crawlforge-mcp-server
MCP serverWeb & browsingCrawlforge lets your AI gather information straight from the web: it can scrape pages, crawl entire sites, run deep research, and extract the data you need on its own. It comes with 28 tools for scraping, crawling, and automatic data extraction, and returns results as clean Markdown or JSON. It was built and shared by the community, and its code is available on GitHub.
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What your AI can do with it
- Extract content from any web page
- Crawl whole websites by following their links
- Run deep research on a topic
- Pull specific data from pages automatically
- Deliver results as clean Markdown or JSON
Getting started
- Save this item in Your setup as a reference.
- Read the source or reference documentation for its setup requirements. Saving it here does not connect it to your AI.
- Check this page for availability before trying to install it through Ahel.
From the project's README
As published by mysleekdesigns/crawlforge-mcp in README.md.
30 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 β no credit card required.
Table of Contents
- Why CrawlForge?
- CrawlForge vs. alternatives
- Quick Start (2 Minutes)
- Available Tools
- Pricing
- Advanced Configuration
- Usage Examples
- Security & Privacy
- Support
- Contributing
π― Why CrawlForge?
- 30 MCP-native tools β scraping, crawling, search, real Google SERP rank tracking, deep research, an autonomous
agent, a unified multi-formatscrape, document processing, stealth browsing, and more, callable directly from your AI assistant. - Generous free tier β 1,000 credits to start instantly, no credit card. The grant is one-time rather than monthly, and the credits never expire.
- Local-LLM by default β
extract_with_llmruns 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. - LLM-ready output β clean Markdown, structured JSON (schema-driven), screenshots, links, and metadata from a single fetch.
- Autonomous
agentβ describe what you need in natural language; it plans, gathers, and shapes an answer under orchestrator-enforced hard stops (max steps/URLs/wall-clock) β no URLs required. - Security-hardened β SSRF protection on every request, a fail-closed backend allow-list, a vetted action allowlist for browser automation, and per-tool credit gating.
- Works everywhere MCP does β Claude Desktop, Claude Code, Cursor, and any other MCP-enabled client, configured in one command.
π CrawlForge vs. alternatives
| CrawlForge MCP | Firecrawl | Raw scraping API | |
|---|---|---|---|
| Native MCP server | β 30 tools | β | β |
| Free tier | β 1,000 credits, one-time, never expire | Limited | Varies |
| Self-hosted / local LLM extraction (Ollama) | β default, $0/token | β | β |
| Autonomous agent (no URLs needed) | β
agent | β | β |
| Deep research with source verification | β
deep_research | Partial | β |
| Browser automation / actions | β
scrape_with_actions | β | Varies |
| Stealth / anti-detection engines | β Chromium + Camoufox | β | Add-on |
| Pre-built site templates | β 10 sites | β | β |
| License | MIT | AGPL-3.0 | Proprietary |
Comparison reflects publicly documented capabilities at time of writing. CrawlForge is MIT-licensed and MCP-first β built to plug straight into AI coding assistants.
π Quick Start (2 Minutes)
1. Install from NPM
npm install -g crawlforge-mcp-server
2. Setup Your API Key (required)
Every tool requires a CrawlForge API key β 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:
- Guide you through getting your free API key
- Configure your credentials securely
- Auto-configure Claude Code and Cursor (if installed)
- Verify your setup is working
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.
3. Configure Your IDE (if not auto-configured)
Add to claude_desktop_config.json:
{
"mcpServers": {
"crawlforge": {
"command": "npx",
"args": ["-y", "crawlforge-mcp-server"]
}
}
}
Location:
- macOS:
~/Library/Application Support/Claude/claude_desktop_config.json - Windows:
%APPDATA%/Claude/claude_desktop_config.json - Linux:
~/.config/Claude/claude_desktop_config.json
Restart 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 β 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 β runcrawlforge mcpto start the server by hand.
π Available Tools
CrawlForge requires a CrawlForge API key β 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 | Extract clean text from web pages |
extract_links | 1 | 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) β 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 | Read a page's embedded JavaScript state β __NEXT_DATA__, React Server Component payloads, Nuxt, Apollo, Redux, <script type="application/json"> β with a path to scope the result. 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 | Multi-language and geo-location management |
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) |
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 β 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 | Autonomous research/extraction from a natural-language prompt β 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) |
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 β nothing is uploaded.
For the full canonical capabilities reference (all tools, CLI commands, stealth engines, research workflow), see SKILL.md.
π³ Pricing
Every tool is metered and requires an API key. New accounts get 1,000 free trial credits β 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:
- Access to all 30 tools
- Credits never expire; paid-plan credits roll over month to month
- API access and webhook notifications
π§ Advanced Configuration
Environment Variables
# 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 β 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 β 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 β 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) β 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
MCP Spec Features
CrawlForge tracks the current MCP spec (2025-06-18) plus select experimental extensions:
- Structured output β
scrape,map_site,serp_rank,reddit_search,search_web,extract_structured, andcrawl_deepreturn machine-parseablestructuredContentalongside the usual text, validated against a publishedoutputSchema; legacy clients keep working off the text. - Self-correctable errors β invalid tool input now comes back as an
isError: trueresult the calling model can read and retry from, instead of a raw JSON-RPC protocol error. - JSON Schema 2020-12 tool schemas, deterministic
tools/listordering (client prompt-cache friendly), and cacheable-result hints on read-only tools. - Icons on the server, its tools, and its prompts.
- Async tasks (experimental) on the four long-running tools β
crawl_deep,batch_scrape,deep_research,agentβ 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.
Local-LLM quickstart (extract_with_llm with Ollama)
extract_with_llm defaults to a local Ollama model β 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 β defaults to Ollama with the model from step 2
# extract_with_llm({ url: "https://example.com", prompt: "β¦", model: "llama3.2" })
Stealth extraction for 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 β the browser stack only loads when a source is actually blocked.
Engine selection (RESEARCH_STEALTH_ENGINE):
auto(default) β prefer Camoufox (Firefox anti-detect), fall back to Chromium stealth, then plain fetch.camoufoxβ force Camoufox.chromiumβ force the Chromium stealth engine.
Headless Chromium cannot clear modern challenges (Cloudflare Turnstile, DataDome) β Camoufox can. In testing it recovered Quora and Trustpilot pages that were otherwise fully blocked. 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 β 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. See docs/stealth-engines.md for details.
Manual Configuration
Your configuration is stored at ~/.crawlforge/config.json:
{
"apiKey": "cf_live_...",
"userId": "user_...",
"email": "you@example.com"
}
π Usage Examples
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"
π Security & Privacy
- Secure Authentication: API keys required for all metered tools
- Local Storage: API keys stored securely at
~/.crawlforge/config.json - HTTPS Only: All connections use encrypted HTTPS
- No Data Retention: We don't store scraped data, only usage logs
- Rate Limiting: Built-in protection against abuse
- Compliance: Respects robots.txt and GDPR requirements
Security & Approvals
- SSRF enforcement: Every scraped URL is validated before the request is sent β http/https only; blocks loopback, RFC1918, IPv6 private/link-local ranges, cloud metadata endpoints (GCP, Azure), and dangerous ports (SSH, SMTP, DNS, MySQL, Postgres, Redis, MongoDB, etc.). Redirects are re-validated each hop, capped at 5.
- Backend endpoint guard (v3.0.18): The server's own calls to CrawlForge.dev use a separate fail-closed allow-list (
{crawlforge.dev, www.crawlforge.dev, api.crawlforge.dev}, HTTPS required). SettingCRAWLFORGE_API_URLto an arbitrary host is blocked at parse time. - Action allowlist:
scrape_with_actionsaccepts only 7 action types (wait,click,type,press,scroll,screenshot,executeJavaScript). No download, file-write, or arbitrary cross-page navigation primitives exist. - JavaScript gate: The
executeJavaScriptaction throws by default. SetALLOW_JAVASCRIPT_EXECUTION=trueat deploy time to enable (not recommended in production). - MCP Elicitation (v3.6.0): Four tools request user confirmation before executing expensive operations β
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). - Per-tool credit gating: Every tool is wrapped with
withAuth()and is metered β 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.
Security Updates
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.
π Support
- Documentation: https://www.crawlforge.dev/docs
- Issues: GitHub Issues
- Email: support@crawlforge.dev
- Discord: Join our community
π License
MIT License - see LICENSE file for details.
π€ Contributing
Contributions are welcome! Please read our Contributing Guide first.
Built with β€οΈ by the CrawlForge team
Signals
- GitHub stars
- 2
- Last commit
- Sep 2026
- Weekly downloads
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Advanced
- Delivery
- crawlforge-mcp-server MCP server β your Ahel connector (mcp.ahel.ai) β your AI.
- Item type
- mcp-server
- Key
io-github-mysleekdesigns-crawlforge-mcp-server- Source
- github.com/mysleekdesigns/crawlforge-mcp
github.com/mysleekdesigns/crawlforge-mcp
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