Related tools for building a niche directory site.
A typo-tolerant search engine that returns results in under 50ms. MIT-licensed core, free to self-host, cloud from $20 a month usage-based with a 14-day trial and no card required.
A BSD-licensed Python scraping framework with 64,000 GitHub stars and no metering of any kind. The tool you reach for when the per-row bills stop making sense.
Workflow automation that charges per execution rather than per operation, which changes the math for directory pipelines with many steps. Free self-hosted Community edition. Fair-code licensed, not OSI open source.
An open-source Airtable alternative with an MIT-licensed core. The hosted free plan gives 3,000 rows per workspace, and self-hosting removes the row limit entirely.
An open-source spreadsheet interface over a real database. The self-hosted Community edition has unlimited records, unlimited storage and unlimited seats, which is the constraint that usually decides a directory's backend.
A library of ready-made scrapers including Google Maps, LinkedIn and Crunchbase, billed per delivered record with nothing charged for failures. The free tier gives 5,000 records a month.
Cloud automations that pull profile and engagement data from LinkedIn, X, Instagram and 15+ other platforms. Ships an MCP server, so Claude can run your scrapes directly. From 56 euros a month.
Send it a URL, get back the HTML that would otherwise be blocked. Proxy rotation, JS rendering and CAPTCHA handling behind one API call. From $49 a month, with a 7-day trial and 5,000 credits.
An API that returns Google Maps places and search results as clean JSON, with place_id, coordinates, hours, ratings and phone numbers. Paid plans include a legal shield. Free tier gives 250 searches a month.
A free Chrome extension that guesses the list structure on any page and exports it to CSV or Excel. No account, no credits, no configuration. The fastest way to find out whether your niche has data.
A point-and-click desktop scraper whose free plan exports up to 50,000 rows a month across 10 tasks. Paid plans move extraction to the cloud with IP rotation and CAPTCHA solving.
Train a scraping robot by recording your screen, then schedule it to re-run and flag what changed. The free plan gives 50 credits a month, and one credit pulls 10 rows.
