Parsera MCP integration
Pulls named fields off a live URL, runs saved scrapers and agents through regional proxies, and clears out the ones no longer in use.
13actions available
Three actions you can hand over today
Every action runs live through MCP. Nothing to build, nothing to maintain.
List scrapers
Ayro shows all available scrapers and templates so you pick the right one for your data extraction task. This speeds up setup without building from scratch.
Extract data from webpage
Ayro pulls structured data from any webpage using AI-powered extraction to capture tables, lists, or specific fields. This retrieves data without writing scrapers.
Scrape with agent
Ayro runs a pre-built scraper on a URL to collect structured data automatically. This executes data extraction without manual copying.
How businesses use Parsera + Ayro
Each card is one request a support team gets, and the Parsera actions Ayro runs to close it.
Pull named fields off a live page
Ayro sends the URL and a description of each field to Parsera and gets structured data back, so a question about what a page currently lists is answered without anyone writing a selector.
Extract Data From WebpageExtract MarkdownParse Content (Enhanced)Run a saved scraper against a new address
When the shape of the page is already known, Ayro runs the existing template or agent on the URL in question and sets a proxy country where the site serves different content by region.
Run Scraper TemplateScrape With AgentGet Proxy CountriesStand up a new scraper and confirm it can run
Ayro creates an empty scraper for the account, verifies the Parsera API is reachable, and reports the current model capabilities and pricing so the new source is set up against a model that fits.
Create ScraperHealth CheckGet LLM SpecificationsKeep the scraper and agent list clean
Ayro lists what exists on the account, then deletes a scraper by its ID or removes an agent by name, so retired sources are not left sitting there being mistaken for current ones.
List ScrapersDelete ScraperRemove Agent
How it works
Get started in 3 steps
Connect once, then just ask. There is no workflow builder to learn and nothing to maintain — Ayro reads the Parsera actions it has and picks the ones a request needs.
Connect Parsera
Authorize the Parsera account your team already uses — one consent screen, no API keys, no mapping tables. Ayro can only do what you granted that account, and you can disconnect it at any time.
Tell your agent what you need
Describe the job the way you would hand it to a teammate. Ayro maps it to the Parsera actions that close it and chains as many as the request needs.
Watch it work
The agent runs the actions inside the conversation the customer is already in, so nobody copies data between tabs and your team can take over at any point.
Get started free
Parsera · Ayro
What can you do in Parsera without me setting anything up?
These, right away:
- Create scraper
- Get llm specifications
- Delete scraper
Great, let's start with the first one.
FAQ
Everything else about Parsera
Setup, permissions, and the limits of what Ayro can do inside Parsera.
It can create the scraper and return the ID, but the code generation step sits behind a separate endpoint the toolkit does not expose. In practice Extract Data From Webpage is the more direct route - it takes a URL and field descriptions and needs no scraper object at all.
Every action available in Parsera
All 13 actions your agent can call on Parsera, straight from the live MCP connection.
Create scraper
Create a new empty scraper for your account.
Delete scraper
Delete an existing scraper by its ID.
Extract data from webpage
Perform LLM-powered data extraction from a live webpage URL with specified attributes.
Extract markdown
Extract markdown content from a file or URL.
Get llm specifications
Retrieve standardized LLM capabilities and pricing specifications.
Get proxy countries
Retrieve the list of available proxy countries for web scraping requests.
Health check
Verify API availability and operational status.
List agents
Retrieve all available agents for the authenticated user.
List scrapers
List all templates and old scrapers for the authenticated user.
Parse content (enhanced)
Extract structured data from raw HTML or text content using AI with advanced options.
Remove agent
Delete an existing agent by name.
Run scraper template
Run a scraper template on a specified URL with optional proxy and cookies.
Scrape with agent
Run a previously generated scraper agent on a specific URL to extract structured data.
The tools Parsera sits next to
Same connection, same setup. Pick the next one your team already uses.
Census bureau
Resolves addresses to census geography, returns ACS and population estimates, sizes local business activity, and finds the right variable to query.
Fluxguard
Starts monitoring a URL, groups sites into categories, triggers crawls, and wires change notifications into your own systems.
Mapbox
Geocodes addresses one at a time or in bulk, calculates routes, travel-time matrices and isochrones, and returns ready-to-share map images.
Perigon
Retrieves filtered and semantically matched news, clustered stories, company records, and journalist profiles in real time.
Serply
Runs image, maps, and academic scholar searches mid-conversation and answers with live results and their sources.
Yelp
Searches Yelp listings by location, category, or phone number, then reads a business's hours, photos, ratings, and recurring review themes.
Ready to connect Parsera?
Authorize the account and your agent has all 13 actions from the first conversation.