Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-19 12:57 UTC

kargovin / scrapeflow

PythonNo license detected★ 1 star⑂ 0 forkssince Mar 2026View on GitHub ↗
KindNetwork serviceMCP serverCommand-line toolWeb interfacehow this is determined

kargovin/scrapeflow holds a health index of 51 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (81/100) and lowest on Community & Adoption (12/100). It was last updated today. A single contributor accounts for most of its recent work.

51
overall / 100
Moderate

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.

51
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 51 is calibrated to 51 on the published index scale (record calibration 2026-08-02).

Ownership

kargovinOrganization
0 followers6 public repossince Dec 2025

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
Gogithub.com/kargovin/scrapeflowv3.0.0+incompatible-3128 days ago
PyPIcoordinatorpoints to another repo — not scored1.0.0b16212251 days ago

Metrics by category

Vitality

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

77Good · 21% of overall

Development activity

76Good
How it's scored
36/36Push recency — last push 0 days ago
12.5/36Commit cadence — 18/52 weeks with commits
18/18Commit volume — 273 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year273
human_commit_share1
days_since_last_push0
active_weeks_last_year18

Release discipline

78Good
How it's scored
16.2/27Ships releases — 3 version tags (no GitHub releases)
27/36Release recency — latest release 128 days ago
27/27Release cadence — a release every ~20.7 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count3
latest_release_tagv3.0.0
releases_from_tagsyes
days_since_latest_release128
mean_days_between_releases20.7
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?

12Critical · 17% of overall

Popularity & adoption

1Critical
How it's scored
0/60Stars — 1 stars
0/25Forks — 0 forks
0/15Watchers — 0 watchers
Inputs used
forks0
stars1
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

25At Risk
How it's scored
22.5/22.5README
0/22.5License — no license file detected
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseno
readme_badges0
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateno

Sustainability & Governance

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

31At Risk · 23% of overall

Maintainer resilience (bus factor)

10Critical
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0/22.5Commit distribution — top contributor authored 100% of commits
1.4/13.5Contributor breadth — 1 contributors
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Inputs used
bus_factor1
contributors_sampled1
top_contributor_share1

Issue & PR responsiveness

1Critical
How it's scored
0/42Issue resolution — no issues or no data
0/30PR acceptance — no decided pull requests or no data
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs0
open_issues0
closed_issues0
prs_merged_7d0
prs_decided_7d0
prs_merged_30d0
prs_decided_30d0
issue_closed_ratio—
closed_unmerged_prs0
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance, Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

38Weak
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
0/25Owner reach — 0 followers of kargovin
7.7/25Track record — 6 public repos, account ~0 yr old
Inputs used
followers0
owner_typeOrganization
is_verifiedno
owner_loginkargovin
public_repos6
account_age_days282

Package maintenance

92Excellent
How it's scored
25/25Published & resolvable — 1 package(s) on go
35/35Publish recency — latest publish 128 days ago
12/20Version history — 3 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgithub.com/kargovin/scrapeflow
ecosystemsgo
any_deprecatedno
min_days_since_publish128

Engineering Quality

Are baseline engineering and documentation practices in place?

81Excellent · 19% of overall

Engineering practices

92Excellent
How it's scored
24/24CI workflows — 1 workflow(s)
24/24Tests present
16/16Linter config — .golangci.yml, api/pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.

Documentation

65Good
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
0/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics—
has_wikiyes
homepage—
docs_site—
has_readmeyes
has_docs_diryes
has_descriptionno

Security

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

46Weak · 16% of overall

Security posture

32At Risk
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — no data
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
0/2.5License — license file not detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0.8/7.5Vulnerabilities — 9 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate3.2
Excluded from scoring (no data or not applicable): CI-Tests, 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_packages5
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:coordinator@1.0.0b1 runtime dependency closure — what installing the published package pulls in — 5 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.

68Good · 4% of overall

Agent context & guidance

85Excellent
How it's scored
45/45Agent instructions — CLAUDE.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 100 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share1
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes49,335

Verify loop (build / test / typecheck)

67Good
How it's scored
12.6/18One-command bootstrap — http-worker/go.mod (toolchain convention, no task runner)
22/22Automated tests
11/11Lint / format config — .golangci.yml, api/pyproject.toml ([tool.ruff])
11/11Static type checking — frontend/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum, package-lock.json, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configsfrontend/tsconfig.json
agent_commit_share0
toolchain_manifestshttp-worker/go.mod
dependency_bot_commit_share0

Code legibility for models

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (frontend/tsconfig.json)
54.8/55Manageable file sizes — 1/220 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes63,706
source_files_sampled220
oversized_source_files1

Machine-readable interfaces

20At Risk
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
0/40Runnable examples
Inputs used
example_dirs—
has_mcp_signalyes
api_schema_files—
interfaces_expected_ofnetwork-service

Key facts

1GitHub stars
1contributors
273commits, last 12 months
0days since last push
3releases
1bus factor
0open issues
Go, npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'scrapeflow-api' from its registry
  • Could not fetch pypi package 'scrapeflow-mcp' from its registry
  • Could not fetch pypi package 'llm-worker' from its registry
  • pypi package 'coordinator' points at a different repository (https://github.com/juniorrubyist/coordinator); excluded from ecosystem scoring
  • Could not fetch pypi package 'playwright-worker' from its registry

More detail

OpenSSF Scorecard 3.2 / 10
3.2aggregate

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 · 2026-09-19 12:57 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
n/aCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
0Licenselicense file not detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
1Vulnerabilities9 existing vulnerabilities detected
Direct dependencies 73
RegistryPackageVersion constraintManifest
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All dependencies 369

Full resolved dependency set from the GitHub dependency graph: 53 direct and 316 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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npmextend3.0.2indirect
npmfast-glob3.3.3indirect
npmfastq1.20.1indirect
npmfdir6.5.0indirect
npmfill-range7.1.1indirect
npmfraction.js5.3.4indirect
npmfsevents2.3.3indirect
npmfunction-bind1.1.2indirect
npmglob-parent5.1.2indirect
npmglob-parent6.0.2indirect
npmglob-to-regexp0.4.1indirect
npmhasown2.0.3indirect
npmhast-util-to-jsx-runtime2.3.6indirect
npmhast-util-whitespace3.0.0indirect
npmhtml-url-attributes3.0.1indirect
npminline-style-parser0.2.7indirect
npmis-alphabetical2.0.1indirect
npmis-alphanumerical2.0.1indirect
npmis-binary-path2.1.0indirect
npmis-core-module2.16.1indirect
npmis-decimal2.0.1indirect
npmis-extglob2.1.1indirect
npmis-glob4.0.3indirect
npmis-hexadecimal2.0.1indirect
npmis-number7.0.0indirect
npmis-plain-obj4.1.0indirect
npmjiti1.21.7indirect
npmjs-cookie3.0.7indirect
npmjs-tokens4.0.0indirect
npmlightningcss1.32.0indirect
npmlightningcss-android-arm641.32.0indirect
npmlightningcss-darwin-arm641.32.0indirect
npmlightningcss-darwin-x641.32.0indirect
npmlightningcss-freebsd-x641.32.0indirect
npmlightningcss-linux-arm-gnueabihf1.32.0indirect
npmlightningcss-linux-arm64-gnu1.32.0indirect
npmlightningcss-linux-arm64-musl1.32.0indirect
npmlightningcss-linux-x64-gnu1.32.0indirect
npmlightningcss-linux-x64-musl1.32.0indirect
npmlightningcss-win32-arm64-msvc1.32.0indirect
npmlightningcss-win32-x64-msvc1.32.0indirect
npmlilconfig3.1.3indirect
npmlines-and-columns1.2.4indirect
npmlongest-streak3.1.0indirect
npmloose-envify1.4.0indirect
npmmarkdown-table3.0.4indirect
npmmarked14.0.0indirect
npmmdast-util-find-and-replace3.0.2indirect
npmmdast-util-from-markdown2.0.3indirect
npmmdast-util-gfm3.1.0indirect
npmmdast-util-gfm-autolink-literal2.0.1indirect
npmmdast-util-gfm-footnote2.1.0indirect
npmmdast-util-gfm-strikethrough2.0.0indirect
npmmdast-util-gfm-table2.0.0indirect
npmmdast-util-gfm-task-list-item2.0.0indirect
npmmdast-util-mdx-expression2.0.1indirect
npmmdast-util-mdx-jsx3.2.0indirect
npmmdast-util-mdxjs-esm2.0.1indirect
npmmdast-util-phrasing4.1.0indirect
npmmdast-util-to-hast13.2.1indirect
npmmdast-util-to-markdown2.1.2indirect
npmmdast-util-to-string4.0.0indirect
npmmerge21.4.1indirect
npmmicromark4.0.2indirect
npmmicromark-core-commonmark2.0.3indirect
npmmicromark-extension-gfm3.0.0indirect
npmmicromark-extension-gfm-autolink-literal2.1.0indirect
npmmicromark-extension-gfm-footnote2.1.0indirect
npmmicromark-extension-gfm-strikethrough2.1.0indirect
npmmicromark-extension-gfm-table2.1.1indirect
npmmicromark-extension-gfm-tagfilter2.0.0indirect
npmmicromark-extension-gfm-task-list-item2.1.0indirect
npmmicromark-factory-destination2.0.1indirect
npmmicromark-factory-label2.0.1indirect
npmmicromark-factory-space2.0.1indirect
npmmicromark-factory-title2.0.1indirect
npmmicromark-factory-whitespace2.0.1indirect
npmmicromark-util-character2.1.1indirect
npmmicromark-util-chunked2.0.1indirect
npmmicromark-util-classify-character2.0.1indirect
npmmicromark-util-combine-extensions2.0.1indirect
npmmicromark-util-decode-numeric-character-reference2.0.2indirect
npmmicromark-util-decode-string2.0.1indirect
npmmicromark-util-encode2.0.1indirect
npmmicromark-util-html-tag-name2.0.1indirect
npmmicromark-util-normalize-identifier2.0.1indirect
npmmicromark-util-resolve-all2.0.1indirect
npmmicromark-util-sanitize-uri2.0.1indirect
npmmicromark-util-subtokenize2.1.0indirect
npmmicromark-util-symbol2.0.1indirect
npmmicromark-util-types2.0.2indirect
npmmicromatch4.0.8indirect
npmms2.1.3indirect
npmmz2.7.0indirect
npmnanoid3.3.16indirect
npmnode-releases2.0.56indirect
npmnormalize-path3.0.0indirect
npmobject-assign4.1.1indirect
npmobject-hash3.0.0indirect
npmparse-entities4.0.2indirect
npmpath-parse1.0.7indirect
npmpicocolors1.1.1indirect
npmpicomatch2.3.2indirect
npmpicomatch4.0.4indirect
npmpicomatch4.0.5indirect
npmpify2.3.0indirect
npmpirates4.0.7indirect
npmpostcss8.5.24indirect
npmpostcss-import15.1.0indirect
npmpostcss-js4.1.0indirect
npmpostcss-load-config6.0.1indirect
npmpostcss-nested6.2.0indirect
npmpostcss-selector-parser6.1.4indirect
npmpostcss-value-parser4.2.0indirect
npmproperty-information7.2.0indirect
npmqueue-microtask1.2.3indirect
npmreact-router7.18.4indirect
npmread-cache1.0.0indirect
npmreaddirp3.6.0indirect
npmremark-parse11.0.0indirect
npmremark-rehype11.1.2indirect
npmremark-stringify11.0.0indirect
npmresolve1.22.12indirect
npmreusify1.1.0indirect
npmrolldown1.1.5indirect
npmrun-parallel1.2.0indirect
npmscheduler0.23.2indirect
npmset-cookie-parser2.7.2indirect
npmsource-map-js1.2.1indirect
npmspace-separated-tokens2.0.2indirect
npmstate-local1.0.7indirect
npmstd-env3.10.0indirect
npmstringify-entities4.0.4indirect
npmstyle-to-js1.1.21indirect
npmstyle-to-object1.0.14indirect
npmsucrase3.35.1indirect
npmsupports-preserve-symlinks-flag1.0.0indirect
npmswr2.3.4indirect
npmtailwindcss3.4.19indirect
npmthenify3.3.1indirect
npmthenify-all1.6.0indirect
npmtinyglobby0.2.17indirect
npmto-regex-range5.0.1indirect
npmtrim-lines3.0.1indirect
npmtrough2.2.0indirect
npmts-interface-checker0.1.13indirect
npmtslib2.8.1indirect
npmtypescript5.9.3indirect
npmunified11.0.5indirect
npmunist-util-is6.0.1indirect
npmunist-util-position5.0.0indirect
npmunist-util-stringify-position4.0.0indirect
npmunist-util-visit5.1.0indirect
npmunist-util-visit-parents6.0.2indirect
npmupdate-browserslist-db1.3.3indirect
npmuse-sync-external-store1.6.0indirect
npmutil-deprecate1.0.2indirect
npmvfile6.0.3indirect
npmvfile-message4.0.3indirect
npmvite8.1.5indirect
npmzwitch2.0.4indirect
PyPIaiohappyeyeballs2.6.1indirect
PyPIaiohttp-retry2.9.1indirect
PyPIaiosignal1.4.0indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.7.0indirect
PyPIanyio4.14.2indirect
PyPIargon2-cffi23.1.0indirect
PyPIargon2-cffi-bindings25.1.0indirect
PyPIattrs26.1.0indirect
PyPIcertifi2025.11.12indirect
PyPIcffi2.0.0indirect
PyPIcfgv3.5.0indirect
PyPIclick8.3.1indirect
PyPIcolorama0.4.6indirect
PyPIdistlib0.4.3indirect
PyPIfilelock3.32.0indirect
PyPIfrozenlist1.8.0indirect
PyPIgreenlet3.3.2indirect
PyPIh110.16.0indirect
PyPIhiredis3.4.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttptools0.7.1indirect
PyPIidentify2.6.19indirect
PyPIidna3.20indirect
PyPIiniconfig2.3.0indirect
PyPImako1.3.12indirect
PyPImarkupsafe3.0.3indirect
PyPImultidict6.7.1indirect
PyPInodeenv1.10.0indirect
PyPIpackaging26.0indirect
PyPIplatformdirs4.11.0indirect
PyPIpluggy1.6.0indirect
PyPIpre-commit4.6.1indirect
PyPIpropcache0.4.1indirect
PyPIpycparser3.0indirect
PyPIpycryptodome3.23.0indirect
PyPIpydantic-core2.41.5indirect
PyPIpygments2.21.0indirect
PyPIpyjwt2.13.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.5.0indirect
PyPIpython-dotenv1.2.2indirect
PyPIpyyaml6.0.3indirect
PyPIruff0.15.7indirect
PyPIscrapeflow-api0.1.0indirect
PyPIsix1.17.0indirect
PyPIstarlette1.3.1indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPIuvloop0.22.1indirect
PyPIvirtualenv21.7.0indirect
PyPIwatchfiles1.1.1indirect
PyPIwebsockets16.0indirect
PyPIyarl1.23.0indirect
Dependency advisories 0

Installing pypi:coordinator@1.0.0b1 pulls in 5 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.

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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 — Go, PyPI.