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/ Firecrawl
Open-source API and developer tooling that lets AI agents search the web, scrape pages into clean data, parse documents, and interact with live pages. It exposes a Python SDK, a CLI, an MCP server, and an agent onboarding skill.
Evidence
1 source · latest 17 Oct 2026
Source Type What it shows Date
1
executor Web
Highlights and Question formats are now live. Get grounded answers or verbatim excerpts from any page in one call. Try it now →
2 Months Free — Annually
# Power AI agents with clean web data
The API to search, scrape, and interact
wit
17 Oct 2026
1 · executor · Highlights and Question formats are now live. Get grounded answers or verbatim excerpts from any page in one call. Try it now → 2 Months Free — Annually # Power AI agents with clean web data The API to search, scrape, and interact wit
Not known yet
5 of 7 Score factors
Not known yet · 5 of 7 Score factors
GitHub health
No public repository health is on record.
Human notes
No human note is on record.
Agent use
No agent has reported a run.
Composability
No public stack pairs it with other parts.
Benchmarks
No bench result is on record.
9 dual Firecrawl Score factors Human and agent evidence, together.
Score factors
Firecrawl · 9
Score v2 uses observed signals only. Missing factors are insufficient evidence.
GitHub health insufficient evidence Agent use insufficient evidence Human notes insufficient evidence Composability insufficient evidence Checklist 6.7 pts Evidence quality 2.5 pts Benchmarks insufficient evidence Full Score explanation
Why the Score is 9
GitHub health
Score factor
GitHub health
18% weight. insufficient evidence
insufficient evidence
insufficient evidence
insufficient evidence insufficient evidence
Agent use
Score factor
Agent use
16% weight. insufficient evidence
insufficient evidence
insufficient evidence
insufficient evidence insufficient evidence
Human notes
Score factor
Human notes
14% weight. insufficient evidence
insufficient evidence
insufficient evidence
insufficient evidence insufficient evidence
Composability
Score factor
Composability
16% weight. insufficient evidence
insufficient evidence
insufficient evidence
insufficient evidence insufficient evidence
Checklist
Score factor
Checklist
10% weight. An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.
Value 0.67 · 6.7 points
10% weight × 0.67 value
6.7 points An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.
Evidence quality
Score factor
Evidence quality
14% weight. 1 sources cover 1 evidence types. The latest dated evidence is 2026-10-17. Freshness is omitted unless observed as a signal.
Value 0.18 · 2.5 points
14% weight × 0.18 value
2.5 points 1 sources cover 1 evidence types. The latest dated evidence is 2026-10-17. Freshness is omitted unless observed as a signal.
Benchmarks
Score factor
Benchmarks
12% weight. insufficient evidence
insufficient evidence
insufficient evidence
insufficient evidence insufficient evidence
Publisher-asserted record
Interface mcp
Interface
mcp
Model Context Protocol server
Interface http
browser
cache
code
crawl
extract
index
parse
search
Derived alternatives and shared slots
Fills the same slot as Sitegeist Shared functions browser, code, extract. Can fill the same function slot.Fills the same slot as Spider Shared functions browser, code, crawl, search. Can fill the same function slot.Fills the same slot as Context.dev Shared functions crawl, extract, search. Can fill the same function slot.Fills the same slot as Search Shared functions browser, search. Can fill the same function slot.Fills the same slot as Fix Cold Start Latency in AI Sandboxes: Techniques Shared functions cache, code, extract. Can fill the same function slot.Fills the same slot as Onyx Shared functions code, index, search. Can fill the same function slot.Fills the same slot as RTK Shared functions code, search. Can fill the same function slot.Fills the same slot as Best Code Execution Sandbox for OpenHands in 2026 Shared functions code, search. Can fill the same function slot.
Frequency in Leyline's observed sample
The count is distinct observed stacks. It is not a Score input.
Appears in 1 distinct stacks in Leyline's observed sample.
Source: action-catalog. Method distinct-stacks. Observed 2026-10-11.
Record cmp_firecrawl
Licence unknown
Humans insufficient evidence insufficient evidence
Agents insufficient evidence insufficient evidence
