Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-25 22:21 UTC

airspeed-velocity / asv_runner

Core pure python benchmarking for asv

PythonBSD-3-Clause★ 6 stars⑂ 7 forkssince May 2023View on GitHub ↗

airspeed-velocity/asv_runner holds a health index of 61 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (72/100) and lowest on AI Readiness (31/100). It was last updated 28 days ago. A single contributor accounts 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

Airspeed VelocityOrganization
13 followers5 public repossince Oct 2017

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIasv_runner0.2.5536,0391528 days ago

Metrics by category

Vitality

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

65Moderate · 22% of overall
How it's scored
28.8/36Push recency — last push 28 days ago
3.5/36Commit cadence — 5/52 weeks with commits
13.1/18Commit volume — 28 commits in the last year
10/10OpenSSF Scorecard: Maintained — 24 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year28
human_commit_share1
days_since_last_push28
active_weeks_last_year5
How it's scored
16.2/27Ships releases — 16 version tags (no GitHub releases)
36/36Release recency — latest release 28 days ago
19.8/27Release cadence — a release every ~115.9 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count16
latest_release_tagv0.2.5
releases_from_tagsyes
days_since_latest_release28
mean_days_between_releases115.9
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?

54Moderate · 18% of overall
How it's scored
11.3/60Stars — 6 stars
6.5/25Forks — 7 forks
0/15Watchers — 2 watchers
Inputs used
forks7
stars6
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (BSD-3-Clause)
0/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateno
How it's scored
76.4/80Monthly downloads — 536,039 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesasv_runner
dependents
ecosystemspypi
total_downloads
monthly_downloads536,039
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
9/54Bus factor — 1 contributor(s) cover half of all commits
1.7/22.5Commit distribution — top contributor authored 92% of commits
9.5/13.5Contributor breadth — 7 contributors
10/10OpenSSF Scorecard: Contributors — project has 29 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled7
top_contributor_share0.923
How it's scored
30.5/46.8Issue resolution — 65% of issues closed
36.9/38.3PR acceptance — 27/28 decided PRs merged
3/15OpenSSF Scorecard: Code-Review — Found 4/15 approved changesets -- score normalized to 2
Inputs used
merged_prs27
open_issues8
closed_issues15
issue_closed_ratio0.652
closed_unmerged_prs1
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
8.2/25Owner reach — 13 followers of airspeed-velocity
17.7/25Track record — 5 public repos, account ~8 yr old
Inputs used
followers13
owner_typeOrganization
is_verified
owner_loginairspeed-velocity
public_repos5
account_age_days3,198
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 28 days ago
20/20Version history — 15 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesasv_runner
ecosystemspypi
any_deprecatedno
min_days_since_publish28

Engineering Quality

Are baseline engineering and documentation practices in place?

72Good · 20% of overall
How it's scored
24/24CI workflows — 9 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
6/20OpenSSF Scorecard: CI-Tests — 2 out of 6 merged PRs checked by a CI test -- score normalized to 3
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

100Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://asv.readthedocs.io/projects/asv-runner/en/latest/index.html
10/10Repository description
10/10Topics — 3 topics
10/10Wiki
Inputs used
topicsairspeed-velocity, asv, benchmarking
has_wikiyes
homepagehttps://asv.readthedocs.io/projects/asv-runner/en/latest/index.html
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

53Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
0.8/2.5CI-Tests — 2 out of 6 merged PRs checked by a CI test -- score normalized to 3
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
1.5/7.5Code-Review — Found 4/15 approved changesets -- score normalized to 2
2.5/2.5Contributors — project has 29 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 24 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — 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 — 37 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.1
Excluded from scoring (no data or not applicable): branch_protection, signed_releases. Remaining weights renormalized.
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories68
affected_packages8
assessed_packages46
unassessed_packages1
affected_by_severityhigh 6, moderate 1, low 1
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 46 resolved dependencies against OSV. 1 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. 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.

31At risk · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
19.2/40Legible commit history — 36 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.36
agent_instruction_files
agent_instruction_max_bytes
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
0/11Static type checking
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespdm.lock
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
How it's scored
0/45Type-checkable code — Python without a type-check config
55/55Manageable file sizes — 0/26 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes27,174
source_files_sampled26
oversized_source_files0

Key facts

6GitHub stars
7contributors
28commits, last 12 months
28days since last push
16releases
1bus factor
8open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

Star and fork history 0 ★ / 7 ⇿
0Stars
7Forks
6Releases

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.

1234567712023-072024-092025-12
Major 0Minor 2Patch 4

Each point covers 3 days.

OpenSSF Scorecard 4.1 / 10
4.1aggregate

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 · 2026-07-25 22:21 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
3CI-Tests2 out of 6 merged PRs checked by a CI test -- score normalized to 3
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
2Code-ReviewFound 4/15 approved changesets -- score normalized to 2
10Contributorsproject has 29 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained24 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
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
0Vulnerabilities37 existing vulnerabilities detected
Direct dependencies 1
RegistryPackageVersion constraintManifest
PyPIimportlib-metadatapyproject.toml
All dependencies 47

Full resolved dependency set from the GitHub dependency graph: 1 direct and 46 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIimportlib-metadatadirect
PyPIalabaster0.7.13indirect
PyPIastroid2.15.6indirect
PyPIbabel2.12.1indirect
PyPIbeautifulsoup44.12.2indirect
PyPIcertifi2023.7.22indirect
PyPIcharset-normalizer3.2.0indirect
PyPIcolorama0.4.6indirect
PyPIdocutils0.20.1indirect
PyPIfuro2023.08.19indirect
PyPIidna3.4indirect
PyPIimagesize1.4.1indirect
PyPIjinja23.1.2indirect
PyPIlazy-object-proxy1.9.0indirect
PyPIlivereload2.6.3indirect
PyPImarkdown-it-py3.0.0indirect
PyPImarkupsafe2.1.3indirect
PyPImdit-py-plugins0.4.0indirect
PyPImdurl0.1.2indirect
PyPImyst-parser2.0.0indirect
PyPIpackaging23.1indirect
PyPIpyenchant3.2.2indirect
PyPIpygments2.16.1indirect
PyPIpyyaml6.0.1indirect
PyPIrequests2.31.0indirect
PyPIsix1.16.0indirect
PyPIsnowballstemmer2.2.0indirect
PyPIsoupsieve2.4.1indirect
PyPIsphinx7.2.2indirect
PyPIsphinx-autobuild2021.3.14indirect
PyPIsphinx-autodoc20.4.2indirect
PyPIsphinx-basic-ng1.0.0b2indirect
PyPIsphinx-contributors0.2.7indirect
PyPIsphinx-copybutton0.5.2indirect
PyPIsphinx-design0.5.0indirect
PyPIsphinxcontrib-applehelp1.0.7indirect
PyPIsphinxcontrib-devhelp1.0.5indirect
PyPIsphinxcontrib-htmlhelp2.0.4indirect
PyPIsphinxcontrib-jsmath1.0.1indirect
PyPIsphinxcontrib-qthelp1.0.6indirect
PyPIsphinxcontrib-serializinghtml1.1.8indirect
PyPIsphinxcontrib-spelling8.0.0indirect
PyPItomli2.0.1indirect
PyPItornado6.3.3indirect
PyPItyping-extensions4.7.1indirect
PyPIurllib32.0.4indirect
PyPIwrapt1.15.0indirect
Dependency advisories 8

This repository publishes no package the index resolves, so its own dependency graph was assessed — 46 packages, which also include development and test pins that never ship: 8 carry known advisories, of which 0 are direct. 1 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
certifi2023.7.22indirecthigh22024.7.4
idna3.4indirecthigh43.15
jinja23.1.2indirecthigh103.1.6
soupsieve2.4.1indirecthigh42.8.4
tornado6.3.3indirecthigh246.5.7
urllib32.0.4indirecthigh162.7.0
requests2.31.0indirectmoderate62.33.0
pygments2.16.1indirectlow22.20.0

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": [
        "airspeed-velocity",
        "asv",
        "benchmarking"
      ],
      "is_fork": false,
      "size_kb": 376,
      "has_wiki": true,
      "homepage": "https://asv.readthedocs.io/projects/asv-runner/en/latest/index.html",
      "languages": {
        "Python": 159132
      },
      "pushed_at": "2026-06-27T01:40:27Z",
      "created_at": "2023-05-06T19:48:19Z",
      "owner_type": "Organization",
      "updated_at": "2026-06-27T01:40:28Z",
      "description": "Core pure python benchmarking for asv",
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      "is_disabled": false,
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      "type": "Organization",
      "login": "airspeed-velocity",
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      "location": null,
      "followers": 13,
      "avatar_url": "https://avatars.githubusercontent.com/u/33003643?v=4",
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      "public_repos": 5,
      "account_age_days": 3198
    },
    "license": {
      "state": "standard",
      "spdx_id": "BSD-3-Clause",
      "raw_spdx": "BSD-3-Clause",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.2.5",
          "kind": "patch",
          "published_at": "2026-06-27T01:40:21Z"
        },
        {
          "tag": "v0.2.4",
          "kind": "patch",
          "published_at": "2026-06-27T01:16:52Z"
        },
        {
          "tag": "v0.2.3",
          "kind": "patch",
          "published_at": "2026-06-27T01:03:53Z"
        },
        {
          "tag": "v0.2.2",
          "kind": "patch",
          "published_at": "2026-06-27T00:41:22Z"
        },
        {
          "tag": "v0.2.1",
          "kind": "patch",
          "published_at": "2024-02-11T21:48:24Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2024-02-11T20:46:43Z"
        },
        {
          "tag": "v0.1.0",
          "kind": "minor",
          "published_at": "2023-09-11T03:23:28Z"
        },
        {
          "tag": "v0.0.9",
          "kind": "patch",
          "published_at": "2023-08-20T12:35:19Z"
        },
        {
          "tag": "v0.0.8",
          "kind": "patch",
          "published_at": "2023-08-20T02:59:55Z"
        },
        {
          "tag": "v0.0.7",
          "kind": "patch",
          "published_at": "2023-08-18T12:55:41Z"
        },
        {
          "tag": "v0.0.6",
          "kind": "patch",
          "published_at": "2023-06-25T19:31:35Z"
        },
        {
          "tag": "v0.0.5",
          "kind": "patch",
          "published_at": "2023-06-25T19:13:36Z"
        },
        {
          "tag": "v0.0.4",
          "kind": "patch",
          "published_at": "2023-06-11T15:18:57Z"
        },
        {
          "tag": "v0.0.3",
          "kind": "patch",
          "published_at": "2023-06-05T03:28:07Z"
        },
        {
          "tag": "v0.0.2",
          "kind": "patch",
          "published_at": "2023-06-05T03:21:24Z"
        },
        {
          "tag": "v0.0.1",
          "kind": "patch",
          "published_at": "2023-05-07T02:37:01Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "01d4a2556932ca63e8d7df6536551c6107397e66",
          "body": null,
          "is_bot": false,
          "headline": "REL: Bump version to v0.2.5",
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          "body_truncated": false,
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        {
          "oid": "228e0d38240c3a6f76e63d03e9dac2841a5fc02a",
          "body": null,
          "is_bot": false,
          "headline": "MAINT: Fix timeraw env version SHA-256 (syntax)",
          "author_name": "Rohit Goswami",
          "author_login": "HaoZeke",
          "committed_at": "2026-06-27T01:38:24Z",
          "body_truncated": false,
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        },
        {
          "oid": "8b09bd580816fea682a6608177182cf649d31a09",
          "body": null,
          "is_bot": false,
          "headline": "MAINT: Timeraw env version on SHA-256 wire + token alts",
          "author_name": "Rohit Goswami",
          "author_login": "HaoZeke",
          "committed_at": "2026-06-27T01:36:37Z",
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          "body_truncated": false,
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        },
        {
          "oid": "4354bce627ba0afbe43446bc9ba33cfd0243d1ea",
          "body": "Keep version=sha256(code) for asv/tests/history. Populate version_alts with\ntoken-stable fingerprint when it differs. Timeraw env overrides use sha256 of\ncode+env payload, not token-only wire versions.",
          "is_bot": false,
          "headline": "BUG: Dual-hash version backfill (sha256 wire + token alts)",
          "author_name": "Rohit Goswami",
          "author_login": "HaoZeke",
          "committed_at": "2026-06-27T01:16:50Z",
          "body_truncated": false,
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          "is_bot": false,
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        {
          "oid": "ed05d7a9edc862f2841182cfdeae3866fce582a1",
          "body": null,
          "is_bot": false,
          "headline": "MAINT: Fix E501; tbump uses prek only",
          "author_name": "Rohit Goswami",
          "author_login": "HaoZeke",
          "committed_at": "2026-06-27T01:03:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64e896ab607b2bfffa39a9a139e989847cee6a32",
          "body": "Child stderr was trapped in PIPE and never reached asv results (breaks\ntest_timeraw_benchmark). Default version must match sha256(code) for asv\ntest_code_extraction; keep code_fingerprint for timeraw env only.",
          "is_bot": false,
          "headline": "BUG: Restore timeraw stderr capture and SHA-256 default versions",
          "author_name": "Rohit Goswami",
          "author_login": "HaoZeke",
          "committed_at": "2026-06-27T00:59:50Z",
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          "is_bot": false,
          "headline": "REL: Bump version to v0.2.2",
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          "committed_at": "2026-06-27T00:41:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "564f4526eea5ba51c25429e0ff66bc4b0844149b",
          "body": "Fix/setup cache and skip params",
          "is_bot": false,
          "headline": "Merge pull request #51 from HaoZeke/fix/setup-cache-and-skip-params",
          "author_name": "Rohit Goswami",
          "author_login": "HaoZeke",
          "committed_at": "2026-06-27T00:40:34Z",
          "body_truncated": false,
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        },
        {
          "oid": "c674af2b0eebf4bdbf3693499019b2dd7f1ee079",
          "body": null,
          "is_bot": false,
          "headline": "CI: Single prek.toml config; lychee excludes for changelog tags",
          "author_name": "Rohit Goswami",
          "author_login": "HaoZeke",
          "committed_at": "2026-06-27T00:34:38Z",
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                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 28 days ago",
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                "key": "commit_cadence",
                "name": "Commit cadence",
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                "key": "release_cadence",
                "name": "Release cadence",
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                "key": "openssf_scorecard_signed_releases",
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                "key": "watchers",
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            "note": null,
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                "status": "met",
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        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
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      {
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                "key": "openssf_scorecard_contributors",
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                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 29 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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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": "24 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "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": "37 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): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 46 resolved dependencies against OSV; 1 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 46
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 1
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 68,
              "affected_packages": 8,
              "assessed_packages": 46,
              "unassessed_packages": 1,
              "affected_by_severity": "high 6, moderate 1, low 1",
              "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": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "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": 46,
              "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": 12
            },
            "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": 31,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 19,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.36,
              "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": "36 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 19.2,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 36,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 32,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "pdm.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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 agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "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": 27174,
              "source_files_sampled": 26,
              "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": "0/26 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 26,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-25T22:21:24.268055Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/airspeed-velocity/asv_runner.svg",
  "full_name": "airspeed-velocity/asv_runner",
  "license_state": "standard",
  "license_spdx": "BSD-3-Clause"
}

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 v0.27.0 — full methodology · metrics wiki.

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