# AI List Extractor for Any Website (`mambalabs/ai-list-extractor-any-website`) Actor

Describe a list in plain words and give web addresses. Your own OpenAI, Anthropic, Gemini, or Groq key reads each page and returns one row per item, with a check that flags values not found on the page. No selectors and no per site code.

- **URL**: https://apify.com/mambalabs/ai-list-extractor-any-website.md
- **Developed by:** [Mamba Labs](https://apify.com/mambalabs) (community)
- **Categories:** AI, Automation, Developer tools
- **Security:** Limited permissions
- **Stats:** 2 total users, 1 monthly users, 0.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $8.50 / 1,000 page extracteds

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.
Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have.

Learn more: https://docs.apify.com/actors/running/actors-in-store.md#pay-per-event

## What's an Apify Actor?

An Actor is a serverless cloud program that runs on the Apify platform. It has two run modes.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.

Apify vocabulary and the platform model are defined once, in the agent quickstart at https://apify.com/agents.md.

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.

Do not guess an integration path. Every one of them is in the agent quickstart at https://apify.com/agents.md: the Apify MCP server, Agent Skills with the Apify CLI, the JavaScript and Python clients, the REST API, and the account-free path for an agent with no human to sign in. It also carries the rule on stating cost before the first paid run.

For examples already wired to this Actor's own input schema, see the [API](#api) section below.

Each client library has reference documentation the quickstart does not restate: [JavaScript/TypeScript](https://docs.apify.com/api/client/js/docs.md) (`npm install apify-client`) and [Python](https://docs.apify.com/api/client/python/docs.md) (`pip install apify-client`).

# README

## AI List Extractor for Any Website

Give web addresses, say in plain words what one item is, and bring your own OpenAI, Anthropic, Gemini, or Groq key. The actor reads each page over plain HTTP, sends its text to your model, and returns one row per item. You pay your provider directly and pay this actor per page your model answers.

### Features

- No selectors and no per site code. The same input works on a careers page, a directory, or a product category.
- Your key, your model. Pick the provider and the model, and read your token counts on each page row.
- `fields_not_on_page` lists the keys of an item whose value does not appear in the page text, so you can check reworded or invented values first.
- Follows next page links up to `max_pages_per_url`. Name exact keys in `fields` for the same columns on every page.
- With no key, it reads up to 3 addresses for free, so you can see whether a page is readable before spending anything.

### How the data is read

Plain HTTP requests on the Apify proxy default pool, no login. No browser, no residential proxy, and no other developer's actor. Your key goes only to the provider you picked, in a request header. It is never stored, logged, or put in a prompt.

Page text goes to your model as data between random markers, and the model is told never to follow text in it. A page can still try to mislead a model, so treat extracted values as coming from the website. Nothing the model returns can trigger a fetch: next page links come from the page's own HTML, on the same host only.

### Input

| Field | Type | Default | What it does |
|---|---|---|---|
| `start_urls` | array |  | Public list pages that answer without a login, for example a careers page or a category page. A page that needs JavaScript or refuses plain requests returns a free row. |
| `what_to_extract` | string |  | Plain words, for example: every job: title, company, city, link. Needed when a key is given. |
| `fields` | array |  | Exact keys each item must carry, for the same columns on every page. Empty lets the model choose. In Clay, wrap a column in a one item list. |
| `provider` | string | `openai` | Whose API reads the page, on your key: openai (default), anthropic, gemini, or groq. |
| `api_key` | string |  | Your own key. It goes only to the provider you picked and is never stored, logged, or sent to the model. With no key the actor reads up to 3 addresses for free and sends nothing to a model. |
| `model` | string |  | Your provider's model name. Defaults: openai gpt-4o-mini, anthropic claude-haiku-4-5-20251001, gemini gemini-2.5-flash, groq llama-3.3-70b-versatile. |
| `max_pages_per_url` | string | `3` | How many pages to read from each address by following next page links. Default 3, at most 100. Each page your model answers is charged. |
| `max_items` | string | `1000` | The run stops after this many items. Default 1000. |
| `max_chars_per_page` | string | `40000` | Page text past this length is not sent, which limits your provider bill. Default 40000. The row says when text was cut. |
| `obey_robots` | string | `yes` | yes (default) or no. A disallowed page returns a free row. |
| `max_charge_usd` | string |  | Stops before a page would pass this figure, before your model is called. This limits this actor's charges, not your provider's bill. |

### Output

| Field | Type | What it holds |
|---|---|---|
| `row_type` | string | One of: item, page, run_summary. run_summary is the one free row written when the input is refused. |
| `start_url` | string | The address you gave that led to this page. |
| `source_url` | string | The page this row comes from. |
| `page_number` | integer | 1 for the start address, then 2, 3, and on as next page links are followed. |
| `item` | object | One extracted item, with the keys you named in fields or the keys the model chose. |
| `item_index` | integer | Position of the item on its page. |
| `fields_not_on_page` | array | Keys of this item whose value does not appear in the page text. Check these first: a model can reword or invent a value. |
| `item_count` | integer | On a page row, new items delivered from this page. |
| `title` | string | The page title. |
| `http_status` | integer | The status the page answered with. |
| `page_chars` | integer | Characters of page text before any cut. |
| `text_truncated` | boolean | True when the page text was longer than max_chars_per_page, so later items were not sent. |
| `text_preview` | string | On a run with no key, the first 500 characters your model would receive. |
| `next_page_url` | string | The next page link found on this page, if any. |
| `provider` | string | The LLM provider, on your key. |
| `model` | string | The model asked. |
| `input_tokens` | integer | Input tokens your provider reported, so you can read your bill. |
| `output_tokens` | integer | Output tokens your provider reported. |
| `row_key` | string | Stable key for this row within a run. |
| `row_status` | string | ok, or why this row carries no data: no_results, no_change, partial, blocked, or error. |
| `error_reason` | string | Why the row is not ok. A refused input reads input_invalid: followed by what to fix. |
| `billable_events_json` | string | What this row was billed as, for example {"page-extracted":1}. {} means free. |
| `scraped_at` | string | When the row was written, UTC. |

### Pricing

Pay per event. You also pay your LLM provider on your own key. Mamba Labs pays the platform costs of the run. Items, refused pages, failed provider calls, a run with no key, and a refused input are free.

| Event | Free plan | Bronze | Silver | Gold |
|---|---|---|---|---|
| `page-extracted`, one page your model answered, whatever the number of items on it | $0.01 | $0.0095 | $0.009 | $0.0085 |
| `apify-actor-start`, once per run (one per GB of memory; the default 256 MB is one) | $0.012 | $0.012 | $0.012 | $0.012 |

Per 1,000 rows of `page-extracted`: $10.00 on the free plan, $8.50 on Gold.

Free plan cap: 1.50 USD of evaluation a month, about 150 rows. Any paid Apify plan removes the cap, and it resets on the 1st. The run stops before a charge that passes your maximum charge per run in Apify or your `max_charge_usd` input.

Mamba Labs pays the platform costs of your run, Apify proxy traffic included.

A page where your model finds no items is charged, because the read and the call ran, and the row says so. Compare with `apify/ai-web-scraper` at 0.03 USD a page: that price includes the model, and this one does not.

### Usage examples

**Clay.** Number and on or off inputs are text fields, which is what Clay sends. A list input takes a JSON list, so wrap the address column in a one item list.

**MCP.** The Mamba Labs MCP server `@mambalabsdev/mcp-ai-list-extractor-any-website` exposes this actor to Claude and other MCP clients.

### Error handling

| Case | What you get |
|---|---|
| Missing or unreadable input | One free row, `row_type` `run_summary`, `error_reason` starting `input_invalid:` with what to fix. The run succeeds |
| A site refuses the read, or shows a challenge page | One free row with `row_status` `blocked`. The actor does not retry on another address and does not try to get past it |
| A page has almost no text in its HTML | One free row, because it likely needs JavaScript. No model call is made |
| robots.txt disallows the page | One free row. Set `obey_robots` to no to change this |
| Your key is refused, out of credit, or rate limited, or the model name is wrong | One free row with the provider's message, and the run stops |
| The model does not answer with valid JSON, or the provider fails | One free row. Three in a row stop the run. Your provider may still bill those calls |
| The run is close to its timeout | The actor stops starting new work 90 seconds before the timeout and delivers what it has |

### Limitations

- Fixtures and the refused key path are the test. No key of ours is used, so no real model has answered through this actor yet, and the first buyer's key is the live test. The per page charge, the item rows, and the default model names were tested on fixtures only. A default model name may be out of date: if your provider refuses it, set `model`.
- Item accuracy depends on your model. `fields_not_on_page` is a text match: a value the model reformatted is listed even when it is right, and a wrong value copied from elsewhere on the page is not listed.
- No JavaScript. A page that builds its list in the browser returns a free row and no items.
- No login, no captcha handling, and no route around a refusal. Many large sites refuse plain requests, and those return free rows. Paywalled text is not read.
- Only the first `max_chars_per_page` characters of a page go to the model, 40,000 by default. Later items on a longer page are missing, and the row says the text was cut. A model can also stop at its own output limit, and the row reads `partial`.
- Next page links are found by `rel=next`, a link reading Next, or a next class. A page using a load more button or numbered links only ends at page 1.
- `max_charge_usd` limits this actor's charges, not your provider's bill. A run restarted by the platform during a model call can repeat that page, which can bill you twice at your provider.
- Pages are read one at a time, so a run of many pages takes time.
- You are responsible for following the terms of the sites you read and of your LLM provider.

### Mamba Labs actor suite

| Actor | Actor ID |
|---|---|
| [Account Hiring Watch](https://apify.com/mambalabs/account-hiring-watch?fpr=mamba) | `gRAZA5WBi1r6L0gy7` |
| [Agent Accessibility Auditor](https://apify.com/mambalabs/agent-accessibility-auditor?fpr=mamba) | `anxbRv0lKrpQ1pnua` |
| [Agent to Brokerage Resolver](https://apify.com/mambalabs/agent-brokerage-resolver?fpr=mamba) | `ePRRGLxOGyaVHO4dI` |
| [AI Answer Visibility Tracker](https://apify.com/mambalabs/ai-answer-visibility-tracker?fpr=mamba) | `RJZvzKniYK4nswcMg` |
| [AI List Extractor for Any Website](https://apify.com/mambalabs/ai-list-extractor-any-website?fpr=mamba) | `D5hOdIez45M0NX5jD` |
| [AI Tooling Detector](https://apify.com/mambalabs/ai-tooling-detector?fpr=mamba) | `EwkHhmqiuJgRoVEbE` |
| [Amazon Product, Price, and Stock Tracker](https://apify.com/mambalabs/amazon-product-price-stock-tracker?fpr=mamba) | `MtJPZoyjJ3IeqTFyo` |
| [API Deprecation and Breaking Change Monitor](https://apify.com/mambalabs/api-change-monitor?fpr=mamba) | `pHsbS3xXUK8Jqutz5` |
| [App Store and Google Play Review Monitor](https://apify.com/mambalabs/app-store-google-play-review-monitor?fpr=mamba) | `MaCMEhGrbchxQZ92G` |
| [B2B Reddit Conversation Monitor](https://apify.com/mambalabs/b2b-reddit-conversation-monitor?fpr=mamba) | `SoDryzzsjmY3SsiyG` |
| [Bluesky Brand Presence Mapper](https://apify.com/mambalabs/bluesky-brand-presence-mapper?fpr=mamba) | `eLpxzP4IuXznlFVND` |
| [Bluesky Posts Scraper](https://apify.com/mambalabs/bluesky-posts-scraper?fpr=mamba) | `KldSjS7wjoeZ7vQGm` |
| [Brand Sponsor Finder](https://apify.com/mambalabs/brand-sponsor-finder?fpr=mamba) | `PPgK6xrgOmvL7Nrys` |
| [Bulk WHOIS and RDAP Domain Age Lookup](https://apify.com/mambalabs/whois-domain-lookup?fpr=mamba) | `MTrkG5FLU6SjqLdJY` |
| [Career Change Signal Engine](https://apify.com/mambalabs/career-change-signal-engine?fpr=mamba) | `vX2Yga1a6wGaXaP14` |
| [Company Careers Page Jobs, 17 ATS Boards](https://apify.com/mambalabs/ats-jobs-feed?fpr=mamba) | `izP0rfIgf5YaRZfIh` |
| [Company Change Event Feed](https://apify.com/mambalabs/company-change-event-feed?fpr=mamba) | `oX44rS0fkEJ3rXLWe` |
| [Company Discovery List Builder](https://apify.com/mambalabs/company-discovery-list-builder?fpr=mamba) | `jch0HdaZnpbMqlcGS` |
| [Company Firmographic Enricher](https://apify.com/mambalabs/company-firmographic-enricher?fpr=mamba) | `YlUtLWjfPpqykmB8g` |
| [Company Funding Record](https://apify.com/mambalabs/funding-investor-record?fpr=mamba) | `OFS4Mt1gyYNtGfUbE` |
| [Company Headcount Estimator](https://apify.com/mambalabs/company-headcount-estimator?fpr=mamba) | `aHC4GROnNt6kfZe5r` |
| [Company Identity Resolver](https://apify.com/mambalabs/company-identity-resolver?fpr=mamba) | `lr8fTRAmZCBZmuwwh` |
| [Company Role Email, Phone and Address Finder](https://apify.com/mambalabs/company-contact-details-extractor?fpr=mamba) | `4mMncKaJykiq94grz` |
| [Company Social Presence Mapper](https://apify.com/mambalabs/company-social-presence-mapper?fpr=mamba) | `4k6CCemkgBDz18m2h` |
| [Competitor Price, Stock, and Changelog Monitor](https://apify.com/mambalabs/competitor-price-stock-changelog-monitor?fpr=mamba) | `yxdgCbUQ4PYQWwRNU` |
| [Contact Classifier](https://apify.com/mambalabs/contact-classifier?fpr=mamba) | `0lGSeYJmniXhGANnO` |
| [Contractor License Search, CA, TX, WA, OR, LA](https://apify.com/mambalabs/contractor-license-lookup?fpr=mamba) | `WBYK3CPI2kdeq4bP1` |
| [CRM Contact Job Change Checker](https://apify.com/mambalabs/job-change-tracker?fpr=mamba) | `L8UbEmMJC1XYPSZOb` |
| [Domain Deliverability Checker](https://apify.com/mambalabs/domain-deliverability-checker?fpr=mamba) | `0tVgxI7A6o9jMlxmc` |
| [Domain to LinkedIn URL Resolver](https://apify.com/mambalabs/domain-to-linkedin-url-resolver?fpr=mamba) | `3HtnSaqPHOg1Qg5gx` |
| [Ecommerce Platform Profiler](https://apify.com/mambalabs/ecommerce-platform-profiler?fpr=mamba) | `5G2NeYjBbQTjaTn9L` |
| [Ecommerce Store Discovery](https://apify.com/mambalabs/ecommerce-store-discovery?fpr=mamba) | `PeHu4sLyFvQHXUUrX` |
| [Email List Verifier, Bring Your Own Key](https://apify.com/mambalabs/email-verifier?fpr=mamba) | `CzVJ4NlaCKk80xpgE` |
| [Event Presence Index](https://apify.com/mambalabs/event-presence-index?fpr=mamba) | `WLhMy8fMDgsxdYxv5` |
| [Expert Witness Finder, US and Australia](https://apify.com/mambalabs/expert-witness-directory?fpr=mamba) | `LIpwlgfE3LaQBaXd4` |
| [Facebook Posts Scraper](https://apify.com/mambalabs/facebook-posts-scraper?fpr=mamba) | `T6jxIeq4ua0SLXnqG` |
| [Funding and Press Signal Scanner](https://apify.com/mambalabs/funding-press-signal-scanner?fpr=mamba) | `FS13X6dhQVgX3XOM6` |
| [GDPR Cookie Banner and Consent Checker](https://apify.com/mambalabs/cookie-consent-audit?fpr=mamba) | `TrKyOS0KBoGC35nbr` |
| [GitHub Followers and Following Export](https://apify.com/mambalabs/github-followers-following-export?fpr=mamba) | `SGNxDmFb9v3tRDaFI` |
| [GitHub Organization Signal Scanner](https://apify.com/mambalabs/github-organization-signal-scanner?fpr=mamba) | `ahF8RRpv5mzPao5CN` |
| [Google Ads Transparency Center Scraper by Domain](https://apify.com/mambalabs/google-ads-transparency-monitor?fpr=mamba) | `1eOwxhBVxzvOXAm4s` |
| [Google Maps Places Scraper](https://apify.com/mambalabs/google-maps-places-scraper?fpr=mamba) | `SuvHCNJ7pIuw6gn54` |
| [Google Trends Scraper](https://apify.com/mambalabs/google-trends-scraper?fpr=mamba) | `OeDzaACKmBYJXzHZk` |
| [GTM Hiring Signal Scraper](https://apify.com/mambalabs/gtm-hiring-signal-scraper?fpr=mamba) | `D7O1SA2EqwHGsGr1P` |
| [GTM Signals Aggregator](https://apify.com/mambalabs/b2b-buying-signals-hiring-tech-stack-intent-for-clay?fpr=mamba) | `xKdRfnfFNkdMpFuNs` |
| [Healthcare Provider NPI Enricher](https://apify.com/mambalabs/healthcare-provider-npi-enricher?fpr=mamba) | `MrgbHzcpDq3mOv9Df` |
| [ICP Fit Scorer](https://apify.com/mambalabs/icp-account-lead-scoring-fit-scorer-0-100-for-clay?fpr=mamba) | `W161DT8W4kW55dMFh` |
| [Influencer Change Monitor](https://apify.com/mambalabs/creator-change-monitor?fpr=mamba) | `d2VVgahNL6UmcLkhg` |
| [Influencer Lead List Builder](https://apify.com/mambalabs/creator-lead-list-all-in-one?fpr=mamba) | `KnmByszcv135yM30G` |
| [Influencer Profile Scraper](https://apify.com/mambalabs/creator-profile-reader?fpr=mamba) | `EqEnklDVMIcB1V499` |
| [Influencer Search Across TikTok, Instagram and YouTube](https://apify.com/mambalabs/creator-finder?fpr=mamba) | `tpkedmloIIWtXx6sg` |
| [Influencer Talent Agency Lookup](https://apify.com/mambalabs/talent-agency-lookup?fpr=mamba) | `zCuX4Mgyg6JvXgGzd` |
| [Instagram Facebook Brand Presence Mapper](https://apify.com/mambalabs/meta-brand-presence-mapper?fpr=mamba) | `HXh65I0JBjPsunbY8` |
| [Integration and Marketplace Presence Mapper](https://apify.com/mambalabs/integration-marketplace-presence-mapper?fpr=mamba) | `V0guNuvM85Q61f2gj` |
| [Job Board Keyword Signal Scanner](https://apify.com/mambalabs/job-board-keyword-signal-scanner?fpr=mamba) | `4DvqpvhMR74NLcDDY` |
| [Job Posting Monitor](https://apify.com/mambalabs/gtm-job-discovery?fpr=mamba) | `QCfICD9kOPiOdj5iI` |
| [Journalist and Media List Builder](https://apify.com/mambalabs/journalist-media-list-builder?fpr=mamba) | `mAfizsZC8qRoR0ecS` |
| [Launch Directory List Builder](https://apify.com/mambalabs/launch-directory-list-builder?fpr=mamba) | `cRq3bmvEZxZtioQ7U` |
| [Lead File Import Checker](https://apify.com/mambalabs/lead-file-import-checker?fpr=mamba) | `RwlGVXTf46LqZdUgt` |
| [Legal Entity Resolver](https://apify.com/mambalabs/legal-entity-resolver?fpr=mamba) | `KHFyPCDIx7CyqULYm` |
| [Link in Bio Scraper and Newsletter Detector](https://apify.com/mambalabs/link-in-bio-newsletter-checker?fpr=mamba) | `OorucdheTIgu7RFzK` |
| [LinkedIn Company Page Mapper](https://apify.com/mambalabs/linkedin-company-presence-mapper?fpr=mamba) | `zOPm6A9JEhUGcIdFW` |
| [LinkedIn Jobs Feed](https://apify.com/mambalabs/linkedin-jobs-feed?fpr=mamba) | `SH6N0d8cz46BhCC8B` |
| [LinkedIn Post Tracker](https://apify.com/mambalabs/linkedin-post-engager-capture?fpr=mamba) | `oiGLNPuaf5BRaz9K5` |
| [Local Business Lead Builder](https://apify.com/mambalabs/local-business-lead-builder?fpr=mamba) | `qMN97aoHhsAS5bznV` |
| [Local Rank and Map Pack Tracker](https://apify.com/mambalabs/local-rank-map-pack-tracker?fpr=mamba) | `gv0kyHGDIg8XscclB` |
| [Lookalike Companies from Seed Domains](https://apify.com/mambalabs/lookalike-company-finder?fpr=mamba) | `e2O426WBAbLLQL4Z2` |
| [Manufacturer and Supplier Finder](https://apify.com/mambalabs/manufacturer-supplier-finder?fpr=mamba) | `Qcsdmd0lUfPzVkonh` |
| [MCP Server Change and Health Monitor](https://apify.com/mambalabs/mcp-server-change-health-monitor?fpr=mamba) | `IeqjWF9U0BdDQFY08` |
| [Media URL Transcriber](https://apify.com/mambalabs/media-url-transcriber?fpr=mamba) | `Syfr7Ya3EsHgWfrB6` |
| [Meta Ad Library Ads by Company, Graph API](https://apify.com/mambalabs/meta-ad-library-monitor?fpr=mamba) | `J1GWlSXfSGU3u8Wng` |
| [Mobile Phone Waterfall](https://apify.com/mambalabs/mobile-phone-waterfall-orchestrator?fpr=mamba) | `6OOgPktf7RIa5XCOP` |
| [New Hire Finder](https://apify.com/mambalabs/new-hire-finder?fpr=mamba) | `cKuc38p4nYHNF3IW8` |
| [Newly Registered Companies, UK, Norway, Finland, France](https://apify.com/mambalabs/new-company-registrations-feed?fpr=mamba) | `g2WfZhWvCtc57g2Jo` |
| [News and Media Mention Monitor](https://apify.com/mambalabs/news-media-mention-monitor?fpr=mamba) | `gol1PPUKrsIk4QLBd` |
| [Newsletter Sponsor Tracker](https://apify.com/mambalabs/newsletter-sponsor-tracker?fpr=mamba) | `qSwpqxD1TiPZpLQHv` |
| [Open Tender and RFP Finder](https://apify.com/mambalabs/open-tender-rfp-finder?fpr=mamba) | `kPTGz6t6TFoUUyfaO` |
| [Outbound Stack Detector](https://apify.com/mambalabs/outbound-infrastructure-fingerprint?fpr=mamba) | `v43UJC8r7qW7cBSTG` |
| [Page Finder and Extractor](https://apify.com/mambalabs/page-finder-extractor?fpr=mamba) | `TpurgcOZbVnknlaiC` |
| [Partner and Member Directory Extractor](https://apify.com/mambalabs/partner-member-directory-extractor?fpr=mamba) | `ZX0XJPPUvnFJxeC1a` |
| [People Finder & Email Verifier](https://apify.com/mambalabs/people-finder?fpr=mamba) | `LEgloG7tWgQl4o6TD` |
| [Person LinkedIn URL Resolver](https://apify.com/mambalabs/person-linkedin-url-resolver?fpr=mamba) | `ssuyPV8LnEsL8qbnb` |
| [Person Social Footprint Mapper](https://apify.com/mambalabs/person-social-footprint-mapper?fpr=mamba) | `jfQXa2zW9FHCJot9K` |
| [Personal Email to Company Resolver](https://apify.com/mambalabs/personal-email-to-company-resolver?fpr=mamba) | `AefT5Ye6YNPFQwJBf` |
| [Pinterest Brand Presence Mapper](https://apify.com/mambalabs/pinterest-brand-presence-mapper?fpr=mamba) | `d1HvjZfKhgvWsoEwn` |
| [Podcast Guest and Host Finder](https://apify.com/mambalabs/podcast-guest-host-finder?fpr=mamba) | `o2MGSvgbSLeeXOsIo` |
| [Product Hunt Daily Launches with Maker Domains](https://apify.com/mambalabs/product-hunt-launches-feed?fpr=mamba) | `O4VX63drWK9Y9x641` |
| [Prospect Engine](https://apify.com/mambalabs/b2b-prospect-engine?fpr=mamba) | `q9rT6v64nUJdPexOQ` |
| [Public Feature Board and Roadmap Monitor](https://apify.com/mambalabs/public-feature-board-roadmap-monitor?fpr=mamba) | `rcHF5gj5r2Vqnry35` |
| [Publishing Frequency Tracker](https://apify.com/mambalabs/blog-publishing-frequency?fpr=mamba) | `TbLwaUUATdYb6wp4N` |
| [Recent Funding Rounds Feed](https://apify.com/mambalabs/recent-funding-rounds-feed?fpr=mamba) | `KueVp9MOz7iOoAgDp` |
| [Reddit Brand Presence Mapper](https://apify.com/mambalabs/reddit-brand-presence-mapper?fpr=mamba) | `pKQZmDaT70SEb54bZ` |
| [Reddit Search and Thread Scraper](https://apify.com/mambalabs/reddit-search-thread-scraper?fpr=mamba) | `4Gsth5cP2Xt9V2xDN` |
| [Reporting Window Finder](https://apify.com/mambalabs/public-company-reporting-window-finder?fpr=mamba) | `uINxR7a1IW8qUTRUX` |
| [Research Topic Institutions and Authors](https://apify.com/mambalabs/research-topic-institutions-authors?fpr=mamba) | `OH8ANqt7bCKbo72Gk` |
| [Sequencer Event Poller](https://apify.com/mambalabs/sequencer-event-poller?fpr=mamba) | `S6s8Rjd61tGdrMRk4` |
| [Sequencer Lead Push](https://apify.com/mambalabs/clay-to-instantly-smartlead-push?fpr=mamba) | `0Jv27VeWM5tSZQs9x` |
| [Shopify App Store and Chrome Web Store Listings](https://apify.com/mambalabs/shopify-app-store-chrome-web-store-listings?fpr=mamba) | `gaY0BzkLyN77mD3wI` |
| [Site Crawler for Links and Tables](https://apify.com/mambalabs/site-crawler-links-tables?fpr=mamba) | `lLLJ6JxZ4XqN8ULz0` |
| [Substack Newsletter and Posts Scraper](https://apify.com/mambalabs/substack-scraper?fpr=mamba) | `UEFsdwiPLmPNVy9xd` |
| [Team Page People Extractor](https://apify.com/mambalabs/team-page-people-extractor?fpr=mamba) | `j8a9zX0k4mNbvDbWK` |
| [Tech Stack Signal Detector](https://apify.com/mambalabs/gtm-tech-stack-signal-scraper?fpr=mamba) | `qyd7nNyqFPelQViBx` |
| [Tennis Match Data](https://apify.com/mambalabs/tennis-match-data?fpr=mamba) | `v3OX6zxXHZOf2yurO` |
| [Threads Posts by Keyword, Exact Match](https://apify.com/mambalabs/threads-keyword-search?fpr=mamba) | `2OT8K8RiEEWtaj2MW` |
| [TikTok Brand Presence Mapper](https://apify.com/mambalabs/tiktok-brand-presence-mapper?fpr=mamba) | `fco8FvoJcSafbeyd1` |
| [Trustpilot Reputation Enricher](https://apify.com/mambalabs/review-platform-reputation-enricher?fpr=mamba) | `3lIqfCt61j4hqE1xz` |
| [US and UK Contract Award Winners by Company](https://apify.com/mambalabs/public-award-monitor?fpr=mamba) | `zhEtllASykOcx9hJ8` |
| [US Import Records Buyer Finder](https://apify.com/mambalabs/us-import-records-buyer-finder?fpr=mamba) | `VIMafpKF5ggOw0COU` |
| [VC and Accelerator Portfolio List Builder](https://apify.com/mambalabs/vc-accelerator-portfolio-list-builder?fpr=mamba) | `chH8hrfuoqqolW06m` |
| [Website Accessibility Checker, WCAG 2.2 AA](https://apify.com/mambalabs/wcag-accessibility-audit?fpr=mamba) | `P3jBj3FRghKEhX52z` |
| [Website Phrase and Business Model Classifier](https://apify.com/mambalabs/website-phrase-business-model-classifier?fpr=mamba) | `CBuZ9k7sRwBeiKiCS` |
| [Website Traffic Rank Estimator](https://apify.com/mambalabs/website-traffic-rank-estimator?fpr=mamba) | `GnOFUzlNVIoXgeJjH` |
| [Work Email Waterfall](https://apify.com/mambalabs/email-waterfall-orchestrator?fpr=mamba) | `OT6xqTFThC0Rjf7Zj` |
| [Workplace Program Detector](https://apify.com/mambalabs/workplace-program-detector?fpr=mamba) | `Li6pPDhqbdzFz3h7G` |
| [X Brand Presence Mapper](https://apify.com/mambalabs/x-brand-presence-mapper?fpr=mamba) | `oLOgadhHUkNAyDA3w` |
| [YouTube Channel from Company Domain](https://apify.com/mambalabs/youtube-channel-transcript-extractor?fpr=mamba) | `6hSpD3kd2s2IQ4VSs` |
| [Zillow Listing Details](https://apify.com/mambalabs/zillow-listing-details?fpr=mamba) | `yG4zM0Enfsw2NefJ1` |

Built by [Mamba Labs](https://apify.com/mambalabs).

# Actor input Schema

## `start_urls` (type: `array`):

Public list pages that answer without a login, for example a careers page or a category page. A page that needs JavaScript or refuses plain requests returns a free row.

## `what_to_extract` (type: `string`):

Plain words, for example: every job: title, company, city, link. Needed when a key is given.

## `fields` (type: `array`):

Exact keys each item must carry, for the same columns on every page. Empty lets the model choose. In Clay, wrap a column in a one item list.

## `provider` (type: `string`):

Whose API reads the page, on your key: openai (default), anthropic, gemini, or groq.

## `api_key` (type: `string`):

Your own key. It goes only to the provider you picked and is never stored, logged, or sent to the model. With no key the actor reads up to 3 addresses for free and sends nothing to a model.

## `model` (type: `string`):

Your provider's model name. Defaults: openai gpt-4o-mini, anthropic claude-haiku-4-5-20251001, gemini gemini-2.5-flash, groq llama-3.3-70b-versatile.

## `max_pages_per_url` (type: `string`):

How many pages to read from each address by following next page links. Default 3, at most 100. Each page your model answers is charged.

## `max_items` (type: `string`):

The run stops after this many items. Default 1000.

## `max_chars_per_page` (type: `string`):

Page text past this length is not sent, which limits your provider bill. Default 40000. The row says when text was cut.

## `obey_robots` (type: `string`):

yes (default) or no. A disallowed page returns a free row.

## `max_charge_usd` (type: `string`):

Stops before a page would pass this figure, before your model is called. This limits this actor's charges, not your provider's bill.

## `source_tag` (type: `string`):

Internal attribution tag. Leave empty.

## Actor input object example

```json
{
  "start_urls": [
    "https://quotes.toscrape.com/"
  ],
  "what_to_extract": "every quote: text, author, tags",
  "provider": "openai",
  "max_pages_per_url": "1",
  "max_items": "1000",
  "max_chars_per_page": "40000",
  "obey_robots": "yes"
}
```

# Actor output Schema

## `results` (type: `string`):

No description

## `run_summary` (type: `string`):

No description

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "start_urls": [
        "https://quotes.toscrape.com/"
    ],
    "what_to_extract": "every quote: text, author, tags",
    "max_pages_per_url": "1"
};

// Run the Actor and wait for it to finish
const run = await client.actor("mambalabs/ai-list-extractor-any-website").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = {
    "start_urls": ["https://quotes.toscrape.com/"],
    "what_to_extract": "every quote: text, author, tags",
    "max_pages_per_url": "1",
}

# Run the Actor and wait for it to finish
run = client.actor("mambalabs/ai-list-extractor-any-website").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
for item in client.dataset(run.default_dataset_id).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "start_urls": [
    "https://quotes.toscrape.com/"
  ],
  "what_to_extract": "every quote: text, author, tags",
  "max_pages_per_url": "1"
}' |
apify call mambalabs/ai-list-extractor-any-website --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,mambalabs/ai-list-extractor-any-website"
        }
    }
}
```

The hosted server signs you in with OAuth on first connect, so no API token belongs in this config. Clients without OAuth support can send an `Authorization: Bearer <APIFY_API_TOKEN>` header instead, using a token from API & Integrations in Apify Console (https://console.apify.com/settings/integrations).

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/D5hOdIez45M0NX5jD/builds/mxVitjtF5fwqTeQM8/openapi.json