unclecode/crawl4ai
Rank not captured·Top 100·All-time stars·Cached ranking snapshot·
Open-source web crawler and scraper for LLMs and AI agents: any website into clean, LLM-ready Markdown. Run it yourself, or use Crawl4AI Cloud with one key. Join our Discord https://discord.gg/VuxzM8mtf
Stars
86.2K
Forks
9K
Daily momentum
—
Weekly momentum
—
30-day momentum
—
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
86.2K public stars in the current GitStar snapshot.
Recognizable in the ecosystem
Active
Last commit Oct 22, 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
- 86.2K stars
- 9K forks
- Last commit Oct 22, 2026
- Package usage not mapped yet
Compare lens
firecrawl/firecrawl and getmaxun/maxun 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
Oct 22, 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.
aiai-agentscrawlerdata-extractionllmmarkdownmcpopen-sourceplaywrightpythonragscraperweb-crawlerweb-crawlingweb-scraping
🐙Polyglot
🛡️ 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: 86.2K
Daily momentum
No signal
Weekly momentum
No signal
Monthly momentum
No signal
Signal mix
Current stars86.2K
Bar lengths use a log scale so stars and package downloads stay comparable.
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
firecrawl/firecrawl
Shares the data category footprint with unclecode/crawl4ai, so the comparison is closer to a same-problem decision than a same-language coincidence.
Related alternative
getmaxun/maxun
Shares the data category footprint with unclecode/crawl4ai, so the comparison is closer to a same-problem decision than a same-language coincidence.
Related alternative
Evil0ctal/Douyin_TikTok_Download_API
Shares the data category footprint with unclecode/crawl4ai, so the comparison is closer to a same-problem decision than a same-language coincidence.
Related alternative
The-Vibe-Company/quivr
Shares the data category footprint with unclecode/crawl4ai, so the comparison is closer to a same-problem decision than a same-language coincidence.
Research links
Cross-links
Compare against related repos
GitStar picked firecrawl + maxun 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
TypeScript
195Kfirecrawl/firecrawl
Supercharge your AI agents with data from the web and beyond. Building the library for superintelligence. 🔥
TypeScript
18Kgetmaxun/maxun
Turn any website into a structured API. Extract, automate, search and monitor the web.
Python
20.9KEvil0ctal/Douyin_TikTok_Download_API
🚀 自托管的抖音、TikTok、B 站数据采集与无水印视频下载 API，支持 AI agent 通过 MCP 调用与离线语音转文字，Docker 一键部署。| Self-hosted TikTok, Douyin & Bilibili scraper and no-watermark video downloader — async REST API, MCP server for AI agents, CLI and web console, plus offline speech-to-text for downloaded videos. Self-healing identity pool, PostgreSQL archive, one docker compose up.
Go
39.6KThe-Vibe-Company/quivr
An open-source engine that turns continuous content streams into search and monitoring. Durable ingestion, hybrid search, alerts, and plugins for formats, models and business rules.
TypeScript
208.5Kn8n-io/n8n
Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.
Python
491.9Kpublic-apis/public-apis
A collective list of free APIs
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.
Want to show your project's ranking? Copy the badge embed code above and add it to your README.