Crw
Open-source web scraping & search API for AI agents, cheaper than Firecrawl.
fastCRW is a smart pick if you want an auditable, open-source scraping API that's cheaper than Firecrawl and reproducible in benchmarks. The free tier is one-time, not monthly, so budget accordingly. For production scale, cloud concurrency is still rolling out, so self-hosting might be steadier—and it's free.
Verified 5d ago · liveness 76/100 · cite: rightaichoice.com/tools/crw
- AI agent developers needing low-latency web data extraction
- Teams migrating from Firecrawl or Tavily to an open-source alternative
- RAG pipeline builders seeking reliable, fresh web content
- Developers who want to self-host a scraping API without switching costs
- Users who need a visual, no-code scraper with point-and-click interface
- Non-technical teams without API or CLI comfort
- Enterprise requiring out-of-the-box SOC 2 or HIPAA compliance
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Skip fastCRW if you need a visual, no-code scraper, if you require out-of-the-box SOC 2/HIPAA compliance, or if you want a monthly free tier (the free tier is one-time only).
The free tier is a one-time allocation (500 or 1000 credits), not monthly—once used, you'll need a paid plan or top-ups to continue.
fastCRW is cheaper than Firecrawl: flat 1 credit per page for scrape/crawl/map, no proxy upcharges. Hobby at $11/mo for 5,000 credits undercuts Firecrawl's comparable tier. Self-hosting is free with AGPL-3.0, giving you unlimited scraping at your own infra cost. For high-volume needs, Scale at $467/mo for 1M credits is cost-effective, but enterprise teams may prefer Firecrawl's SOC 2 compliance.
In short
Crw — Open-source web scraping & search API for AI agents, cheaper than Firecrawl. Best for AI agent developers needing low-latency web data extraction, Teams migrating from Firecrawl or Tavily to an open-source alternative, RAG pipeline builders seeking reliable, fresh web content. Free to start; paid plans from $11132/mo.
What's new in Crw
Checked 3 days agoAcross the latest 3 updates: 1 feature update, 1 launch and 1 news mention.
fastCRW benchmarks: 90% on AA-Omniscience search benchmark
fastCRW answers 90% of AA-Omniscience questions correctly, reproducing published scores within 1.5 points.
Parallel Extract API alternative for LLM-ready markdown
Open-core, self-hostable alternative to Parallel Extract API with REST API, CLI, and MCP server.
Parallel.ai vs fastCRW: search, extract, monitor comparison
Surface-by-surface comparison of Parallel.ai's Search and Task APIs against fastCRW's endpoints, with benchmark numbers.
What people actually say about Crw — is it worth it?
We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.
35 mentions across 5 sources (Hacker News, Product Hunt, App Store, Stack Overflow, Lemmy) · researched Jul 3, 2026.
- +Drop-in replacement for Firecrawl - just change base URL.
- +Extremely lightweight: ~8MB binary, ~6MB RAM.
- +Open source with self-host option free forever.
- +Public benchmark shows higher truth-recall than Firecrawl.
- +Rust-based for low latency and high performance.
- −No real user reviews or community testimonials exist.
- −Name confusion with multiple unrelated CRW products.
- −AGPL license may restrict commercial usage.
- −Managed cloud pricing details are not transparent.
- −No independent verification of benchmark claims.
- • Commercial license required for AGPL compliance in proprietary products
- • Cloud overage costs not transparently disclosed
Viability Score
How well maintained and how widely used is Crw? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this
Last calculated: September 2026
How we score →Key Features
- AI-powered search with full page content
- Scrape any URL to markdown, JSON, or HTML
- Full JS rendering for SPAs
- Crawl entire sites with robots.txt respect
- Map domain URLs for sitemap generation
- Parse PDFs to clean markdown (CPU-only)
- Extract structured JSON via prompt or schema
- Monitor pages for changes with AI verdict and webhook
- MCP server for AI agent integration
- Self-host single ~8MB binary, ~6MB RAM
- Python SDK (pip install crw)
- Node.js SDK (npm install crw-sdk)
- CLI tool (brew install us/crw/crw)
- Docker image for self-hosting
- Interactive browsing via CDP (click, scroll, type)
About Crw
fastCRW is an open-source (AGPL-3.0) web data API written in Rust that gives AI agents a single REST endpoint for scraping, crawling, searching, mapping, extracting, and monitoring the web. It's positioned as a more transparent, lower-cost alternative to Firecrawl and Tavily, letting you switch from managed cloud to self-host by changing only the base URL. The engine ships as a single ~8 MB binary with a minimal memory footprint, making self-hosting cheap and auditable. Core capabilities include AI-powered search that returns full page content, JS-rendered scraping to markdown, JSON, or HTML, site crawling with robots.txt respect, domain mapping for fast sitemap generation, PDF-to-markdown parsing (CPU-only, no LLM), structured JSON extraction via prompt or schema, and a page monitoring endpoint that sends AI verdicts and webhooks on changes. The API is identical across cloud and self-host, and first-class MCP integration lets you drop the skill into Claude Code, Cursor, LangChain, n8n, and more with one command. Pricing is usage-based and transparent: 1 credit = 1 page, with a free tier of 500 one-time credits (the website currently advertises 1000 free credits) and paid plans starting at $11/month for 5,000 monthly credits. Self-hosting is free under AGPL-3.0, with a commercial license available for private deployments. Top-up credits never expire, and auto-recharge keeps jobs running. For AI agent developers, RAG pipeline builders, and teams wanting an open, auditable scraping layer, fastCRW offers a low-risk path off proprietary APIs. With Tavily's acquisition by Nebius and Cloudflare's upcoming AI crawler wall, having a self-hostable fallback is increasingly valuable.
Behind the Verdict
fastCRW makes a strong case for teams that are tired of betting on proprietary scraping APIs that can shift pricing or get acquired overnight—just look at what happened with Tavily. Because the engine is open source under AGPL-3.0, you can audit exactly how your data is handled, and the one-command repro benchmark harness (`crw bench`) means you can verify the vendor's claims before you commit. That level of transparency is rare, and it's the main reason we'd pick this over Firecrawl if you're cost-sensitive or compliance-minded. Where it gets interesting is self-hosting. The entire engine is a single ~8 MB binary with no runtime dependencies, so you can run it on a tiny VPS for pennies. The API is identical between cloud and self-host, so switching is just changing the base URL—no code changes. If you're building a RAG pipeline that needs to stay reliable despite Cloudflare's September 2026 AI crawler wall, self-hosting fastCRW gives you a fallback that keeps working when managed providers get blocked. But there are caveats. The free tier is 1,000 one-time credits, not monthly, so it's a trial, not a permanent free plan. If you need consistent volume, you'll be paying $11/mo for 5,000 credits, which resets monthly. And as of May 2026, the cloud service is still scaling—the pricing page says sustained concurrency may be lower than advertised, returning 503s with Retry-After headers when you exceed live capacity. That means for high-throughput production, you might be better off self-hosting to avoid the growing pains. Compared to Firecrawl, fastCRW is cheaper per credit and claims higher recall on Firecrawl's own benchmark dataset (63.74% vs 56.04%). But Firecrawl has a longer track record and may offer more polished enterprise features. Tavily, meanwhile, is now
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Real-world workflow fit
Concrete scenarios for the personas Crw actually fits — and what changes day-one when you adopt it.
You're building a research agent that needs to search the web and scrape articles. You sign up for fastCRW, install the CLI, and run `crw search 'latest LLM benchmarks' --json` to get titles and URLs, then `crw scrape <url>` to fetch full content.
Outcome: Within minutes, your agent has a reliable, low-latency web data layer with full page content, ready to feed into your LLM context.
You need to index a set of documentation sites. Use `crw map` to discover all URLs on a domain, then `crw crawl` to fetch every page as markdown, and store the results in your vector database.
Outcome: You build a comprehensive RAG corpus with structured markdown, all through a single API, without managing your own headless browser fleet.
You want to monitor competitor pricing pages. Set up a workflow in n8n that calls the `/v1/monitor` endpoint, receives AI verdicts on changes, and triggers webhooks to your Slack when prices move.
Outcome: You get proactive alerts on meaningful changes, saving hours of manual checking and enabling faster business decisions.
Use Cases
- Scrape any URL into clean markdown for LLM ingestion or RAG pipelines.
- Search the web and retrieve full page content for agent tool calls.
- Crawl entire websites to build structured datasets for AI training.
- Map domain endpoints to discover all pages for migration or testing.
- Extract structured JSON from e-commerce or review pages using schema prompts.
- Monitor pages for meaningful changes and receive AI-generated verdicts.
- Parse PDF documents to markdown for document processing without an LLM.
- Self-host the engine to keep all web scraping data fully on your own infrastructure.
Limitations
- Concurrent request limits apply on managed plans (e.g., 50 on Standard, 100 on Growth, 150 on Scale).
- The free tier provides 500 one-time credits, not monthly.
- Search returns 1 credit per 10 results.
- Self-hosting (AGPL-3.0) requires managing your own infrastructure.
- Extract uses a managed LLM metered by usage on paid plans.
as of 2026-08-21
Verification history
We have re-verified Crw 7 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
Showing the 6 most recent of 7 verification passes.
Free to cite with attribution — this page re-verifies continuously.
12-month cost
Project the real annual outlay, including the implied monthly cost when only an annual tier is published.
Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
Plans compared
For each published Crw tier: who it actually fits, and what it adds vs. the previous tier. Cross-reference the cost calculator above for projected annual outlay.
Free
$0/mo
Ideal for
Solo developers or hobbyists exploring fastCRW's capabilities with a one-time credit bonus—500 or 1000 credits to test scraping and search without a credit card.
What this tier adds
Free entry point with no cost, but credits are one-time, not monthly; no Extract endpoint available.
Hobby
$11/mo (billed $132/yr)
Ideal for
Individual developers or early-stage projects that need a small but recurring monthly credit allowance (5,000 credits) for light scraping and search tasks.
What this tier adds
Adds monthly credits (5,000), access to Extract with managed LLM, and MCP server support—the first paid tier.
Standard
$59/mo (billed $708/yr)
Ideal for
Growing teams or production workloads that require 100,000 monthly credits and higher concurrency (50 concurrent requests) for consistent scraping at scale.
What this tier adds
10x more monthly credits than Hobby (100,000 vs 5,000) and 5x concurrency (50 vs 10).
Growth
$237/mo (billed $2,844/yr)
Ideal for
Data-heavy projects or agencies that need 500,000 monthly credits and 100 concurrent requests for extensive crawling and monitoring operations.
What this tier adds
Increases monthly credits to 500,000 from 100,000 and doubles concurrency to 100.
Scale
$467/mo (billed $5,604/yr)
Ideal for
High-volume enterprises or large-scale RAG pipelines that require 1,000,000 monthly credits and 150 concurrent requests for maximum throughput.
What this tier adds
Largest managed plan with 1M monthly credits and 150 concurrent requests, reducing per-credit cost.
Self-Host
$0
Ideal for
Organizations that prioritize data sovereignty, cost control, or compliance, willing to run their own infrastructure with the free AGPL-3.0 binary.
What this tier adds
No credit metering—you run the engine on your own hardware; API identical to cloud but no managed support.
Enterprise
Custom
Ideal for
Large enterprises with custom compliance, security, or scale requirements needing dedicated clusters, custom concurrency, and SLA-backed support.
What this tier adds
Offers 1M+ credits/mo with custom terms, dedicated infrastructure, and premium support—contact sales for pricing.
Where the pricing makes sense
The company stage and team size where Crw's pricing actually pencils out — and where peers do it cheaper.
fastCRW is cheaper than Firecrawl: flat 1 credit per page for scrape/crawl/map, no proxy upcharges. Hobby at $11/mo for 5,000 credits undercuts Firecrawl's comparable tier. Self-hosting is free with AGPL-3.0, giving you unlimited scraping at your own infra cost. For high-volume needs, Scale at $467/mo for 1M credits is cost-effective, but enterprise teams may prefer Firecrawl's SOC 2 compliance.
Setup time & first value
How long it actually takes to get something useful out of Crw — broken out by persona, not the marketing-page minute.
For API use: sign up and get your API key in under 5 minutes, then make your first request with cURL or the Python SDK. For agent integration: run `npx crw-mcp@latest install` to auto-configure the skill in Claude Code or Cursor—takes about 10 minutes. For self-hosting: deploying the Docker image or binary takes around 30 minutes, including setting up your own infrastructure and configuring
Switching to or from Crw
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From Firecrawl: fastCRW is API-compatible (Firecrawl-compatible endpoints). Change your base URL to `https://api.fastcrw.com` and update your API key—no code changes needed for scrape/crawl/map/search.
- →From Tavily: Tavily's acquisition by Nebius may lead to pricing changes; switch to fastCRW for a lower-cost, open-source alternative with similar search capabilities.
- →From a custom scraping stack (e.g., Puppeteer, Scrapy): replace your headless browser management with fastCRW's managed API or self-hosted engine, reducing infrastructure overhead.
- ↗To Firecrawl: if you need SOC 2 compliance or dedicated support, you can switch back; fastCRW's API is Firecrawl-compatible, so minimal code changes.
- ↗To a fully custom solution: since fastCRW is open-source, you can fork the codebase and extend it for your specific needs, giving you full control.
Integrations
Resources & Guides
- Documentationfastcrw.com
Docs · Crw
Full product docs from fastcrw.com
- Resourcefastcrw.com
Pricing · Crw
Helpful link from fastcrw.com
- Resourcefastcrw.com
Integrations · Crw
Helpful link from fastcrw.com
- Resourcefastcrw.com
Benchmarks · Crw
Helpful link from fastcrw.com
- Resourcefastcrw.com
Alternatives · Crw
Helpful link from fastcrw.com
Tutorials & Learning
Official links
Featured Head-to-Head Comparisons
Crw vs Spider Cloud
Choose Crw if you want an open-source, drop-in Firecrawl replacement with tiny self-host footprint and a proven 63.74% truth-recall rate. Choose Spider Cloud if you need a high-success (99.9%) cloud API with AI Studio, Browser AI commands, and 1,000+ ready-made scrapers. For budget-conscious, open-source-first teams, Crw wins; for convenience and anti-bot muscle, Spider Cloud leads.
Crw vs Presto Voice
Presto Voice and Crw serve completely different domains. Presto Voice is purpose-built for QSR drive-thru automation, delivering proven revenue lift and high accuracy. Crw is an open-source web data API for AI agents, ideal for developers needing low-latency scraping. Choose based on your industry: restaurant operations or AI data pipeline.
Crw vs Temporal Ai
Choose Temporal AI if you need durable, fault-tolerant orchestration for multi-step AI agents or microservices with retries and human-in-the-loop. Choose Crw (fastCRW) if you need a fast, open-source web scraping API that drops into Firecrawl/Tavily workflows. They are complementary: Temporal orchestrates Crw as an activity.
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