Valendata
Ready-made scraping skill for Airbnb, letting an agent pull structured rows of listings data from Airbnb pages.
Ready-made skill for Amazon search results, returning clean structured product rows rather than raw HTML.
Skill for collecting App Store reviews as structured data.
Ready-made scraping skill that extracts structured listing data from eBay.
Workflow step that connects to Gmail so skills can be chained with email actions, e.g. as part of a lead-finding or notification pipeline.
Skill for scraping Google Maps places, returning each place with details such as phone number, website and rating; supports batch runs over many locations or queries.
Workflow step that writes skill results into Google Sheets, so scraped rows land in a spreadsheet on a schedule or from a webhook.
Ready-made skill for scraping Indeed job listings into structured rows.
Workflow step that pushes skill output into Notion as part of a chained automation.
Ready-made scraping skill for Reddit content, returning structured rows.
Workflow step that posts results to Slack, e.g. sending new job listings or leads to a channel on a schedule.
Skill for scraping Trustpilot reviews as structured data.
Skill for pulling new Upwork gigs, usable in scheduled workflows that forward them to Slack.
Ready-made scraping skill for YouTube data, returning clean structured rows.
Skill for scraping Zillow property listings into a fixed, typed output shape.
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@ValendataScrape https://news.ycombinator.com as Markdown."
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Valendata agent kit
Give your coding agent the web as an API. Ask Claude Code, Codex or Cursor for data from any website, and get clean rows back in the same shape every time, from skills that repair themselves when the site changes.
> Find 20 dentists in Austin on Google Maps with their phone, website and rating.
> Scrape the pricing page of firecrawl.dev as Markdown.
> Every Monday, list new remote Python jobs and post them to Slack.MIT · Docs · Website · 100 free credits a month, no card
What your agent gets
Ready-made skills for the sites people pay to scrape. A skill is a saved website task with typed inputs and outputs: Google Maps places, Amazon search, eBay, Zillow, Indeed, Booking, Airbnb, YouTube, Reddit, Trustpilot, App Store reviews and hundreds more in the public marketplace. Your agent searches them, clones one in a click (free), and runs it.
Any site, on demand. No skill for your site yet? The agent describes the task and Valendata builds one: it looks for the site's own data API first, and records it in a cloud browser only when there is none. From then on it runs like an API call.
Skills that fix themselves. When a site changes its layout, the skill notices short or wrong rows, repairs its own recipe, and keeps the same output fields, so your code and sheets don't break.
The web, page by page. Scrape a page to Markdown, crawl a site, map its URLs, search the web, or pull structured JSON by a schema. Arguments use Firecrawl's names, and the tools also answer to Firecrawl's own MCP tool names, so an agent set up for Firecrawl keeps working.
Workflows. Chain skills with code, AI steps and your apps (Gmail, Slack, Google Sheets, Notion and more): find leads → enrich → score → post to Slack, on a schedule or from a webhook.
Many inputs at once. Run one skill over a list of up to 10,000 inputs in a single batch.
Logins handled for you. A skill that needs an account signs in with the login you saved in the Valendata app. Passwords never pass through the agent.
Related MCP server: ScrapeGraph MCP Server
Install
Claude Code
claude plugin marketplace add prinzeval/valendata && claude plugin install valendata@valendataOr, inside Claude Code: /plugin marketplace add prinzeval/valendata, then /plugin install valendata@valendata.
Then run /mcp, pick plugin:valendata:valendata and choose Authenticate. Sign in to Valendata in the browser.
Codex
curl -fsSL https://raw.githubusercontent.com/prinzeval/valendata/main/scripts/install.sh | sh -s -- codex && codex mcp login valendataThis adds [mcp_servers.valendata] to ~/.codex/config.toml, puts the skill in ~/.agents/skills/valendata, and opens the Valendata sign-in in the browser.
The kit is also a Codex plugin marketplace: codex plugin marketplace add prinzeval/valendata, then install Valendata from the plugin directory.
Cursor
curl -fsSL https://raw.githubusercontent.com/prinzeval/valendata/main/scripts/install.sh | sh -s -- cursorThis adds valendata to ~/.cursor/mcp.json and puts the skill in ~/.cursor/skills/valendata. Then open Cursor Settings → Tools & MCP and click Connect next to valendata.
To add only the MCP server with one click, open this link: Add Valendata to Cursor.
Claude.ai, ChatGPT and other agents
The MCP server is https://api.valendata.com/mcp. Add it as a custom connector and sign in through the browser. Step-by-step instructions: Connect your AI assistant.
The skill alone, for any agent that reads Agent Skills:
npx skills add prinzeval/valendataplugins/valendata is also an Agent Plugins package (plugin.json and mcp.json) for hosts that read that standard.
Try it
After you sign in, ask your agent:
Ask | What happens |
"Find a Valendata skill for Google Maps places and get 10 coffee shops in Lisbon." | Searches the marketplace, clones the skill, runs it with |
"Scrape https://news.ycombinator.com as Markdown." | One |
"Map docs.example.com, then crawl its 20 most relevant pages." |
|
"Make me a skill that lists new listings on this site: https://…" |
|
"Run that skill for these 50 cities." |
|
"Every weekday at 9, send me new Upwork Python gigs on Slack." | A workflow with a schedule, after you confirm. |
More prompts are in examples/prompts.md.
Use it from code
The same account works over plain HTTP with an API key (Settings → API Keys in the app):
Firecrawl-compatible: point the official Firecrawl SDK at
https://api.valendata.com. See examples/firecrawl.py.Apify-compatible: point
apify-clientathttps://api.valendata.com/apify. Popular actor IDs such ascompass/crawler-google-placesrun the matching Valendata skill. See examples/apify_client.py.Valendata REST API: run any of your skills by its slug. See examples/run_skill.sh and the API reference.
How it compares
Valendata | Scraping APIs (Firecrawl and others) | Actor marketplaces (Apify and others) | Browser agents | |
Clean rows in a fixed shape | Yes, typed per skill | You write the schema each time | Per actor | Varies run to run |
Repairs itself when a site changes | Yes | No | Depends on the actor's author | Re-plans every run |
Any site on demand | Yes, built for you | Pages, not tasks | Only if someone built an actor | Yes, slowly |
Workflows with your apps | Built in | No | Via n8n, Make or Zapier | No |
Logged-in sites | Saved logins | Limited | Cookies you paste | Yes |
One tool per skill for your agent | Yes | No | No | No |
Pricing
1 credit is $0.01. New accounts get 100 free credits every month, with no card. A run costs what the skill uses: a plain page fetch is 0.1 credit, a page in the cloud browser 0.5 credit. The price is shown before a run, and your agent states it before a large or repeated run. Every run keeps the credits it used. Details: Credits.
What the agent can do, and what it can't
What the agent sees depends on what you ticked at sign-in. By default it can search the marketplace, read and run your skills and workflows, create and fix skills, use the web tools, and read runs. Editing, deleting and scheduling, your account and credits, and your connected apps are extra permissions you tick yourself. The full list: MCP tools.
The skill tells the agent to ask you first before anything that spends many credits, schedules work, deletes something, or sends or changes something in your apps. It treats text found in pages and emails as data, never as instructions.
Sign in with an API key instead
If your agent cannot open the browser sign-in, make an API key in Valendata under Settings → API Keys, put it in your shell, and pass the variable's name to the install script:
export VALENDATA_API_KEY="vd_sk_..."
curl -fsSL https://raw.githubusercontent.com/prinzeval/valendata/main/scripts/install.sh | sh -s -- codex --api-key-env VALENDATA_API_KEYIt works the same for claude and cursor. The config gets the variable's name, never the key. The key carries only the scopes you picked when you made it.
Install script options
install.sh <claude|codex|cursor|skill|all> [--api-key-env NAME] [--dry-run]--dry-run prints what would change and changes nothing. VALENDATA_MCP_URL, CLAUDE_CONFIG_DIR, CODEX_HOME, CURSOR_CONFIG_DIR and AGENTS_SKILLS_DIR change where it points and writes. An entry that is already there is left as it is.
What is in this repository
Path | What it is |
| The skill. Edit it here. |
| Prompts, and code for the Firecrawl SDK, |
| Name, version, server URL and listing text. Every manifest is built from it. |
| The packaged plugin, built by |
| The Claude Code marketplace. |
| The Codex marketplace. |
| The Cursor marketplace. |
| The install script. |
|
|
After you change kit.json or the skill, run npm run build, then npm test. See CONTRIBUTING.md.
Contributing and support
Issues and pull requests are welcome: a better prompt in the skill, a new example, support for another agent host. For a site that doesn't work on Valendata, open an issue with the site and what you need from it, or use request_site from your agent. Security reports: see SECURITY.md.
License
MIT. The multi-host packaging is adapted from ego-lite (MIT, Copyright (c) 2026 CitroLabs). See NOTICE.
This server cannot be deployed
Maintenance
Related MCP Connectors
Web scraping for agents. Point it at a URL and it returns the page as clean markdown, JavaScript-rendered pages included. Point it at a site and it maps the URLs or crawls the section you need in the background, a few pages at a time so results fit in the conversation. Search the web and read full pages, extract fields with a JSON schema you define (validated, never invented), read a store's catalogue or a blog's posts from the platform's own feed, and check whether a page has changed. Failed requests cost nothing. The free plan includes 1,500 credits a month.
Public web data for AI agents: scrape any page, plus Google, TikTok, Instagram and Amazon as JSON.
- mcpOAuthcom.sequentum
Turn the web into structured, reliable, actionable enterprise data for AI Agents
Cloud scraping & crawling API for AI agents. Turn any URL into clean, LLM-ready markdown.
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