crw-22d18f — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited crw-22d18f (Plugin) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
<p align="center"> <img src="docs/logo-animation.gif" alt="fastCRW" width="220" /> </p>
<h1 align="center">fastCRW</h1>
<p align="center"> Self-hosted, Rust-native web crawler & scraper for AI agents </p>
The open-source alternative to Firecrawl. One static binary, ~50 MB RAM idle, Firecrawl-compatible REST API on *both `/v1/ and /v2/`* (scrape, crawl, map, search, extract, plus v2 batch & parse) — a drop-in for the official Firecrawl SDKs — plus first-class MCP. Self-host free under AGPL-3.0, or hit our managed API at api.fastcrw.com. Reproducible 63.74% truth-recall on the public 1,000-URL dataset (diagnose_3way.py, 2026-05-08) — see fastcrw.com/benchmarks. Built in Rust because every millisecond of agent latency compounds.
<p align="center"> <a href="https://crates.io/crates/crw-server"><img src="https://img.shields.io/crates/v/crw-server.svg" alt="crates.io"></a> <a href="https://github.com/us/crw/actions/workflows/ci.yml"><img src="https://github.com/us/crw/actions/workflows/ci.yml/badge.svg?branch=main&event=push" alt="CI"></a> <a href="LICENSE"><img src="https://img.shields.io/badge/license-AGPL--3.0-blue.svg" alt="License"></a> <a href="https://github.com/us/crw/stargazers"><img src="https://img.shields.io/github/stars/us/crw?style=social" alt="GitHub Stars"></a> <a href="https://fastcrw.com"><img src="https://img.shields.io/badge/Managed%20Cloud-fastcrw.com-blueviolet" alt="fastcrw.com"></a> </p>
<p align="center"> <a href="https://crates.io/crates/crw-server"><img src="https://img.shields.io/crates/d/crw-server.svg?label=crates.io%20downloads" alt="crates.io downloads"></a> <a href="https://www.npmjs.com/package/crw-sdk"><img src="https://img.shields.io/npm/dm/crw-sdk.svg?label=npm%20sdk" alt="npm sdk downloads"></a> <a href="https://www.npmjs.com/package/crw-mcp"><img src="https://img.shields.io/npm/dm/crw-mcp.svg?label=npm%20mcp" alt="npm mcp downloads"></a> <a href="https://pepy.tech/project/crw"><img src="https://static.pepy.tech/personalized-badge/crw?period=month&units=international_system&left_color=grey&right_color=blue&left_text=pypi%20downloads" alt="PyPI downloads"></a> <a href="https://github.com/us/crw/releases"><img src="https://img.shields.io/github/downloads/us/crw/total?label=binary%20downloads" alt="binary downloads"></a> </p>
<p align="center"> <a href="https://x.com/fast_crw"><img src="https://img.shields.io/badge/Follow%20on%20X-000000?style=for-the-badge&logo=x&logoColor=white" alt="Follow on X" /></a> <a href="https://www.linkedin.com/company/fastcrw"><img src="https://img.shields.io/badge/Follow%20on%20LinkedIn-0077B5?style=for-the-badge&logo=linkedin&logoColor=white" alt="Follow on LinkedIn" /></a> <a href="https://discord.gg/kkFh2SC8"><img src="https://img.shields.io/badge/Join%20our%20Discord-5865F2?style=for-the-badge&logo=discord&logoColor=white" alt="Join our Discord" /></a> </p>
Works with: Claude Code · Cursor · Windsurf · Cline · Copilot · Continue.dev · Codex · Gemini CLI
<p align="center"> <img src=".github/benchmarks/bench-dashboard.png" alt="fastCRW vs Crawl4AI vs Firecrawl on Firecrawl's public 1,000-URL dataset — fastCRW leads on truth-recall, p50, and fast-mode p90 latency" width="100%"> </p>
<p align="center"><sub>Firecrawl's own 1,000-URL public dataset (<code>diagnose_3way.py</code>) — fastCRW leads on truth-recall, median latency, and fast-mode p90. <a href="#benchmark">Full numbers and one-command repro ↓</a></sub></p>
/v1/* and /v2/* surfaces (scrape, crawl, map, search, extract; plus v2-only batch & parse) with compatible request/response shapes. The v2 API is a drop-in for the official firecrawl-py v4 SDK (FirecrawlApp(api_url="https://api.fastcrw.com")) — swap the base URL and keep your code.changeTracking primitive in the engine; scheduled monitors + signed-webhook/email alerts on the managed platform. See the Monitoring docs.api.fastcrw.com for managed proxy network, dashboard, and SLA without the AGPL obligations on your application code.Qualitative positioning vs. the three most-cited alternatives. Numerical claims trace to the inline sources noted; everything else is descriptive.
| fastCRW | Firecrawl | Crawl4AI | Spider | |
|---|---|---|---|---|
| Language | Rust | Node.js + Playwright | Python + Playwright | Rust |
| License | AGPL-3.0 (commercial avail.) | AGPL-3.0 (commercial avail.) | Apache-2.0 | Source-available / commercial (spider.cloud) |
| Self-host install size | Single static binary (~8 MB) | Multi-container (~500 MB+ image) | ~2 GB image (browser bundled) | Managed-first; self-host via crate |
| Memory baseline (idle) | ~50 MB | Large (Chromium heap) | Large (Chromium heap) | Light (Rust) |
| Firecrawl-compat API | Yes — v1 + v2 (/v1/* and /v2/*) | Native | No | No |
| MCP server | Built-in (crw-mcp) | Separate package | Community add-on | No first-party |
| Hosted option | api.fastcrw.com (BYOK or managed) | firecrawl.dev | None official | spider.cloud (primary product) |
| Reproducible public benchmark | Yes — 63.74% truth-recall on 1,000-URL dataset (diagnose_3way.py, 2026-05-08) | Vendor-published only | Vendor-published only | Vendor-published only |
Pricing/spec cells where claimed link to the vendor page; everything else is the qualitative architectural shape, not a comparison number.
Hit the managed API at api.fastcrw.com, or self-host the same binary.
# /v1/scrape — URL → markdown / HTML / JSON / links
curl -X POST https://api.fastcrw.com/v1/scrape \
-H "Authorization: Bearer $CRW_API_KEY" \
-H "Content-Type: application/json" \
-d '{"url":"https://example.com","formats":["markdown"]}'# /v1/scrape + formats:["json"] — structured JSON extraction via a JSON Schema
curl -X POST https://api.fastcrw.com/v1/scrape \
-H "Authorization: Bearer $CRW_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"url":"https://example.com",
"formats":["json"],
"jsonSchema":{
"type":"object",
"properties":{"title":{"type":"string"}}
}
}'# /v1/crawl — async multi-page job (returns a job id; poll with /v1/crawl/:id)
curl -X POST https://api.fastcrw.com/v1/crawl \
-H "Authorization: Bearer $CRW_API_KEY" \
-H "Content-Type: application/json" \
-d '{"url":"https://docs.example.com","maxDepth":2,"maxPages":50}'# Self-host (no auth, localhost) — single docker command
docker run -p 3000:3000 ghcr.io/us/crw
curl http://localhost:3000/v1/scrape \
-H "Content-Type: application/json" \
-d '{"url":"https://example.com"}'Other install paths (each documented under Install further down):
npx crw-mcp # zero install — runs the embedded engine
pip install crw # Python SDK (auto-downloads binary)
brew install us/crw/crw # Homebrew
cargo install crw-cli # Cargo
curl -fsSL https://fastcrw.com/install | shCold start is sub-second and the resident memory ceiling is bounded by the crawl queue, not by a JavaScript runtime or a headless browser parked in the background. An agent that issues N scrapes per task pays the network floor N times — anything you add on top (process spawn, JIT warmup, browser navigation overhead) multiplies. Pushing the request-path language down to Rust strips that surcharge out of every call. The same property lets one static binary saturate a $5 VPS instead of needing a multi-container compose stack, which is why the idle footprint is in the tens of MB rather than the hundreds.
fastCRW ships a built-in MCP server so any MCP-compatible agent (Claude Code, Cursor, Windsurf, Cline, Continue.dev, Codex, Gemini CLI) can call scraping tools without bespoke glue. Embedded mode runs the engine in-process — no server, no API key, no setup. The crw Python SDK and the crw-mcp Node binary both shell to the same Rust core.
npm install -g crw-mcp # MCP server (Node wrapper)
pip install crw # Python SDK (auto-downloads binary)
claude mcp add crw -- npx -y crw-mcp # Claude Code, embedded
claude mcp add crw \
-e CRW_API_URL=https://api.fastcrw.com -e CRW_API_KEY=… \
-- npx -y crw-mcp # Claude Code, managedPer-client config recipes (Claude Desktop, Cursor, Windsurf, Cline, Continue.dev) live under docs.fastcrw.com/mcp-clients/.
Beyond raw MCP tools, fastCRW ships a set of agent skills — reusable instruction packs that teach AI coding agents when and how to scrape, crawl, map, search, parse, extract, and change-track the web. Install into any agent (Claude Code, Codex, Cursor, OpenCode, Gemini CLI, Windsurf + more) with one command:
npx skills add us/crw # all 12 skills, into every detected agent
npx skills add us/crw@crw-scrape # just one
npx skills add -g us/crw # global (user-level)| Tier | Skills |
|---|---|
| Core / verb ladder | crw (hub) · crw-search · crw-scrape · crw-map · crw-crawl · crw-parse · crw-extract · crw-watch |
| Quality / meta | crw-dynamic-search (context-isolating filter — the biggest token-saver) · crw-best-practices |
| Migration / ops | crw-migrate (one-line Firecrawl base_url swap) · crw-self-host |
The skills drive the crw CLI, the crw-mcp tools, or the REST API — pick whatever surface you have. No API key needed for self-hosted search (SearXNG). Full catalog and per-skill docs: skills/. Also packaged as a plugin marketplace for Claude Code, Codex, and Cursor (.claude-plugin/, .codex-plugin/, .cursor-plugin/).
| Self-host (free) | Managed — `api.fastcrw.com` | |
|---|---|---|
| Best when | You want full data residency, AGPL is fine, you can run your own proxy strategy, latency to your infra matters more than ours. | You want zero infra, a global proxy network, a dashboard, usage metering, and AGPL carve-out for closed-source product code. |
| Install | docker run -p 3000:3000 ghcr.io/us/crw or cargo install crw-server. | Sign up at fastcrw.com — 500 free credits, no card. |
| Search | Bundled SearXNG sidecar (docker compose up). | Managed search backend. |
| Proxy rotation | Bring your own pool (proxy_list + proxy_rotation: round_robin / random / sticky_per_host) — rotated across the HTTP and JS/Chrome paths for scrape, crawl, and map; per-request BYOP supported. LightPanda can't proxy, so it's skipped (fail-closed) when a proxy is active. | Managed proxy network. |
| Cost | $0 + your hosting bill. | From $13/mo; pricing on fastcrw.com/pricing. |
| License obligations | AGPL-3.0 applies if you expose the API to third parties. | AGPL carve-out included. |
The binary is the same in both modes — you can develop against your self-hosted instance and ship to managed without code changes.
crw-mcp) — recommended for AI agentsnpx crw-mcp # zero install (npm)
pip install crw # Python SDK (auto-downloads binary)
brew install us/crw/crw-mcp # Homebrew
cargo install crw-mcp # Cargo (full embedded, ~17 MB)
docker run -i ghcr.io/us/crw crw-mcp # DockerLean browser-free proxy build (~4.2 MB, no headless browser engine — proxy/cloud mode only):
cargo build --profile release-small --no-default-features -p crw-mcpcrw) — scrape URLs from your terminalbrew install us/crw/crw
# One-line install (auto-detects OS & arch):
curl -fsSL https://fastcrw.com/install | CRW_BINARY=crw sh
# APT (Debian/Ubuntu):
curl -fsSL https://apt.fastcrw.com/gpg.key | sudo gpg --dearmor -o /usr/share/keyrings/crw.gpg
echo "deb [signed-by=/usr/share/keyrings/crw.gpg] https://apt.fastcrw.com stable main" \
| sudo tee /etc/apt/sources.list.d/crw.list
sudo apt update && sudo apt install crw
cargo install crw-clicrw-server) — Firecrawl-compatible REST APIFor serving multiple apps, other languages (Node.js, Go, Java), or as a shared microservice.
brew install us/crw/crw-server
# One-line install:
curl -fsSL https://fastcrw.com/install | CRW_BINARY=crw-server sh
# Docker:
docker run -p 3000:3000 ghcr.io/us/crwDocker Compose ships with lightpanda by default; chrome is opt-in:
docker compose up -d # http + lightpanda
docker compose --profile heavy up -d # + chrome failover
docker compose -f docker-compose.yml \
-f docker-compose.stealth.yml --profile stealth up -d # browserless stealth tierThere's also an optional [Camoufox](https://github.com/daijro/camoufox) stealth tier (REST sidecar, opt-in) for fingerprint-blocked targets the CDP renderers can't pass — off by default and never touches the auto chain unless you turn it on. Build with --features camoufox; see JS rendering → Camoufox.
See the self-hosting guide for production hardening, auth, reverse proxy, and resource tuning.
| Method | Endpoint | Description |
|---|---|---|
POST | /v1/scrape | Scrape a single URL, optionally with LLM extraction or summary |
POST | /v1/crawl | Start async BFS crawl (returns job ID) |
GET | /v1/crawl/:id | Check crawl status and retrieve results |
DELETE | /v1/crawl/:id | Cancel a running crawl job |
POST | /v1/map | Discover all URLs on a site |
POST | /v1/search | Web search via SearXNG sidecar, with optional content scraping |
POST | /v1/change-tracking/diff | Diff a scrape against a supplied snapshot (the monitoring primitive) — single or batch |
GET | /health | Health check (no auth required) |
POST | /mcp | Streamable HTTP MCP transport |
Firecrawl v2 surface — scrape, crawl, map, search are also served under /v2/* with Firecrawl v2 request/response shapes, plus v2-only POST /v2/batch/scrape, POST /v2/parse (PDF/doc → markdown), and GET /v2/crawl/active. This makes the official firecrawl-py v4 SDK a drop-in: FirecrawlApp(api_url="https://api.fastcrw.com").
Full reference at docs.fastcrw.com/#rest-api. The Firecrawl compatibility matrix (field-by-field diff) lives in COMPATIBILITY-firecrawl.md.
Reproduce it yourself first — the canonical harness is diagnose_3way.py (matches truth text against md + strip_md_links(md), applied identically to all three tools — a fairness control, not a looser number):
cd ~/coding/crw/crw-opencore
docker compose -f docker-compose.yml -f docker-compose.override.yml \
-f docker-compose.stealth.yml --profile stealth up -d
docker start crawl4ai-bench
cd ~/coding/crw/competitors/firecrawl && docker compose up -d
cd ~/coding/crw/crw-opencore
uv run python bench/diagnose_3way.py \
--max-urls 1000 --tools crw,crawl4ai,firecrawl \
--concurrency 5 --timeout 120 \
--out bench/server-runs/diag3w-1000-full.jsonl3-way scrape benchmark, full 1,000-URL run on Firecrawl's scrape-content-dataset-v1 (diagnose_3way.py, 2026-05-08, concurrency 5, timeout 120s):
| Metric | fastCRW | crawl4ai | Firecrawl |
|---|---|---|---|
| Truth-recall (522/819 labeled URLs) <sup>recall mode</sup> | 63.74% | 59.95% | 56.04% |
| p50 latency | 1914 ms | 1916 ms | 2305 ms |
| p90 latency <sup>fast mode</sup> | 4348 ms | 4754 ms | 6937 ms |
| Thrown errors (3,000 requests) | 0 | 0 | 0 |
fastCRW leads on every axis — top truth-recall, fastest median, and the lowest p90 tail — with 0 thrown errors across all 3,000 requests, and it uniquely recovers 34 URLs the other two miss (70% more than crawl4ai and Firecrawl combined). The 63.74% denominator is 819 labeled/matchable URLs, not 3,000 requests, not 1,000.
Two tunable modes, one engine, one config toggle. Recall mode (the full ladder) maximizes truth-recall, recovering the long tail of hard pages the others miss. Fast mode (LightPanda-only, no Chrome tier) optimizes the latency tail — p90 4348 ms, the lowest of the three (diagnose_3way.py, N=1000). Same binary, same API; pick accuracy or latency per workload.
Full result of record: bench/server-runs/RESULT_3WAY_1000_FULL.md.
pip install crwfrom crw import CrwClient
# Managed (includes web search):
client = CrwClient(api_url="https://api.fastcrw.com", api_key="YOUR_API_KEY")
# Local (embedded, no server needed):
# client = CrwClient()
result = client.scrape("https://example.com", formats=["markdown", "links"])
pages = client.crawl("https://docs.example.com", max_depth=2, max_pages=50)
urls = client.map("https://example.com")
results = client.search("AI news", limit=10, sources=["web", "news"])Requires Python 3.10+. Local mode auto-downloads crw-mcp on first use.
Framework extras:
pip install crw[crewai] # CRW scraping tools for CrewAI agents
pip install crw[langchain] # CRW document loader for LangChainnpm install crw-sdkCrewAI · LangChain · Agno · Dify · n8n · Flowise
┌─────────────────────────────────────────────┐
│ crw-server │
│ Axum HTTP API + Auth + MCP │
├──────────┬──────────┬───────────────────────┤
│ crw-crawl│crw-extract│ crw-renderer │
│ BFS crawl│ HTML→MD │ HTTP + CDP(WS) │
│ robots │ LLM/JSON │ LightPanda/Chrome │
│ sitemap │ clean/read│ auto-detect SPA │
├──────────┴──────────┴───────────────────────┤
│ crw-core │
│ Types, Config, Errors │
└─────────────────────────────────────────────┘| Crate | Description |
|---|---|
crw-core | Core types, config, and error handling |
crw-renderer | HTTP + CDP browser rendering engine |
crw-extract | HTML → markdown/plaintext extraction |
crw-crawl | Async BFS crawler with robots.txt & sitemap |
crw-server | Axum API server (Firecrawl-compatible) |
crw-mcp | MCP stdio server (embedded + proxy mode) |
crw-cli | Standalone CLI (crw binary, no server) |
169.254.x.x), IPv6 mapped addresses, and non-HTTP schemes (file://, data:)error_codeContributions are welcome — issues and PRs both.
make hooksgit checkout -b feat/my-feature)git commit -m 'feat: add my feature')git push origin feat/my-feature)The pre-commit hook runs the same checks as CI (cargo fmt, cargo clippy, cargo test). Run manually with make check.
<p> <a href="https://github.com/us"><img src="https://github.com/us.png?size=64" width="64" height="64" alt="us"/></a> <a href="https://github.com/adambenhassen"><img src="https://github.com/adambenhassen.png?size=64" width="64" height="64" alt="adambenhassen"/></a> <a href="https://github.com/mj520"><img src="https://github.com/mj520.png?size=64" width="64" height="64" alt="mj520"/></a> </p>
fastCRW is open source under AGPL-3.0. If you embed fastCRW in a closed-source product or expose it as a hosted service to third parties and you can't comply with AGPL's source-availability requirements, the managed offering at fastcrw.com includes a commercial carve-out, and standalone commercial licenses are available on request — write to [email protected].
CHANGELOG.md<a href="https://www.star-history.com/?repos=us%2Fcrw&type=timeline&legend=bottom-right"> <picture> <source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/chart?repos=us/crw&type=timeline&theme=dark&legend=bottom-right" /> <source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/chart?repos=us/crw&type=timeline&legend=bottom-right" /> <img alt="Star History Chart" src="https://api.star-history.com/chart?repos=us/crw&type=timeline&legend=bottom-right" /> </picture> </a>
It is the sole responsibility of end users to respect websites' policies when scraping. Users are advised to adhere to applicable privacy policies and terms of use. By default, fastCRW respects robots.txt directives.
~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.