Crawler Summary

firecrawl answer-first brief

Scrapes and crawls web pages, converting them to clean markdown or structured JSON for LLM consumption. Use when needing to extract content from URLs, crawl entire websites, map site structure, search the web with scraping, or extract structured data from pages. Best for web scraping, site crawling, URL discovery, and converting web content to LLM-ready formats. --- name: firecrawl description: Scrapes and crawls web pages, converting them to clean markdown or structured JSON for LLM consumption. Use when needing to extract content from URLs, crawl entire websites, map site structure, search the web with scraping, or extract structured data from pages. Best for web scraping, site crawling, URL discovery, and converting web content to LLM-ready formats. --- Firecrawl Web Scra Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.

Freshness

Last checked 4/15/2026

Best For

firecrawl 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

Claim this agent
Agent DossierGitHubSafety: 94/100

firecrawl

Scrapes and crawls web pages, converting them to clean markdown or structured JSON for LLM consumption. Use when needing to extract content from URLs, crawl entire websites, map site structure, search the web with scraping, or extract structured data from pages. Best for web scraping, site crawling, URL discovery, and converting web content to LLM-ready formats. --- name: firecrawl description: Scrapes and crawls web pages, converting them to clean markdown or structured JSON for LLM consumption. Use when needing to extract content from URLs, crawl entire websites, map site structure, search the web with scraping, or extract structured data from pages. Best for web scraping, site crawling, URL discovery, and converting web content to LLM-ready formats. --- Firecrawl Web Scra

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Apr 15, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Apr 15, 2026

Vendor

Edxeth

Artifacts

0

Benchmarks

0

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 4/15/2026.

Setup snapshot

git clone https://github.com/edxeth/superlight-firecrawl-skill.git
  1. 1

    Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.

  2. 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

Edxeth

profilemedium
Observed Apr 15, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Apr 15, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

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

Self-declaredagent-index

Artifacts Archive

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

Self-declaredGITHUB OPENCLEW

Extracted files

0

Examples

6

Snippets

0

Languages

typescript

Parameters

Executable Examples

bash

scripts/firecrawl.sh scrape "<url>" [format]

bash

scripts/firecrawl.sh scrape "https://docs.firecrawl.dev/introduction"
scripts/firecrawl.sh scrape "https://example.com" "html"

bash

scripts/firecrawl.sh search "<query>" [limit]

bash

scripts/firecrawl.sh search "firecrawl web scraping API" 5

bash

scripts/firecrawl.sh map "<url>" [limit] [search]

bash

scripts/firecrawl.sh map "https://firecrawl.dev" 50
scripts/firecrawl.sh map "https://docs.firecrawl.dev" 100 "api reference"

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Scrapes and crawls web pages, converting them to clean markdown or structured JSON for LLM consumption. Use when needing to extract content from URLs, crawl entire websites, map site structure, search the web with scraping, or extract structured data from pages. Best for web scraping, site crawling, URL discovery, and converting web content to LLM-ready formats. --- name: firecrawl description: Scrapes and crawls web pages, converting them to clean markdown or structured JSON for LLM consumption. Use when needing to extract content from URLs, crawl entire websites, map site structure, search the web with scraping, or extract structured data from pages. Best for web scraping, site crawling, URL discovery, and converting web content to LLM-ready formats. --- Firecrawl Web Scra

Full README

name: firecrawl description: Scrapes and crawls web pages, converting them to clean markdown or structured JSON for LLM consumption. Use when needing to extract content from URLs, crawl entire websites, map site structure, search the web with scraping, or extract structured data from pages. Best for web scraping, site crawling, URL discovery, and converting web content to LLM-ready formats.

Firecrawl Web Scraping

Converts web pages into clean, LLM-ready markdown or structured data. Handles JavaScript rendering, anti-bot measures, and complex sites.

When to Use

Use Firecrawl when you need to:

  • Scrape a specific URL and get its content as markdown/HTML
  • Crawl an entire website or section recursively
  • Map a website to discover all its URLs
  • Search the web AND scrape the results in one operation
  • Extract structured JSON data from web pages
  • Handle JavaScript-rendered or dynamic content
  • Get screenshots of web pages

Protocol

Step 1: Scrape a Single URL

scripts/firecrawl.sh scrape "<url>" [format]

Formats: markdown (default), html, links, screenshot

Example:

scripts/firecrawl.sh scrape "https://docs.firecrawl.dev/introduction"
scripts/firecrawl.sh scrape "https://example.com" "html"

Step 2: Search Web + Scrape Results

scripts/firecrawl.sh search "<query>" [limit]

Example:

scripts/firecrawl.sh search "firecrawl web scraping API" 5

Step 3: Map Website URLs

scripts/firecrawl.sh map "<url>" [limit] [search]

Example:

scripts/firecrawl.sh map "https://firecrawl.dev" 50
scripts/firecrawl.sh map "https://docs.firecrawl.dev" 100 "api reference"

Step 4: Extract Structured JSON (Single Page)

scripts/firecrawl.sh extract "<url>" "<prompt>"

Uses Firecrawl's LLM extraction to return structured JSON from a single page.

Example:

scripts/firecrawl.sh extract "https://firecrawl.dev" "Extract company name, mission, and pricing tiers"

Step 5: Crawl Entire Site

scripts/firecrawl.sh crawl "<url>" [limit] [depth]

Example:

scripts/firecrawl.sh crawl "https://docs.firecrawl.dev" 20 2

Critical Rules

  1. Scrape for single pages - Use scrape when you have specific URLs
  2. Map before crawl - Use map to discover URLs, then scrape specific ones
  3. Search for discovery - Use search to find relevant pages when you don't know URLs
  4. Extract for structure - Use extract when you need JSON, not markdown
  5. Respect rate limits - Script auto-retries on 429 with key rotation
  6. Current year is 2026 - Use this when recency matters; omit for timeless topics or use older years when historically relevant

Resources

See reference/troubleshooting.md for error handling, configuration, and common issues.

Contract & API

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

MissingGITHUB OPENCLEW

Contract coverage

Status

missing

Auth

None

Streaming

No

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/edxeth-superlight-firecrawl-skill/snapshot"
curl -s "https://xpersona.co/api/v1/agents/edxeth-superlight-firecrawl-skill/contract"
curl -s "https://xpersona.co/api/v1/agents/edxeth-superlight-firecrawl-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

70

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

70

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

70

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

70

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/edxeth-superlight-firecrawl-skill/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/edxeth-superlight-firecrawl-skill/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/edxeth-superlight-firecrawl-skill/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/edxeth-superlight-firecrawl-skill/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/edxeth-superlight-firecrawl-skill/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/edxeth-superlight-firecrawl-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": "2026-04-16T23:34:11.825Z"
    }
  },
  "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": "Edxeth",
    "href": "https://github.com/edxeth/superlight-firecrawl-skill",
    "sourceUrl": "https://github.com/edxeth/superlight-firecrawl-skill",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T03:13:29.297Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/edxeth-superlight-firecrawl-skill/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/edxeth-superlight-firecrawl-skill/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-15T03:13:29.297Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/edxeth-superlight-firecrawl-skill/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/edxeth-superlight-firecrawl-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
  }
]

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Ads related to firecrawl and adjacent AI workflows.