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apify/crawlee-python

Coolingrank #170

Crawlee—A web scraping and browser automation library for Python to build reliable crawlers. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with Parsel, BeautifulSoup, Playwright, and raw HTTP. Both headful and headless mode. With proxy rotation.

9.6k+85 · 7d 811 74est. Apache-2.0Pythonpushed 5m ago
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Composite

67

conf 65%

Momentum

48

conf 60%

Vitality (PVI)

75

conf 67%

Community

66

conf 60%

Security & maint.

90

conf 85%

Ecosystem influence

69

conf 60%

Opportunity

58

conf 60%

Breakout · 7d

19%

conf 71%

Executive summary

crawlee-python is currently classified as cooling with a composite score of 67/100. Momentum (48) and vitality (75) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 85 stars against a 9.6k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 19%.

90-day trajectory

+494 · 30d
2026-07-172026-10-14

Score breakdown

Every input, weight and normalized value — nothing hidden. Inputs marked est. are estimated until the full ingestion pipeline lands.

Momentum

Star velocityest.25%54
Star accelerationest.15%37
Fork velocityest.10%36
Contributor growthest.10%58
Issue activity growthest.10%54
PR activity growthest.10%45
External mention velocityest.10%8
Release event impactest.5%88
Trending-rank persistenceest.5%82

Model tn-interpretable-1.0.0 · confidence 60% · coverage 100%

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%90
PR responsivenessest.15%60
Issue responsivenessest.15%56
Contributor diversityest.10%69
Maintainer continuityest.10%70
Documentation qualityest.5%75
Dependency freshnessest.5%84
Security hygieneest.5%45

Model tn-interpretable-1.0.0 · confidence 67% · coverage 100%

Security & maintenance

Release recency25%100
License clarity20%92
Maintenance status25%100
Dependency stalenessest.15%67
Bus factorest.15%77

Model tn-interpretable-1.0.0 · confidence 85% · coverage 100%

Ecosystem influence

Dependent repositoriesest.30%73
Quality-weighted dependentsest.20%57
Documentation citationsest.15%49
Contributor overlapest.15%79
Registry adoptionest.10%68
Topic centralityest.10%100

Model tn-interpretable-1.0.0 · confidence 60% · coverage 92% · missing: packageRegistryAdoption