Public record
Software health reportschema 0.17.0 · metrics 1.13.0 · 2026-07-21 03:57 UTC

bndr / pipreqs

pipreqs - Generate pip requirements.txt file based on imports of any project. Looking for maintainers to move this project forward.

PythonApache-2.0★ 7,462 stars⑂ 420 forkssince Apr 2015View on GitHub ↗

bndr/pipreqs holds a health index of 61 out of 100, placing it in the Moderate band. It scores highest on Community & Adoption (86/100) and lowest on Vitality (28/100). It was last updated 112 days ago. 2 contributors account for most of its recent work.

61
overall / 100
Moderate

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

61
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe 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.

Ownership

Vadim KravcenkoPersonal account
256 followers19 public repossince Oct 2011

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIpipreqs0.5.0913,41641883 days agopiprequirementsimports

Metrics by category

Vitality

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

28Critical · 22% of overall
How it's scored
9.9/36Push recency — last push 112 days ago
2.1/36Commit cadence — 3/52 weeks with commits
9.7/18Commit volume — 11 commits in the last year
0/10OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
Inputs used
commits_last_year11
human_commit_share
days_since_last_push112
active_weeks_last_year3
How it's scored
27/27Ships releases — 5 releases published
0/36Release recency — latest release 883 days ago
5.4/27Release cadence — a release every ~389.3 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count5
latest_release_tagv0.5.0
releases_from_tagsno
days_since_latest_release883
mean_days_between_releases389.3
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?

86Excellent · 18% of overall
How it's scored
60/60Stars — 7,462 stars
21.9/25Forks — 420 forks
9.6/15Watchers — 54 watchers
Inputs used
forks420
stars7,462
watchers54
growth_stateorganic
growth_factor_pct100
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
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno
How it's scored
79.5/80Monthly downloads — 913,416 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagespipreqs
dependents
ecosystemspypi
total_downloads
monthly_downloads913,416
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?

60Moderate · 24% of overall
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
13.5/22.5Commit distribution — top contributor authored 40% of commits
13.5/13.5Contributor breadth — 65 contributors
10/10OpenSSF Scorecard: Contributors — project has 14 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled65
top_contributor_share0.401
How it's scored
17.7/46.8Issue resolution — 38% of issues closed
23.8/38.3PR acceptance — 119/191 decided PRs merged
7.5/15OpenSSF Scorecard: Code-Review — Found 4/7 approved changesets -- score normalized to 5
Inputs used
merged_prs119
open_issues187
closed_issues114
issue_closed_ratio0.379
closed_unmerged_prs72
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
17.3/25Owner reach — 256 followers of bndr
21.5/25Track record — 19 public repos, account ~14 yr old
Inputs used
followers256
owner_typeUser
is_verified
owner_loginbndr
public_repos19
account_age_days5,385
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
4/35Publish recency — latest publish 883 days ago
20/20Version history — 41 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagespipreqs
ecosystemspypi
any_deprecatedno
min_days_since_publish883

Engineering Quality

Are baseline engineering and documentation practices in place?

83Good · 20% of overall
How it's scored
24/24CI workflows — 2 workflow(s)
24/24Tests present
16/16Linter config — tox.ini
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
8/20OpenSSF Scorecard: CI-Tests — 6 out of 13 merged PRs checked by a CI test -- score normalized to 4
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configyes
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics
has_wikiyes
homepage
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

50Moderate · 16% of overall
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
1/2.5CI-Tests — 6 out of 13 merged PRs checked by a CI test -- score normalized to 4
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
3.8/7.5Code-Review — Found 4/7 approved changesets -- score normalized to 5
2.5/2.5Contributors — project has 14 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
0/7.5Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
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
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 42 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate3.8
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.
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_packages53
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:pipreqs@0.5.0 runtime dependency closure — what installing the published package pulls in — 53 packages. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

44At risk · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
18/18One-command bootstrap — Makefile, docs/Makefile
22/22Automated tests
11/11Lint / format config — tox.ini
0/11Static type checking
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespoetry.lock
has_dockerfileno
typed_languageno
bootstrap_filesMakefile, docs/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configs
agent_commit_share
toolchain_manifests
dependency_bot_commit_share
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.
How it's scored
0/45Type-checkable code — Python without a type-check config
55/55Manageable file sizes — 0/15 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes24,359
source_files_sampled15
oversized_source_files0
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — notebooks
Inputs used
example_dirsnotebooks
has_mcp_signalno
api_schema_files

Key facts

7,462GitHub stars
65contributors
11commits, last 12 months
112days since last push
5releases
2bus factor
187open issues
PyPIpackage ecosystems

More detail

Star and fork history 7,462 ★ / 0 ⇿
7,462Stars

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.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

6,5006,7507,0007,2507,5007,462422024-102025-092026-07

Each point covers 2 days.

OpenSSF Scorecard 3.8 / 10
3.8aggregate

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 · 2026-07-21 03:57 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
4CI-Tests6 out of 13 merged PRs checked by a CI test -- score normalized to 4
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
5Code-ReviewFound 4/7 approved changesets -- score normalized to 5
10Contributorsproject has 14 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintained0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities42 existing vulnerabilities detected
Direct dependencies 4
RegistryPackageVersion constraintManifest
PyPIyarg>=0.1.9pyproject.toml
PyPIdocopt>=0.6.2pyproject.toml
PyPInbconvert>=7.11.0pyproject.toml
PyPIipython>=8.12.3pyproject.toml
All dependencies 86

Full resolved dependency set from the GitHub dependency graph: 4 direct and 82 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIdocopt0.6.2direct
PyPIipython8.12.3direct
PyPInbconvert7.16.6direct
PyPIyarg0.1.9direct
PyPIalabaster0.7.16indirect
PyPIappnope0.1.4indirect
PyPIasttokens3.0.0indirect
PyPIattrs25.1.0indirect
PyPIbabel2.17.0indirect
PyPIbackcall0.2.0indirect
PyPIbeautifulsoup44.13.3indirect
PyPIbleach6.1.0indirect
PyPIcachetools5.5.2indirect
PyPIcertifi2025.1.31indirect
PyPIcffi1.17.1indirect
PyPIchardet5.2.0indirect
PyPIcharset-normalizer3.4.1indirect
PyPIcolorama0.4.6indirect
PyPIcoverage7.6.1indirect
PyPIdecorator5.2.1indirect
PyPIdefusedxml0.7.1indirect
PyPIdistlib0.3.9indirect
PyPIdocutils0.21.2indirect
PyPIexecuting2.2.0indirect
PyPIfastjsonschema2.21.1indirect
PyPIfilelock3.19.1indirect
PyPIflake86.1.0indirect
PyPIidna3.10indirect
PyPIimagesize1.4.1indirect
PyPIimportlib-metadata8.5.0indirect
PyPIjedi0.19.2indirect
PyPIjinja23.1.6indirect
PyPIjsonschema4.23.0indirect
PyPIjsonschema-specifications2023.12.1indirect
PyPIjupyter-client8.6.3indirect
PyPIjupyter-core5.7.2indirect
PyPIjupyterlab-pygments0.3.0indirect
PyPImarkupsafe2.1.5indirect
PyPImatplotlib-inline0.1.7indirect
PyPImccabe0.7.0indirect
PyPImistune3.1.2indirect
PyPInbclient0.10.1indirect
PyPInbformat5.10.4indirect
PyPIpackaging24.2indirect
PyPIpandocfilters1.5.1indirect
PyPIparso0.8.4indirect
PyPIpexpect4.9.0indirect
PyPIpickleshare0.7.5indirect
PyPIplatformdirs4.3.6indirect
PyPIpluggy1.5.0indirect
PyPIprompt-toolkit3.0.50indirect
PyPIptyprocess0.7.0indirect
PyPIpure-eval0.2.3indirect
PyPIpycodestyle2.11.1indirect
PyPIpycparser2.22indirect
PyPIpyflakes3.1.0indirect
PyPIpygments2.19.1indirect
PyPIpyproject-api1.8.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpywin32308indirect
PyPIpyzmq26.2.1indirect
PyPIreferencing0.35.1indirect
PyPIrequests2.32.4indirect
PyPIrpds-py0.20.1indirect
PyPIsix1.17.0indirect
PyPIsnowballstemmer2.2.0indirect
PyPIsoupsieve2.6indirect
PyPIsphinx7.4.7indirect
PyPIsphinxcontrib-applehelp2.0.0indirect
PyPIsphinxcontrib-devhelp2.0.0indirect
PyPIsphinxcontrib-htmlhelp2.1.0indirect
PyPIsphinxcontrib-jsmath1.0.1indirect
PyPIsphinxcontrib-qthelp2.0.0indirect
PyPIsphinxcontrib-serializinghtml2.0.0indirect
PyPIstack-data0.6.3indirect
PyPItinycss21.2.1indirect
PyPItomli2.2.1indirect
PyPItornado6.5.1indirect
PyPItox4.24.1indirect
PyPItraitlets5.14.3indirect
PyPItyping-extensions4.12.2indirect
PyPIurllib32.6.0indirect
PyPIvirtualenv20.29.2indirect
PyPIwcwidth0.2.13indirect
PyPIwebencodings0.5.1indirect
PyPIzipp3.20.2indirect
Dependency advisories 0

Installing pypi:pipreqs@0.5.0 pulls in 53 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
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 656,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Python": 50334,
        "Makefile": 1789,
        "Jupyter Notebook": 4878
      },
      "pushed_at": "2026-03-30T18:46:52Z",
      "created_at": "2015-04-22T16:38:14Z",
      "owner_type": "User",
      "updated_at": "2026-07-21T02:31:49Z",
      "description": "pipreqs - Generate pip requirements.txt file based on imports of any project. Looking for maintainers to move this project forward.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "master",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://znap.link/v",
      "name": "Vadim Kravcenko",
      "type": "User",
      "login": "bndr",
      "company": null,
      "location": "Zurich, Switzerland",
      "followers": 256,
      "avatar_url": "https://avatars.githubusercontent.com/u/1145456?v=4",
      "created_at": "2011-10-22T19:21:17Z",
      "is_verified": null,
      "public_repos": 19,
      "account_age_days": 5385
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases_count": 5,
      "commits_last_year": 11,
      "latest_release_at": "2024-02-18T18:23:06Z",
      "latest_release_tag": "v0.5.0",
      "releases_from_tags": false,
      "days_since_last_push": 112,
      "active_weeks_last_year": 3,
      "days_since_latest_release": 883,
      "mean_days_between_releases": 389.3
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 57,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "pipreqs",
          "exists": true,
          "license": "Apache-2.0",
          "keywords": [
            "pip",
            "requirements",
            "imports",
            "Development Status :: 4 - Beta",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: Apache Software License",
            "Natural Language :: English",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.8",
            "Programming Language :: Python :: 3.9"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/pipreqs/",
          "is_deprecated": false,
          "latest_version": "0.5.0",
          "repository_url": "https://github.com/bndr/pipreqs",
          "versions_count": 41,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 913416,
          "first_published_at": "2015-04-22T19:38:40.011548Z",
          "latest_published_at": "2024-02-18T17:49:36.607958Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 883
        }
      ]
    },
    "popularity": {
      "forks": 420,
      "stars": 7462,
      "watchers": 54,
      "star_history": {
        "days": [
          {
            "date": "2024-10-28",
            "count": 14
          },
          {
            "date": "2024-10-29",
            "count": 28
          },
          {
            "date": "2024-10-30",
            "count": 23
          },
          {
            "date": "2024-10-31",
            "count": 14
          },
          {
            "date": "2024-11-01",
            "count": 12
          },
          {
            "date": "2024-11-02",
            "count": 6
          },
          {
            "date": "2024-11-03",
            "count": 4
          },
          {
            "date": "2024-11-04",
            "count": 10
          },
          {
            "date": "2024-11-05",
            "count": 9
          },
          {
            "date": "2024-11-06",
            "count": 7
          },
          {
            "date": "2024-11-07",
            "count": 4
          },
          {
            "date": "2024-11-08",
            "count": 5
          },
          {
            "date": "2024-11-09",
            "count": 3
          },
          {
            "date": "2024-11-10",
            "count": 6
          },
          {
            "date": "2024-11-11",
            "count": 9
          },
          {
            "date": "2024-11-12",
            "count": 5
          },
          {
            "date": "2024-11-13",
            "count": 6
          },
          {
            "date": "2024-11-14",
            "count": 6
          },
          {
            "date": "2024-11-15",
            "count": 8
          },
          {
            "date": "2024-11-16",
            "count": 17
          },
          {
            "date": "2024-11-17",
            "count": 8
          },
          {
            "date": "2024-11-18",
            "count": 7
          },
          {
            "date": "2024-11-19",
            "count": 9
          },
          {
            "date": "2024-11-20",
            "count": 5
          },
          {
            "date": "2024-11-21",
            "count": 8
          },
          {
            "date": "2024-11-22",
            "count": 7
          },
          {
            "date": "2024-11-23",
            "count": 3
          },
          {
            "date": "2024-11-24",
            "count": 1
          },
          {
            "date": "2024-11-25",
            "count": 6
          },
          {
            "date": "2024-11-26",
            "count": 10
          },
          {
            "date": "2024-11-27",
            "count": 6
          },
          {
            "date": "2024-11-28",
            "count": 5
          },
          {
            "date": "2024-11-29",
            "count": 6
          },
          {
            "date": "2024-11-30",
            "count": 2
          },
          {
            "date": "2024-12-01",
            "count": 1
          },
          {
            "date": "2024-12-02",
            "count": 10
          },
          {
            "date": "2024-12-03",
            "count": 4
          },
          {
            "date": "2024-12-04",
            "count": 2
          },
          {
            "date": "2024-12-05",
            "count": 4
          },
          {
            "date": "2024-12-06",
            "count": 4
          },
          {
            "date": "2024-12-07",
            "count": 5
          },
          {
            "date": "2024-12-08",
            "count": 2
          },
          {
            "date": "2024-12-09",
            "count": 5
          },
          {
            "date": "2024-12-10",
            "count": 1
          },
          {
            "date": "2024-12-11",
            "count": 5
          },
          {
            "date": "2024-12-12",
            "count": 6
          },
          {
            "date": "2024-12-13",
            "count": 3
          },
          {
            "date": "2024-12-14",
            "count": 2
          },
          {
            "date": "2024-12-16",
            "count": 1
          },
          {
            "date": "2024-12-17",
            "count": 3
          },
          {
            "date": "2024-12-18",
            "count": 2
          },
          {
            "date": "2024-12-19",
            "count": 7
          },
          {
            "date": "2024-12-20",
            "count": 2
          },
          {
            "date": "2024-12-22",
            "count": 2
          },
          {
            "date": "2024-12-23",
            "count": 6
          },
          {
            "date": "2024-12-24",
            "count": 2
          },
          {
            "date": "2024-12-25",
            "count": 2
          },
          {
            "date": "2024-12-26",
            "count": 4
          },
          {
            "date": "2024-12-27",
            "count": 2
          },
          {
            "date": "2024-12-28",
            "count": 3
          },
          {
            "date": "2024-12-29",
            "count": 6
          },
          {
            "date": "2024-12-30",
            "count": 1
          },
          {
            "date": "2024-12-31",
            "count": 3
          },
          {
            "date": "2025-01-02",
            "count": 2
          },
          {
            "date": "2025-01-03",
            "count": 6
          },
          {
            "date": "2025-01-04",
            "count": 4
          },
          {
            "date": "2025-01-05",
            "count": 3
          },
          {
            "date": "2025-01-06",
            "count": 4
          },
          {
            "date": "2025-01-07",
            "count": 1
          },
          {
            "date": "2025-01-08",
            "count": 2
          },
          {
            "date": "2025-01-09",
            "count": 3
          },
          {
            "date": "2025-01-10",
            "count": 2
          },
          {
            "date": "2025-01-11",
            "count": 2
          },
          {
            "date": "2025-01-13",
            "count": 1
          },
          {
            "date": "2025-01-14",
            "count": 4
          },
          {
            "date": "2025-01-15",
            "count": 4
          },
          {
            "date": "2025-01-16",
            "count": 3
          },
          {
            "date": "2025-01-17",
            "count": 1
          },
          {
            "date": "2025-01-18",
            "count": 1
          },
          {
            "date": "2025-01-19",
            "count": 4
          },
          {
            "date": "2025-01-20",
            "count": 1
          },
          {
            "date": "2025-01-21",
            "count": 2
          },
          {
            "date": "2025-01-22",
            "count": 1
          },
          {
            "date": "2025-01-23",
            "count": 3
          },
          {
            "date": "2025-01-25",
            "count": 1
          },
          {
            "date": "2025-01-26",
            "count": 2
          },
          {
            "date": "2025-01-27",
            "count": 2
          },
          {
            "date": "2025-01-28",
            "count": 1
          },
          {
            "date": "2025-01-30",
            "count": 2
          },
          {
            "date": "2025-01-31",
            "count": 2
          },
          {
            "date": "2025-02-01",
            "count": 3
          },
          {
            "date": "2025-02-02",
            "count": 2
          },
          {
            "date": "2025-02-04",
            "count": 1
          },
          {
            "date": "2025-02-05",
            "count": 2
          },
          {
            "date": "2025-02-06",
            "count": 5
          },
          {
            "date": "2025-02-07",
            "count": 7
          },
          {
            "date": "2025-02-08",
            "count": 1
          },
          {
            "date": "2025-02-09",
            "count": 1
          },
          {
            "date": "2025-02-10",
            "count": 1
          },
          {
            "date": "2025-02-11",
            "count": 3
          },
          {
            "date": "2025-02-13",
            "count": 1
          },
          {
            "date": "2025-02-14",
            "count": 2
          },
          {
            "date": "2025-02-15",
            "count": 1
          },
          {
            "date": "2025-02-17",
            "count": 5
          },
          {
            "date": "2025-02-18",
            "count": 5
          },
          {
            "date": "2025-02-19",
            "count": 2
          },
          {
            "date": "2025-02-20",
            "count": 1
          },
          {
            "date": "2025-02-21",
            "count": 5
          },
          {
            "date": "2025-02-22",
            "count": 3
          },
          {
            "date": "2025-02-23",
            "count": 1
          },
          {
            "date": "2025-02-24",
            "count": 7
          },
          {
            "date": "2025-02-25",
            "count": 2
          },
          {
            "date": "2025-02-27",
            "count": 2
          },
          {
            "date": "2025-03-01",
            "count": 2
          },
          {
            "date": "2025-03-02",
            "count": 1
          },
          {
            "date": "2025-03-03",
            "count": 3
          },
          {
            "date": "2025-03-04",
            "count": 3
          },
          {
            "date": "2025-03-06",
            "count": 1
          },
          {
            "date": "2025-03-07",
            "count": 1
          },
          {
            "date": "2025-03-08",
            "count": 1
          },
          {
            "date": "2025-03-09",
            "count": 1
          },
          {
            "date": "2025-03-10",
            "count": 2
          },
          {
            "date": "2025-03-11",
            "count": 4
          },
          {
            "date": "2025-03-12",
            "count": 3
          },
          {
            "date": "2025-03-13",
            "count": 1
          },
          {
            "date": "2025-03-14",
            "count": 4
          },
          {
            "date": "2025-03-15",
            "count": 1
          },
          {
            "date": "2025-03-16",
            "count": 2
          },
          {
            "date": "2025-03-17",
            "count": 3
          },
          {
            "date": "2025-03-18",
            "count": 4
          },
          {
            "date": "2025-03-19",
            "count": 4
          },
          {
            "date": "2025-03-20",
            "count": 2
          },
          {
            "date": "2025-03-21",
            "count": 2
          },
          {
            "date": "2025-03-22",
            "count": 2
          },
          {
            "date": "2025-03-23",
            "count": 3
          },
          {
            "date": "2025-03-24",
            "count": 5
          },
          {
            "date": "2025-03-25",
            "count": 1
          },
          {
            "date": "2025-03-26",
            "count": 1
          },
          {
            "date": "2025-03-27",
            "count": 4
          },
          {
            "date": "2025-03-28",
            "count": 4
          },
          {
            "date": "2025-03-29",
            "count": 3
          },
          {
            "date": "2025-03-30",
            "count": 1
          },
          {
            "date": "2025-03-31",
            "count": 2
          },
          {
            "date": "2025-04-01",
            "count": 2
          },
          {
            "date": "2025-04-02",
            "count": 1
          },
          {
            "date": "2025-04-03",
            "count": 3
          },
          {
            "date": "2025-04-04",
            "count": 1
          },
          {
            "date": "2025-04-05",
            "count": 1
          },
          {
            "date": "2025-04-06",
            "count": 1
          },
          {
            "date": "2025-04-07",
            "count": 4
          },
          {
            "date": "2025-04-08",
            "count": 2
          },
          {
            "date": "2025-04-09",
            "count": 2
          },
          {
            "date": "2025-04-10",
            "count": 3
          },
          {
            "date": "2025-04-11",
            "count": 5
          },
          {
            "date": "2025-04-12",
            "count": 3
          },
          {
            "date": "2025-04-13",
            "count": 1
          },
          {
            "date": "2025-04-14",
            "count": 4
          },
          {
            "date": "2025-04-15",
            "count": 1
          },
          {
            "date": "2025-04-16",
            "count": 1
          },
          {
            "date": "2025-04-17",
            "count": 1
          },
          {
            "date": "2025-04-18",
            "count": 1
          },
          {
            "date": "2025-04-19",
            "count": 1
          },
          {
            "date": "2025-04-20",
            "count": 1
          },
          {
            "date": "2025-04-21",
            "count": 1
          },
          {
            "date": "2025-04-22",
            "count": 3
          },
          {
            "date": "2025-04-23",
            "count": 3
          },
          {
            "date": "2025-04-24",
            "count": 3
          },
          {
            "date": "2025-04-25",
            "count": 1
          },
          {
            "date": "2025-04-26",
            "count": 1
          },
          {
            "date": "2025-04-27",
            "count": 1
          },
          {
            "date": "2025-04-28",
            "count": 2
          },
          {
            "date": "2025-04-29",
            "count": 3
          },
          {
            "date": "2025-05-01",
            "count": 1
          },
          {
            "date": "2025-05-03",
            "count": 1
          },
          {
            "date": "2025-05-04",
            "count": 2
          },
          {
            "date": "2025-05-06",
            "count": 2
          },
          {
            "date": "2025-05-07",
            "count": 1
          },
          {
            "date": "2025-05-09",
            "count": 6
          },
          {
            "date": "2025-05-11",
            "count": 2
          },
          {
            "date": "2025-05-12",
            "count": 4
          },
          {
            "date": "2025-05-13",
            "count": 1
          },
          {
            "date": "2025-05-14",
            "count": 4
          },
          {
            "date": "2025-05-15",
            "count": 2
          },
          {
            "date": "2025-05-16",
            "count": 4
          },
          {
            "date": "2025-05-18",
            "count": 3
          },
          {
            "date": "2025-05-19",
            "count": 1
          },
          {
            "date": "2025-05-20",
            "count": 5
          },
          {
            "date": "2025-05-21",
            "count": 5
          },
          {
            "date": "2025-05-23",
            "count": 1
          },
          {
            "date": "2025-05-26",
            "count": 1
          },
          {
            "date": "2025-05-27",
            "count": 2
          },
          {
            "date": "2025-05-28",
            "count": 3
          },
          {
            "date": "2025-05-29",
            "count": 4
          },
          {
            "date": "2025-05-30",
            "count": 2
          },
          {
            "date": "2025-05-31",
            "count": 1
          },
          {
            "date": "2025-06-01",
            "count": 1
          },
          {
            "date": "2025-06-02",
            "count": 4
          },
          {
            "date": "2025-06-03",
            "count": 4
          },
          {
            "date": "2025-06-04",
            "count": 2
          },
          {
            "date": "2025-06-05",
            "count": 2
          },
          {
            "date": "2025-06-06",
            "count": 3
          },
          {
            "date": "2025-06-07",
            "count": 1
          },
          {
            "date": "2025-06-08",
            "count": 1
          },
          {
            "date": "2025-06-09",
            "count": 3
          },
          {
            "date": "2025-06-11",
            "count": 2
          },
          {
            "date": "2025-06-13",
            "count": 3
          },
          {
            "date": "2025-06-14",
            "count": 1
          },
          {
            "date": "2025-06-17",
            "count": 2
          },
          {
            "date": "2025-06-18",
            "count": 1
          },
          {
            "date": "2025-06-20",
            "count": 2
          },
          {
            "date": "2025-06-24",
            "count": 1
          },
          {
            "date": "2025-06-27",
            "count": 1
          },
          {
            "date": "2025-06-28",
            "count": 1
          },
          {
            "date": "2025-06-30",
            "count": 1
          },
          {
            "date": "2025-07-01",
            "count": 1
          },
          {
            "date": "2025-07-02",
            "count": 1
          },
          {
            "date": "2025-07-03",
            "count": 1
          },
          {
            "date": "2025-07-04",
            "count": 2
          },
          {
            "date": "2025-07-05",
            "count": 1
          },
          {
            "date": "2025-07-06",
            "count": 1
          },
          {
            "date": "2025-07-08",
            "count": 2
          },
          {
            "date": "2025-07-09",
            "count": 2
          },
          {
            "date": "2025-07-10",
            "count": 2
          },
          {
            "date": "2025-07-11",
            "count": 3
          },
          {
            "date": "2025-07-12",
            "count": 3
          },
          {
            "date": "2025-07-15",
            "count": 2
          },
          {
            "date": "2025-07-16",
            "count": 2
          },
          {
            "date": "2025-07-18",
            "count": 2
          },
          {
            "date": "2025-07-20",
            "count": 1
          },
          {
            "date": "2025-07-22",
            "count": 2
          },
          {
            "date": "2025-07-23",
            "count": 2
          },
          {
            "date": "2025-07-24",
            "count": 1
          },
          {
            "date": "2025-07-25",
            "count": 1
          },
          {
            "date": "2025-07-29",
            "count": 2
          },
          {
            "date": "2025-07-31",
            "count": 1
          },
          {
            "date": "2025-08-01",
            "count": 1
          },
          {
            "date": "2025-08-02",
            "count": 2
          },
          {
            "date": "2025-08-03",
            "count": 2
          },
          {
            "date": "2025-08-05",
            "count": 5
          },
          {
            "date": "2025-08-06",
            "count": 4
          },
          {
            "date": "2025-08-07",
            "count": 2
          },
          {
            "date": "2025-08-08",
            "count": 2
          },
          {
            "date": "2025-08-09",
            "count": 1
          },
          {
            "date": "2025-08-11",
            "count": 1
          },
          {
            "date": "2025-08-14",
            "count": 1
          },
          {
            "date": "2025-08-15",
            "count": 3
          },
          {
            "date": "2025-08-16",
            "count": 1
          },
          {
            "date": "2025-08-17",
            "count": 1
          },
          {
            "date": "2025-08-19",
            "count": 1
          },
          {
            "date": "2025-08-20",
            "count": 3
          },
          {
            "date": "2025-08-21",
            "count": 3
          },
          {
            "date": "2025-08-22",
            "count": 1
          },
          {
            "date": "2025-08-23",
            "count": 1
          },
          {
            "date": "2025-08-25",
            "count": 1
          },
          {
            "date": "2025-08-27",
            "count": 1
          },
          {
            "date": "2025-08-28",
            "count": 1
          },
          {
            "date": "2025-08-29",
            "count": 1
          },
          {
            "date": "2025-08-30",
            "count": 1
          },
          {
            "date": "2025-08-31",
            "count": 1
          },
          {
            "date": "2025-09-02",
            "count": 1
          },
          {
            "date": "2025-09-05",
            "count": 1
          },
          {
            "date": "2025-09-06",
            "count": 1
          },
          {
            "date": "2025-09-11",
            "count": 2
          },
          {
            "date": "2025-09-14",
            "count": 1
          },
          {
            "date": "2025-09-15",
            "count": 2
          },
          {
            "date": "2025-09-16",
            "count": 2
          },
          {
            "date": "2025-09-21",
            "count": 2
          },
          {
            "date": "2025-09-24",
            "count": 2
          },
          {
            "date": "2025-09-25",
            "count": 1
          },
          {
            "date": "2025-09-26",
            "count": 1
          },
          {
            "date": "2025-09-27",
            "count": 2
          },
          {
            "date": "2025-10-01",
            "count": 2
          },
          {
            "date": "2025-10-03",
            "count": 2
          },
          {
            "date": "2025-10-05",
            "count": 1
          },
          {
            "date": "2025-10-06",
            "count": 2
          },
          {
            "date": "2025-10-10",
            "count": 1
          },
          {
            "date": "2025-10-11",
            "count": 1
          },
          {
            "date": "2025-10-12",
            "count": 1
          },
          {
            "date": "2025-10-14",
            "count": 2
          },
          {
            "date": "2025-10-15",
            "count": 1
          },
          {
            "date": "2025-10-16",
            "count": 1
          },
          {
            "date": "2025-10-17",
            "count": 1
          },
          {
            "date": "2025-10-18",
            "count": 1
          },
          {
            "date": "2025-10-20",
            "count": 4
          },
          {
            "date": "2025-10-22",
            "count": 3
          },
          {
            "date": "2025-10-23",
            "count": 3
          },
          {
            "date": "2025-10-24",
            "count": 2
          },
          {
            "date": "2025-10-25",
            "count": 2
          },
          {
            "date": "2025-10-29",
            "count": 1
          },
          {
            "date": "2025-10-30",
            "count": 2
          },
          {
            "date": "2025-11-01",
            "count": 1
          },
          {
            "date": "2025-11-02",
            "count": 2
          },
          {
            "date": "2025-11-03",
            "count": 1
          },
          {
            "date": "2025-11-04",
            "count": 1
          },
          {
            "date": "2025-11-05",
            "count": 1
          },
          {
            "date": "2025-11-09",
            "count": 1
          },
          {
            "date": "2025-11-10",
            "count": 2
          },
          {
            "date": "2025-11-11",
            "count": 1
          },
          {
            "date": "2025-11-12",
            "count": 2
          },
          {
            "date": "2025-11-13",
            "count": 2
          },
          {
            "date": "2025-11-14",
            "count": 1
          },
          {
            "date": "2025-11-15",
            "count": 2
          },
          {
            "date": "2025-11-17",
            "count": 2
          },
          {
            "date": "2025-11-18",
            "count": 1
          },
          {
            "date": "2025-11-19",
            "count": 1
          },
          {
            "date": "2025-11-20",
            "count": 2
          },
          {
            "date": "2025-11-24",
            "count": 1
          },
          {
            "date": "2025-11-25",
            "count": 1
          },
          {
            "date": "2025-11-26",
            "count": 2
          },
          {
            "date": "2025-11-27",
            "count": 2
          },
          {
            "date": "2025-11-28",
            "count": 2
          },
          {
            "date": "2025-11-29",
            "count": 1
          },
          {
            "date": "2025-12-03",
            "count": 2
          },
          {
            "date": "2025-12-04",
            "count": 1
          },
          {
            "date": "2025-12-06",
            "count": 1
          },
          {
            "date": "2025-12-07",
            "count": 1
          },
          {
            "date": "2025-12-08",
            "count": 1
          },
          {
            "date": "2025-12-14",
            "count": 2
          },
          {
            "date": "2025-12-15",
            "count": 2
          },
          {
            "date": "2025-12-16",
            "count": 1
          },
          {
            "date": "2025-12-19",
            "count": 1
          },
          {
            "date": "2025-12-20",
            "count": 1
          },
          {
            "date": "2025-12-21",
            "count": 1
          },
          {
            "date": "2025-12-22",
            "count": 1
          },
          {
            "date": "2025-12-28",
            "count": 1
          },
          {
            "date": "2025-12-29",
            "count": 1
          },
          {
            "date": "2025-12-31",
            "count": 2
          },
          {
            "date": "2026-01-01",
            "count": 1
          },
          {
            "date": "2026-01-04",
            "count": 2
          },
          {
            "date": "2026-01-05",
            "count": 1
          },
          {
            "date": "2026-01-07",
            "count": 3
          },
          {
            "date": "2026-01-09",
            "count": 1
          },
          {
            "date": "2026-01-10",
            "count": 1
          },
          {
            "date": "2026-01-13",
            "count": 1
          },
          {
            "date": "2026-01-14",
            "count": 2
          },
          {
            "date": "2026-01-19",
            "count": 1
          },
          {
            "date": "2026-01-20",
            "count": 2
          },
          {
            "date": "2026-01-23",
            "count": 2
          },
          {
            "date": "2026-01-24",
            "count": 1
          },
          {
            "date": "2026-01-29",
            "count": 1
          },
          {
            "date": "2026-02-05",
            "count": 2
          },
          {
            "date": "2026-02-06",
            "count": 1
          },
          {
            "date": "2026-02-07",
            "count": 1
          },
          {
            "date": "2026-02-09",
            "count": 2
          },
          {
            "date": "2026-02-10",
            "count": 1
          },
          {
            "date": "2026-02-11",
            "count": 1
          },
          {
            "date": "2026-02-12",
            "count": 1
          },
          {
            "date": "2026-02-13",
            "count": 2
          },
          {
            "date": "2026-02-14",
            "count": 2
          },
          {
            "date": "2026-02-18",
            "count": 1
          },
          {
            "date": "2026-02-19",
            "count": 1
          },
          {
            "date": "2026-02-21",
            "count": 1
          },
          {
            "date": "2026-02-22",
            "count": 1
          },
          {
            "date": "2026-02-24",
            "count": 1
          },
          {
            "date": "2026-02-25",
            "count": 1
          },
          {
            "date": "2026-02-26",
            "count": 2
          },
          {
            "date": "2026-02-27",
            "count": 1
          },
          {
            "date": "2026-03-03",
            "count": 2
          },
          {
            "date": "2026-03-04",
            "count": 1
          },
          {
            "date": "2026-03-16",
            "count": 2
          },
          {
            "date": "2026-03-19",
            "count": 2
          },
          {
            "date": "2026-03-20",
            "count": 1
          },
          {
            "date": "2026-03-25",
            "count": 1
          },
          {
            "date": "2026-03-26",
            "count": 2
          },
          {
            "date": "2026-03-28",
            "count": 1
          },
          {
            "date": "2026-03-31",
            "count": 2
          },
          {
            "date": "2026-04-03",
            "count": 1
          },
          {
            "date": "2026-04-06",
            "count": 1
          },
          {
            "date": "2026-04-08",
            "count": 1
          },
          {
            "date": "2026-04-09",
            "count": 1
          },
          {
            "date": "2026-04-11",
            "count": 1
          },
          {
            "date": "2026-04-14",
            "count": 1
          },
          {
            "date": "2026-04-21",
            "count": 2
          },
          {
            "date": "2026-04-24",
            "count": 1
          },
          {
            "date": "2026-04-27",
            "count": 1
          },
          {
            "date": "2026-04-28",
            "count": 1
          },
          {
            "date": "2026-04-29",
            "count": 2
          },
          {
            "date": "2026-04-30",
            "count": 1
          },
          {
            "date": "2026-05-05",
            "count": 1
          },
          {
            "date": "2026-05-07",
            "count": 1
          },
          {
            "date": "2026-05-10",
            "count": 1
          },
          {
            "date": "2026-05-11",
            "count": 1
          },
          {
            "date": "2026-05-12",
            "count": 1
          },
          {
            "date": "2026-05-19",
            "count": 1
          },
          {
            "date": "2026-05-23",
            "count": 1
          },
          {
            "date": "2026-05-25",
            "count": 1
          },
          {
            "date": "2026-05-26",
            "count": 2
          },
          {
            "date": "2026-05-29",
            "count": 1
          },
          {
            "date": "2026-06-08",
            "count": 1
          },
          {
            "date": "2026-06-17",
            "count": 1
          },
          {
            "date": "2026-06-18",
            "count": 2
          },
          {
            "date": "2026-07-02",
            "count": 1
          },
          {
            "date": "2026-07-03",
            "count": 1
          },
          {
            "date": "2026-07-08",
            "count": 1
          },
          {
            "date": "2026-07-10",
            "count": 1
          },
          {
            "date": "2026-07-13",
            "count": 1
          },
          {
            "date": "2026-07-14",
            "count": 1
          },
          {
            "date": "2026-07-15",
            "count": 1
          },
          {
            "date": "2026-07-16",
            "count": 1
          },
          {
            "date": "2026-07-20",
            "count": 1
          },
          {
            "date": "2026-07-21",
            "count": 1
          }
        ],
        "complete": false,
        "collected": 1000,
        "total_stars": 7462
      },
      "open_issues_and_prs": 243
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "Makefile",
        "docs/Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "largest_source_bytes": 24359,
      "source_files_sampled": 15,
      "oversized_source_files": 0,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [],
        "collected": true,
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 53,
        "assessed_package": "pypi:pipreqs@0.5.0",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "yarg",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.1.9"
        },
        {
          "name": "docopt",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.6.2"
        },
        {
          "name": "nbconvert",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=7.11.0"
        },
        {
          "name": "ipython",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=8.12.3"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "docopt",
            "direct": true,
            "version": "0.6.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": true,
            "version": "8.12.3",
            "ecosystem": "pypi"
          },
          {
            "name": "nbconvert",
            "direct": true,
            "version": "7.16.6",
            "ecosystem": "pypi"
          },
          {
            "name": "yarg",
            "direct": true,
            "version": "0.1.9",
            "ecosystem": "pypi"
          },
          {
            "name": "alabaster",
            "direct": false,
            "version": "0.7.16",
            "ecosystem": "pypi"
          },
          {
            "name": "appnope",
            "direct": false,
            "version": "0.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "asttokens",
            "direct": false,
            "version": "3.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "25.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "babel",
            "direct": false,
            "version": "2.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "backcall",
            "direct": false,
            "version": "0.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "beautifulsoup4",
            "direct": false,
            "version": "4.13.3",
            "ecosystem": "pypi"
          },
          {
            "name": "bleach",
            "direct": false,
            "version": "6.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cachetools",
            "direct": false,
            "version": "5.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2025.1.31",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "1.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "chardet",
            "direct": false,
            "version": "5.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": "7.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "decorator",
            "direct": false,
            "version": "5.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "defusedxml",
            "direct": false,
            "version": "0.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "distlib",
            "direct": false,
            "version": "0.3.9",
            "ecosystem": "pypi"
          },
          {
            "name": "docutils",
            "direct": false,
            "version": "0.21.2",
            "ecosystem": "pypi"
          },
          {
            "name": "executing",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fastjsonschema",
            "direct": false,
            "version": "2.21.1",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.19.1",
            "ecosystem": "pypi"
          },
          {
            "name": "flake8",
            "direct": false,
            "version": "6.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.10",
            "ecosystem": "pypi"
          },
          {
            "name": "imagesize",
            "direct": false,
            "version": "1.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-metadata",
            "direct": false,
            "version": "8.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jedi",
            "direct": false,
            "version": "0.19.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": false,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.23.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2023.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-client",
            "direct": false,
            "version": "8.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-core",
            "direct": false,
            "version": "5.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-pygments",
            "direct": false,
            "version": "0.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "2.1.5",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib-inline",
            "direct": false,
            "version": "0.1.7",
            "ecosystem": "pypi"
          },
          {
            "name": "mccabe",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mistune",
            "direct": false,
            "version": "3.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "nbclient",
            "direct": false,
            "version": "0.10.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nbformat",
            "direct": false,
            "version": "5.10.4",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "24.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pandocfilters",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "parso",
            "direct": false,
            "version": "0.8.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pexpect",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pickleshare",
            "direct": false,
            "version": "0.7.5",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.3.6",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prompt-toolkit",
            "direct": false,
            "version": "3.0.50",
            "ecosystem": "pypi"
          },
          {
            "name": "ptyprocess",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pure-eval",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pycodestyle",
            "direct": false,
            "version": "2.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "2.22",
            "ecosystem": "pypi"
          },
          {
            "name": "pyflakes",
            "direct": false,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.19.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyproject-api",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32",
            "direct": false,
            "version": "308",
            "ecosystem": "pypi"
          },
          {
            "name": "pyzmq",
            "direct": false,
            "version": "26.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": false,
            "version": "0.35.1",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.32.4",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "0.20.1",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "snowballstemmer",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "soupsieve",
            "direct": false,
            "version": "2.6",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": false,
            "version": "7.4.7",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-applehelp",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-devhelp",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-htmlhelp",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-jsmath",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-qthelp",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-serializinghtml",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "stack-data",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "tinycss2",
            "direct": false,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tornado",
            "direct": false,
            "version": "6.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tox",
            "direct": false,
            "version": "4.24.1",
            "ecosystem": "pypi"
          },
          {
            "name": "traitlets",
            "direct": false,
            "version": "5.14.3",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.12.2",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "virtualenv",
            "direct": false,
            "version": "20.29.2",
            "ecosystem": "pypi"
          },
          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.2.13",
            "ecosystem": "pypi"
          },
          {
            "name": "webencodings",
            "direct": false,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "zipp",
            "direct": false,
            "version": "3.20.2",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 86,
        "direct_count": 4,
        "indirect_count": 82
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 56,
        "merged_prs": 119,
        "open_issues": 187,
        "closed_ratio": 0.379,
        "closed_issues": 114,
        "closed_unmerged_prs": 72
      },
      "bus_factor": 2,
      "top_contributors": [
        {
          "type": "User",
          "login": "bndr",
          "commits": 154,
          "avatar_url": "https://avatars.githubusercontent.com/u/1145456?v=4"
        },
        {
          "type": "User",
          "login": "alan-barzilay",
          "commits": 39,
          "avatar_url": "https://avatars.githubusercontent.com/u/28787373?v=4"
        },
        {
          "type": "User",
          "login": "jonas-eschle",
          "commits": 36,
          "avatar_url": "https://avatars.githubusercontent.com/u/17454848?v=4"
        },
        {
          "type": "User",
          "login": "jonafato",
          "commits": 31,
          "avatar_url": "https://avatars.githubusercontent.com/u/392720?v=4"
        },
        {
          "type": "Bot",
          "login": "dependabot[bot]",
          "commits": 10,
          "avatar_url": "https://avatars.githubusercontent.com/in/29110?v=4"
        },
        {
          "type": "User",
          "login": "adeadfed",
          "commits": 9,
          "avatar_url": "https://avatars.githubusercontent.com/u/54282598?v=4"
        },
        {
          "type": "User",
          "login": "hdformat",
          "commits": 5,
          "avatar_url": "https://avatars.githubusercontent.com/u/869339?v=4"
        },
        {
          "type": "User",
          "login": "littmus",
          "commits": 5,
          "avatar_url": "https://avatars.githubusercontent.com/u/1590516?v=4"
        },
        {
          "type": "User",
          "login": "mateuslatrova",
          "commits": 5,
          "avatar_url": "https://avatars.githubusercontent.com/u/57113699?v=4"
        },
        {
          "type": "User",
          "login": "mapattacker",
          "commits": 4,
          "avatar_url": "https://avatars.githubusercontent.com/u/13524596?v=4"
        }
      ],
      "contributors_sampled": 65,
      "top_contributor_share": 0.401
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "flake8.yml",
        "tests.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [
        "tox.ini"
      ],
      "has_editorconfig": true,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "poetry.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 4,
            "reason": "6 out of 13 merged PRs checked by a CI test -- score normalized to 4",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 5,
            "reason": "Found 4/7 approved changesets -- score normalized to 5",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 14 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 0,
            "reason": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "42 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "48dbafd39003b9de177b8d314795e45797555850",
        "ran_at": "2026-07-21T03:57:20Z",
        "aggregate_score": 3.8,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/bndr/pipreqs",
    "host": "github.com",
    "name": "pipreqs",
    "owner": "bndr"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 61,
      "inputs": {
        "security": 50,
        "vitality": 28,
        "community": 86,
        "governance": 60,
        "engineering": 83
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "critical",
        "name": "Vitality",
        "value": 28,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "critical",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 22,
            "inputs": {
              "commits_last_year": 11,
              "human_commit_share": null,
              "days_since_last_push": 112,
              "active_weeks_last_year": 3
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 112 days ago",
                "points": 9.9,
                "status": "partial",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 112
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "3/52 weeks with commits",
                "points": 2.1,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 3
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "11 commits in the last year",
                "points": 9.7,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "at_risk",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 36,
            "inputs": {
              "releases_count": 5,
              "latest_release_tag": "v0.5.0",
              "releases_from_tags": false,
              "days_since_latest_release": 883,
              "mean_days_between_releases": 389.3
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "5 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 883 days ago",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 883
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~389.3 days",
                "points": 5.4,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 389.3
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "no_commit_sample",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "excellent",
        "name": "Community & Adoption",
        "value": 86,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "excellent",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "forks": 420,
              "stars": 7462,
              "watchers": 54,
              "growth_state": "organic",
              "growth_factor_pct": 100
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "7,462 stars",
                "points": 60,
                "status": "met",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 7462
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "420 forks",
                "points": 21.9,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 420
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "54 watchers",
                "points": 9.6,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 54
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 99,
            "inputs": {
              "packages": [
                "pipreqs"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 913416
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "913,416 downloads/month across pypi",
                "points": 79.5,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 913416,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 60,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 62,
            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 65,
              "top_contributor_share": 0.401
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 40% of commits",
                "points": 13.5,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 40
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "65 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 65
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 14 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "at_risk",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 49,
            "inputs": {
              "merged_prs": 119,
              "open_issues": 187,
              "closed_issues": 114,
              "issue_closed_ratio": 0.379,
              "closed_unmerged_prs": 72
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "38% of issues closed",
                "points": 17.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 38
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "119/191 decided PRs merged",
                "points": 23.8,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 119,
                      "decided": 191
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 4/7 approved changesets -- score normalized to 5",
                "points": 7.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 61,
            "inputs": {
              "followers": 256,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "bndr",
              "public_repos": 19,
              "account_age_days": 5385
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "256 followers of bndr",
                "points": 17.3,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 256,
                      "login": "bndr"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "19 public repos, account ~14 yr old",
                "points": 21.5,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 19
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 14
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "moderate",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 69,
            "inputs": {
              "packages": [
                "pipreqs"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 883
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 883 days ago",
                "points": 4,
                "status": "partial",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 883
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "41 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 41
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 83,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 88,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": "tox.ini",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "6 out of 13 merged PRs checked by a CI test -- score normalized to 4",
                "points": 8,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 50,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 38,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 3.8
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "6 out of 13 merged PRs checked by a CI test -- score normalized to 4",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 4/7 approved changesets -- score normalized to 5",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 14 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "42 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:pipreqs@0.5.0 runtime dependency closure — what installing the published package pulls in — 53 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:pipreqs@0.5.0",
                  "assessed": 53
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 53,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 53,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 13
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 44,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 74,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "poetry.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile",
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, docs/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": "tox.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 24359,
              "source_files_sampled": 15,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/15 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 15,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-21T03:57:45.324894Z",
  "schema_version": "0.17.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/b/bndr/pipreqs.svg",
  "full_name": "bndr/pipreqs",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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 v1.13.0, schema v0.17.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsPyPI.