Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-17 18:37 UTC

apify / crawlee-python

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.

Python · MDXApache-2.0★ 9,535 stars⑂ 807 forkssince Jan 2024View on GitHub ↗
KindCommand-line toolLibraryWeb interfacehow this is determined

apify/crawlee-python holds a health index of 99 out of 100, placing it in the Exceptional band. It scores highest on Vitality (100/100) and lowest on AI Readiness (78/100). It was last updated 1 day ago. 2 contributors account for most of its recent work.

99
overall / 100
Exceptional

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

99
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 89 is calibrated to 99 on the published index scale (record calibration 2026-08-02).

Ownership

ApifyOrganization · verified domain
2,329 followers263 public repossince Dec 2016

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIcrawlee1.10.1975,8061801 day agoapifyautomationchromecrawleecrawlerheadlessscraperscraping

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

100Exceptional · 21% of overall

Development activity

100Exceptional
How it's scored
36/36Push recency — last push 1 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 765 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 27 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year765
human_commit_share0.72
days_since_last_push1
active_weeks_last_year52

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 76 releases published
36/36Release recency — latest release 1 days ago
27/27Release cadence — a release every ~8.4 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count76
latest_release_tagv1.10.1
releases_from_tagsno
days_since_latest_release1
mean_days_between_releases8.4
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

90Excellent · 17% of overall
How it's scored
60/60Stars — 9,535 stars
24.2/25Forks — 807 forks
9.4/15Watchers — 50 watchers
Inputs used
forks807
stars9,535
watchers50
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges7
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_servicesbadge.fury.io, codecov.io, github.com, shields.io
has_pull_request_templateyes
How it's scored
79.9/80Monthly downloads — 975,806 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagescrawlee
dependents—
ecosystemspypi
total_downloads—
monthly_downloads975,806
unverified_packages_excluded—
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

82Excellent · 23% of overall
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
14.2/22.5Commit distribution — top contributor authored 37% of commits
13.5/13.5Contributor breadth — 48 contributors
10/10OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled48
top_contributor_share0.371
How it's scored
36/42Issue resolution — 86% of issues closed
26.2/30PR acceptance — 1,346/1,541 decided PRs merged
4.7/13Newcomer PR acceptance — 4/11 first-time contributors' PRs merged in 30d
7.5/15OpenSSF Scorecard: Code-Review — Found 10/17 approved changesets -- score normalized to 5
Inputs used
merged_prs1,346
open_issues87
closed_issues519
prs_merged_7d5
prs_decided_7d7
prs_merged_30d27
prs_decided_30d36
issue_closed_ratio0.856
closed_unmerged_prs195
first_time_authors_30d7
first_time_prs_merged_30d4
first_time_prs_decided_30d11
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
24.2/25Owner reach — 2,329 followers of apify
25/25Track record — 263 public repos, account ~9 yr old
Inputs used
followers2,329
owner_typeOrganization
is_verifiedyes
owner_loginapify
public_repos263
account_age_days3,563

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 1 days ago
20/20Version history — 180 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagescrawlee
ecosystemspypi
any_deprecatedno
min_days_since_publish1

Engineering Quality

Are baseline engineering and documentation practices in place?

96Exceptional · 19% of overall

Engineering practices

100Exceptional
How it's scored
24/24CI workflows — 10 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 23 out of 23 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://crawlee.dev/python/
10/10Repository description
10/10Topics — 17 topics
0/10Wiki
Inputs used
topicsapify, automation, beautifulsoup, crawler, crawling, headless, headless-chrome, pip, playwright, python, scraper, scraping, web-crawler, web-crawling, web-scraping, parsel, selenium
has_wikino
homepagehttps://crawlee.dev/python/
docs_sitehttps://crawlee.dev/python/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

78Good · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 23 out of 23 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
3.8/7.5Code-Review — Found 10/17 approved changesets -- score normalized to 5
2.5/2.5Contributors — project has 8 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 27 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — no data
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate7.2
Excluded from scoring (no data or not applicable): Pinned-Dependencies, Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages25
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:crawlee@1.10.1 runtime dependency closure — what installing the published package pulls in — 25 packages. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

78Good · 4% of overall
How it's scored
18/45Agent instructions — AGENTS.md, CLAUDE.md, GEMINI.md (stub)
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://crawlee.dev/llms.txt)
40/40Legible commit history — 72 of 72 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://crawlee.dev/llms.txt
legible_history_share1
agent_instruction_filesAGENTS.md, CLAUDE.md, GEMINI.md
agent_instruction_max_bytes9
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.ruff])
11/11Static type checking — src/crawlee/_autoscaling/py.typed, src/crawlee/browsers/py.typed, src/crawlee/crawlers/_abstract_http/py.typed, src/crawlee/crawlers/_basic/py.typed, src/crawlee/crawlers/_beautifulsoup/py.typed, src/crawlee/crawlers/py.typed, src/crawlee/events/py.typed, src/crawlee/fingerprint_suite/py.typed, src/crawlee/py.typed, src/crawlee/sessions/py.typed, src/crawlee/storage_clients/_base/py.typed, src/crawlee/storage_clients/_file_system/py.typed, src/crawlee/storage_clients/_memory/py.typed, src/crawlee/storage_clients/_redis/py.typed, src/crawlee/storage_clients/_sql/py.typed, src/crawlee/storage_clients/py.typed, src/crawlee/storages/py.typed
10/10Reproducible environment — Dockerfile, lockfile
2/10Demonstrated agent practice — 1 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 28 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixno
has_testsyes
lockfilespnpm-lock.yaml, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configssrc/crawlee/_autoscaling/py.typed, src/crawlee/browsers/py.typed, src/crawlee/crawlers/_abstract_http/py.typed, src/crawlee/crawlers/_basic/py.typed, src/crawlee/crawlers/_beautifulsoup/py.typed, src/crawlee/crawlers/py.typed, src/crawlee/events/py.typed, src/crawlee/fingerprint_suite/py.typed, src/crawlee/py.typed, src/crawlee/sessions/py.typed, src/crawlee/storage_clients/_base/py.typed, src/crawlee/storage_clients/_file_system/py.typed, src/crawlee/storage_clients/_memory/py.typed, src/crawlee/storage_clients/_redis/py.typed, src/crawlee/storage_clients/_sql/py.typed, src/crawlee/storage_clients/py.typed, src/crawlee/storages/py.typed
agent_commit_share0.01
toolchain_manifests—
dependency_bot_commit_share0.28
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.
How it's scored
27/45Type-checkable code — Python with type-check config (src/crawlee/_autoscaling/py.typed, src/crawlee/browsers/py.typed, src/crawlee/crawlers/_abstract_http/py.typed, src/crawlee/crawlers/_basic/py.typed, src/crawlee/crawlers/_beautifulsoup/py.typed, src/crawlee/crawlers/py.typed, src/crawlee/events/py.typed, src/crawlee/fingerprint_suite/py.typed, src/crawlee/py.typed, src/crawlee/sessions/py.typed, src/crawlee/storage_clients/_base/py.typed, src/crawlee/storage_clients/_file_system/py.typed, src/crawlee/storage_clients/_memory/py.typed, src/crawlee/storage_clients/_redis/py.typed, src/crawlee/storage_clients/_sql/py.typed, src/crawlee/storage_clients/py.typed, src/crawlee/storages/py.typed)
54.9/55Manageable file sizes — 2/932 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes100,456
source_files_sampled932
oversized_source_files2
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
0/20MCP server — not applicable to this kind of software
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto), MCP server. Remaining weights renormalized.

Key facts

9,535GitHub stars
48contributors
765commits, last 12 months
1days since last push
76releases
2bus factor
87open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • First-time contributor figures cover 12 of 13 authors (cap 12)

More detail

Star and fork history 0 ★ / 807 ⇿
0Stars
807Forks
72Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

02004006008001,000803642024-062025-082026-09
Major 1Minor 16Patch 55

Each point covers 3 days.

OpenSSF Scorecard 7.2 / 10
7.2aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-09-17 18:36 UTC

10Binary-Artifactsno binaries found in the repo
4Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests23 out of 23 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
5Code-ReviewFound 10/17 approved changesets -- score normalized to 5
10Contributorsproject has 8 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 27 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
n/aPinned-Dependenciesinternal error: internal error: invalid Dockerfile
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 39
RegistryPackageVersion constraintManifest
PyPIasync-timeout>=5.0.1pyproject.toml
PyPIcachetools>=5.5.0pyproject.toml
PyPIcolorama>=0.4.0pyproject.toml
PyPIimpit>=0.13.2pyproject.toml
PyPImore-itertools>=10.2.0pyproject.toml
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PyPIpydantic-settings>=2.12.0pyproject.toml
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PyPItyping-extensions>=4.10.0pyproject.toml
PyPIyarl>=1.18.0pyproject.toml
npm@apify/docusaurus-plugin-typedoc-api^5.1.7website/package.json
npm@apify/utilities^3.0.0website/package.json
npm@docusaurus/core^3.9.2website/package.json
npm@docusaurus/faster^3.9.2website/package.json
npm@docusaurus/mdx-loader^3.9.2website/package.json
npm@docusaurus/plugin-client-redirects^3.9.2website/package.json
npm@docusaurus/preset-classic^3.9.2website/package.json
npm@docusaurus/theme-mermaid^3.9.2website/package.json
npm@giscus/react^3.0.0website/package.json
npm@mdx-js/react^3.0.1website/package.json
npm@mermaid-js/layout-elk^1.0.0website/package.json
npm@signalwire/docusaurus-plugin-llms-txt^1.2.1website/package.json
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npmclsx^2.0.0website/package.json
npmcrypto-browserify^3.12.0website/package.json
npmdocusaurus-gtm-plugin^0.0.2website/package.json
npmprism-react-renderer^2.1.0website/package.json
npmprocess^0.11.10website/package.json
npmprop-types^15.8.1website/package.json
npmraw-loader^4.0.2website/package.json
npmreact^19.0.0website/package.json
npmreact-dom^19.0.0website/package.json
npmreact-github-btn^1.4.0website/package.json
npmreact-lite-youtube-embed^3.0.0website/package.json
npmstream-browserify^3.0.0website/package.json
npmunist-util-visit^5.0.0website/package.json
All dependencies 224

Full resolved dependency set from the GitHub dependency graph: 12 direct and 212 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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PyPIplaywright1.62.0indirect
PyPIpluggy1.6.0indirect
PyPIpoethepoet0.48.0indirect
PyPIpre-commit4.6.2indirect
PyPIpropcache0.5.2indirect
PyPIprotobuf7.36.1indirect
PyPIproxy-py2.4.10indirect
PyPIpycparser3.0indirect
PyPIpydantic-ai-slim2.43.0indirect
PyPIpydantic-core2.46.5indirect
PyPIpydantic-graph2.43.0indirect
PyPIpydoc-markdown4.8.2indirect
PyPIpyee13.0.1indirect
PyPIpygments2.21.0indirect
PyPIpymysql1.2.0indirect
PyPIpyprobables0.7.0indirect
PyPIpyproject-hooks1.2.0indirect
PyPIpytest9.1.1indirect
PyPIpytest-asyncio1.4.0indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-rerunfailures16.6.1indirect
PyPIpytest-timeout2.4.0indirect
PyPIpytest-xdist3.8.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.6.0indirect
PyPIpython-dotenv1.2.3indirect
PyPIpython-slugify9.0.0indirect
PyPIpytokens0.4.1indirect
PyPIpyyaml6.0.3indirect
PyPIreadchar4.2.2indirect
PyPIredis8.1.0indirect
PyPIregex2026.9.10indirect
PyPIrequests2.34.2indirect
PyPIrequests-file3.0.1indirect
PyPIrich15.0.0indirect
PyPIruff0.16.7indirect
PyPIruns1.3.0indirect
PyPIscikit-learn1.7.2indirect
PyPIscikit-learn1.9.1indirect
PyPIscipy1.15.3indirect
PyPIscipy1.17.1indirect
PyPIscipy1.18.1indirect
PyPIsetuptools84.0.0indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIsniffio1.3.1indirect
PyPIsortedcontainers2.4.0indirect
PyPIsoupsieve2.9.2indirect
PyPIsqlalchemy2.0.52indirect
PyPIstagehand3.23.0indirect
PyPItext-unidecode1.3indirect
PyPIthreadpoolctl3.6.0indirect
PyPItiktoken0.14.0indirect
PyPItomli2.4.1indirect
PyPItomli-w1.2.0indirect
PyPItruststore0.10.4indirect
PyPIty0.0.80indirect
PyPItypeapi2.3.0indirect
PyPItyper0.27.2indirect
PyPItypes-beautifulsoup44.12.0.20250516indirect
PyPItypes-cachetools7.0.0.20260713indirect
PyPItypes-colorama0.4.15.20260508indirect
PyPItypes-html5lib1.1.11.20260518indirect
PyPItypes-psutil7.2.2.20260906indirect
PyPItypes-python-dateutil2.9.0.20260807indirect
PyPItypes-webencodings0.6.0.20260907indirect
PyPItyping-inspection0.4.4indirect
PyPItzdata2026.4indirect
PyPIurllib32.7.0indirect
PyPIuvicorn0.52.4indirect
PyPIuvloop0.22.1indirect
PyPIvirtualenv21.7.9indirect
PyPIw3lib2.4.1indirect
PyPIwatchdog6.0.0indirect
PyPIwatchfiles1.2.0indirect
PyPIwcwidth0.8.3indirect
PyPIwebencodings0.6.1indirect
PyPIwebsockets16.1.1indirect
PyPIwebsockets17.1indirect
PyPIwrapt2.4.1indirect
PyPIxmod1.10.0indirect
PyPIyapf0.43.0indirect
PyPIzipp4.1.0indirect
Dependency advisories 0

Installing pypi:crawlee@1.10.1 pulls in 25 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable

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Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

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Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — PyPI.