---
title: "Parsera integration for LuumenAI"
url: "https://www.luumen.ai/integrations/parsera/"
entity: SoftwareIntegration
category: "Databases & data platforms"
audience: "SRE, DevOps, platform engineering, IT operations"
---

# Parsera integration for LuumenAI

Pull structured data off any page, and run your saved Parsera scrapers

## What LuumenAI can do with Parsera

LuumenAI connects to Parsera with an API token and exposes 14 tools (10 read-only · 2 write · 2 destructive). Reads answer immediately; writes are shown as a plan and require approval by default, configurable per tool by an administrator.

## Key facts

- Authentication: API token
- Tools available: 14 tools (10 read-only · 2 write · 2 destructive)
- Plan: available on all plans
- Category: Databases & data platforms

## About Parsera with LuumenAI

Parsera turns web pages into structured records. Point Luumen at a URL and it extracts the fields you name, or converts the page to markdown for a quick read. It can also list the scrapers and agents already on your account and run them. Creating a scraper or queuing an async run is a previewed step you approve first.

## Example tools

Read-only (10 in total):

- `PARSERA_EXTRACT_DATA` — Perform LLM-powered data extraction from a live webpage URL with specified attributes.
- `PARSERA_EXTRACT_MARKDOWN` — Extract markdown from exactly one uploaded file or webpage URL.
- `PARSERA_GET_SCRAPER_RUN_STATUS` — Return the current state and available results for an asynchronous scraper run created by PARSERA_RUN_SCRAPER_ASYNC.
- `PARSERA_LIST_AGENTS` — Retrieve all available agents for the authenticated user.
- `PARSERA_LIST_LLM_SPECS` — List the LLM models Parsera supports, including their capabilities and pricing metadata.
- `PARSERA_LIST_PROXY_COUNTRIES` — List the case-sensitive proxy-country identifiers accepted by Parsera scraping tools.
- `PARSERA_LIST_SCRAPERS` — List all templates and old scrapers for the authenticated user.
- `PARSERA_PARSE_CONTENT` — Extract structured data from supplied HTML or text without fetching a webpage.

Write and destructive (4 in total, approval required by default):

- `PARSERA_CREATE_SCRAPER` — Create a new empty scraper for your account.
- `PARSERA_DELETE_AGENT` — Delete an existing legacy Parsera agent by name.
- `PARSERA_DELETE_SCRAPER` — Delete an existing scraper created by PARSERA_CREATE_SCRAPER.
- `PARSERA_RUN_SCRAPER_ASYNC` — Queue an existing extractor or agentic scraper and return a run ID immediately for later status checks.

## Frequently asked questions

### How does LuumenAI connect to Parsera?

Authorize once with API token. Luumen lists the scopes each action needs before you approve the connection, and credentials never appear in the chat.

### Can LuumenAI change things in Parsera on its own?

Read actions answer immediately. Anything that writes is shown as a plan and requires approval by default, including the 2 actions classified as destructive. Administrators configure that per tool.

### Is there an audit trail?

Every call to Parsera — read or write, approved or declined — is recorded with the actor, the input, and the result.

Full page: https://www.luumen.ai/integrations/parsera/