Crawlie Search

Crawlie Search

Fast site search built from your existing crawl data, priced far under hosted incumbents

Freemium
4.0 (9 reviews)

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About Crawlie Search

Crawlie Search is a hosted site-search product that builds its index straight from web crawls you've already run. It's one piece of Crawlie Cloud, a broader platform that crawls a site once and turns that data into several products, and Search is the part that gives visitors a fast way to find things on your pages. The pitch is plain, blazing-fast site search without the cost, set up in minutes. The problem it targets is the price and plumbing of traditional hosted search. Tools in that space often charge per record and per index operation, and they expect you to build and maintain a separate pipeline that pushes your content into their service. Crawlie skips that step because the crawl it already ran is the source, so there's no extra ingestion job to stand up or keep in sync.

The search itself is hybrid. It combines exact-match queries with semantic matching, so a visitor can type a precise term or ask a natural-language question and still land on the right page. Ranking uses BM25, a well-understood relevance model, and it handles typo tolerance and phrase queries so small mistakes and quoted strings both behave the way people expect. Because the index comes from the same crawl that powers the rest of the platform, the content stays consistent with what Crawlie already knows about the site. You aren't maintaining two versions of your data, one for monitoring and one for search, which is part of the appeal of doing the crawl once and reusing it everywhere.

Getting it onto a site is deliberately light. Paste a single script tag and you get a polished command-K style search dialog, the familiar keyboard-driven overlay, with keyboard controls, dark mode, and mobile handling already built in. If you'd rather own the interface, you can skip the widget and query a public JSON API directly, wiring results into your own front end. It's also agent-native. A hosted MCP endpoint lets Claude, Cursor, and any other MCP client query the same index, and there's a REST API alongside it, so the search that serves human visitors can also answer questions coming from AI tools without a second setup.

On top of serving queries, Crawlie Search reports on them. An analytics dashboard shows the top queries people are running and, more usefully, the content gaps where searches came back with nothing. That second view is a quiet content-strategy tool. If visitors keep searching for something the site doesn't cover, the dashboard makes that demand visible so a team can decide whether to write the page. It turns the search box into a feedback channel about what an audience actually wants, rather than just a way to move people around existing pages, and because it's tied to the crawl data the platform already holds, the picture stays current as the site changes.

Price is where Crawlie leans hardest on the comparison. It puts its own cost next to Algolia directly, and for 250,000 monthly searches it frames Algolia Grow at around $120 a month against its own figure of nothing during beta and roughly $6 at general availability. It's blunt that there are no per-record or indexing fees, ever, which is the charge that tends to inflate bills on record-priced search services. That makes it a natural fit for developers, side-project owners, and small teams who want real search on a site without an enterprise-sized invoice, especially anyone who already needed a crawler for SEO or monitoring and would rather not pay a second vendor for search.

On access, the product is free during beta, with searches and cited answers both carrying no charge while it's in that phase. At general availability the plan is usage-based rather than seat-based, with somewhere between 10,000 and 1,000,000 included monthly searches depending on the tier, overage billed at four cents per thousand searches, and cited answers priced at one dollar per thousand generations drawn from a prepaid wallet. The wider Crawlie Cloud platform it belongs to runs its own tiered plans, from a free Hobby level up through paid Pro, Business, and Scale plans, so a team can adopt search on its own or alongside the crawling, SEO, and monitoring pieces. The crawler engine underneath is open-source, published under an MIT license and installable from npm, with a command-line tool and a desktop app for people who want to run crawls locally before pushing anything to the hosted service, and it scales to as much as a million pages in a single crawl. Custom plans are available for larger deployments, and the same crawl feeds all of it.

Key Features

  • Search index built from crawl data
  • Hybrid exact and semantic matching
  • BM25 ranking with typo tolerance
  • One-script-tag search widget
  • Public JSON query API
  • Hosted MCP endpoint for AI clients

Pros & Cons

What we like

  • No per-record or indexing fees
  • Drops in with a single script tag
  • Reuses existing crawl data, no separate pipeline
  • Analytics surface top queries and content gaps

Room for improvement

  • General-availability pricing still being finalized
  • Search quality depends on crawl coverage
  • Younger product tied to the broader Crawlie platform
  • Cited answers cost extra beyond plain search

Frequently Asked Questions

What is Crawlie Search?
It's a hosted site-search product that builds its index from crawls you've already run in Crawlie, so you don't stand up a separate indexing pipeline. It offers hybrid exact and semantic matching with BM25 ranking and typo tolerance, delivered through a drop-in widget or a JSON API.
How much does Crawlie Search cost?
It's free during beta, including searches and cited answers. At general availability it moves to usage-based pricing with included monthly searches per tier, overage at four cents per thousand searches, and cited answers at one dollar per thousand generations. It advertises no per-record or indexing fees.
How does it compare to Algolia?
Crawlie positions itself well under record-priced search. For 250,000 monthly searches it contrasts Algolia Grow at around $120 a month with its own cost of zero in beta and roughly $6 at general availability, and it charges no per-record or indexing fees.
How do I add it to my site?
You can paste a single script tag to get a command-K style search dialog with keyboard controls, dark mode, and mobile support, or query the public JSON API to build your own interface. There's also a hosted MCP endpoint so AI clients like Claude and Cursor can search the same index.

Best For

Adding fast search to a docs or marketing siteReplacing a pricey hosted search billLetting AI clients query a site over MCPSpotting content gaps from real search queries

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Reviews (9)

M
Maximilian Kobayashi

Decent with some rough edges

Tried Crawlie Search on a side project first, then rolled it out everywhere. The interface stays out of my way, which I appreciate. My only gripe is search quality depends on crawl coverage. Hard to imagine going back to my old setup.

6/18/2026 15 found this helpful
L
Louis Weber Verified

Pulled its weight from week one

Three months of Crawlie Search later, here is what holds up. Their take on search index built from crawl data is genuinely good. Mostly using it for replacing a pricey hosted search bill. Worth it for what I get out of it.

4/28/2026 15 found this helpful
H
Henrik Schneider

It just works

Tried Crawlie Search on a side project first, then rolled it out everywhere. Got real value out of no per-record or indexing fees. Mostly using it for letting ai clients query a site over mcp.

4/18/2026 11 found this helpful
M
Maja Zhao Verified

Solid but not perfect

Found Crawlie Search on a Show HN thread and I am glad I clicked. Got real value out of no per-record or indexing fees. Found it works best for spotting content gaps from real search queries. My only gripe is cited answers cost extra beyond plain search. Recommending it to people in a similar spot.

5/24/2026 9 found this helpful
K
Kayode Rossi

Solid daily driver

Picked Crawlie Search for the price, stayed for the quality. What stands out is how it handles bm25 ranking with typo tolerance.

6/29/2026 8 found this helpful
R
Rashid Kobayashi Verified

Quietly excellent

Crawlie Search has quietly become part of my daily flow. Where it really wins is no per-record or indexing fees. Recommending it to people in a similar spot.

5/18/2026 5 found this helpful
A
Aditya Ramos

Finally something that fits

Picked Crawlie Search for the price, stayed for the quality. The one-script-tag search widget is more useful than I expected. It fits well for spotting content gaps from real search queries. Easy yes for anyone weighing the same trade offs.

5/15/2026 4 found this helpful
A
Aisha Iyer Verified

Good, with a few caveats

Came to Crawlie Search after getting frustrated with what I had before. Got real value out of one-script-tag search widget. The output quality holds up better than I expected. One thing that bugs me is cited answers cost extra beyond plain search. It earns its place in my stack.

5/15/2026
L
Lei Haddad

Genuinely impressed

Crawlie Search has quietly become part of my daily flow. The one-script-tag search widget is more useful than I expected. The defaults are sensible, so I was not fighting settings on day one. It fits well for spotting content gaps from real search queries. Worth it for what I get out of it.

4/15/2026