tokens&
BrowseFor enterprises
Submit an offer
tokens&

Find tools, check provider offers, save a build plan, and share your work when you’re ready.

For buildersFor enterprises

For builders

  • Product launches
  • Builder projects
  • Startup credits and perks
  • Agent Skills
  • Published agents
  • API and agent docs
  • Publish a project

For enterprises

  • Start free company workspace
  • Submit a tool, product, or perk

Community

  • Community
  • Newsletter
  • Events
Xin

© 2026 tokensand, LLC. All rights reserved.

  • Terms
  • Privacy
  • Security
  • Data Processing
  • Status
  1. Home
  2. Tools
  3. RAG Frameworks
  4. Crawl4AI
Crawl4AI logo

Crawl4AI

RAG Frameworks

Open-source crawling and extraction framework for feeding RAG and agent pipelines with markdown, structured data, and browser-backed collection flows.

Visit websiteDocs

Related tools

Explore products with related capabilities. Check their details for your use case.

Browse the category
Firecrawl logo
Firecrawl

RAG Frameworks· firecrawl.dev

Freemium

Web data API and open-source crawling stack for turning sites into clean markdown, structured data, and agent-ready content for RAG and automation pipelines.

Compare for your team
Request vendor intro
Is this your company?Verify ownership · Add products · See activity
OverviewProduct evaluationResourcesCompany evidence

Product evaluation

Review Crawl4AI for your team’s requirements before a technical pilot.

Commercial model

Open source

View vendor website

Listed pricing category. Confirm current rates, limits and enterprise contract terms with the vendor.

Implementation

Open source listed

DocumentationSource repository

Validate integration, deployment and operational requirements in your own environment.

Enterprise review

Security, data handling, support and contract terms require vendor confirmation. Linked sources do not establish certification or approval.

Company evaluation and adoption evidence

Enterprise fit

Buyer brief for procurement and architecture review

Source-labeled signals for cost, reliability, security, integration, and adoption proof. Missing compliance evidence is shown as a gap, not guessed.

Compare for enterpriseExport brief
Inferred

Commercial model

Open source profile signal; exact enterprise terms need buyer review.

View source
Needs verification

Reliability

No status page, uptime, or SLA evidence attached

Buyer recommendation

Shortlist only after verifying Reliability and Security/compliance.

Docs are linked for implementation review.Open-source path can reduce lock-in review.At least one buyer evidence source is linked or verified.

Vendor value loop

Vendors receive anonymous aggregate evaluation demand by default. Account details are shared only after explicit buyer contact or consent.

Request vendor contact

Real data backfill while adoption proof grows

These are source-linked enrichment paths for missing fields. They are treated as proxies until claimed-company data and first-party tokens& adoption events replace them.

GitHub repository APIfreeStars, forks, license, topics, releases, default branch, repo freshness, and public contributor signal.OpenSSF ScorecardfreeOpen-source security posture checks for repos before enterprise review.npm downloads API

AgentRank trust profile

Public proof buyers and agents can trust

AgentRank

50

Public signals · ★ 86,804

Trust Score

44

observed

Category Rank

#27

RAG Frameworks · public signals

Protocols

SDK

Agent-readable metadata

Tracked Developers

0

Known active developer activity

Profile Status

Unclaimed

Owner action needed

Trust Registry

AgentRank evidence file
observed

Source breakdown

GitHub86,804

68% confidence

Protocol support

SDK

Agent-readable protocol evidence raises trust and commercial readiness.

Adoption over time
Last 8 weeks+2,133 GitHub stars in 30d · cohort private · trust 44

Timeline appears after verified events.

We do not draw a fake adoption chart before live usage, self-reported proof, or challenge activity exists for this product.

Private (N<7)

active developers

Private (N<7)

verified adoptions

Private (N<7)

retention

Growth and Enterprise capabilities

Developer identities, account mapping, retention cohorts, and competitor overlap are available on Growth and Enterprise plans.

Talk to sales
Developer identities
See the builders behind saves, docs clicks, API calls, and retained usage.
Account map
Resolve developer activity into companies, teams, and enterprise accounts.
Retention cohorts
Track first API call through 7/30/90-day retention and expansion.
Competitor overlap
Find developers evaluating alternatives and switching between tools.
Category benchmark
Compare activation, retention, and growth against your market.
Resources
Official siteLink

Official product website.

DocumentationDocs

Official documentation.

GitHubGitHub

Source repository and release activity.

Company details

Sign in to follow this company, vote for its product, or save it to your workspace.

Community support for Crawl4AI. Votes do not verify product usage.

Pricing
Open source
Open source
Yes
API available
No

GitHub Stats

Stars
86,804
Forks
9,047
Issues
304
197,720
10,447
Open source
Docling logo
Docling

RAG Frameworks· docling-project.github.io

Open source

IBM-backed document conversion toolkit for preparing PDFs and complex documents for generative AI and RAG pipelines.

70,268
5,284
Open source
DSPy logo
DSPy

RAG Frameworks· dspy.ai

Open source

Python framework for programming and optimizing LLM systems with structured signatures, modules, teleprompters, RAG pipelines, and agents.

38,910
3,481
Open source
Instructor logo
Instructor

RAG Frameworks· python.useinstructor.com

Open source

Structured-output library that adds validation, retries, and typed extraction across LLM providers and multiple languages.

14,094
1,352
Open source

Keep evaluating Crawl4AI

Comparisons, category adoption data, and shortlist guides that answer the questions this profile raises next.

Check the adoption evidence

  • RAG Frameworks developers actually keep usingFiltered to products with verified usage events, cohort breadth, and retention.
  • AgentRank category rankingsHow every category is ordered by adoption proof, trust, and protocol support.
  • Best AI Tools for RAGShortlist guide for this category, with the tradeoffs written out.
  • Best Open Source AI ToolsShortlist guide for this category, with the tradeoffs written out.

Own Crawl4AI? Generate its adoption badge embed, or claim the profile to send verified usage events.

Needs verification

Security/compliance

No security, trust, or compliance source attached

Source linked

Integration fit

Documentation source linked

View source
Needs verification

Adoption proof

No public adoption proof attached

free
Public JavaScript package download trends for SDK/tool adoption proxies.
PyPI StatsfreePublic Python package download trends for SDK/tool adoption proxies.
Product Hunt APIfreemiumLaunch timing, maker activity, and early-adopter demand signals when products launch publicly.

Benchmark proof

Automated measurements unavailable

Automated performance measurements are unavailable until a separately verified empirical evaluator is configured. Community reports do not unlock this component.

Trust gaps

Verify publisher ownership
Send SDK/API telemetry
Automated performance measurements unavailable

Enterprise verification can enrich evidence and export proof packages, but cannot buy rank.

Next best action

Verify ownership to manage Crawl4AI.

Review aggregate activity and connect product usage evidence. Private reports retain their existing permissions and plan requirements.

Public projects and activity accumulate here before your company joins. Claim this existing profile to manage it and review aggregate activity.

Claim this tool to review aggregate activity
Recommended actions
Prioritized DevRel, product, and sales plays based on live adoption signals.