Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-26 09:41 UTC

artefactual-labs / pygfried

pygfried is a CPython extension that brings Siegfried, the Go-based signature file format identification tool, to Python.

Go · Python · CApache-2.0★ 7 stars⑂ 1 forksince Dec 2021View on GitHub ↗

artefactual-labs/pygfried holds a health index of 62 out of 100, placing it in the Moderate band. It scores highest on Vitality (79/100) and lowest on Community & Adoption (42/100). It was last updated 3 days ago. A single contributor accounts for most of its recent work.

62
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.

62
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

Artefactual LabOrganization
29 followers147 public repossince Apr 2015

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
Gogithub.com/artefactual-labs/pygfriedv0.16.1-2013 days ago
PyPIpygfried0.16.1-2013 days ago

Metrics by category

Vitality

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

79Good · 22% of overall
How it's scored
36/36Push recency — last push 3 days ago
6.9/36Commit cadence — 10/52 weeks with commits
12.2/18Commit volume — 22 commits in the last year
10/10OpenSSF Scorecard: Maintained — 13 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year22
human_commit_share0.889
days_since_last_push3
active_weeks_last_year10

Release discipline

100Excellent
How it's scored
27/27Ships releases — 11 releases published
36/36Release recency — latest release 13 days ago
27/27Release cadence — a release every ~44.1 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count11
latest_release_tagv0.16.1
releases_from_tagsno
days_since_latest_release13
mean_days_between_releases44.1
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?

42At risk · 18% of overall
How it's scored
12.6/60Stars — 7 stars
0/25Forks — 1 forks
5/15Watchers — 9 watchers
Inputs used
forks1
stars7
watchers9
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sustainability & Governance

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

62Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0/22.5Commit distribution — top contributor authored 100% of commits
1.4/13.5Contributor breadth — 1 contributors
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Inputs used
bus_factor1
contributors_sampled1
top_contributor_share1
How it's scored
46.8/46.8Issue resolution — 100% of issues closed
32.4/38.3PR acceptance — 22/26 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/18 approved changesets -- score normalized to 0
Inputs used
merged_prs22
open_issues0
closed_issues7
issue_closed_ratio1
closed_unmerged_prs4
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
10.6/25Owner reach — 29 followers of artefactual-labs
25/25Track record — 147 public repos, account ~11 yr old
Inputs used
followers29
owner_typeOrganization
is_verified
owner_loginartefactual-labs
public_repos147
account_age_days4,124
How it's scored
25/25Published & resolvable — 2 package(s) on go, pypi
35/35Publish recency — latest publish 13 days ago
20/20Version history — 20 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgithub.com/artefactual-labs/pygfried, pygfried
ecosystemsgo, pypi
any_deprecatedno
min_days_since_publish13

Engineering Quality

Are baseline engineering and documentation practices in place?

60Moderate · 20% of overall
How it's scored
24/24CI workflows — 4 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 15 out of 16 merged PRs checked by a CI test -- score normalized to 9
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

50Moderate
How it's scored
30/30README
0/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
10/10Topics — 6 topics
0/10Wiki
Inputs used
topicscode4lib, digital-preservation, format-identification, pronom, siegfried, python
has_wikino
homepage
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

66Moderate · 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
2.2/2.5CI-Tests — 15 out of 16 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/18 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 13 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
4/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
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
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.8
Excluded from scoring (no data or not applicable): 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
advisories0
affected_packages0
assessed_packages56
unassessed_packages0
affected_by_severitynone
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 56 resolved dependencies against OSV. 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.

53Moderate · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
4.4/40Legible commit history — 4 of 48 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.083
agent_instruction_files
agent_instruction_max_bytes
How it's scored
12.6/18One-command bootstrap — go.mod (toolchain convention, no task runner)
22/22Automated tests
0/11Lint / format config
11/11Static type checking — pygfried/py.typed
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 54
8/8Automated maintenance — 6 of the last 54 commits are automated dependency updates
8/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum, uv.lock
has_dockerfileno
typed_languageyes
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configspygfried/py.typed
agent_commit_share0
toolchain_manifestsgo.mod
dependency_bot_commit_share0.111
How it's scored
45/45Type-checkable code — Go (statically typed)
55/55Manageable file sizes — 0/8 source files over 60KB
Inputs used
primary_languageGo
largest_source_bytes8,371
source_files_sampled8
oversized_source_files0

Key facts

7GitHub stars
1contributors
22commits, last 12 months
3days since last push
11releases
1bus factor
0open issues
Go, PyPIpackage ecosystems

Data collection warnings

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

More detail

OpenSSF Scorecard 5.8 / 10
5.8aggregate

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 · 2026-07-26 09:41 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
9CI-Tests15 out of 16 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/18 approved changesets -- score normalized to 0
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained13 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
8Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 8
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
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 3
RegistryPackageVersion constraintManifest
Gogithub.com/richardlehane/siegfriedv1.11.6go.mod
Gogolang.org/x/syncv0.22.0go.mod
Gogotest.tools/v3v3.5.2go.mod
All dependencies 56

Full resolved dependency set from the GitHub dependency graph: 3 direct and 53 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
Gogithub.com/richardlehane/siegfriedv1.11.6direct
Gogolang.org/x/syncv0.22.0direct
Gogotest.tools/v3v3.5.2direct
Gogithub.com/google/go-cmpv0.7.0indirect
Gogithub.com/richardlehane/characterizev1.0.0indirect
Gogithub.com/richardlehane/matchv1.0.5indirect
Gogithub.com/richardlehane/mscfbv1.0.7indirect
Gogithub.com/richardlehane/msolepsv1.0.6indirect
Gogithub.com/richardlehane/xmldetectv1.0.2indirect
Gogithub.com/ross-spencer/spargov0.4.1indirect
Gogithub.com/ross-spencer/wikiprovv1.0.0indirect
Gogolang.org/x/imagev0.44.0indirect
Gogolang.org/x/sysv0.47.0indirect
Gogolang.org/x/textv0.40.0indirect
PyPIbackports-tarfile1.2.0indirect
PyPIbuild1.5.1indirect
PyPIcertifi2026.6.17indirect
PyPIcffi2.1.0indirect
PyPIcharset-normalizer3.4.9indirect
PyPIcolorama0.4.6indirect
PyPIcoverage7.15.0indirect
PyPIcryptography49.0.0indirect
PyPIdocutils0.23indirect
PyPIexceptiongroup1.3.1indirect
PyPIid1.6.1indirect
PyPIidna3.18indirect
PyPIimportlib-metadata9.0.0indirect
PyPIiniconfig2.3.0indirect
PyPIjaraco-classes3.4.0indirect
PyPIjaraco-context6.1.2indirect
PyPIjaraco-functools4.5.0indirect
PyPIjeepney0.9.0indirect
PyPIkeyring25.7.0indirect
PyPImarkdown-it-py4.2.0indirect
PyPImdurl0.1.2indirect
PyPImore-itertools11.1.0indirect
PyPInh30.3.6indirect
PyPIpackaging26.2indirect
PyPIpluggy1.6.0indirect
PyPIpycparser3.0indirect
PyPIpygments2.20.0indirect
PyPIpyproject-hooks1.2.0indirect
PyPIpytest9.1.1indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIreadme-renderer45.0indirect
PyPIrequests2.34.2indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrfc39862.0.0indirect
PyPIrich15.0.0indirect
PyPIruff0.15.21indirect
PyPIsecretstorage3.5.0indirect
PyPItomli2.4.1indirect
PyPItwine6.2.0indirect
PyPItyping-extensions4.16.0indirect
PyPIurllib32.7.0indirect
PyPIzipp4.1.0indirect
Dependency advisories 0

This repository publishes no package the index resolves, so its own dependency graph was assessed — 56 packages, which also include development and test pins that never ship: 0 carry known advisories, of which 0 are direct.

No known advisories affect the assessed dependencies.

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

Raw JSON report machine-readable
{
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          "kind": "minor",
          "published_at": "2025-06-11T16:27:32Z"
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          "kind": "minor",
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          "kind": "minor",
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        },
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          "kind": "patch",
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        }
      ],
      "recent_commits": [
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          "body": "Bumps the github-actions group with 5 updates:\n\n| Package | From | To |\n| --- | --- | --- |\n| [actions/checkout](https://github.com/actions/checkout) | `7.0.0` | `7.0.1` |\n| [astral-sh/setup-uv](https://github.com/astral-sh/setup-uv) | `8.3.2` | `9.0.0` |\n| [actions/setup-python](https://github.com/\n[…]\n  dependency-version: 1.14.1\n  dependency-type: direct:production\n  update-type: version-update:semver-patch\n  dependency-group: github-actions\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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        },
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          "body": "This improves wall time on large batches by reducing filesystem metadata work.\nA 150k image benchmark showed rougly 3-14% faster runs across eeh measure worker\ncounts.",
          "is_bot": false,
          "headline": "Reuse file handles for scan metadata",
          "author_name": "Jesús García Crespo",
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          "headline": "Update docs",
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        },
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          "oid": "d821da4c0980bf90388b8a3f7cfaa91d599099d4",
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          "headline": "Synchronize siegfried initialization",
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        },
        {
          "oid": "8f9bb9066d9b606837e7927c6dce08e89fcbdec8",
          "body": "Add Go and Python APIs for identifying many files and whole directories with\nbounded worker concurrency. Include recursive directory collection, optional\nsymlink following with cycle protection, and JSON output that preserves the\nscan start time.\n\nValidate worker counts and reject embedded NUL bytes in Python path lists.\nCover the new APIs with Go and Python tests.",
          "is_bot": false,
          "headline": "Add batched and directory identification",
          "author_name": "Jesús García Crespo",
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          "body_truncated": false,
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                "key": "pr_acceptance",
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              "followers": 29,
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              "is_verified": null,
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                "details": [
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              {
                "key": "verified_domain",
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              {
                "key": "owner_reach",
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                ],
                "max_points": 25
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              {
                "key": "track_record",
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          {
            "key": "package_maintenance",
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            "inputs": {
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                "key": "published_resolvable",
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                "key": "not_deprecated",
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        ],
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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            "value": 58,
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              {
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                "key": "dangerous_workflow",
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              {
                "key": "dependency_update_tool",
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                "key": "fuzzing",
                "name": "Fuzzing",
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              },
              {
                "key": "license",
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                "detail": "license file detected",
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                "status": "met",
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                "key": "maintained",
                "name": "Maintained",
                "detail": "13 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
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                "status": "met",
                "details": [],
                "max_points": 7.5
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              {
                "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 8",
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                "status": "partial",
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              },
              {
                "key": "sast",
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                "status": "missed",
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              },
              {
                "key": "security_policy",
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                "points": 0,
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              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
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                "details": [
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                ],
                "max_points": 7.5
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              {
                "key": "token_permissions",
                "name": "Token-Permissions",
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                "points": 0,
                "status": "missed",
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              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
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            ]
          },
          {
            "key": "dependency_advisories",
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                "code": "excluded_no_data",
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              {
                "code": "weights_renormalized",
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              {
                "code": "advisories_scope_repository",
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              {
                "code": "advisories_repo_graph_caveat",
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              {
                "code": "advisories_reachability",
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            ],
            "value": 100,
            "inputs": {
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              "direct_affected_packages": 0
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            "components": [
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                "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": [
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                    "code": "no_direct_advisories",
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                ],
                "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": {}
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                ],
                "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": {}
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                ],
                "max_points": 40
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            ]
          },
          {
            "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": 56,
              "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": 2
            },
            "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": "moderate",
        "name": "AI Readiness",
        "value": 53,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 4,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.083,
              "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": "4 of 48 human commits state their intent (structured subject or explanatory body)",
                "points": 4.4,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 4,
                      "sampled": 48
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum",
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "pygfried/py.typed"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "go.mod"
              ],
              "dependency_bot_commit_share": 0.111
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "go.mod (toolchain convention, no task runner)",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "toolchain_convention",
                    "params": {
                      "files": "go.mod"
                    }
                  }
                ],
                "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": "pygfried/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "pygfried/py.typed"
                    }
                  }
                ],
                "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 54",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 54
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "6 of the last 54 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 6,
                      "sampled": 54
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 8",
                "points": 8,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 8371,
              "source_files_sampled": 8,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/8 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 8,
                      "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": "2026-07-26T09:41:16.982859Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/artefactual-labs/pygfried.svg",
  "full_name": "artefactual-labs/pygfried",
  "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 v0.27.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsGo, PyPI.