unclecode/crawl4ai
Rank not captured·Top 100·All-time stars·Cached ranking snapshot·
🚀🤖 Crawl4AI: Open-source LLM Friendly Web Crawler & Scraper. Don't be shy, join here: https://discord.gg/jP8KfhDhyN
First read
Visible and active, but adoption proof is still thinner
unclecode/crawl4ai has enough public attention and recent movement to stay on the shortlist, but package usage is still partial, so the next step should be source and ecosystem validation rather than a quick yes.
Visible
82.2K public stars in the current GitStar snapshot.
Recognizable in the ecosystem
Active
Last commit Sep 9, 2026.
Fresh activity
Adopted
Treat stars as discovery context until a linked package appears.
No linked package mapping
Confidence
One or more key signals are partial, so GitStar keeps the interpretation conservative.
Partial snapshot
Snapshot facts
- 82.2K stars
- 8.5K forks
- Last commit Sep 9, 2026
- Package usage not mapped yet
Compare lens
astral-sh/uv and spring-projects/spring-boot are the closest comparison targets GitStar found. A side-by-side comparison usually tells you more than a single raw rank.
Signal trail
Trajectory
Read the recent motion first. This block is for deciding whether the repository still looks alive, compounding, or flattening before you trust stars alone.
Daily momentum
Recent momentum is not captured
Weekly momentum
Recent momentum is not captured
Monthly momentum
Recent momentum is not captured
Last commit
Sep 9, 2026
Package reality
No linked npm or PyPI package is mapped for this repository yet, so the page leans more heavily on GitHub-visible popularity and should be read more conservatively.
GitStar expects a package signal here, but no npm or PyPI package is linked to this repository yet.
Hype vs Reality
Insufficient Package Data
Package mapping
No linked package yet
Cross-links
Standalone repo read
Validation note
GitStar can summarize public signals for unclecode/crawl4ai, but the GitHub repository is still the primary place to confirm release cadence, issue activity, and maintainer intent.
🛡️ Editorial Context
GitStar surfaces public popularity and package signals. These rankings are not endorsements, security reviews, or investment advice.
Why this rank
This repository stands out because it combines fresh update and stable visibility.
Fresh updateStable visibility
📈 Momentum & Adoption Signals
Approximate star trajectory
Reconstructed from current stars and cached daily/weekly/monthly deltas.
Now: 82.2K
Daily momentum
No signal
Weekly momentum
No signal
Monthly momentum
No signal
Signal mix (log-scaled for readability)
Current stars82.2K
🧭 Hype vs Reality
Insufficient Package DataGitStar can see repository momentum, but it does not have a reliable linked package signal yet.
Treat stars and recent movement as discovery context only until npm or PyPI usage is available.
Status
Insufficient Package Data
Package footprint
No linked npm or PyPI usage signal
Method note
This label appears when GitStar cannot find strong enough package telemetry to compare attention against adoption. Compare it against other Python repos before treating stars as a moat.
Related alternative
astral-sh/uv
This is a nearby alternative in the visible ecosystem around the repo, useful for a directional compare pass before opening docs and source code.
Related alternative
spring-projects/spring-boot
This is a nearby alternative in the visible ecosystem around the repo, useful for a directional compare pass before opening docs and source code.
Related alternative
louislam/uptime-kuma
This is a nearby alternative in the visible ecosystem around the repo, useful for a directional compare pass before opening docs and source code.
Related alternative
zed-industries/zed
This is a nearby alternative in the visible ecosystem around the repo, useful for a directional compare pass before opening docs and source code.
Research links
Cross-links
Compare against related repos
GitStar picked uv + spring-boot as the closest next comparison from the related repository set.
Repo utility
Embed Badge
Preview:
Markdown
[](https://gitstar.space/repo/unclecode/crawl4ai)HTML
<a href="https://gitstar.space/repo/unclecode/crawl4ai"><img src="https://gitstar.space/api/badge/unclecode/crawl4ai" alt="GitStar"></a>Styles:
Wider nearby ecosystem
Rust
82.8K starsastral-sh/uv
An extremely fast Python package and project manager, written in Rust.
Java
80.4K starsspring-projects/spring-boot
Spring Boot helps you to create Spring-powered, production-grade applications and services with absolute minimum fuss.
JavaScript
85K starslouislam/uptime-kuma
A fancy self-hosted monitoring tool
Rust
78.7K starszed-industries/zed
Code at the speed of thought – Zed is a high-performance, multiplayer code editor from the creators of Atom and Tree-sitter.
C
78.4K starsnetdata/netdata
The fastest path to AI-powered full stack observability, even for lean teams.
Python
77.4K starsinfiniflow/ragflow
RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs
Next step after the validation read
Move into a compare preset, organization view, or the heuristic notes once this first fold tells you whether the repo looks visible, active, adopted, and credible enough to keep researching.
Learn and methodology
Keep trust-building context reachable, but behind the first data read instead of ahead of it.
About This Page
This page provides a quick overview of unclecode/crawl4ai based on GitStar's cached data. The signal chart reconstructs approximate checkpoints from current stars plus cached daily, weekly, and monthly star deltas, so it is best read as directional context rather than as a precise historical audit log.
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