
A comprehensive scraping toolkit that brings 26 web extraction tools into Claude and other MCP clients. The server includes both free local operations (text extraction, link parsing, metadata scraping) and metered premium features (deep crawling, autonomous research agent, stealth browsing). Notable is the extract_with_llm tool that runs against local Ollama models by default, keeping your data on your machine with no per-token cost. The autonomous agent tool is interesting: describe what you need in natural language and it plans and executes the research without requiring URLs upfront. Includes pre-built templates for common sites like Amazon, GitHub, and YouTube. Free tier starts at 1,000 credits with rollover, and the 15 local tools require no API key at all.
31 web scraping, crawling, deep-research & autonomous-extraction tools for Claude, Cursor & any MCP client.
Clean Markdown & structured JSON from any site. Get started with 1,000 free credits — no credit card required.
⭐ Star us on GitHub to follow along — it genuinely helps others discover the project.
agent, a unified multi-format scrape, document processing, stealth browsing, stateful browser sessions, and more, callable directly from your AI assistant.extract_with_llm runs against a local Ollama model out of the box: no LLM API key, no per-token cost, and your data never leaves your machine. Cloud (OpenAI/Anthropic) is opt-in.agent — describe what you need in natural language; it plans, gathers, and shapes an answer under orchestrator-enforced hard stops (max steps/URLs/wall-clock) — no URLs required.| CrawlForge MCP | Firecrawl | Raw scraping API | |
|---|---|---|---|
| Native MCP server | ✅ 31 tools | ✅ | ❌ |
| Free tier | ✅ 1,000 credits, one-time, never expire | Limited | Varies |
| Self-hosted / local LLM extraction (Ollama) | ✅ default, $0/token | ❌ | ❌ |
| Autonomous agent (no URLs needed) | ✅ agent | ✅ | ❌ |
| Deep research with source verification | ✅ deep_research | Partial | ❌ |
| Browser automation / actions | ✅ scrape_with_actions | ✅ | Varies |
| Stealth / anti-detection engines | ✅ Chromium + Camoufox | ✅ | Add-on |
| Pre-built site templates | ✅ 10 sites | ❌ | ❌ |
| License | MIT | AGPL-3.0 | Proprietary |
Comparison reflects publicly documented capabilities at time of writing. CrawlForge is MIT-licensed and MCP-first — built to plug straight into AI coding assistants.
npm install -g crawlforge-mcp-server
Every tool requires a CrawlForge API key — new accounts get 1,000 free trial credits to start. The recommended path signs you in through the browser, so the key is never pasted into a terminal (a coding agent can run this for you and relay the URL):
crawlforge login
It prints an approval URL; open it, approve, and the key is stored in ~/.crawlforge/config.json. Then run crawlforge init to register the MCP server with your client. Or use the interactive wizard, which also configures your clients:
npx crawlforge-setup
This will:
Don't have an API key? Get one free at https://www.crawlforge.dev/signup
One-step setup (v4.6.0+):
crawlforge initdetects your API key, installs the agent skill, and idempotently merges the MCP config stanza into Claude Code, Claude Desktop, and Cursor. Usecrawlforge init --all --yesto configure every detected client non-interactively.
Add to claude_desktop_config.json:
{
"mcpServers": {
"crawlforge": {
"command": "npx",
"args": ["-y", "crawlforge-mcp-server"]
}
}
}
Location:
~/Library/Application Support/Claude/claude_desktop_config.json%APPDATA%/Claude/claude_desktop_config.json~/.config/Claude/claude_desktop_config.jsonRestart Claude Desktop to activate.
The setup wizard automatically configures Claude Code by adding to ~/.claude.json:
{
"mcpServers": {
"crawlforge": {
"type": "stdio",
"command": "crawlforge-mcp"
}
}
}
After setup, restart Claude Code to activate.
The setup wizard automatically configures Cursor by adding to ~/.cursor/mcp.json:
{
"mcpServers": {
"crawlforge": {
"type": "stdio",
"command": "crawlforge-mcp"
}
}
}
Restart Cursor to activate.
n8n's built-in MCP Client Tool node connects over Streamable HTTP (works on n8n Cloud and self-hosted). Run the server in HTTP mode:
export CRAWLFORGE_API_KEY=your_api_key
npm run start:http # Streamable HTTP endpoint at http://localhost:10000/mcp
Then point the MCP Client Tool node at http://<host>:10000/mcp with transport HTTP Streamable and a Bearer credential set to the same API key. On self-hosted n8n you can instead use the community n8n-nodes-mcp node over STDIO (npx -y crawlforge-mcp-server).
Full guide: docs/n8n-integration.md
Which launch command?
npx -y crawlforge-mcp-serverneeds no global install and always runs the published version (recommended for Claude Desktop). For a global install (npm i -g crawlforge-mcp-server), use the dedicatedcrawlforge-mcpbin — it resolves on yourPATH, so it survives Node/nvm version switches. The barecrawlforgecommand still launches the server when an MCP client spawns it over stdio (backward compatibility for configs created before v4.2.5); interactively it's the CLI — runcrawlforge mcpto start the server by hand.
CrawlForge requires a CrawlForge API key — every tool is metered and consumes credits. New accounts get 1,000 free trial credits to start. Get a key at crawlforge.dev/signup.
All Tools (API key required)
| Tool | Credits | What it does |
|---|---|---|
fetch_url | 1 | Fetch content from any URL |
extract_text | 1 (6 projected with escalate: true, charged 1 when the plain fetch works) | Extract clean text from web pages |
extract_links | 1 (6 projected with escalate: true, charged 1 when the plain fetch works) | Get all links from a page |
extract_metadata | 1 | Extract page metadata (title, OG tags, schema.org) |
scrape_template | 1 | Structured data from well-known sites (Amazon, GitHub, LinkedIn, YouTube, Reddit, Hacker News, npm, and more) without writing selectors |
list_ollama_models | 1 | List the Ollama models installed locally (helps you pick a model for extract_with_llm) |
get_batch_results | 1 | Retrieve paginated results for a batch_scrape job by batchId |
read_result | 1 | Search, slice, read lines or a JSON path from a result a tool returned with truncated: true and a result_handle (kept 1 hour on your own machine) — never fetch the page again |
scrape | 2 | Unified single-fetch, multi-format extraction. Pass a formats array (markdown/html/rawHtml/text/links/metadata/screenshot/json-schema, plus {type:"highlights",query} and {type:"question",question} for only the matching sentences, table rows and code blocks, verbatim with offsets into the markdown: +1 credit once per call, mode:"model" +3) plus onlyMainContent; one fetch serves every requested format with per-format partial-success warnings. escalate:true retries a blocked plain fetch once in the stealth browser and returns the page instead of the block (+5 as the projected ceiling; the charge drops back to 2 when the plain fetch succeeded and no escalation ran) |
scrape_structured | 2 | Extract structured data with CSS selectors |
extract_embedded_state | 2 (7 projected with escalate: true, charged 2 when the plain fetch works) | Read a page's embedded JavaScript state — __NEXT_DATA__, React Server Component payloads (references between rows resolved, plus a data_rows index), Nuxt (Nuxt 3's __NUXT_DATA__ decoded), SvelteKit, Apollo, Redux, ytInitialData, Inertia, Shopify, JSON data-* attributes, <script type="application/json"> — with a path to scope the result, keys_only: true to see its first two levels of keys, or find: "<key>" to get every path where a field of that name lives. escalate: true re-reads a walled page in the stealth browser, runs the same parser and also reads the framework globals off window (window_state). No LLM in the extraction path |
extract_content | 2 | Enhanced content extraction |
map_site | 2 | Discover and map website structure (optional search= ranks the discovered URLs) |
process_document | 2 | Multi-format document processing |
localization | 2 | Look up a country's locale settings (Accept-Language, timezone, currency) to pass to other tools; returns values, applies none |
track_changes | 3 | Monitor content changes over time |
analyze_content | 3 | Comprehensive content analysis |
extract_structured | 3 | LLM-powered schema-driven extraction (your own LLM key or local Ollama) |
extract_with_llm | 3 | Natural-language extraction. Defaults to a local Ollama model; pass provider: "openai" | "anthropic" with the matching key for cloud models (external LLM billed by your provider) |
browser_session | 3 | A browser page that stays open across calls, keeping its cookies and its login in between. open a session on a URL, snapshot it to list the interactive elements as stable refs (@e1, @e2), act on a ref, read the content, close. Priced per operation: open 3, read 2, snapshot/act/screenshot/close/list 1 each. Reach for it when you must see the page before choosing what to click, when the flow spans several calls, or when a login must hold across later reads; one fixed action chain on one page is scrape_with_actions |
summarize_content | 4 | Generate intelligent summaries |
crawl_deep | 4 | Deep crawl entire websites |
search_web | 5 | Search the web using Google Search API |
reddit_search | 5 | Search Reddit posts/comments or read a full thread — reddit.com blocks direct scraping, so this reads the Arctic Shift community archive (free, no Reddit credentials). A Reddit-wide search spends a web search to discover posts, so it is priced with search_web |
serp_rank | 5 | Check where a domain ranks in Google's real organic SERP for a keyword (the position search_web can't give). Powered by DataForSEO (DATAFORSEO_LOGIN/DATAFORSEO_PASSWORD, billed to your own DataForSEO account). Returns { configured:false } and charges 0 credits until configured |
batch_scrape | 5 | Process multiple URLs simultaneously |
scrape_with_actions | 5 | Browser automation chains |
generate_llms_txt | 5 | Generate AI interaction guidelines |
stealth_mode | 5 | Anti-detection browser management |
agent | 8 (+5 per stealth retry that gets the page, max 2) | Autonomous research/extraction from a natural-language prompt — no URLs required. Plans, gathers, and shapes an answer under hard safety stops (max steps/URLs/wall-clock enforced by the orchestrator, never the LLM). A page that walls the plain fetch is retried in the stealth browser automatically — URLs you name first — and that evidence is marked via: "stealth"; each retry that runs adds 5 |
deep_research | 10 | Multi-stage research with source verification |
Ten tools (scrape, fetch_url, extract_content, crawl_deep, batch_scrape, stealth_mode, scrape_with_actions, process_document, deep_research, extract_embedded_state) accept max_inline_chars (default 40,000; env CRAWLFORGE_MAX_INLINE_CHARS): a result over it comes back as a preview plus a result_handle for read_result, with the full result kept for 1 hour under ~/.crawlforge/results/ on your own machine — nothing is uploaded.
For the full canonical capabilities reference (all tools, CLI commands, stealth engines, research workflow), see SKILL.md.
Every tool is metered and requires an API key. New accounts get 1,000 free trial credits — no credit card required to start.
| Plan | Credits | Best For |
|---|---|---|
| Free | 1,000 one-time | Testing & personal projects |
| Hobby ($19) | 5,000 / month | Small projects & development |
| Professional ($99) | 50,000 / month | Professional use & production |
| Business ($399) | 250,000 / month | Large scale operations |
All plans include:
# Optional: Set API key via environment
export CRAWLFORGE_API_KEY="cf_live_your_api_key_here"
# Optional: Custom API endpoint (for enterprise)
export CRAWLFORGE_API_URL="https://api.crawlforge.dev"
# As of v3.0.18, this variable is validated against an allow-list of CrawlForge backend hosts.
# Optional: Local LLM (Ollama) overrides — extract_with_llm, extract_structured
# and deep_research all use Ollama when no cloud key is set
export OLLAMA_BASE_URL="http://localhost:11434" # default; set https://ollama.com for Ollama Cloud
export OLLAMA_DEFAULT_MODEL="gemma3:4b" # optional; unset = pick the best installed model automatically
# deep_research judges claims with gemma3:12b when it is installed (ollama pull gemma3:12b);
# conflict detection is on only with that model, or a cloud provider
export OLLAMA_EMBEDDING_MODEL="nomic-embed-text" # default: OLLAMA_DEFAULT_MODEL; used for semantic ranking in deep_research
export OLLAMA_API_KEY="..." # only for authenticated endpoints (required by Ollama Cloud; a local instance needs none)
export DISABLE_OLLAMA="true" # skip Ollama entirely and use CSS/keyword fallbacks
# Optional: Cloud LLM keys — only needed when you pass provider: "openai" or "anthropic"
export OPENAI_API_KEY="sk-..."
export ANTHROPIC_API_KEY="sk-ant-..."
# Optional: limit which tools this client sees — by name, by group, or both (comma-separated)
export CRAWLFORGE_TOOLS="scrape,search_web,extract_content"
export CRAWLFORGE_TOOL_GROUPS="basic,search,scrape" # unset = all tools; unknown names/groups are ignored with a warning
# Optional: deep_research stealth extraction fallback (v4.6.6) — see below
export RESEARCH_STEALTH_ENGINE="auto" # auto (default) | camoufox | chromium
export RESEARCH_STEALTH_FALLBACK="true" # set to "false" to disable entirely
export RESEARCH_MAX_STEALTH_RETRIES="8" # cap on stealth retries per research run
# Optional: your own proxies for the stealth paths that have no caller to ask —
# the scrape escalation stage, the deep_research retry, the agent, browser_session.
# Comma-separated; a proxy passed on a call always wins. CrawlForge supplies none.
export CRAWLFORGE_STEALTH_PROXIES="http://user:pass@gw.provider.net:8080"
# Unrelated to the PROXY_ROTATION_* variables, which belong to the localization tool.
# Optional: turn off the clearance jar (on by default) — see "Stealth engines and proxies"
export CRAWLFORGE_CLEARANCE_JAR="off"
CrawlForge tracks the current MCP spec (2025-06-18) plus select experimental extensions:
scrape, map_site, serp_rank, reddit_search, search_web, extract_structured, and crawl_deep return machine-parseable structuredContent alongside the usual text, validated against a published outputSchema; legacy clients keep working off the text.isError: true result the calling model can read and retry from, instead of a raw JSON-RPC protocol error.tools/list ordering (client prompt-cache friendly), and cacheable-result hints on read-only tools.crawl_deep, batch_scrape, deep_research, agent — for clients that support polling; synchronous results are still returned for clients that don't.See docs/mcp-spec-adoption.md for wire-level examples and client-compatibility notes.
extract_with_llm with Ollama)extract_with_llm defaults to a local Ollama model — no LLM-provider key, no per-token LLM costs, and no data leaving your machine (the CrawlForge credit cost still applies).
# 1. Install Ollama: https://ollama.com
# 2. Pull any model from https://ollama.com/library
ollama pull llama3.2
# 3. Discover what's installed (from your MCP client)
# list_ollama_models()
# 4. Extract — defaults to Ollama with the model from step 2
# extract_with_llm({ url: "https://example.com", prompt: "…", model: "llama3.2" })
Every stealth entry point — scrape with escalate: true, stealth_mode, browser_session, scrape_with_actions and the deep_research retry — now defaults to auto: use Camoufox (Firefox anti-detect) when its binary is installed, fall back to Chromium when it is not, with the reason in the result's warnings[]. Every result names the engine that actually ran. Naming an engine explicitly behaves as it always has — camoufox fails rather than falling back, and chromium and playwright are the same engine (on scrape's escalate_engine, spell it playwright).
On browser_session and scrape_with_actions the engine applies only with stealth: true — their ordinary path is the standard Chromium pool.
auto is not free. Measured once each on an Apple Silicon Mac on 2026-09-21 (launch plus a context and a blank page): Chromium 148 ms and 253 MB, Camoufox 946 ms and 667 MB — roughly +0.8 s and +400 MB per stealth call. Pin engine: "playwright" for high-volume work on sites that do not block.
CrawlForge supplies no proxies, and a datacenter proxy does not fix a block: Cloudflare scores the IP's ASN and the TLS/HTTP2 handshake before any JavaScript runs, so no browser-side patch compensates for a datacenter address. Bring your own residential exit with CRAWLFORGE_STEALTH_PROXIES (comma-separated URLs), which the escalation stage, stealth_mode, browser_session, scrape_with_actions, the deep_research retry and the agent tool's automatic stealth retry use when the caller passes none; a proxy passed on the call always wins. With a proxy, Camoufox derives its timezone, locale and geolocation from the exit IP.
A challenge solved once is not solved again. When a stealth render gets past a Cloudflare or DataDome wall, the vendor's clearance cookies (cf_clearance, __cf_bm, datadome — nothing else) are kept in ~/.crawlforge/stealth-clearance.json (mode 0600) and replayed to the next stealth context with the same engine, User-Agent and proxy, for at most the cookie's own lifetime and never more than 24 hours. A render that still meets the wall drops them. Set CRAWLFORGE_CLEARANCE_JAR=off to disable.
Full detail, measurements and sources: docs/stealth-engines.md.
deep_research (Camoufox)deep_research automatically retries sources that block the normal fetch path (Reddit, Quora, forums, and Cloudflare/DataDome-protected pages return HTTP 403) through a real fingerprinted browser, then re-extracts from the rendered HTML. It's bounded (RESEARCH_MAX_STEALTH_RETRIES, default 8, plus a per-page timeout) and lazy — the browser stack only loads when a source is actually blocked.
Engine selection (RESEARCH_STEALTH_ENGINE):
auto (default) — prefer Camoufox (Firefox anti-detect), fall back to Chromium stealth, then plain fetch.camoufox — force Camoufox.chromium — force the Chromium stealth engine.Camoufox gets through walls that stop headless Chromium: in a benchmark run on 2026-09-21 from a residential IP it was the only engine to clear Cloudflare Turnstile (indeed.com) and Akamai (harrods.com), both of which blocked Chromium stealth. Neither engine cleared DataDome or an interactive Turnstile, so this is a better fetch path, not a bypass. To enable it, install the optional dependency and run its one-time binary fetch:
# Camoufox is declared as an optional dependency, so a normal install already pulls it.
# If you installed with --no-optional, add it explicitly:
npm install camoufox
# One-time download of the Camoufox Firefox binary (~130 MB):
npx camoufox fetch
Without the Camoufox binary, deep_research silently falls back to Chromium stealth and then to plain fetch — no errors, just lower recovery on heavily-protected sites. Disable the whole fallback with RESEARCH_STEALTH_FALLBACK=false.
Note: Hard IP-reputation blocks (e.g. Reddit's edge
403) resist headless stealth from any IP and require residential/mobile proxies, which CrawlForge does not provide — point the server at your own withCRAWLFORGE_STEALTH_PROXIES. See docs/stealth-engines.md for details.
Your configuration is stored at ~/.crawlforge/config.json:
{
"apiKey": "cf_live_...",
"userId": "user_...",
"email": "you@example.com"
}
Once configured, use these tools in your AI assistant:
"Search for the latest AI news"
"Extract all links from example.com"
"Crawl the documentation site and summarize it"
"Monitor this page for changes"
"Extract product prices from this e-commerce site"
~/.crawlforge/config.json{crawlforge.dev, www.crawlforge.dev, api.crawlforge.dev}, HTTPS required). Setting CRAWLFORGE_API_URL to an arbitrary host is blocked at parse time.scrape_with_actions accepts only 11 action types (snapshot, wait, click, type, press, scroll, screenshot, executeJavaScript, select, hover, navigate). No download, file-write, or arbitrary cross-page navigation primitives exist — navigate goes through the same SSRF and robots.txt gate as the initial URL.executeJavaScript action throws by default. Set ALLOW_JAVASCRIPT_EXECUTION=true at deploy time to enable (not recommended in production).deep_research (>50 URLs), batch_scrape (sync mode, >25 URLs), crawl_deep (projected >500 pages), extract_structured (schema has >3 required fields with no LLM configured). Credit-low situations also elicit. Confirmation is best-effort: if the MCP client does not support elicitation the tool proceeds (fail-open).withAuth() and is metered — credits are checked and deducted before execution, and a valid API key is required for every tool (fail-closed since v3.0.18).See docs/sandboxing-and-approvals.md for the full reference.
v3.0.3 (2025-10-01): Removed authentication bypass vulnerability. All users must authenticate with valid API keys.
For the full security policy and how to report a vulnerability, see SECURITY.md.
MIT License - see LICENSE file for details.
Contributions are welcome! Please read our Contributing Guide first.
Built with ❤️ by the CrawlForge team