The browserless_agent description is long, so we added back 5 of a possible 10 (20). browserless_logs pages by cursor, search, crawl and profiles take limit, crawl output is truncated per page, and Smart Scrape returns only the formats asked for (17). Errors come with a documented table of causes and fixes, a requestId that can be looked up in request logs, and x-response-code headers for the target site's status (16). Every MCP tool in the source carries readOnlyHint and destructiveHint, and account tools add idempotentHint. No idempotency keys, and the docs warn that a retried mutation can repeat a click or form submission (15). Few required parameters and existing Puppeteer or Playwright scripts connect by changing the endpoint, but the only published SDK is TypeScript. The docs say the Python SDK is not on PyPI yet (10). | |||
| Security & auth | 14%17.5 | 9.3 | |
An account holds up to 20 named API tokens, each shown once and revocable on its own, with a rotation guide. The hosted MCP server also accepts OAuth sign-in with PKCE. Cloud tokens have no scopes, and token roles apply only to self-hosted Enterprise containers (22). The docs give ?token= in the URL as the standard way to authenticate REST and WebSocket calls and as an option for MCP, a secret in a query string (minus 10). The connector endpoint limits an assistant to five tools, account tools are read-only, the agent prompt tells the model to confirm controls marked destructive, and the draft Stripe Link checkout needs the buyer's approval for each purchase up to $50. No read-only token (10). Pages are untrusted content. Saved logins and card details are kept out of the model's context, but no prompt-injection guidance was found in the docs or the MCP agent prompt (3). Request logs record every request with endpoint, region, duration, error and cost, filterable by API key, and sessions can be replayed (13). SOC 2 Type II, third-party penetration tests and a disclosure policy with a 72-hour acknowledgement target on the trust centre. No security.txt and no bug bounty found (15). | |||
| Payments & pricing | 10%12.5 | 5.0 | |
| No x402, MPP or L402 on any endpoint. The Stripe Link checkout tools let an agent pay a merchant and are not a way to pay Browserless (0). Plan prices, included units and per-unit overage rates of $0.0015 to $0.0020 are published without login, with the unit defined as up to 30 seconds of browser time (20). Free plan with 1,000 units a month, and the pricing page says no card is required (20). A person has to sign up in a browser to get a token or complete OAuth (0). | |||
| Task successnot scored in this run | 10%pending | pending | n/a |
| Maintenance & community | 7%8.8 | 7.2 | |
| @browserless.io/mcp 1.36.0 was published on 5 October 2026 and the core server 2.57.0 on 30 September (30). npm lists 32 stable MCP releases and 14 core releases since 10 July 2026, and the product changelog has an entry for each month from March to October 2026 (20). Both repositories show commits on 6 and 7 October 2026 and use release automation. GitHub's API refused our requests, so issue reply times went unread, and we scored the public changelogs and the support email only (12). The MCP server and the BAP TypeScript SDK (2.0.0) are current on npm, the Python SDK is unpublished, and the official MCP registry holds only a third-party entry for Browserless, so we scored the SDK line for an API (12). Test, lint, CodeQL and dependency-update workflows are in the repositories. We did not read their run results (8). | |||
| Transparency & trusteditorial 47, provenance 77 | 7%8.8 | 5.4 | |
| The core server and MCP server are source-available under SSPL 1.0, which is not an OSI licence, or a commercial licence, and the cloud additions are closed under published terms (18). The privacy policy says Browserless does not store page content and keeps only an email address, and names Stripe, SendGrid, DigitalOcean and Fathom. The trust centre, updated 11 September 2026, says request logs, session replays, saved profiles and crawl results are stored in the United States on AWS, DigitalOcean and Supabase, and the pricing page gives replay storage of 1 to 90 days. The two do not agree, the policy is undated, and a DPA is on Enterprise plans only (12). No deprecation policy. The terms allow the service to be changed or discontinued without notice, though the docs flag the v1 API and the chrome.browserless.io endpoint as deprecated (5). Execution regions and storage locations are stated in detail. The subprocessor list is on request by email (12). | |||
| Negative events | ≤15 | None recorded | 0 |
| Total | 70.4 · BB | ||
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 19 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 Browserless, or have the agent fetch /fixes/browserless.md. A fix counts at the next check, once it's public.
Show it
# Fix list: Browserless From Anchor Terminal's listing at https://www.anchorterminal.com/tools/browserless, the October 2026 research run, assessed 8 October 2026. Grade BB, 70.4 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 Browserless: 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, 53 out of 100, up to 8.2 more on the total Why it scored 53: An account holds up to 20 named API tokens, each shown once and revocable on its own, with a rotation guide. The hosted MCP server also accepts OAuth sign-in with PKCE. Cloud tokens have no scopes, and token roles apply only to self-hosted Enterprise containers (22). The docs give `?token=` in the URL as the standard way to authenticate REST and WebSocket calls and as an option for MCP, a secret in a query string (minus 10). The connector endpoint limits an assistant to five tools, account tools are read-only, the agent prompt tells the model to confirm controls marked destructive, and the draft Stripe Link checkout needs the buyer's approval for each purchase up to $50. No read-only token (10). Pages are untrusted content. Saved logins and card details are kept out of the model's context, but no prompt-injection guidance was found in the docs or the MCP agent prompt (3). Request logs record every request with endpoint, region, duration, error and cost, filterable by API key, and sessions can be replayed (13). SOC 2 Type II, third-party penetration tests and a disclosure policy with a 72-hour acknowledgement target on the trust centre. No security.txt and no bug bounty found (15). 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 on any endpoint. The Stripe Link checkout tools let an agent pay a merchant and are not a way to pay Browserless (0). Plan prices, included units and per-unit overage rates of $0.0015 to $0.0020 are published without login, with the unit defined as up to 30 seconds of browser time (20). Free plan with 1,000 units a month, and the pricing page says no card is required (20). A person has to sign up in a browser to get a token or complete OAuth (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. Reliability, 82 out of 100, up to 3.6 more on the total Why it scored 82: Graded as a hosted service, on the cloud API and its hosted MCP server. status.browserless.io runs on Better Stack with eight monitored components and 90 days of daily history (20). The page lists no incident reports for August to October 2026. Its monitors record 129 minutes of downtime on Unit and Usage Services on 11 September 2026, 45 minutes on the Account API on 5 September, and 3 minutes on US East, with US West, London and Amsterdam at 100 per cent, so minor only (20). Concurrency and session-length limits are published per plan, 2 to 100 browsers and 2 to 60 minutes, and the docs say there is no hourly or daily unit limit (15). 429 is documented as a full concurrency slot or queue, with a retry and exponential backoff guide and advice to retry only operations that are safe to run twice. No Retry-After header or idempotency key was found in the reviewed documentation (12). One docs page claims a 99.9% uptime SLA and the site lists SLAs under Enterprise, but no SLA terms are published (5). The REST, WebSocket and MCP surfaces are generally available, with the MCP server at 1.36.0 (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. ## 4. Agent ergonomics, 78 out of 100, up to 3.6 more on the total Why it scored 78: The full MCP server documents 14 tools (15), and a separate connector endpoint exposes five. The `browserless_agent` description is long, so we added back 5 of a possible 10 (20). `browserless_logs` pages by cursor, search, crawl and profiles take `limit`, crawl output is truncated per page, and Smart Scrape returns only the formats asked for (17). Errors come with a documented table of causes and fixes, a `requestId` that can be looked up in request logs, and `x-response-code` headers for the target site's status (16). Every MCP tool in the source carries `readOnlyHint` and `destructiveHint`, and account tools add `idempotentHint`. No idempotency keys, and the docs warn that a retried mutation can repeat a click or form submission (15). Few required parameters and existing Puppeteer or Playwright scripts connect by changing the endpoint, but the only published SDK is TypeScript. The docs say the Python SDK is not on PyPI yet (10). 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. Transparency & trust, 62 out of 100, up to 3.3 more on the total Made of editorial 47, provenance 77. Why it scored 62: The core server and MCP server are source-available under SSPL 1.0, which is not an OSI licence, or a commercial licence, and the cloud additions are closed under published terms (18). The privacy policy says Browserless does not store page content and keeps only an email address, and names Stripe, SendGrid, DigitalOcean and Fathom. The trust centre, updated 11 September 2026, says request logs, session replays, saved profiles and crawl results are stored in the United States on AWS, DigitalOcean and Supabase, and the pricing page gives replay storage of 1 to 90 days. The two do not agree, the policy is undated, and a DPA is on Enterprise plans only (12). No deprecation policy. The terms allow the service to be changed or discontinued without notice, though the docs flag the v1 API and the chrome.browserless.io endpoint as deprecated (5). Execution regions and storage locations are stated in detail. The subprocessor list is on request by email (12). 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: browserless.io, registered 2017-09-06 (9 years) (11 of 15) - Terms of service: read, states 5 of the 7 things a reader expects, and has 2 clauses that cost points (4.3 of 10) - Privacy policy: read, states 3 of the 8 things a reader expects (6.3 of 10) - security.txt: not found (0 of 10) ## 6. Schema & documentation, 89 out of 100, up to 1.8 more on the total Why it scored 89: OpenAPI 3.0.0 at www.browserless.io/swagger.json with 87 paths and 100 operations, and Zod-typed inputs on every MCP tool in the source (25). llms.txt, llms-full.txt, a Markdown twin of every docs page, an API catalogue and an MCP server card under /.well-known (10). MCP descriptions state purpose and point to the right neighbour, for example `browserless_smartscraper` sends multi-page work to `browserless_crawl`. The agent tool's description is a long operating prompt (16). Inputs use enums and limits, but `browserless_function` takes free-form Puppeteer code and `browserless_agent` advertises a slimmed schema that the server re-validates at run time (12). Every OpenAPI operation lists 400, 401, 403, 404, 408, 429, 500 and 503, the docs carry an error table with fixes, and examples come in cURL, JavaScript and Python (13). A monthly product changelog and semver changelogs for the core (2.57.0) and MCP (1.36.0) repositories. REST paths carry no version (13). 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. ## 7. Maintenance & community, 82 out of 100, up to 1.6 more on the total Why it scored 82: @browserless.io/mcp 1.36.0 was published on 5 October 2026 and the core server 2.57.0 on 30 September (30). npm lists 32 stable MCP releases and 14 core releases since 10 July 2026, and the product changelog has an entry for each month from March to October 2026 (20). Both repositories show commits on 6 and 7 October 2026 and use release automation. GitHub's API refused our requests, so issue reply times went unread, and we scored the public changelogs and the support email only (12). The MCP server and the BAP TypeScript SDK (2.0.0) are current on npm, the Python SDK is unpublished, and the official MCP registry holds only a third-party entry for Browserless, so we scored the SDK line for an API (12). Test, lint, CodeQL and dependency-update workflows are in the repositories. We did not read their run results (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. ## 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. - unchecked: GitHub issue counts and reply times. GitHub's API refused our requests for the rate limit, and the issues page did not give a count to our reader - unchecked: published security advisories for browserless/browserless. The advisories page did not render its list for our reader - unchecked: whether CI passes on the default branches. We read the workflow files, not their results - unchecked: the subprocessor list, which the trust centre says is available on request by email - No SLA terms were found. One docs page claims a 99.9% uptime SLA and the site lists SLAs under Enterprise - No Retry-After header, request-rate limit or idempotency key was found in the reviewed documentation - The status page lists no incident reports, though its monitors recorded downtime on 5 and 11 September 2026. We did not establish what those outages affected for customers - The source registers two Stripe Link tools beyond the 14 documented. The docs say they are a draft preview not yet enabled on the hosted fleet, so toolCount is 14 ## Weaknesses - REST and WebSocket routes take the API token as `?token=` in the URL, which the docs give as the standard method - Cloud tokens have no scopes or roles. Token roles exist only on self-hosted Enterprise containers - No x402, MPP or L402, and an account needs a person to sign up in a browser - No prompt-injection guidance found in the docs or in the MCP agent prompt - The terms allow the service to be changed or discontinued without notice, and the subprocessor list is on request only ## 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 token as `Authorization: Bearer` to the MCP server. On REST and WebSocket routes it goes in `?token=`, so keep those URLs out of logs - Close sessions as soon as the work is done. Browser time bills one unit per 30 seconds, rounded up, idle or not - For multi-step work with `browserless_agent`, set `keepSessionAlive: true` on the first call and pass the returned `sessionId` after that. Sessions are one-shot by default since server 1.33.0 - On 429, back off and retry. It means the plan's concurrency limit or queue is full, usually from sessions left open - Match the path to the protocol. Use `/chromium` for CDP clients and `/chromium/playwright` only for `playwright.connect()` ## 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
- unchecked: GitHub issue counts and reply times. GitHub's API refused our requests for the rate limit, and the issues page did not give a count to our reader
- unchecked: published security advisories for browserless/browserless. The advisories page did not render its list for our reader
- unchecked: whether CI passes on the default branches. We read the workflow files, not their results
- unchecked: the subprocessor list, which the trust centre says is available on request by email
- No SLA terms were found. One docs page claims a 99.9% uptime SLA and the site lists SLAs under Enterprise
- No Retry-After header, request-rate limit or idempotency key was found in the reviewed documentation
- The status page lists no incident reports, though its monitors recorded downtime on 5 and 11 September 2026. We did not establish what those outages affected for customers
- The source registers two Stripe Link tools beyond the 14 documented. The docs say they are a draft preview not yet enabled on the hosted fleet, so toolCount is 14
Sources 28
- docs index for agents docs.browserless.io · seen 2026-10-08
- full docs in one file docs.browserless.io · seen 2026-10-08
- pricing browserless.io · seen 2026-10-08
- unit consumption docs.browserless.io · seen 2026-10-08
- API token management docs.browserless.io · seen 2026-10-08
- MCP server setup and tools docs.browserless.io · seen 2026-10-08
- MCP connector endpoint docs.browserless.io · seen 2026-10-08
- agentic checkout docs.browserless.io · seen 2026-10-08
- retry and backoff guide docs.browserless.io · seen 2026-10-08
- token roles, self-hosted docs.browserless.io · seen 2026-10-08
- OpenAPI document browserless.io · seen 2026-10-08
- MCP server card browserless.io · seen 2026-10-08
- OAuth protected resource metadata browserless.io · seen 2026-10-08
- status page status.browserless.io · seen 2026-10-08
- status history feed status.browserless.io · seen 2026-10-08
- incident history status.browserless.io · seen 2026-10-08
- trust centre browserless.io · seen 2026-10-08
- terms of service browserless.io · seen 2026-10-08
- privacy policy browserless.io · seen 2026-10-08
- product changelog browserless.io · seen 2026-10-08
- MCP server source, tool definitions and changelog github.com · seen 2026-10-08
- core server source and changelog github.com · seen 2026-10-08
- npm, MCP server registry.npmjs.org · seen 2026-10-08
- npm, core server registry.npmjs.org · seen 2026-10-08
- npm weekly downloads api.npmjs.org · seen 2026-10-08
- MCP registry search registry.modelcontextprotocol.io · seen 2026-10-08
- security.txt, 404 browserless.io · seen 2026-10-08
- RDAP record rdap.identitydigital.services · 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 $0.002 / credit Free with 1,000 units a month, 2 concurrent browsers and 2-minute sessions, no card. A unit is up to 30 seconds of browser time. Prototyping is $35 a month ($25 billed annually) with 20,000 units, then $0.0020 a unit. Starter is $200 ($140) with 180,000 units, then $0.0017. Scale is $500 ($350) with 500,000 units, then $0.0015. Enterprise and self-hosting licences are priced by sales. An agent can start on the free plan once a person has signed up (https://www.browserless.io/pricing, checked 2026-10-08).
Prices
| Item | Price | Unit | Note |
|---|---|---|---|
| Unit overage, Prototyping plan | $0.002 | per credit | One unit is up to 30 seconds of browser time |
| Unit overage, Starter plan | $0.0017 | per credit | |
| Unit overage, Scale plan | $0.0015 | per credit | |
| Browser time at the overage rate, Prototyping plan | $0.24 | per browser-hour | Our arithmetic, 120 units at $0.0020 |
| Browser time at the overage rate, Starter plan | $0.204 | per browser-hour | Our arithmetic, 120 units at $0.0017 |
| Browser time at the overage rate, Scale plan | $0.18 | per browser-hour | Our arithmetic, 120 units at $0.0015 |
| Prototyping plan | $35 | per month (plan) | 20,000 units, $25 a month billed annually |
| Starter plan | $200 | per month (plan) | 180,000 units, $140 a month billed annually |
| Scale plan | $500 | per month (plan) | 500,000 units, $350 a month billed annually |
Compared across listings on the price index.
Recent changes
- Latest release
Follow them as a feed at /feeds/tools/browserless.xml, or this listing's score history at history.json.
Connect
Install
npx -y @browserless.io/mcp
First request
curl -X POST "https://production-sfo.browserless.io/screenshot?token=YOUR_API_TOKEN_HERE" -H "Content-Type: application/json" -d '{"url": "https://scraping-sandbox.netlify.app/dashboard"}' -o response.png
Claude Code
claude mcp add --transport http browserless https://mcp.browserless.io/mcp --header "Authorization: Bearer YOUR_API_TOKEN_HERE"
MCP client configuration
{
"mcpServers": {
"browserless": {
"headers": {
"Authorization": "Bearer YOUR_API_TOKEN_HERE"
},
"type": "http",
"url": "https://mcp.browserless.io/mcp"
}
}
}
Through letme picks today, calling later
GET https://letme.dev/browserless
letme picks this listing for pdf.generate, because it's the top-graded tool for the job.
letme.dev answers with this listing and how to call it direct, and picks the best tool for a job by capability or in words. Calling through letme (one key, the vendor's own price) comes later. Nothing on letme.dev is for people to look at; this page explains it.
Compare with
Spider BBSteel BBScrapeless CScrapfly BScrapeGraphAI BHyperbrowser B
Head to head Browser Use vs Browserless · Browserless vs Chrome DevTools MCP · Browserless vs Hyperbrowser · Browserless vs Playwright MCP · Browserless vs Puppeteer (archived MCP reference server) · Browserless vs Skyvern · Browserless vs Steel · Browserbase vs Browserless
Machine-readable
| Similar tool | Grade | Score | Shared capabilities | x402 |
|---|---|---|---|---|
| Spider Spider (BAGELMEN LLC) | BB | 74.1 | web.scrape web.crawl web.search browser.hosted scraping.proxies scraping.js-render scraping.anti-bot | ✓ |
| Steel Nen Labs, Inc. | BB | 70.4 | browser.control browser.hosted browser.debug web.scrape scraping.proxies scraping.anti-bot pdf.generate | ✓ |
| Scrapeless Scrapeless (NST Labs Tech) | C | 54.1 | web.scrape web.crawl web.search browser.hosted scraping.proxies scraping.js-render scraping.anti-bot | no |
| Scrapfly Scrapfly (Joam Intelligence, LLC) | B | 69.6 | web.scrape web.crawl browser.hosted scraping.proxies scraping.js-render scraping.anti-bot | no |
| ScrapeGraphAI ScrapeGraphAI | B | 68.3 | web.scrape web.crawl web.search scraping.proxies scraping.js-render scraping.anti-bot | no |
| Hyperbrowser S2 Labs Inc. | B | 66.9 | browser.control browser.hosted web.scrape web.crawl web.search scraping.proxies | ✓ |
Machine-readable
- JSON
/api/v1/tools/browserless.json· historyhistory.json· badge/badges/browserless.svg· changes feed/feeds/tools/browserless.xml - Markdown
/tools/browserless.md· slim/tools/browserless.min.md(or sendAccept: text/markdown) - Fix list
/fixes/browserless.md·/fixes/browserless.json - From a terminal
anchor tool browserless --md(the CLI) · over MCPget_tool {"slug": "browserless"}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/browserless"><img src="https://www.anchorterminal.com/badges/browserless.svg" alt="Browserless on Anchor Terminal" height="20"></a>[](https://www.anchorterminal.com/tools/browserless)<a href="https://www.anchorterminal.com/tools/browserless">Browserless on Anchor Terminal</a>It counts on a page on browserless.io or one of its subdomains, or the README of github.com/browserless/browserless.
-
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": "browserless", "url": "…"}, or call the verify_listing tool at /mcp. Ten checks an hour from one address. What we check.
