How should browser-use-cloud be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this skill.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

Crawler Summary

browser-use-cloud answer-first brief

Cloud-based browser automation via Browser Use API. Execute web tasks with natural language - scraping, form filling, checking availability, and more. Handles anti-bot detection automatically. --- name: browser-use-cloud description: Cloud-based browser automation via Browser Use API. Execute web tasks with natural language - scraping, form filling, checking availability, and more. Handles anti-bot detection automatically. metadata: {"openclaw":{"emoji":"🌐","requires":{"bins":["node"]}}} --- Browser Use Cloud 🌐 Cloud-based browser automation that just works. Send natural language tasks, get results back. Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

Best For

browser-use-cloud is best for general automation workflows where OpenClaw compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB OPENCLEW, runtime-metrics, public facts pack

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGitHubSafety: 86/100

browser-use-cloud

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

Feb 25, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Feb 25, 2026

Vendor

Gilamado1

Artifacts

Benchmarks

Last release

Unpublished

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

View Source

Setup snapshot

git clone https://github.com/gilamado1/browser-use-cloud-skill.git

1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
2
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content

Vendor (1)

Vendor

Gilamado1

profilemedium

Observed Feb 25, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed Feb 25, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium

Observed Apr 15, 2026Source link Provenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Docs Update

Docs refreshed: Sign in to GitHub · GitHub

search_documentmedium

Fresh crawlable documentation was indexed for the official domain.

Observed Apr 15, 2026

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB OPENCLEW

Extracted files

Examples

Snippets

Languages

typescript

Parameters

Executable Examples

bash

export BROWSER_USE_API_KEY=bu_...

javascript

const { BrowserUseClient } = require('browser-use-sdk');

const client = new BrowserUseClient({
    apiKey: process.env.BROWSER_USE_API_KEY
});

const task = await client.tasks.createTask({
    task: 'Go to resy.com, search for "Carbone" in NYC, check Saturday availability for 2',
    llm: 'browser-use-llm',
    maxSteps: 30
});

// Watch for completion
for await (const update of task.watch()) {
    if (update.data?.status === 'finished') {
        console.log(update.data.output);
        break;
    }
}

bash

# Simple task
node ~/clawd/skills/browser-use-cloud/run-task.js "Get the top 3 posts from news.ycombinator.com"

# With more steps for complex tasks
MAX_STEPS=50 node ~/clawd/skills/browser-use-cloud/run-task.js "Log into site and extract data"

javascript

// Create persistent session
const session = await client.sessions.createSession({
    proxyCountryCode: 'us'  // or 'gb', 'de', etc.
});

// Run tasks in same session (shares cookies/state)
const loginTask = await client.tasks.createTask({
    sessionId: session.id,
    task: 'Log into example.com with username X password Y'
});
await loginTask.complete();

const dataTask = await client.tasks.createTask({
    sessionId: session.id,
    task: 'Now extract the dashboard data'
});

javascript

const task = await client.tasks.createTask({
    task: 'Get top 5 HN posts',
    structuredOutput: JSON.stringify({
        type: 'array',
        items: {
            type: 'object',
            properties: {
                title: { type: 'string' },
                url: { type: 'string' },
                points: { type: 'number' }
            }
        }
    })
});

text

Go to resy.com, search for "Carbone" in New York, and check if there are any reservations available for 2 people this Saturday evening.

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Full README

name: browser-use-cloud description: Cloud-based browser automation via Browser Use API. Execute web tasks with natural language - scraping, form filling, checking availability, and more. Handles anti-bot detection automatically. metadata: {"openclaw":{"emoji":"🌐","requires":{"bins":["node"]}}}

Browser Use Cloud 🌐

Cloud-based browser automation that just works. Send natural language tasks, get results back. No Playwright setup, no cookie management, no anti-bot headaches.

Overview

Browser Use Cloud runs headless browsers in the cloud with:

Built-in stealth mode (anti-detection)
Persistent profiles (login sessions survive)
Structured output (get clean JSON)
US proxy by default (configurable)

Best for:

Sites that block automation (Resy, Indeed, etc.)
Tasks requiring login state
Quick scraping without infrastructure

Configuration

API key should be set in OpenClaw config at skills.entries.browser-use-cloud.apiKey or environment:

export BROWSER_USE_API_KEY=bu_...

Usage

Quick Task (Node.js)

const { BrowserUseClient } = require('browser-use-sdk');

const client = new BrowserUseClient({
    apiKey: process.env.BROWSER_USE_API_KEY
});

const task = await client.tasks.createTask({
    task: 'Go to resy.com, search for "Carbone" in NYC, check Saturday availability for 2',
    llm: 'browser-use-llm',
    maxSteps: 30
});

// Watch for completion
for await (const update of task.watch()) {
    if (update.data?.status === 'finished') {
        console.log(update.data.output);
        break;
    }
}

Using the Helper Script

# Simple task
node ~/clawd/skills/browser-use-cloud/run-task.js "Get the top 3 posts from news.ycombinator.com"

# With more steps for complex tasks
MAX_STEPS=50 node ~/clawd/skills/browser-use-cloud/run-task.js "Log into site and extract data"

Task Parameters

| Parameter | Default | Description | |-----------|---------|-------------| | task | required | Natural language instruction | | llm | browser-use-llm | Model to use | | maxSteps | 100 | Max actions before stopping | | startUrl | none | URL to navigate to first | | structuredOutput | none | JSON schema for output format | | secrets | none | Key-value pairs for credentials |

Sessions & Profiles

For multi-step workflows (login → do stuff → logout):

// Create persistent session
const session = await client.sessions.createSession({
    proxyCountryCode: 'us'  // or 'gb', 'de', etc.
});

// Run tasks in same session (shares cookies/state)
const loginTask = await client.tasks.createTask({
    sessionId: session.id,
    task: 'Log into example.com with username X password Y'
});
await loginTask.complete();

const dataTask = await client.tasks.createTask({
    sessionId: session.id,
    task: 'Now extract the dashboard data'
});

Structured Output

Get clean JSON instead of prose:

const task = await client.tasks.createTask({
    task: 'Get top 5 HN posts',
    structuredOutput: JSON.stringify({
        type: 'array',
        items: {
            type: 'object',
            properties: {
                title: { type: 'string' },
                url: { type: 'string' },
                points: { type: 'number' }
            }
        }
    })
});

Example Tasks

Resy availability check:

Go to resy.com, search for "Carbone" in New York, and check if there are any reservations available for 2 people this Saturday evening.

Indeed applicant screening:

Go to indeed.com/hire, log in, and list the 5 most recent applicants for the Ambulette Driver position with their names and application dates.

Price monitoring:

Go to amazon.com and find the current price for "Sony WH-1000XM5 headphones".

Limitations

Tasks have a default timeout (~2 min)
Complex multi-page workflows may need higher maxSteps
No real-time streaming of page content (just status updates)
Costs per task (check Browser Use pricing)

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB OPENCLEW

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

missing

Auth

None

Streaming

Data region

Unspecified

Protocol support

OpenClaw: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.

Invocation examples

curl -s "https://xpersona.co/api/v1/agents/gilamado1-browser-use-cloud-skill/snapshot"

curl -s "https://xpersona.co/api/v1/agents/gilamado1-browser-use-cloud-skill/contract"

curl -s "https://xpersona.co/api/v1/agents/gilamado1-browser-use-cloud-skill/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

Do not use if

Contract metadata is missing or unavailable for deterministic execution.

No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media

No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors

GITHUB_REPOSactivepieces

Rank

AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents

Traction

No public download signal

Freshness

Updated 2d ago

OPENCLAW

GITHUB_REPOScherry-studio

Rank

AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs

Traction

No public download signal

Freshness

Updated 5d ago

MCPOPENCLAW

GITHUB_REPOSAionUi

Rank

Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW

GITHUB_REPOSCopilotKit

Rank

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

OPENCLAW

Machine Appendix

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/gilamado1-browser-use-cloud-skill/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/gilamado1-browser-use-cloud-skill/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/gilamado1-browser-use-cloud-skill/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/gilamado1-browser-use-cloud-skill/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/gilamado1-browser-use-cloud-skill/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/gilamado1-browser-use-cloud-skill/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-16T23:33:47.671Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile"
}

Facts JSON

[
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Gilamado1",
    "href": "https://github.com/gilamado1/browser-use-cloud-skill",
    "sourceUrl": "https://github.com/gilamado1/browser-use-cloud-skill",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T01:46:20.207Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/gilamado1-browser-use-cloud-skill/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/gilamado1-browser-use-cloud-skill/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T01:46:20.207Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/gilamado1-browser-use-cloud-skill/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/gilamado1-browser-use-cloud-skill/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub · GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  }
]

browser-use-cloud answer-first brief

Executive Summary

Evidence Ledger

Release & Crawl Timeline

Artifacts Archive

Docs & README

name: browser-use-cloud description: Cloud-based browser automation via Browser Use API. Execute web tasks with natural language - scraping, form filling, checking availability, and more. Handles anti-bot detection automatically. metadata: {"openclaw":{"emoji":"🌐","requires":{"bins":["node"]}}}

Browser Use Cloud 🌐

Overview

Configuration

Usage

Quick Task (Node.js)

Using the Helper Script

Task Parameters

Sessions & Profiles

Structured Output

Example Tasks

Limitations

Links

Contract & API

Reliability & Benchmarks

Media & Demo

Related Agents