# Parsera AI integration on Definable

> Parsera is a lightweight Python library for scraping websites using large language models (LLMs).

## What this connects

Parsera is a lightweight Python library for scraping websites using large language models (LLMs).

Vendor: https://parsera.org/

## Tools available

**13** tools available. First 12:

- `PARSERA_CREATE_SCRAPER` — Create Scraper — Tool to create a new empty scraper for your account. Returns a scraper_id that can be used with the generate endpoint to generate scraping code.
- `PARSERA_DELETE_SCRAPER` — Delete Scraper — Tool to delete an existing scraper by its ID. Use when you need to remove a scraper that was created through the /v1/scrapers/new endpoint.
- `PARSERA_EXTRACT_DATA` — Extract Data from Webpage — Tool to perform LLM-powered data extraction from a live webpage URL with specified attributes. Use when you need to extract structured data from web pages based on field descriptions.
- `PARSERA_EXTRACT_MARKDOWN` — Extract Markdown — Tool to extract markdown content from a file or URL.
- `PARSERA_GET_LLM_SPECS` — Get LLM Specifications — Tool to retrieve standardized LLM capabilities and pricing specifications. Use to get up-to-date information about models from various providers.
- `PARSERA_GET_PROXY_COUNTRIES` — Get Proxy Countries — Tool to retrieve the list of available proxy countries for web scraping requests. Use when you need to know which countries are supported for proxy-based scraping.
- `PARSERA_HEALTH_CHECK` — Health Check — Tool to verify API availability and operational status. Use to check if the Parsera service is accessible before making other API calls.
- `PARSERA_LIST_AGENTS` — List Agents — Tool to retrieve all available agents for the authenticated user. Use when you need to list agents that can be used for scraping tasks.
- `PARSERA_LIST_SCRAPERS` — List Scrapers — Tool to list all templates and old scrapers for the authenticated user. Use when you need to retrieve available scraper configurations.
- `PARSERA_PARSE_CONTENT2` — Parse Content (Enhanced) — Tool to extract structured data from raw HTML or text content using AI with advanced options. Use when you have content already loaded and need to extract specific fields with pagination or different extraction modes.
- `PARSERA_REMOVE_AGENT` — Remove Agent — Tool to delete an existing agent by name. Use when you need to remove a previously created agent from the Parsera platform.
- `PARSERA_RUN_SCRAPER_TEMPLATE` — Run Scraper Template — Tool to run a scraper template on a specified URL with optional proxy and cookies. Use when you need to execute a pre-defined scraper template to extract structured data from web pages.

## Auth

Auth schemes: `API_KEY`.

## How agents use Parsera

Inside a Definable workflow, Parsera is one of the tools the **Distributor specialist** can call. Example coordination patterns:

- **Researcher → Parsera** — the Researcher (GPT-5.5) pulls context from Parsera (records, threads, documents), synthesises findings, and briefs the rest of the team.
- **Writer → Distributor → Parsera** — the Writer (Claude Opus 4.7) drafts copy in brand voice, the Verifier passes it, then the Distributor writes the result into Parsera (create record, post message, draft email).
- **Designer / Engineer → Distributor → Parsera** — the Designer ships an asset or the Engineer ships a code change, the Distributor delivers it via Parsera (attach file, open PR comment, post status).

The Verifier checks every Parsera call. On rate limit, schema drift, or auth refresh it self-heals and retries — the workflow completes without manual intervention.

## Categories

- ai web scraping — https://definable.ai/apps/category/ai-web-scraping/
- developer tools — https://definable.ai/apps/category/developer-tools/

## Related

- HTML page: https://definable.ai/apps/parsera/
- Same category (ai web scraping): https://definable.ai/apps/category/ai-web-scraping/
- All integrations: https://definable.ai/apps/
- Workflow (multi-agent loop): https://definable.ai/workflow/
- Apps llms.txt index: https://definable.ai/llms-apps.txt