GraphCanon
Home/Compare/airweave vs firecrawl

Comparison

airweave vs firecrawl

Verdict

Pick airweave if airweave is an open-source context retrieval layer for AI agents, emphasizing integration and data connectors for retrieval-augmented generation; pick firecrawl if firecrawl is a web data API for large-scale web scraping, searching, and data extraction tasks, supporting AI agents for intelligent web interaction and data retrieval.

Markdown twin · airweave alternatives · firecrawl alternatives

GraphCanon updated Sep 30, 2026

7views this month

airweave logo

airweave

airweave-ai/airweave

★ 6.6kpushed Jun 5, 2026
vs
firecrawl logo

firecrawl

firecrawl/firecrawl

★ 182kpushed Sep 18, 2026

Trust & integrity

Signalairweavefirecrawl
Maintenance
Archived (104d since push)
As of Sep 18, 2026 · github_public_v1
Very active (0d since push)
As of Sep 18, 2026 · github_public_v1
Provenance
Not a fork · Organization account
As of Sep 18, 2026 · github_public_v1
Not a fork · Organization account
As of Sep 18, 2026 · github_public_v1
OSV dependency advisories
No lockfile (source not queried)
As of Sep 18, 2026 · osv@v1
No lockfile (source not queried)
As of Sep 18, 2026 · osv@v1
deps.dev advisories
Not queried
deps.dev@v1
Not queried
deps.dev@v1
OpenSSF Scorecard
Not queried
openssf-scorecard@v1
Not queried
openssf-scorecard@v1
airweave trust reportfirecrawl trust reportTrust methodology

Tagline

airweave
Open-source context retrieval layer for AI agents
firecrawl
The web data API to search, scrape, and interact at scale.

Stars

airweave
6.6k
firecrawl
182k

Forks

airweave
819
firecrawl
9.8k

Open issues

airweave
105
firecrawl
641

Language

airweave
Python
firecrawl
TypeScript

Adopt for

airweave
Airweave is an open-source context retrieval layer for AI agents, emphasizing integration and data connectors for retrieval-augmented generation.
firecrawl
Firecrawl is a web data API for large-scale web scraping, searching, and data extraction tasks, supporting AI agents for intelligent web interaction and data retrieval.

Persona

airweave
-
firecrawl
-

Runtime

airweave
-
firecrawl
-

License

airweave
MIT License
firecrawl
AGPL-3.0 for the main project, MIT License for SDKs and some UI components.

Last pushed

airweave
Jun 5, 2026
firecrawl
Sep 18, 2026

Categories

airweave
AI Agents, Data & Retrieval
firecrawl
AI Agents, Data & Retrieval

Trust and health

Maintenance

airweave
Archived (8%)
firecrawl
Very active (96%)

Days since push

airweave
104d
firecrawl
0d

Archived on GitHub

airweave
Yes
firecrawl
No

Open issues (now)

airweave
105
firecrawl
641

Stars delta

airweave
+5 (30d)
firecrawl
+14k (30d)

Open issues delta

airweave
-14 (30d)
firecrawl
+133 (30d)

Full report

airweave
Trust report
firecrawl
Trust report

Choose airweave if…

  • airweave is primarily Python; firecrawl is TypeScript.
  • License: airweave is MIT, firecrawl is AGPL-3.0.
  • Requirements: Requires Python for development and deployment..
  • Tags unique to airweave: agent-infrastructure, ai-infrastructure, context-retrieval, data-connectors.
  • When you need a retrieval-augmented generation layer that integrates seamlessly with various data sources and connectors.

When NOT to use airweave

  • If your project does not require integration with multiple data sources or connectors, as Airweave's strength lies in its extensive integration capabilities.
  • When you are looking for a tool that focuses solely on the development of AI agents without the retrieval-augmented generation aspect.
GitHubDetails

Choose firecrawl if…

  • firecrawl is primarily TypeScript; airweave is Python.
  • License: firecrawl is AGPL-3.0, airweave is MIT.
  • Pricing: Pricing details are not provided in the repository data..
  • Requirements: Users must respect websites' policies when scraping and comply with robots.txt directives..
  • Tags unique to firecrawl: ai, ai-agents, ai-crawler, ai-scraping.
  • When you need to perform large-scale web scraping and data extraction tasks with support for AI-driven web interactions.

When NOT to use firecrawl

  • If your project requires a tool that does not support AI-driven interactions and you prefer a simpler, more straightforward scraping solution.
  • When you are looking for a solution that does not come with the AGPL-3.0 license, as this might not be compatible with your project's licensing requirements.
GitHubDetails

Explore

airweave trust report →firecrawl trust report →AI Agents category →Data & Retrieval category →All comparisonsStack workflowsTrending tools

Sources

Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.

GitHub stars on cards: airweave 6.6k · firecrawl 182k (synced Sep 20, 2026).

Common questions

What is the difference between airweave and firecrawl?
airweave: Open-source context retrieval layer for AI agents. firecrawl: The web data API to search, scrape, and interact at scale.. See the comparison table for live GitHub stats and shared categories.
When should I choose airweave over firecrawl?
Choose airweave over firecrawl when airweave is primarily Python; firecrawl is TypeScript; License: airweave is MIT, firecrawl is AGPL-3.0; Requirements: Requires Python for development and deployment.; Tags unique to airweave: agent-infrastructure, ai-infrastructure, context-retrieval, data-connectors; When you need a retrieval-augmented generation layer that integrates seamlessly with various data sources and connectors.
When should I choose firecrawl over airweave?
Choose firecrawl over airweave when firecrawl is primarily TypeScript; airweave is Python; License: firecrawl is AGPL-3.0, airweave is MIT; Pricing: Pricing details are not provided in the repository data.; Requirements: Users must respect websites' policies when scraping and comply with robots.txt directives.; Tags unique to firecrawl: ai, ai-agents, ai-crawler, ai-scraping; When you need to perform large-scale web scraping and data extraction tasks with support for AI-driven web interactions.
When should I avoid airweave?
If your project does not require integration with multiple data sources or connectors, as Airweave's strength lies in its extensive integration capabilities. When you are looking for a tool that focuses solely on the development of AI agents without the retrieval-augmented generation aspect.
When should I avoid firecrawl?
If your project requires a tool that does not support AI-driven interactions and you prefer a simpler, more straightforward scraping solution. When you are looking for a solution that does not come with the AGPL-3.0 license, as this might not be compatible with your project's licensing requirements.
Is airweave or firecrawl more popular on GitHub?
firecrawl has more GitHub stars (181,801 vs 6,563). Stars measure visibility, not whether either tool fits your constraints.
Are airweave and firecrawl open source?
Yes - both are open-source projects on GitHub (airweave: MIT, firecrawl: AGPL-3.0).
Where can I find alternatives to airweave or firecrawl?
GraphCanon lists graph-backed alternatives at airweave alternatives and firecrawl alternatives (airweave markdown twin, firecrawl markdown twin), ranked by typed relationship edges rather than popularity votes.
Is there a machine-readable version of this comparison?
Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
Which is better maintained, airweave or firecrawl?
airweave: Archived. firecrawl: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
Where are the full trust reports for airweave and firecrawl?
GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: airweave trust report; firecrawl trust report.

Was this helpful?

Anonymous feedback helps us improve pages and translations.