monocrawl

Monocrawl MCP

Community monocrawl
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Monocrawl MCP server and agent skill: live public data from 70+ platforms for AI agents

Monocrawl MCP

Give your AI agent live public data from 70+ platforms. Profiles, posts, comments, transcripts, products, prices, reviews, listings, jobs, ads and search results from TikTok, Instagram, YouTube, LinkedIn, X, Reddit, Amazon, Walmart, Vinted, Booking.com, Airbnb, Tripadvisor, Zillow, Zoopla, Rightmove, Trustpilot, Google and many more, plus website crawls and live browser sessions. One key, one response format, and 1,000 free credits every month.

npmMCP RegistryEndpointsPlatformsFree creditsLicense: MIT

Quick start · Client setup · What you can ask · Tools · Platforms · Pricing · Configuration

Why Monocrawl

  • 650+ endpoints across REST and MCP. Your agent can call every one of the 610 live data endpoints across 74 platforms straight from this server, including website crawls and live browser sessions.
  • Sign in with your browser. One command connects Claude Code, Codex, Cursor, VS Code and five other agents. No key to copy or paste.
  • Works in Claude.ai and ChatGPT today. Add Monocrawl as a custom connector and sign in with OAuth.
  • Always current. Tools, parameters and prices load live from the hosted service. Nothing is bundled, so nothing goes out of date.
  • Spending you control. Every result reports its cost. Cap any call with max_credits, preview any cost for free, and set a credit limit on each connection.
  • Failed calls cost nothing. Errors and upstream failures are refunded automatically.
  • Big results, paid for once. Large responses are kept for 24 hours, and get_result reads them in full at no charge.

Quick start

1. Browser sign-in (recommended)

npx -y monocrawl-cli@latest init --agent claude

Swap claude for codex, cursor, vscode, grok, opencode, gemini, openclaw or hermes. A browser tab opens, you approve the connection, and the helper writes it to your agent's MCP settings. Your key never appears in the terminal or the chat. Each connection can be given a credit limit or revoked in the dashboard.

2. Hosted server, nothing to install

Client How to connect
Claude.ai, ChatGPT Add a custom connector with https://www.monocrawl.com/mcp/oauth, then sign in
Claude Code claude mcp add --scope user --transport http monocrawl https://www.monocrawl.com/mcp --header "Authorization: Bearer mn_your_key_here"
Gemini CLI gemini mcp add --scope user --transport http monocrawl https://www.monocrawl.com/mcp/oauth
Any HTTP client https://www.monocrawl.com/mcp with an Authorization: Bearer mn_your_key_here or x-api-key header

3. This package, running locally

For clients that only start local (stdio) servers. Requires Node.js 22 or newer.

{
  "mcpServers": {
    "monocrawl": {
      "command": "npx",
      "args": ["-y", "monocrawl-mcp@latest"],
      "env": {
        "MONOCRAWL_API_KEY": "mn_your_key_here"
      }
    }
  }
}

Create a free account and copy a key from API keys. Keys start with mn_. Want to look around first? Leave out the env block: list_endpoints, get_endpoint and get_docs work without an account.

4. Agent skill

Teach Claude Code, Cursor, Codex and other agents how to use Monocrawl: finding the right endpoint, checking its price first and retrying safely.

npx skills add monocrawl/monocrawl-mcp

The skill does not connect Monocrawl on its own. Use one of the options above for the connection.

Client setup

Restart your client after saving its configuration, then ask your agent to check your Monocrawl balance to confirm the tools loaded.

Claude Code
claude mcp add --scope user --transport stdio monocrawl --env MONOCRAWL_API_KEY=mn_your_key_here -- npx -y monocrawl-mcp@latest
Claude Desktop

Add this to claude_desktop_config.json: ~/Library/Application Support/Claude/ on macOS, %APPDATA%\Claude\ on Windows.

{
  "mcpServers": {
    "monocrawl": {
      "command": "npx",
      "args": ["-y", "monocrawl-mcp@latest"],
      "env": { "MONOCRAWL_API_KEY": "mn_your_key_here" }
    }
  }
}
Cursor

Add this to ~/.cursor/mcp.json, or to .cursor/mcp.json in a project.

{
  "mcpServers": {
    "monocrawl": {
      "command": "npx",
      "args": ["-y", "monocrawl-mcp@latest"],
      "env": { "MONOCRAWL_API_KEY": "mn_your_key_here" }
    }
  }
}
VS Code

Add this to .vscode/mcp.json. VS Code asks for the key once and stores it securely, so it never sits in the file.

{
  "inputs": [
    { "type": "promptString", "id": "monocrawl-key", "description": "Monocrawl API key", "password": true }
  ],
  "servers": {
    "monocrawl": {
      "type": "stdio",
      "command": "npx",
      "args": ["-y", "monocrawl-mcp@latest"],
      "env": { "MONOCRAWL_API_KEY": "${input:monocrawl-key}" }
    }
  }
}
Windsurf

Add this to ~/.codeium/windsurf/mcp_config.json.

{
  "mcpServers": {
    "monocrawl": {
      "command": "npx",
      "args": ["-y", "monocrawl-mcp@latest"],
      "env": { "MONOCRAWL_API_KEY": "mn_your_key_here" }
    }
  }
}
Codex

Add this to ~/.codex/config.toml.

[mcp_servers.monocrawl]
command = "npx"
args = ["-y", "monocrawl-mcp@latest"]
env = { MONOCRAWL_API_KEY = "mn_your_key_here" }
Any other MCP client

Run npx -y monocrawl-mcp@latest as a stdio server with MONOCRAWL_API_KEY in its environment.

What you can ask

Ask in plain language. Your agent picks the endpoints, checks prices and makes the calls.

Ask your agent What it uses
"Get NASA's TikTok profile and its latest videos." tiktok/profile, tiktok/profile-videos
"What are people saying about the Stanley cup on Reddit this week?" reddit/search, reddit/post/comments
"Compare prices for Sony WH-1000XM5 headphones on Amazon, Walmart and eBay." amazon/search, walmart/search, ebay/search
"Summarise the latest Trustpilot reviews for Monzo." trustpilot/reviews
"Find hotels in Lisbon on Booking.com for 10 to 14 October." booking/search-hotels
"Transcribe this YouTube video and list its sponsors." youtube/post-transcript, youtube/video-sponsors
"What have Barbour wax jackets actually sold for on Vinted?" vinted/sold-comparables
"Crawl the Vercel changelog and list this month's releases." start_data_job (web/crawl)
"What would a Zoopla valuation cost before I run it?" get_endpoint (free)
"Watch r/MechanicalKeyboards for posts about Keychron and show me new ones each morning." create_monitor, monitor_findings

Every response uses the same envelope on every platform. This is a real response for NASA's TikTok profile, recorded on 26 September 2026 and trimmed:

{
  "success": true,
  "platform": "tiktok",
  "endpoint": "/v1/tiktok/profile",
  "data": {
    "handle": "nasa",
    "name": "NASA",
    "url": "https://www.tiktok.com/@nasa",
    "verified": true,
    "followers": 1829985,
    "following": 23,
    "likes_count": 9619119,
    "video_count": 48
  },
  "credits_used": 1
}

Full responses also carry credits_remaining and a request_id for support and receipts.

Tools

19 tools. The ones that start jobs, open browsers or change monitors show a free preview first and only act once confirmed.

Tool What it does Account needed Cost
list_endpoints Browse the live catalogue by platform or keyword, with each endpoint's price No Free
get_endpoint One endpoint in full: parameters, price and a ready-to-run example No Free
get_docs Read Monocrawl guides as Markdown No Free
call_endpoint Fetch live data from any endpoint. max_credits caps the charge, idempotency_key makes retries safe, dry_run returns a free estimate Yes The endpoint's price
get_result Read a large result in full for 24 hours without running it again Yes Free
get_balance Your credits and this connection's spending limit Yes Free
list_monitors Every monitor with its schedule, last run and spend this month Yes Free
get_monitor One monitor with its recent runs and receipts Yes Free
create_monitor Watch a subject across platforms on a schedule. Shows the plan and estimate first, then creates it once confirmed Yes 1 credit, then each run
update_monitor Pause, resume, rename or reschedule a monitor Yes Free
run_monitor Run a monitor now. Shows the estimate first Yes Per run
monitor_findings New findings with evidence links, newest first Yes Free
mark_monitor_findings_seen Mark findings as read Yes Free
delete_monitor Delete a monitor once confirmed Yes Free
start_data_job Crawl a website, batch-scrape many URLs, run an autonomous web task, or collect Tripadvisor attraction and restaurant reviews. Gives a free estimate first, then starts with a credit cap Yes The job's price
cancel_web_job Check on a data job or cancel it Yes Free
create_browser_session Open a hosted browser, optionally on a web page. Gives a free estimate first, then opens with a credit cap Yes The session's price
execute_browser_session Run code in the live page to click, type, fill in forms or read it. Shows the exact code and page before anything runs Yes Per run
close_browser_session Close a browser session Yes Free

Monitors keep running on Monocrawl's servers after your chat closes, and deliver findings to the dashboard or your own destinations.

Platforms

All 610 live data endpoints across 74 platforms are callable from this server, through the same key as the REST API. Ask your agent to run list_endpoints for the live list with prices.

Social and community

Platform Endpoints What your agent can get
TikTok 35 Profiles, videos, comments and replies, transcripts, trending, TikTok's popular hashtag and video boards, top ads, search across videos, users, hashtags and sounds, hashtag details, songs and effects, followers and following, audience, liked videos, reposts, playlists, collections, places, live status
Instagram 38 Profiles and account details, posts, reels, full post and reel feeds, stories and highlights, comments and replies, likers, engagement and post stats, followers and following, similar accounts, username suggestions, tagged, location and audio feeds, transcripts, trending reels, search across profiles, reels, hashtags, places and music
YouTube 29 Channels, videos, Shorts, live streams, playlists, community posts, comments and replies, transcripts and subtitles, sponsors, thumbnails and media files, search with filters and autocomplete, trending videos and Shorts
LinkedIn 43 Profiles and every profile section (experience, education, skills, certifications, honours, publications, recommendations, volunteering, interests), posts, comments, reactions and reposts, companies with their people, posts and jobs, groups, jobs, transcripts, search across people, posts, jobs, schools, industries and locations
X (Twitter) 16 Profiles, tweets, replies, quotes, retweeters, mentions, media, followers and following, communities, video transcripts, tweet and user search
Facebook 23 Pages and profiles, posts, reels and full reel feeds, photos, comments and replies, groups and group posts, events and event search, Marketplace search and listings, video transcripts, search across pages, people, posts and videos
Reddit 13 Posts and comment threads, subreddits and their details, users with their posts and comments, video transcripts, search across posts, comments and subreddits, in-subreddit search, a multi-query research sweep
Threads 6 Profiles, posts, comments, user posts, keyword and user search
Quora 7 Questions, answers, profiles, Spaces, topics, user posts, search
Pinterest 4 Pins, boards, a user's boards, search
Rumble 5 Search, channel videos, videos, comments, transcripts
Twitch 4 Profiles, clips, videos, stream schedules
Bluesky 4 Profiles, posts, a user's posts, search
Snapchat 3 Profiles, Spotlight videos and their comments
Telegram 3 Public channels, channel posts, single posts
Truth Social 3 Profiles, posts, a user's posts
Kwai 3 Profiles, posts, a user's posts
Kick 1 Clips

Shopping and marketplaces

Platform Endpoints What your agent can get
Amazon 11 Search, products, reviews, best sellers, deals, categories, offers from every seller, seller profiles, products and reviews, shop pages
Walmart 8 Search, products, offers, reviews, category browsing, rollbacks, sellers and seller reviews
Klarna 18 Products and every merchant offer, price history, comparisons, search and suggestions, user and expert reviews, category browsing with filters and buying guides, stores
AliExpress 12 Search, products and descriptions, reviews, shipping, similar items, hot products, promotions, stores and their products, categories
Sephora 12 Search and suggestions, products, reviews, similar products, brands, categories, stores and in-store availability
Etsy 11 Search and suggestions, listings, reviews, similar items, categories, shops with their listings and reviews
H&M 9 Search and suggestions, products, new arrivals, similar items, supplier and factory disclosures, categories, stores
Gumtree 9 UK classifieds: search and suggestions, listings, similar listings, trending searches, categories, filters, locations
Vinted 8 Search, search by image, listings, sellers with their items and feedback, price suggestions, sold comparables
Google Shopping 7 Search, products, price history, reviews, sellers, deals, store reviews
Target 6 Search, products, reviews, categories, store lookup
Kohl's 5 Search, reviews, product questions, categories, stores
TikTok Shop 5 Products, reviews, search, shop catalogues, creator showcases
Home Depot 3 Search, products, reviews
eBay 2 Listing search and listing details
Wayfair 1 Product reviews

Travel and property

Platform Endpoints What your agent can get
Tripadvisor 17 Hotels, restaurants, attractions and cruises: search, details and traveller reviews, place lookup
Booking.com 12 Hotel search, details, rooms, availability, review scores and reviews, attractions, flight search
Airbnb 7 Stay search, stay details, availability, prices, ratings, reviews, place lookup
Zoopla 12 Sale and rental search, property details and history, valuations and estimates, sold prices, area and street data, estate agents
Rightmove 9 Sale and rental search, property details, similar homes, estate agents, sold prices
Zillow 5 For-sale and sold search, property and building details, location lookup

Reviews, apps and local

Platform Endpoints What your agent can get
Trustpilot 8 Company search, profiles and reviews, reviewer profiles and their reviews, categories
Google Places 8 Place search and details, reviews, questions and answers, business updates, hotel search
Yelp 7 Business search and suggestions, business details, reviews, photos, menus, related businesses
G2 7 Software products, reviews, categories, vendors and their products
App Store 8 App search and suggestions, app details, reviews, charts, categories
Google Play 8 App search and suggestions, app details, reviews, charts, categories

Search, news and markets

Platform Endpoints What your agent can get
Google Search 4 Web, news, image and Maps results
Google Quick Search 1 Fast web results
Google News 1 News search
Google Trends 3 Interest over time, related queries, what is trending now
Content Analysis 9 Cross-web brand mentions, sentiment, phrase trends, rating distributions, summaries
Mosaic 3 One query across many platforms, creator discovery, forum search
Google Finance 4 Quotes, ticker search, market overviews
Markets 4 Price history, company news, options chains, financial statements
Polymarket 1 Prediction-market research

Ad libraries

Platform Endpoints What your agent can get
Meta Ad Library 5 Ad and advertiser search, an advertiser's ads, ad details, video-ad transcripts
Google Ads Transparency 3 Advertiser search, an advertiser's ads, ad details
TikTok Ad Library 2 Ad search, ad details
LinkedIn Ad Library 2 Ad search, ad details

Jobs, companies and developers

Platform Endpoints What your agent can get
Job boards 11 Job search and listings from LinkedIn, Indeed, Bing and Xing, company lookup, salary ranges by title
GitHub 12 Users and their repositories, READMEs, releases, issues and top issues, issue comments, search, repository dossiers, contributor activity
Hacker News 4 Stories, comment trees, profiles, search
Companies House 3 UK company search, company records, officers

Music

Platform Endpoints What your agent can get
Spotify 7 Artists, albums, tracks, playlists, podcasts and episodes, search
Apple Music 4 Artists, albums, tracks, search
SoundCloud 3 Artists, their tracks, track details

Web and link-in-bio

Platform Endpoints What your agent can get
Web 16 Scrape any page to Markdown, extract structured data, map a site's URLs, parse documents, find a brand's social profiles, crawl whole sites, batch-scrape many URLs, run autonomous web tasks, drive live browser sessions
On-Page SEO 1 SEO audit of a single page
Linktree 1 Every link on a creator's page
Linkbio 1 Every link on a creator's page
LinkMe 1 Every link on a creator's page
Komi 1 Every link on a creator's page
Pillar 1 Every link on a creator's page

Cross-platform research

Platform Endpoints What your agent can get
Panorama 27 Research across platforms in one call: brand mentions and mention surges, reputation, share of voice, earned media, demand signals, leads, creator vetting, audience overlap, handle audits, crisis post-mortems, employer brand, product reviews and review integrity, launch and developer-tool briefs, video intelligence, comment and URL lookup, batch profiles and post stats

Pricing

Every endpoint has a fixed credit price, shown by list_endpoints and get_endpoint before you spend anything. Most cost 1 to 5 credits.

Plan Credits each month Price
Free 1,000 $0, no card needed
Starter 10,000 $29 a month
Pro 40,000 $99 a month
Growth 135,000 $299 a month
Business 400,000 $799 a month

Annual billing and extra credit top-ups are available on paid plans. See pricing.

Configuration

Variable Default Purpose
MONOCRAWL_API_KEY Empty Your key. Optional for free discovery; needed for data, account and monitor tools
MONOCRAWL_TIMEOUT_MS 75000 Time allowed for each request, from 100 to 120000 milliseconds
MONOCRAWL_MCP_URL https://www.monocrawl.com/mcp Service address. Only the official address and local 127.0.0.1 or [::1] addresses for development are accepted

How the bridge handles your key and your credits

  • Your key goes to Monocrawl and nowhere else. Redirects and unofficial addresses are refused.
  • A paid request is sent once. The bridge never retries on its own, even after a timeout, so a slow call is never charged twice. To retry on purpose, reuse the same idempotency_key.
  • The same rules as the hosted service. Prices, account limits, key permissions and confirmation steps are all enforced by Monocrawl, so running locally costs exactly the same.
  • Clean output. Standard output carries only MCP messages; diagnostics go to standard error.

Troubleshooting

What you see What to do
Monocrawl tools don't appear Restart the client or start a new session, then ask your agent to check your balance
401 or UNAUTHORIZED Check MONOCRAWL_API_KEY, or create a new key in API keys
npx fails to start the server This package needs Node.js 22 or newer. Run node --version to check
A result stops partway Large results come with a stored copy. Ask your agent to read it with get_result; it's free for 24 hours

Links

License

MIT © NTV LTD, trading as Monocrawl. Use of the Monocrawl service is governed by the terms of service.

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