firecrawl
Scrape web pages to clean markdown using Firecrawl v2 — handles JS-heavy pages, site crawls, URL mapping, document parsing (PDF/DOCX/XLSX), LLM-powered extraction, autonomous agent scraping, and post-scrape browser interaction (Interact API). Prefer over WebFetch for quality and completeness. Triggers on scrape URL, fetch page, crawl site, extract content, parse document, web to markdown, DeepWiki, Firecrawl.
Works with
---
name: firecrawl
description: Scrape web pages to clean markdown using Firecrawl v2 — handles JS-heavy pages, site crawls, URL mapping, document parsing (PDF/DOCX/XLSX), LLM-powered extraction, autonomous agent scraping, and post-scrape browser interaction (Interact API). Prefer over WebFetch for quality and completeness. Triggers on scrape URL, fetch page, crawl site, extract content, parse document, web to markdown, DeepWiki, Firecrawl.
license: MIT
---
# Firecrawl & Jina Web Scraping
## Firecrawl vs WebFetch
Prefer `firecrawl scrape URL --only-main-content` over the WebFetch tool—it produces cleaner markdown, handles JavaScript-heavy pages, and avoids content truncation (>80% benchmark coverage). WebFetch is acceptable as a fallback when Firecrawl is unavailable.
```bash
# Preferred approach:
firecrawl scrape https://docs.example.com/api --only-main-content
```
## Token-Efficient Scraping
Inspired by Anthropic's [dynamic filtering](https://claude.com/blog/improved-web-search-with-dynamic-filtering)—always filter before reasoning. This reduced input tokens by ~24% and improved accuracy by ~11% in their benchmarks.
### The Principle: Search → Filter → Scrape → Filter → Reason
**DO:**
```
Search (titles/URLs only) → Evaluate relevance → Scrape top hits → Filter by section → Reason
```
**DON'T:**
```
Search → Scrape everything → Reason over all of it
```
### Step-by-Step Efficient Workflow
```bash
# Step 1: Search — get titles/URLs only (cheap)
firecrawl search "query" --limit 20
# Step 2: Evaluate results, pick 3-5 best URLs
# Step 3: Scrape only those, filter to relevant sections
firecrawl scrape URL1 --only-main-content | \
python3 ~/.claude/skills/firecrawl/scripts/filter_web_results.py \
--sections "API,Authentication" --max-chars 5000
```
### Post-Processing with filter_web_results.py
Pipe any Firecrawl or Exa output through this script to reduce context before reasoning:
```bash
# Extract only matching sections from scraped page
firecrawl scrape URL --only-main-content | \
python3 ~/.claude/skills/firecrawl/scripts/filter_web_results.py --sections "Pricing,Plans"
# Keep only paragraphs with keywords
firecrawl search "query" --scrape --pretty | \
python3 ~/.claude/skills/firecrawl/scripts/filter_web_results.py --keywords "pricing,cost" --max-chars 5000
# Extract specific JSON fields from API output
python3 ~/.claude/skills/exa-search/scripts/exa_search.py "query" --json | \
python3 ~/.claude/skills/firecrawl/scripts/filter_web_results.py --fields "title,url,text" --max-chars 3000
# Combine filters with stats
firecrawl scrape URL --only-main-content | \
python3 ~/.claude/skills/firecrawl/scripts/filter_web_results.py --sections "API" --keywords "endpoint" --compact --stats
```
**Full path:** `python3 ~/.claude/skills/firecrawl/scripts/filter_web_results.py`
**Flags:** `--sections`, `--keywords`, `--max-chars`, `--max-lines`, `--fields` (JSON), `--strip-links`, `--strip-images`, `--compact`, `--stats`
### Other Token-Saving Patterns
- **Use `--only-main-content`** to strip navigation and footer boilerplate, reducing token consumption. Omit only when nav/footer content is specifically needed.
- **Use `--only-clean-content`** (Python API script) for aggressive cleaning—strips nav, ads, and cookie banners. Stronger than `--only-main-content`; use when the page is still noisy after main-content filtering.
- **Use `firecrawl map URL --search "topic"` first** to find relevant subpages before scraping
- **Use `--format links` first** to get URL list, evaluate, then scrape selectively
- **Use `--max-chars`** with `exa_contents.py` to cap extraction length
- **Use `--formats summary`** (Python API script) over full text when you need the gist, not raw content
### Claude API Native Tools (for API Agent Builders)
Anthropic's API now offers built-in dynamic filtering tools:
```
web_search_20260209 / web_fetch_20260209
Header: anthropic-beta: code-execution-web-tools-2026-02-09
```
These have built-in dynamic filtering via code execution. Use them when building Claude API agents directly. Use Firecrawl/Exa when you need: autonomous agents, batch scraping, structured extraction, domain-specific crawling, or when not on the Claude API.
---
## Available Tools
### 1. Official Firecrawl CLI (`firecrawl`) — Primary
**Setup:** `npm install -g firecrawl-cli && firecrawl login --api-key $FIRECRAWL_API_KEY`
| Command | Purpose | Quick Example |
|---------|---------|---------------|
| `scrape` | Single page → markdown | `firecrawl scrape URL --only-main-content` |
| `crawl` | Entire site with progress | `firecrawl crawl URL --wait --progress --limit 50` |
| `map` | Discover all URLs on a site | `firecrawl map URL --search "API"` |
| `search` | Web search (+ optional scrape) | `firecrawl search "query" --limit 10` |
**Full CLI reference:** `references/cli-reference.md`
### 2. Auto-Save Alias (`fc-save`) — Shell Alias
Requires shell alias setup (not bundled with this skill).
```bash
fc-save URL
# → Saves to ~/Desktop/Screencaps & Chats/Web-Scrapes/docs-example-com-api.md
```
### 3. Python API Script (`firecrawl_api.py`) — Advanced Features
**Command:** `python3 ~/.claude/skills/firecrawl/scripts/firecrawl_api.py <command>`
**Requires:** `FIRECRAWL_API_KEY` env var, `pip install firecrawl-py requests`
| Command | Purpose | Quick Example |
|---------|---------|---------------|
| `search` | Web search with scraping | `firecrawl_api.py search "query" -n 10` |
| `scrape` | Single URL with page actions | `firecrawl_api.py scrape URL --formats markdown summary` |
| `batch-scrape` | Multiple URLs concurrently | `firecrawl_api.py batch-scrape URL1 URL2 URL3` |
| `crawl` | Website crawling | `firecrawl_api.py crawl URL --limit 20` |
| `map` | URL discovery | `firecrawl_api.py map URL --search "query"` |
| `parse` | Parse local documents (PDF, DOCX, XLSX) | `firecrawl_api.py parse report.pdf` |
| `extract` | LLM-powered structured extraction | `firecrawl_api.py extract URL --prompt "Find pricing"` |
| `agent` | Autonomous extraction (no URLs needed) | `firecrawl_api.py agent "Find YC W24 AI startups"` |
| `parallel-agent` | Bulk agent queries (v2.8.0+) | `firecrawl_api.py parallel-agent "Q1" "Q2" "Q3"` |
| `interact` | Post-scrape browser interaction | `firecrawl_api.py interact SCRAPE_ID --prompt "Click pricing"` |
| `interact-stop` | Stop an interact session | `firecrawl_api.py interact-stop SCRAPE_ID` |
**Agent models:** `spark-1-fast` (10 credits, simple), `spark-1-mini` (default), `spark-1-pro` (thorough)
**Full Python API reference:** `references/python-api-reference.md`
### 4. DeepWiki — GitHub Repo Documentation
```bash
~/.claude/skills/firecrawl/scripts/deepwiki.sh <owner/repo> [section] [options]
```
AI-generated wiki for any public GitHub repo. No API key required.
```bash
# Overview
~/.claude/skills/firecrawl/scripts/deepwiki.sh karpathy/nanochat
# Browse sections
~/.claude/skills/firecrawl/scripts/deepwiki.sh langchain-ai/langchain --toc
# Specific section
~/.claude/skills/firecrawl/scripts/deepwiki.sh karpathy/nanochat 4.1-gpt-transformer-implementation
# Full dump for RAG
~/.claude/skills/firecrawl/scripts/deepwiki.sh openai/openai-python --all --save
```
### 5. Jina Reader (`jina`) — Fallback
Use when Firecrawl fails or for **Twitter/X URLs** (Firecrawl blocks Twitter, Jina works).
```bash
jina https://x.com/username/status/123456
```
---
## Firecrawl vs Exa vs Native Claude Tools
| Need | Best Tool | Why |
|------|-----------|-----|
| Single page → markdown | `firecrawl scrape --only-main-content` | Cleanest output |
| Search + scrape in one shot | `firecrawl search --scrape` | Combined operation |
| Crawl entire site | `firecrawl crawl --wait --progress` | Link following + progress |
| Local file → markdown | `firecrawl_api.py parse FILE` | Direct upload, no URL needed |
| Autonomous data finding | `firecrawl_api.py agent` | No URLs needed |
| Semantic/neural search | Exa `exa_search.py` | AI-powered relevance |
| Find research papers | Exa `--category "research paper"` | Academic index |
| Quick research answer | Exa `exa_research.py` | Citations + synthesis |
| Find similar pages | Exa `exa_similar.py` | Competitive analysis |
| Claude API agent building | Native `web_search_20260209` | Built-in dynamic filtering |
| Twitter/X content | `jina URL` | Only tool that works |
| GitHub repo docs | `deepwiki.sh owner/repo` | AI-generated wiki |
| Anti-bot / Cloudflare bypass | `scrapling` stealth fetch | Local Turnstile solver |
| Element-level extraction | `scrapling` + CSS selectors | Precision targeting, adaptive tracking |
| No API key scraping | `scrapling` HTTP fetch | 100% local, no credentials |
| Site redesign resilience | `scrapling` adaptive mode | SQLite similarity matching |
| Budget JS-rendered scrape | `cf_browser.py markdown URL` | CF free tier: 10 min/day, $0.09/hr paid |
| Free static page fetch | `cf_browser.py markdown URL --no-render` | FREE during beta (no JS) |
| Budget multi-page crawl | `cf_browser.py crawl URL` | 5 free crawls/day, 100 pages each |
| Incremental re-crawl | `cf_browser.py crawl --modified-since` | Built-in, Firecrawl lacks this |
| Page screenshot/PDF | `cf_browser.py screenshot/pdf URL` | Built-in CF endpoints, cheaper |
| AI structured extraction | `cf_browser.py json URL --prompt "..."` | Workers AI included free |
---
## Common Workflows
### Single Page Scraping
```bash
firecrawl scrape https://example.com/page --only-main-content
# Or auto-save: fc-save URL
# Or to file: firecrawl scrape URL --only-main-content -o page.md
```
### Documentation Crawling
```bash
# Map first, then crawl relevant paths
firecrawl map https://docs.example.com --search "API"
firecrawl crawl https://docs.example.com --include-paths /api,/guides --wait --progress
```
### Research Workflow
```bash
firecrawl search "machine learning best practices 2026" --scrape --scrape-formats markdown
```
### Document Parsing (Local Files)
Parse local documents into clean Markdown. Use `parse` for local or non-public files; use `scrape` for public URLs pointing to documents—both use the same Rust-based parser.
```bash
# PDF to markdown
python3 ~/.claude/skills/firecrawl/scripts/firecrawl_api.py parse report.pdf
# Excel spreadsheet with main content only
python3 ~/.claude/skills/firecrawl/scripts/firecrawl_api.py parse data.xlsx --only-main-content
# Word doc with zero data retention, save to file
python3 ~/.claude/skills/firecrawl/scripts/firecrawl_api.py parse contract.docx --zero-data-retention -o contract.md
# Raw JSON output for programmatic use
python3 ~/.claude/skills/firecrawl/scripts/firecrawl_api.py parse invoice.pdf --json
```
Supported formats: PDF, DOCX, DOC, XLSX, XLS, HTML, HTM, ODT, RTF (up to 50 MB).
### PDF Parsing (Fire-PDF v2.9)
Fire-PDF is now the default parsing pipeline for all PDF scrapes. Three modes:
```bash
# Auto mode (default) — detects text layer vs scanned, chooses best method
python3 ~/.claude/skills/firecrawl/scripts/firecrawl_api.py scrape "https://example.com/report.pdf"
# Fast mode — text layer only, skip OCR (use for PDFs with selectable text)
python3 ~/.claude/skills/firecrawl/scripts/firecrawl_api.py scrape URL --pdf-mode fast
# OCR mode — force full OCR (use for scanned docs or image-only PDFs)
python3 ~/.claude/skills/firecrawl/scripts/firecrawl_api.py scrape URL --pdf-mode ocr
# Limit pages parsed (large documents)
python3 ~/.claude/skills/firecrawl/scripts/firecrawl_api.py parse report.pdf --pdf-mode auto --pdf-max-pages 20
```
| Flag | Values | Notes |
|------|--------|-------|
| `--pdf-mode` | `fast`, `auto`, `ocr` | Default: `auto`. `fast` = text layer only; `ocr` = force OCR |
| `--pdf-max-pages` | integer | Caps pages parsed; useful for budget control on large PDFs |
Both flags work on `scrape` (for PDF URLs) and `parse` (for local files).
### Agent-Powered Research (No URLs Needed)
```bash
python3 ~/.claude/skills/firecrawl/scripts/firecrawl_api.py agent \
"Compare pricing tiers for Firecrawl, Apify, and ScrapingBee"
```
### Interact Workflows (Post-Scrape Browser Interaction)
Scrape a page, then take actions on it—click buttons, fill forms, extract dynamic content. Two modes: AI prompts (natural language) and code execution (Node.js/Python/Bash).
#### When to Use Interact vs. Actions
| Need | Use | Why |
|------|-----|-----|
| Click/wait before a single scrape | `--actions` on scrape | Fire-and-forget, no session overhead |
| Multiple interactions with same page | `interact` | Persistent session, back-and-forth |
| Fill forms, log in, navigate | `interact` | Stateful, multi-step |
| Simple "wait for JS to load" | `--actions` with `wait` | Cheaper, no session |
#### Basic Interact (AI Prompt Mode)
```bash
# Step 1: Scrape and note the Scrape ID from output
python3 ~/.claude/skills/firecrawl/scripts/firecrawl_api.py scrape "https://example.com/pricing"
# Step 2: Interact using natural language
python3 ~/.claude/skills/firecrawl/scripts/firecrawl_api.py interact SCRAPE_ID \
--prompt "Click the Enterprise pricing tab"
# Step 3: More interactions on same session
python3 ~/.claude/skills/firecrawl/scripts/firecrawl_api.py interact SCRAPE_ID \
--prompt "What is the monthly price for the Enterprise plan?"
# Step 4: Stop when done
python3 ~/.claude/skills/firecrawl/scripts/firecrawl_api.py interact-stop SCRAPE_ID
```
#### Code Execution Mode (Cheaper)
```bash
# Execute Playwright code directly (2 credits/min vs 7 for prompts)
python3 ~/.claude/skills/firecrawl/scripts/firecrawl_api.py interact SCRAPE_ID \
--code "const text = await page.locator('.pricing-table').textContent(); console.log(text);"
# Python mode
python3 ~/.claude/skills/firecrawl/scripts/firecrawl_api.py interact SCRAPE_ID \
--code "text = await page.locator('.content').text_content(); print(text)" \
--language python
```
#### Persistent Profile (Login Sessions)
```bash
# Scrape with a named profile — browser state persists across sessions
python3 ~/.claude/skills/firecrawl/scripts/firecrawl_api.py scrape "https://app.example.com/login" \
--profile my-app --json
# Interact to log in
python3 ~/.claude/skills/firecrawl/scripts/firecrawl_api.py interact SCRAPE_ID \
--code "await page.fill('#email', 'user@example.com'); await page.fill('#password', 'pass'); await page.click('button[type=submit]');"
# Later: scrape another page with same profile — cookies restored
python3 ~/.claude/skills/firecrawl/scripts/firecrawl_api.py scrape "https://app.example.com/dashboard" \
--profile my-app
```
**Important:** Interact does NOT return page markdown. To get updated content after interaction, use code mode to extract specific elements, or issue a follow-up scrape.
**Full interact reference:** `references/interact-reference.md`
---
## Billing Notes
- **Credit/token unification (v2.9):** Credits and tokens are now unified—15 tokens = 1 credit. All pricing is expressed in credits.
- **Default cache TTL:** Results are cached for 2 days. Use `--max-age 0` (or `maxAge: 0` in API) to force a fresh scrape regardless of cache.
- **`query` format:** Pass `formats=["query"]` (Python API) to get a direct answer (`data.answer`) instead of full markdown. Use for factual lookups where you don't need the full page content.
- **`audio` format:** `formats=["audio"]` returns an MP3 of the page read aloud. Useful for accessibility pipelines or voice interfaces.
- **`wikimedia` engine:** Pass `engine="wikimedia"` in search options to route queries through Wikimedia. Useful for encyclopedic lookups.
## Troubleshooting
```bash
# Check status and credits
firecrawl --status && firecrawl credit-usage
# Re-authenticate
firecrawl logout && firecrawl login --api-key $FIRECRAWL_API_KEY
# Check API key
echo $FIRECRAWL_API_KEY
```
- **Scrape fails:** Try `jina URL`, or add `--wait-for 3000` for JS-heavy sites
- **Async job stuck:** Check with `crawl-status`/`batch-status`, cancel with `crawl-cancel`/`batch-cancel`
- **Disable telemetry:** `export FIRECRAWL_NO_TELEMETRY=1`
---
## Reference Documentation
| File | Contents |
|------|----------|
| `references/cli-reference.md` | Full CLI parameter reference (scrape, crawl, map, search, fc-save, jina, deepwiki) |
| `references/python-api-reference.md` | Full Python API script reference (all commands, SDK examples) |
| `references/firecrawl-api.md` | Firecrawl Search API reference |
| `references/firecrawl-agent-api.md` | Agent API (spark models, parallel agents, webhooks) |
| `references/actions-reference.md` | Page actions for dynamic content (click, write, wait, scroll) |
| `references/interact-reference.md` | Interact API: post-scrape browser interaction (prompt, code, profiles) |
| `references/branding-format.md` | Brand identity extraction (colors, fonts, UI) |
## Test Suite
```bash
python3 ~/.claude/skills/firecrawl/scripts/test_firecrawl.py --quick # Quick validation
python3 ~/.claude/skills/firecrawl/scripts/test_firecrawl.py # Full suite
python3 ~/.claude/skills/firecrawl/scripts/test_firecrawl.py --test scrape # Specific test
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