| name | collect-leads |
| description | Collect businesses (leads) from Google Maps, Yandex Maps or 2GIS for a query/location and analyze them. Use when the user wants to gather companies, places, restaurants, shops or leads from a map, optionally enrich them with website contacts (emails/phones/socials), and then filter, rank, summarize or export the results. |
Collect leads from maps
You collect businesses from maps via the geoleadscraper MCP server and then
analyze them for the user.
Tools you have
collect_maps({ platform, query, limit?, extract_contacts?, timeout_seconds? })
— scrape businesses. platform is google_maps (default), yandex_maps or
gis. Put the location in the query (e.g. "dentists in Berlin").
Set extract_contacts: true to also scrape website emails/phones/socials.extract_website_contacts({ urls }) — scrape contacts from specific websites.list_jobs() — inspect recent collection jobs.
How to handle a request
- Clarify only if the query or location is missing. Otherwise act.
- Call
collect_maps with a query that includes the location. Pick a sensible
limit (default 50–100; raise it if the user wants "all"/"as many as possible").
Use extract_contacts: true when the user wants emails/phones/socials.
- The call blocks while the extension scrapes (tens of seconds). If it returns a
"timed out" / "make sure Chrome is open" error, tell the user to:
- start the backend, and
- keep Chrome open with the extension installed and its Backend URL set.
- Analyze the returned
data array per the user's intent — rank by rating,
filter (open now, has website, min reviews), deduplicate, segment, or summarize.
- Deliver results clearly. If the user wants a file, write a CSV/Markdown
table; if they want contacts, surface email/phone/socials.
Notes
- Each record may include:
title, address, phone, website, rating,
review_count, categories, latitude, longitude, and (with
extract_contacts) email, phones, socials.
- Results depend on what the map publicly shows; missing fields are normal.
- Use responsibly and within the maps' terms of service and applicable laws.
