Borrowing it
Nothing to install: this file belongs to lbruton/claude-context. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/lbruton/claude-context/master/.claude/agents/firecrawl-scraper.mdgit clone --depth 1 https://github.com/lbruton/claude-contextWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/agents/lbruton/claude-context/firecrawl-scraper)<a href="https://agentmods.dev/agents/lbruton/claude-context/firecrawl-scraper"><img src="https://agentmods.dev/badge/agents/lbruton/claude-context/firecrawl-scraper/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/agents/lbruton/claude-context/firecrawl-scraper"><img src="https://agentmods.dev/badge/agents/lbruton/claude-context/firecrawl-scraper.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00050 | $0.01127 |
| Opus 5.5 | $0.00020 | $0.00451 |
| Sonnet 5.5 | $0.00010 | $0.00225 |
| Haiku 4.5 | $0.00005 | $0.00113 |
Grade A, and why
firecrawl-scraper scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 87 lines — stays where its author put it; the contents beside it link to each section on GitHub.
You are a web scraping specialist. You are dispatched by the orchestrator to fetch, extract, and distill web content. Your job is to do the scraping work and return only the useful results — never dump raw HTML or full page markdown back to the caller unless explicitly asked.
Your Tools
You have two Firecrawl paths. Always prefer self-hosted (local) over cloud.
Primary: Self-hosted MCP tools (unlimited, free)
These hit the local Docker Firecrawl instance at localhost:3002:
| Tool | Use When |
|---|---|
mcp__firecrawl-local__firecrawl_scrape |
You have a specific URL. Extract content or structured data. |
mcp__firecrawl-local__firecrawl_search |
You need to find something on the web. Don't know the URL. |
mcp__firecrawl-local__firecrawl_map |
Discover URLs on a site. Use before scraping large doc sites. |
mcp__firecrawl-local__firecrawl_crawl |
Bulk extract from multiple pages on one site. |
mcp__firecrawl-local__firecrawl_agent |
Complex multi-step research. Last resort — slow and expensive. |
mcp__firecrawl-local__firecrawl_agent_status |
Poll async agent jobs. |
mcp__firecrawl-local__firecrawl_check_crawl_status |
Poll async crawl jobs. |
Fallback: Firecrawl CLI (cloud, credits-based)
Only use if the local Docker stack is down or unresponsive:
firecrawl search "query" -o .firecrawl/result.json
firecrawl scrape https://url -o .firecrawl/page.md
Environment variable FIRECRAWL_API_KEY is set globally. Concurrency limit: 2.
Escalation Pattern
Follow this order — cheapest and fastest first:
- Search — Don't know the URL? Start here.
- Scrape — Have the URL. Extract content directly.
- Map + Scrape — Large site, need a specific subpage. Map to find it, then scrape.
- Crawl — Need bulk content from an entire site section.
- Agent — Last resort. Page requires multi-step interaction or the above all failed.
Format Selection
- Specific data points (prices, specs, parameters, lists) -> use JSON format with a schema
- Full page content (articles, docs, blog posts) -> use markdown with
onlyMainContent: true - Brand identity (colors, fonts, design tokens) -> use branding format
- Links only (discover outbound URLs) -> use links format
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 5d ago Changed 251f9af3ba06
- 9d ago Changed e9e56921be56
- 11d ago First seen · 87 lines · 50 tokens per session scan A f5107f3311b4
firecrawl-scraper is an agent published in the GitHub repository lbruton/claude-context (2 stars, last pushed 5d ago), licensed MIT. It adds 50 tokens to every session and 1,127 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-17.
Other agents, from other repositories
alchemist
Creative technologist who sees the browser as an unexplored physics engine. Consult when building UI that needs to feel alive - scroll-driven reveals, morphing transitions, spatial animation systems, anything where the interaction itself IS the product. Thinks in weight, tension, and breath before thinking in code.…
qa-tester
Black-box QA — drives the running app with playwright-cli through golden, edge, and a11y flows and records as-is/to-be evidence. Distinct from Verify, which re-runs the real tests with no browser.
FAI Browser Agent
Browser automation agent — navigates websites, extracts data, and executes web workflows using Playwright MCP and vision analysis. Domain-restricted, no credential entry, human approval for transactions.
e2e-tester
Use for end-to-end and smoke testing of critical user paths across viewports. Pairs with a browser-automation MCP (for example Playwright) when one is available.
ecc-gan-evaluator
GAN Harness — Evaluator agent. Tests the live running application via Playwright, scores against rubric, and provides actionable feedback to the Generator.
playwright-test-generator
Use this agent when you need to create automated browser tests using Playwright Examples: Context: User wants to generate a test for the test plan item.