# Firecrawl: AI agents, provenance, and similar companies

> Firecrawl is the web context API for AI agents. Search, scrape, parse, and interact with the live web to turn any source into clean Markdown or structured data

Canonical: https://highsignal.app/case-studies/firecrawl

[back to company universe](https://highsignal.app/case-studies)

AI agents


Firecrawl is the web context API for AI agents. Search, scrape, parse, and interact with the live web to turn any source into clean Markdown or structured data your agents can ship with. Open source, ZDR-ready, and trusted by 80,000+ teams including Apple, Shopify, Canva, Zapier, and Lovable to power production AI.

sources

2

Evidence entries preserved.

affiliations

1

Y Combinator

competitors

6

Mapped from High Signal graph features.

status

generated

artifact cache

last updated

2026-07-15

17:19 UTC

source evidence

why this company exists here

## Y Combinator

yc-company-directory #2258

[official source](https://www.ycombinator.com/companies/firecrawl)

## Firecrawl

company statement · observed 2026-11-09

Firecrawl provides web search and scraping data for AI applications.

> “The infrastructure layer that helps AI find, read, and act on the live web.”

Company-owned source; supports this product claim.

[official company page](https://www.firecrawl.dev/)

generated read

high signal interpretation

Firecrawl is classified as **AI agents** from source descriptions and fund-directory context. Similar companies below are ranked from offline product facets and meaningful description overlap; category and source affiliation can only strengthen an existing product match. For lookup-created rows, the profile starts as pending enrichment until deeper source collection runs.

offline extraction

product facets

ZDR-ready Firecrawl web context API Open source live web

mapping method

similarity graph

Local clusters rerank extracted product concepts and description terms. The generated graph remains the fallback for sparse descriptions: offline reciprocal product-similarity graph: extracted concepts + description terms + bounded category/affiliation boosts. Minimum fallback score: 0; max competitors: 6.

discovery cluster

## companies similar to Firecrawl

AI agents · 6 peers

A deterministic local cluster built from offline product facets and meaningful description terms. Category and selected-institution affiliation provide bounded tie-breaks. Open any peer to continue exploring its cluster.

[### Anakin

match 67

Anakin is building web data infrastructure for AI agents and data teams. We help them get clean, structured and deterministic data from any website with one API call, at up to 10,000x lower cost than driving a browser. We do that by collecting data and turning websites into documented, self-healing APIs that adapt when sites change. Our engine automatically delivers real-time data from thousands of websites and apps, including the world's hardest, across 100+ countries.

shared extracted concept terms: web; shared product terms: web, clean, structur, any; shared product theme: developer infrastructure; same category: AI agents; shared affiliation: Y Combinator](https://highsignal.app/case-studies/anakin)[### Context.dev

match 64

Context.dev gives AI agents structured data from any website through a single API. We help developers build smarter agents & products that depend on accurate, fresh web data. If you need structured data from the internet, you need Context.dev Proud to power agentic products at Mintlify, Super, Vizzy, Klarna, and 280 other companies.

shared extracted concept terms: api; shared product terms: context, structur, any, api; shared product theme: context and memory, developer infrastructure; same category: AI agents; shared affiliation: Y Combinator](https://highsignal.app/case-studies/context-dev)[### Rindler

match 59

Rindler turns any website, including sites without APIs, into a deterministic API that AI agents can reliably use. It handles logins, 2FA, and bot detection, giving agents clean structured data and dependable actions instead of raw HTML, with robust maintenance when sites change. Rindler is agent-agnostic and built on the open MCP standard, so it works with any agent. For operators: get your team out of portals and back to the work that matters. For agent builders: let your agents act on the rea

shared extracted concept terms: api; shared product terms: api, any, clean, structur; shared product theme: developer infrastructure; same category: AI agents; shared affiliation: Y Combinator](https://highsignal.app/case-studies/rindler)[### Kaelio

match 48

Kaelio is the company behind ktx, the open-source context layer that makes data agents reliable. Data agents today fail because they lack structured context and determinism. Metrics are defined in five places, governed in none. Teams spend months on semantic layer projects that never finish. ktx fixes that. Connect your warehouse, BI tools, and docs. ktx builds the context layer automatically. Your team governs it. Any agent can query it. One context layer across your entire data stack.

shared extracted concept terms: context; shared product terms: context, any, structur; shared product theme: context and memory, open source and local first; same category: AI agents; shared affiliation: Y Combinator](https://highsignal.app/case-studies/kaelio)[### UBIO Automation Cloud

match 44

Make the Web your API. The UBIO Automation Cloud rapidly automate, transact and connect anything on the web.

shared extracted concept terms: web, api; shared product terms: web, api; shared product theme: developer infrastructure; same category: AI agents](https://highsignal.app/case-studies/ubio-automation-cloud)[### Cloudglue

match 40

Cloudglue is the video context layer for AI. We make it easy for your AI to understand video. - Tinycloud - your AI agent for video, now open for beta: https://tinycloud.cloudglue.dev - Developer API Platform: https://cloudglue.dev

shared extracted concept terms: context; shared product terms: context, api; shared product theme: context and memory, developer infrastructure; same category: AI agents; shared affiliation: Y Combinator](https://highsignal.app/case-studies/cloudglue)