Public recordModerate
Software health reportschema 0.15.0 · metrics 1.13.0 · 2026-07-19 10:35 UTC
SauersML / gam
SauersML/gam holds a health index of 59 out of 100, placing it in the Moderate band. It scores highest on Vitality (83/100) and lowest on Security (34/100). It was last updated today. A single contributor accounts for most of its recent work.
59
overall / 100Software 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.
59
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)
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
SauersMLPersonal account
43 followers120 public repossince Jan 2023
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| crates.io | gam | 0.3.149 | 1,450 | 133 | 7 days ago | — |
| PyPI | gamfit | 0.1.257 | 13,690 | 63 | 0 days ago | gamgamfitgeneralized-additive-modelsregressionsmoothing-splinesthin-plate-splineremlstatisticsmachine-learningrust |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
83
Development activity
79Good
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 15.2/36 | Commit cadence — 22/52 weeks with commits |
| 18/18 | Commit volume — 19,299 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 19,299 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 22 |
Release discipline
90Excellent
How it's scored
| 27/27 | Ships releases — 100 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 27/27 | Release cadence — a release every ~1.1 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 100 |
| latest_release_tag | main-45814171f1e82ada41f7867a57a81862b64c437d |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 1.1 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
47
Popularity & adoption
31At risk
How it's scored
| 23.2/60 | Stars — 28 stars |
| 8/25 | Forks — 10 forks |
| 0/15 | Watchers — 0 watchers |
Inputs used
| forks | 10 |
| stars | 28 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
50Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (AGPL-3.0) |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
How it's scored
| 55.7/80 | Monthly downloads — 15,140 downloads/month across crates, pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | gam, gamfit |
| dependents | — |
| ecosystems | crates, pypi |
| total_downloads | 8,133 |
| monthly_downloads | 15,140 |
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?
60
Maintainer resilience (bus factor)
28Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 2.8/22.5 | Commit distribution — top contributor authored 88% of commits |
| 13.5/13.5 | Contributor breadth — 12 contributors |
| 3/10 | OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 12 |
| top_contributor_share | 0.877 |
How it's scored
| 45.7/46.8 | Issue resolution — 98% of issues closed |
| 27.8/38.3 | PR acceptance — 459/631 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 459 |
| open_issues | 39 |
| closed_issues | 1,649 |
| issue_closed_ratio | 0.977 |
| closed_unmerged_prs | 172 |
Ownership & stewardship
52Moderate
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 11.8/25 | Owner reach — 43 followers of SauersML |
| 19.9/25 | Track record — 120 public repos, account ~3 yr old |
Inputs used
| followers | 43 |
| owner_type | User |
| is_verified | — |
| owner_login | SauersML |
| public_repos | 120 |
| account_age_days | 1,269 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 2 package(s) on crates, pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 133 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | gam, gamfit |
| ecosystems | crates, pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
62
Engineering practices
60Moderate
How it's scored
| 24/24 | CI workflows — 17 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — no data |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.
Documentation
65Moderate
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 0/10 | Repository description |
| 0/10 | Topics |
| 10/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | yes |
| homepage | — |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | no |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
34
Security posture
34At risk
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — no data |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — no SAST tool detected |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 1.5/7.5 | Vulnerabilities — 8 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 3.4 |
Excluded from scoring (no data or not applicable): ci_tests. Remaining weights renormalized.
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.
41
Agent context & guidance
1Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
Verify loop (build / test / typecheck)
52Moderate
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 11/11 | Static type checking — gamfit/py.typed |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | no |
| typed_language | yes |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | gamfit/py.typed |
| 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.
Code legibility for models
95Excellent
How it's scored
| 45/45 | Type-checkable code — Rust (statically typed) |
| 50.1/55 | Manageable file sizes — 253/2,864 source files over 60KB |
Inputs used
| primary_language | Rust |
| largest_source_bytes | 441,149 |
| source_files_sampled | 2,864 |
| oversized_source_files | 253 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
28GitHub stars
12contributors
19,299commits, last 12 months
0days since last push
100releases
1bus factor
39open issues
crates.io, PyPIpackage ecosystems
More detail
OpenSSF Scorecard 3.4 / 10
3.4aggregate
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| n/a | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | no SAST tool detected |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 2 | Vulnerabilities | 8 existing vulnerabilities detected |
Direct dependencies 33
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| crates.io | clap | 4.6.1 | Cargo.toml |
| crates.io | rayon | 1.12.0 | Cargo.toml |
| crates.io | rand | 0.10.1 | Cargo.toml |
| crates.io | ndarray | 0.17.2 | Cargo.toml |
| crates.io | serde | 1.0.228 | Cargo.toml |
| crates.io | log | 0.4.29 | Cargo.toml |
| crates.io | csv | 1.4.0 | Cargo.toml |
| crates.io | faer | 0.24.0 | Cargo.toml |
| crates.io | serde_json | 1.0.149 | Cargo.toml |
| crates.io | rand_distr | 0.6.0 | Cargo.toml |
| crates.io | statrs | 0.18.0 | Cargo.toml |
| crates.io | libm | 0.2.16 | Cargo.toml |
| crates.io | gam-data | =0.3.149 | Cargo.toml |
| crates.io | gam-math | =0.3.149 | Cargo.toml |
| crates.io | gam-problem | =0.3.149 | Cargo.toml |
| crates.io | gam-spec | =0.3.149 | Cargo.toml |
| crates.io | gam-runtime | =0.3.149 | Cargo.toml |
| crates.io | gam-linalg | =0.3.149 | Cargo.toml |
| crates.io | gam-geometry | =0.3.149 | Cargo.toml |
| crates.io | gam-gpu | =0.3.149 | Cargo.toml |
| crates.io | gam-identifiability | =0.3.149 | Cargo.toml |
| crates.io | gam-terms | =0.3.149 | Cargo.toml |
| crates.io | gam-solve | =0.3.149 | Cargo.toml |
| crates.io | gam-models | =0.3.149 | Cargo.toml |
| crates.io | gam-inference | =0.3.149 | Cargo.toml |
| crates.io | gam-predict | =0.3.149 | Cargo.toml |
| crates.io | gam-report | =0.3.149 | Cargo.toml |
| crates.io | gam-config | =0.3.149 | Cargo.toml |
| crates.io | gam-sae | =0.3.149 | Cargo.toml |
| crates.io | gam-test-support | =0.3.149 | Cargo.toml |
| crates.io | wide | 0.7 | Cargo.toml |
| crates.io | general-mcmc | 0.9 | Cargo.toml |
| PyPI | numpy | >=1.26 | pyproject.toml |
All dependencies 131
Full resolved dependency set from the GitHub dependency graph: 34 direct and 97 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| crates.io | clap | — | direct |
| crates.io | csv | — | direct |
| crates.io | faer | — | direct |
| crates.io | gam-config | 0.3.149 | direct |
| crates.io | gam-data | 0.3.149 | direct |
| crates.io | gam-geometry | 0.3.149 | direct |
| crates.io | gam-gpu | 0.3.149 | direct |
| crates.io | gam-identifiability | 0.3.149 | direct |
| crates.io | gam-inference | 0.3.149 | direct |
| crates.io | gam-linalg | 0.3.149 | direct |
| crates.io | gam-math | 0.3.149 | direct |
| crates.io | gam-models | 0.3.149 | direct |
| crates.io | gam-predict | 0.3.149 | direct |
| crates.io | gam-problem | 0.3.149 | direct |
| crates.io | gam-report | 0.3.149 | direct |
| crates.io | gam-runtime | 0.3.149 | direct |
| crates.io | gam-sae | 0.3.149 | direct |
| crates.io | gam-solve | 0.3.149 | direct |
| crates.io | gam-spec | 0.3.149 | direct |
| crates.io | gam-terms | 0.3.149 | direct |
| crates.io | gam-test-support | 0.3.149 | direct |
| crates.io | general-mcmc | — | direct |
| crates.io | libm | — | direct |
| crates.io | log | — | direct |
| crates.io | ndarray | — | direct |
| crates.io | rand | — | direct |
| crates.io | rand_distr | — | direct |
| crates.io | rayon | — | direct |
| crates.io | serde | — | direct |
| crates.io | serde_json | — | direct |
| crates.io | statrs | — | direct |
| crates.io | wide | — | direct |
| PyPI | numpy | 2.2.6 | direct |
| PyPI | numpy | 2.4.5 | direct |
| crates.io | ad_trait | — | indirect |
| crates.io | approx | — | indirect |
| crates.io | arrow | — | indirect |
| crates.io | autodiff | — | indirect |
| crates.io | bumpalo | — | indirect |
| crates.io | comfy-table | — | indirect |
| crates.io | criterion | — | indirect |
| crates.io | dyn-stack | — | indirect |
| crates.io | gam-custom-family | 0.3.149 | indirect |
| crates.io | gam-model-api | 0.3.149 | indirect |
| crates.io | gam-model-kernels | 0.3.149 | indirect |
| crates.io | gam-row-macros | 0.3.149 | indirect |
| crates.io | libloading | — | indirect |
| crates.io | memmap2 | — | indirect |
| crates.io | npyz | — | indirect |
| crates.io | num-dual | — | indirect |
| crates.io | numpy | — | indirect |
| crates.io | parquet | — | indirect |
| crates.io | pest | — | indirect |
| crates.io | pest_derive | — | indirect |
| crates.io | polya-gamma | — | indirect |
| crates.io | proc-macro2 | — | indirect |
| crates.io | pyo3 | — | indirect |
| crates.io | qd | — | indirect |
| crates.io | quote | — | indirect |
| crates.io | rand_core | — | indirect |
| crates.io | sha2 | — | indirect |
| crates.io | smallvec | — | indirect |
| crates.io | syn | — | indirect |
| crates.io | sysinfo | — | indirect |
| crates.io | tempfile | — | indirect |
| crates.io | thiserror | — | indirect |
| PyPI | ast-serialize | 0.4.0 | indirect |
| PyPI | cairosvg | — | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | contourpy | 1.3.2 | indirect |
| PyPI | contourpy | 1.3.3 | indirect |
| PyPI | cycler | 0.12.1 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | fonttools | 4.63.0 | indirect |
| PyPI | gamfit | 0.1.257 | indirect |
| PyPI | griffe | — | indirect |
| PyPI | griffe-inherited-docstrings | — | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | joblib | 1.5.3 | indirect |
| PyPI | kiwisolver | 1.5.0 | indirect |
| PyPI | librt | 0.11.0 | indirect |
| PyPI | matplotlib | 3.10.9 | indirect |
| PyPI | mkdocs | — | indirect |
| PyPI | mkdocs-material | — | indirect |
| PyPI | mkdocstrings | — | indirect |
| PyPI | mypy | 2.1.0 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | numpy-typing-compat | 20251206.2.4 | indirect |
| PyPI | nvidia-cublas-cu12 | 12.9.2.10 | indirect |
| PyPI | nvidia-cuda-nvrtc-cu12 | 12.9.86 | indirect |
| PyPI | nvidia-cuda-runtime-cu12 | 12.9.79 | indirect |
| PyPI | nvidia-cusolver-cu12 | 11.7.5.82 | indirect |
| PyPI | nvidia-cusparse-cu12 | 12.5.10.65 | indirect |
| PyPI | nvidia-nvjitlink-cu12 | 12.9.86 | indirect |
| PyPI | optype | 0.17.0 | indirect |
| PyPI | optype | 0.9.3 | indirect |
| PyPI | packaging | 26.2 | indirect |
| PyPI | pandas | 2.3.3 | indirect |
| PyPI | pandas | 3.0.3 | indirect |
| PyPI | pandas-stubs | 2.3.3.260113 | indirect |
| PyPI | pandas-stubs | 3.0.0.260204 | indirect |
| PyPI | pathspec | 1.1.1 | indirect |
| PyPI | pillow | — | indirect |
| PyPI | pillow | 12.2.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | polars | 1.40.1 | indirect |
| PyPI | polars-runtime-32 | 1.40.1 | indirect |
| PyPI | pyarrow | 24.0.0 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pymdown-extensions | — | indirect |
| PyPI | pyparsing | 3.3.2 | indirect |
| PyPI | pytest | 9.0.3 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | pytz | 2026.2 | indirect |
| PyPI | ruff | — | indirect |
| PyPI | scikit-learn | 1.7.2 | indirect |
| PyPI | scikit-learn | 1.8.0 | indirect |
| PyPI | scikit-learn-stubs | 0.0.3 | indirect |
| PyPI | scipy | 1.15.3 | indirect |
| PyPI | scipy | 1.17.1 | indirect |
| PyPI | scipy-stubs | 1.15.3.0 | indirect |
| PyPI | scipy-stubs | 1.17.1.4 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | threadpoolctl | 3.6.0 | indirect |
| PyPI | tomli | 2.4.1 | indirect |
| PyPI | types-pytz | 2026.2.0.20260506 | indirect |
| PyPI | types-requests | 2.33.0.20260513 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | tzdata | 2026.2 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | vulture | 2.16 | indirect |
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 1636597,
"has_wiki": true,
"homepage": null,
"languages": {
"R": 13137,
"Cuda": 4685,
"Rust": 63407622,
"Shell": 107867,
"Python": 5312347
},
"pushed_at": "2026-07-19T10:30:08Z",
"created_at": "2026-02-24T05:42:29Z",
"owner_type": "User",
"updated_at": "2026-07-19T10:30:17Z",
"description": null,
"is_archived": false,
"is_disabled": false,
"license_spdx": "AGPL-3.0",
"default_branch": "main",
"license_spdx_raw": "AGPL-3.0",
"primary_language": "Rust",
"significant_languages": [
"Rust"
]
},
"owner": {
"blog": null,
"name": null,
"type": "User",
"login": "SauersML",
"company": null,
"location": null,
"followers": 43,
"avatar_url": "https://avatars.githubusercontent.com/u/123714540?v=4",
"created_at": "2023-01-27T04:28:37Z",
"is_verified": null,
"public_repos": 120,
"account_age_days": 1269
},
"license": {
"state": "standard",
"spdx_id": "AGPL-3.0",
"raw_spdx": "AGPL-3.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases_count": 100,
"commits_last_year": 19299,
"latest_release_at": "2026-07-19T10:24:34Z",
"latest_release_tag": "main-45814171f1e82ada41f7867a57a81862b64c437d",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 22,
"days_since_latest_release": 0,
"mean_days_between_releases": 1.1
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": false,
"has_contributing": false,
"health_percentage": 28,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "gam",
"exists": true,
"license": "AGPL-3.0-or-later",
"keywords": [],
"ecosystem": "crates",
"matches_repo": null,
"registry_url": "https://crates.io/crates/gam",
"is_deprecated": false,
"latest_version": "0.3.149",
"repository_url": null,
"versions_count": 133,
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
"name": "Dangerous-Workflow",
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"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
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"reason": "no update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
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{
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"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
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{
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{
"name": "Packaging",
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{
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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{
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{
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
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{
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],
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},
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]
},
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},
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{
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],
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},
{
"key": "community_health",
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"note": null,
"notes": [],
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"has_license": true,
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"name": "README",
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{
"key": "license",
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"status": "met",
"details": [
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"code": "license_standard",
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{
"code": "license_spdx",
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{
"key": "code_of_conduct",
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{
"key": "issue_template",
"name": "Issue template",
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"points": 0,
"status": "missed",
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{
"key": "pr_template",
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"notes": [
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"code": "excluded_no_data",
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"components": [
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},
{
"code": "weights_renormalized",
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],
"value": 70,
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"components": [
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"status": "partial",
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],
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{
"key": "registry_dependents",
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"name": "Bus factor",
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"status": "partial",
"details": [
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"code": "bus_factor",
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],
"max_points": 54
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{
"key": "commit_distribution",
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"status": "partial",
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{
"key": "contributor_breadth",
"name": "Contributor breadth",
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"points": 13.5,
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"details": [
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],
"max_points": 13.5
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{
"key": "openssf_scorecard_contributors",
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]
},
{
"key": "responsiveness",
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"status": "partial",
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],
"max_points": 46.75
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{
"key": "pr_acceptance",
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{
"key": "openssf_scorecard_code_review",
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]
},
{
"key": "stewardship",
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"notes": [
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"value": 52,
"inputs": {
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"components": [
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"code": "owner_personal",
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],
"max_points": 30
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{
"key": "verified_domain",
"name": "Verified domain",
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"status": "excluded",
"details": [
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"code": "not_applicable_to_user_accounts",
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],
"max_points": 20
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{
"key": "owner_reach",
"name": "Owner reach",
"detail": "43 followers of SauersML",
"points": 11.8,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 43,
"login": "SauersML"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "120 public repos, account ~3 yr old",
"points": 19.9,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 120
}
},
{
"code": "account_age_years",
"params": {
"years": 3
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"gam",
"gamfit"
],
"ecosystems": "crates, pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "2 package(s) on crates, pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 2,
"ecosystems": "crates, pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "133 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 133
}
}
],
"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": "moderate",
"name": "Engineering Quality",
"value": 62,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_ci_tests"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 60,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "17 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 17
}
}
],
"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": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "no pull request found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "moderate",
"name": "Documentation",
"note": null,
"notes": [],
"value": 65,
"inputs": {
"topics": [],
"has_wiki": true,
"homepage": null,
"has_readme": true,
"has_docs_dir": true,
"has_description": false
},
"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": 0,
"status": "missed",
"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": "at_risk",
"name": "Security",
"value": 34,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): CI-Tests. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"ci_tests"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 34,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 3.4
},
"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": "no pull request found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 1 contributing companies or organizations -- score normalized to 3",
"points": 0.8,
"status": "partial",
"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": "30 commit(s) and 30 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": "no SAST tool detected",
"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": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"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": "8 existing vulnerabilities detected",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"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": 1
},
"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": 41,
"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": "moderate",
"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": 52,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": false,
"typed_language": true,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [
"gamfit/py.typed"
],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"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": "gamfit/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "gamfit/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 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": "excellent",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 95,
"inputs": {
"primary_language": "Rust",
"largest_source_bytes": 441149,
"source_files_sampled": 2864,
"oversized_source_files": 253
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Rust (statically typed)",
"points": 45,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "Rust"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "253/2864 source files over 60KB",
"points": 50.1,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 2864,
"oversized": 253
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples"
],
"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": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples"
}
}
],
"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": "2026-07-19T10:35:08.821010Z",
"schema_version": "0.15.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/SauersML/gam.svg",
"full_name": "SauersML/gam",
"license_state": "standard",
"license_spdx": "AGPL-3.0"
}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 v0.15.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — crates.io, PyPI.