Public recordModerate
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-28 08:20 UTC
dirmeier / sbijax
Simulation-based inference in JAX
dirmeier/sbijax holds a health index of 63 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (84/100) and lowest on Community & Adoption (46/100). It was last updated 23 days ago. A single contributor accounts for most of its recent work.
63
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.
63
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
Simon DirmeierPersonal account
143 followers43 public repossince Nov 2015@Logitech
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 |
|---|---|---|---|---|---|---|
| PyPI | sbijax | 0.4.0 | 2,227 | 10 | 23 days ago | sbiabcsimulation-based-inferenceapproximate-bayesian-computation |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
67
Development activity
55Moderate
How it's scored
| 28.8/36 | Push recency — last push 23 days ago |
| 3.5/36 | Commit cadence — 5/52 weeks with commits |
| 12.6/18 | Commit volume — 24 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 18 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 24 |
| human_commit_share | 1 |
| days_since_last_push | 23 |
| active_weeks_last_year | 5 |
Release discipline
84Good
How it's scored
| 27/27 | Ships releases — 9 releases published |
| 36/36 | Release recency — latest release 23 days ago |
| 12.6/27 | Release cadence — a release every ~134 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 9 |
| latest_release_tag | v0.4.0 |
| releases_from_tags | no |
| days_since_latest_release | 23 |
| mean_days_between_releases | 134 |
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?
46
Popularity & adoption
35At risk
How it's scored
| 27.7/60 | Stars — 52 stars |
| 5.8/25 | Forks — 6 forks |
| 1.7/15 | Watchers — 3 watchers |
Inputs used
| forks | 6 |
| stars | 52 |
| watchers | 3 |
| 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 (Apache-2.0) |
| 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 |
Ecosystem adoption (downloads)
56Moderate
How it's scored
| 44.6/80 | Monthly downloads — 2,227 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | sbijax |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 2,227 |
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?
62
Maintainer resilience (bus factor)
24Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 0.6/22.5 | Commit distribution — top contributor authored 98% of commits |
| 4.1/13.5 | Contributor breadth — 3 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 3 |
| top_contributor_share | 0.975 |
How it's scored
| 38.9/46.8 | Issue resolution — 83% of issues closed |
| 36/38.3 | PR acceptance — 47/50 decided PRs merged |
| 1.5/15 | OpenSSF Scorecard: Code-Review — Found 2/19 approved changesets -- score normalized to 1 |
Inputs used
| merged_prs | 47 |
| open_issues | 3 |
| closed_issues | 15 |
| issue_closed_ratio | 0.833 |
| closed_unmerged_prs | 3 |
Ownership & stewardship
62Moderate
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 15.5/25 | Owner reach — 143 followers of dirmeier |
| 24/25 | Track record — 43 public repos, account ~10 yr old |
Inputs used
| followers | 143 |
| owner_type | User |
| is_verified | — |
| owner_login | dirmeier |
| public_repos | 43 |
| account_age_days | 3,892 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 23 days ago |
| 20/20 | Version history — 10 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | sbijax |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 23 |
Engineering Quality
Are baseline engineering and documentation practices in place?
84
Engineering practices
80Good
How it's scored
| 24/24 | CI workflows — 2 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 6/20 | OpenSSF Scorecard: CI-Tests — 7 out of 18 merged PRs checked by a CI test -- score normalized to 3 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://sbijax.rtfd.io |
| 10/10 | Repository description |
| 10/10 | Topics — 5 topics |
| 0/10 | Wiki |
Inputs used
| topics | abc, approximate-bayesian-computation, python, simulation-based-inference, sbi |
| has_wiki | no |
| homepage | https://sbijax.rtfd.io |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
53
Security posture
41At risk
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 0.8/2.5 | CI-Tests — 7 out of 18 merged PRs checked by a CI test -- score normalized to 3 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0.8/7.5 | Code-Review — Found 2/19 approved changesets -- score normalized to 1 |
| 2.5/2.5 | Contributors — project has 8 contributing companies or organizations |
| 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 — 18 commit(s) and 1 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 — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 81 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4.1 |
Excluded from scoring (no data or not applicable): branch_protection, signed_releases. Remaining weights renormalized.
Dependency advisories
100Excellent
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 0/25 | Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 155 |
| affected_packages | 19 |
| assessed_packages | 239 |
| unassessed_packages | 22 |
| affected_by_severity | critical 3, high 9, moderate 6, low 1 |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 239 resolved dependencies against OSV. 22 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.
63
Agent context & guidance
82Good
How it's scored
| 45/45 | Agent instructions — .claude/CLAUDE.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 36.9/40 | Legible commit history — 56 of 81 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.691 |
| agent_instruction_files | .claude/CLAUDE.md |
| agent_instruction_max_bytes | 3,914 |
Verify loop (build / test / typecheck)
61Moderate
How it's scored
| 18/18 | One-command bootstrap — docs/Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 81 |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 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 | no |
| bootstrap_files | docs/Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Code legibility for models
55Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 55/55 | Manageable file sizes — 0/130 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 15,890 |
| source_files_sampled | 130 |
| oversized_source_files | 0 |
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, notebooks |
Inputs used
| example_dirs | examples, notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
52GitHub stars
3contributors
24commits, last 12 months
23days since last push
9releases
1bus factor
3open 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 ★ / 6 ⇿
0Stars
6Forks
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.
Major 0Minor 3Patch 2
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| n/a | Branch-Protection | internal 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 |
| 3 | CI-Tests | 7 out of 18 merged PRs checked by a CI test -- score normalized to 3 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 1 | Code-Review | Found 2/19 approved changesets -- score normalized to 1 |
| 10 | Contributors | project has 8 contributing companies or organizations |
| 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 | 18 commit(s) and 1 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 | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 81 existing vulnerabilities detected |
Direct dependencies 12
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | diffrax | >=0.7.2 | pyproject.toml |
| PyPI | distrax | >=0.1.9 | pyproject.toml |
| PyPI | blackjax | >=1.3 | pyproject.toml |
| PyPI | dm-haiku | >=0.0.16 | pyproject.toml |
| PyPI | einops | >=0.8.2 | pyproject.toml |
| PyPI | optax | >=0.2.8 | pyproject.toml |
| PyPI | surjectors | >=0.3.3 | pyproject.toml |
| PyPI | tqdm | >=4.64.1 | pyproject.toml |
| PyPI | jaxlib | >=0.10.1 | pyproject.toml |
| PyPI | jax | >=0.10.1 | pyproject.toml |
| PyPI | grain | >=0.2.16 | pyproject.toml |
| PyPI | tfp-nightly | >=0.26.0.dev20260318 | pyproject.toml |
All dependencies 261
Full resolved dependency set from the GitHub dependency graph: 12 direct and 249 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | blackjax | 1.3 | direct |
| PyPI | diffrax | 0.7.2 | direct |
| PyPI | distrax | 0.1.9 | direct |
| PyPI | dm-haiku | 0.0.16 | direct |
| PyPI | einops | 0.8.2 | direct |
| PyPI | grain | 0.2.16 | direct |
| PyPI | jax | 0.10.2 | direct |
| PyPI | jaxlib | 0.10.2 | direct |
| PyPI | optax | 0.2.8 | direct |
| PyPI | surjectors | 0.3.3 | direct |
| PyPI | tfp-nightly | 0.26.0.dev20260318 | direct |
| PyPI | tqdm | 4.67.3 | direct |
| PyPI | absl-py | 2.4.0 | indirect |
| PyPI | accessible-pygments | 0.0.5 | indirect |
| PyPI | alabaster | 1.0.0 | indirect |
| PyPI | anyio | 4.12.1 | indirect |
| PyPI | appnope | 0.1.4 | indirect |
| PyPI | apsw | 3.51.3.0 | indirect |
| PyPI | apswutils | 0.1.2 | indirect |
| PyPI | argon2-cffi | 25.1.0 | indirect |
| PyPI | argon2-cffi-bindings | 25.1.0 | indirect |
| PyPI | array-api-compat | 1.15.0 | indirect |
| PyPI | array-api-extra | 0.11.0 | indirect |
| PyPI | array-record | 0.8.3 | indirect |
| PyPI | arrow | 1.2.3 | indirect |
| PyPI | ast-serialize | 0.5.0 | indirect |
| PyPI | asttokens | 3.0.1 | indirect |
| PyPI | async-lru | 2.2.0 | indirect |
| PyPI | attrs | 25.4.0 | indirect |
| PyPI | babel | 2.18.0 | indirect |
| PyPI | beautifulsoup4 | 4.14.3 | indirect |
| PyPI | bleach | 6.3.0 | indirect |
| PyPI | certifi | 2026.2.25 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | cfgv | 3.5.0 | indirect |
| PyPI | charset-normalizer | 3.4.6 | indirect |
| PyPI | chex | 0.1.90 | indirect |
| PyPI | click | 8.1.3 | indirect |
| PyPI | cloudpickle | 3.1.2 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | comm | 0.2.3 | indirect |
| PyPI | contourpy | 1.3.3 | indirect |
| PyPI | coverage | 7.13.5 | indirect |
| PyPI | cycler | 0.12.1 | indirect |
| PyPI | debugpy | 1.8.20 | indirect |
| PyPI | decorator | 5.2.1 | indirect |
| PyPI | defusedxml | 0.7.1 | indirect |
| PyPI | distlib | 0.4.0 | indirect |
| PyPI | dm-tree | 0.1.8 | indirect |
| PyPI | dm-tree | 0.1.9 | indirect |
| PyPI | docstring-inheritance | 3.0.0 | indirect |
| PyPI | docutils | 0.22.4 | indirect |
| PyPI | edfio | 0.4.13 | indirect |
| PyPI | edflib-python | 1.0.8 | indirect |
| PyPI | equinox | 0.13.6 | indirect |
| PyPI | etils | 1.14.0 | indirect |
| PyPI | executing | 2.2.1 | indirect |
| PyPI | fastcore | 1.12.26 | indirect |
| PyPI | fastjsonschema | 2.21.2 | indirect |
| PyPI | fastlite | 0.2.4 | indirect |
| PyPI | fastprogress | 1.1.5 | indirect |
| PyPI | filelock | 3.25.2 | indirect |
| PyPI | fonttools | 4.62.1 | indirect |
| PyPI | fqdn | 1.5.1 | indirect |
| PyPI | fsspec | 2026.2.0 | indirect |
| PyPI | gast | 0.7.0 | indirect |
| PyPI | gitlint | 0.19.1 | indirect |
| PyPI | gitlint-core | 0.19.1 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | h5py | 3.16.0 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httptools | 0.7.1 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | identify | 2.6.18 | indirect |
| PyPI | idna | 3.11 | indirect |
| PyPI | imagesize | 2.0.0 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | ipykernel | — | indirect |
| PyPI | ipykernel | 7.2.0 | indirect |
| PyPI | ipython | — | indirect |
| PyPI | ipython | 9.11.0 | indirect |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirect |
| PyPI | ipywidgets | 8.1.8 | indirect |
| PyPI | isoduration | 20.11.0 | indirect |
| PyPI | itsdangerous | 2.2.0 | indirect |
| PyPI | jaxopt | 0.8.3 | indirect |
| PyPI | jaxtyping | 0.3.9 | indirect |
| PyPI | jedi | 0.19.2 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | jmp | 0.0.4 | indirect |
| PyPI | joblib | 1.5.3 | indirect |
| PyPI | jrnmm | 0.1.1.post2 | indirect |
| PyPI | json5 | 0.13.0 | indirect |
| PyPI | jsonpointer | 3.0.0 | indirect |
| PyPI | jsonschema | 4.26.0 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | jupyter | 1.1.1 | indirect |
| PyPI | jupyter-client | 8.8.0 | indirect |
| PyPI | jupyter-console | 6.6.3 | indirect |
| PyPI | jupyter-core | 5.9.1 | indirect |
| PyPI | jupyter-events | 0.12.0 | indirect |
| PyPI | jupyter-lsp | 2.3.0 | indirect |
| PyPI | jupyter-server | 2.17.0 | indirect |
| PyPI | jupyter-server-terminals | 0.5.4 | indirect |
| PyPI | jupyterlab | 4.5.6 | indirect |
| PyPI | jupyterlab-pygments | 0.3.0 | indirect |
| PyPI | jupyterlab-server | 2.28.0 | indirect |
| PyPI | jupyterlab-widgets | 3.0.16 | indirect |
| PyPI | kiwisolver | 1.5.0 | indirect |
| PyPI | lark | 1.3.1 | indirect |
| PyPI | latexcodec | 3.0.1 | indirect |
| PyPI | lazy-loader | 0.5 | indirect |
| PyPI | librt | 0.11.0 | indirect |
| PyPI | lineax | 0.0.8 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | matplotlib | — | indirect |
| PyPI | matplotlib | 3.10.8 | indirect |
| PyPI | matplotlib-inline | 0.2.1 | indirect |
| PyPI | memory-profiler | 0.61.0 | indirect |
| PyPI | mistune | 3.2.0 | indirect |
| PyPI | ml-dtypes | 0.5.4 | indirect |
| PyPI | mne | 1.12.1 | indirect |
| PyPI | mne-bids | 0.19.0 | indirect |
| PyPI | moabb | 1.5.0 | indirect |
| PyPI | mypy | 2.1.0 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | nbclient | 0.10.4 | indirect |
| PyPI | nbconvert | 7.17.0 | indirect |
| PyPI | nbformat | 5.10.4 | indirect |
| PyPI | nbsphinx | — | indirect |
| PyPI | nbsphinx | 0.9.8 | indirect |
| PyPI | nest-asyncio | 1.6.0 | indirect |
| PyPI | nodeenv | 1.10.0 | indirect |
| PyPI | notebook | 7.5.5 | indirect |
| PyPI | notebook-shim | 0.2.4 | indirect |
| PyPI | numpy | 2.4.3 | indirect |
| PyPI | oauthlib | 3.3.1 | indirect |
| PyPI | opt-einsum | 3.4.0 | indirect |
| PyPI | optimistix | 0.1.0 | indirect |
| PyPI | packaging | 26.0 | indirect |
| PyPI | pandas | — | indirect |
| PyPI | pandas | 2.3.3 | indirect |
| PyPI | pandas | 3.0.1 | indirect |
| PyPI | pandocfilters | 1.5.1 | indirect |
| PyPI | parso | 0.8.6 | indirect |
| PyPI | pathspec | 1.1.1 | indirect |
| PyPI | pexpect | 4.9.0 | indirect |
| PyPI | pillow | 12.1.1 | indirect |
| PyPI | platformdirs | 4.9.4 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | pooch | 1.9.0 | indirect |
| PyPI | pre-commit | 4.5.1 | indirect |
| PyPI | prometheus-client | 0.24.1 | indirect |
| PyPI | prompt-toolkit | 3.0.52 | indirect |
| PyPI | protobuf | 7.34.0 | indirect |
| PyPI | psutil | 7.2.2 | indirect |
| PyPI | ptyprocess | 0.7.0 | indirect |
| PyPI | pure-eval | 0.2.3 | indirect |
| PyPI | pybtex | 0.25.1 | indirect |
| PyPI | pybtex-docutils | 1.0.3 | indirect |
| PyPI | pybv | 0.8.1 | indirect |
| PyPI | pycountry | 26.2.16 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pydata-sphinx-theme | 0.16.1 | indirect |
| PyPI | pygments | 2.19.2 | indirect |
| PyPI | pymatreader | 1.2.3 | indirect |
| PyPI | pyparsing | 3.3.2 | indirect |
| PyPI | pyriemann | 0.12 | indirect |
| PyPI | pytest | 9.0.2 | indirect |
| PyPI | pytest-cov | 7.0.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-discovery | 1.1.3 | indirect |
| PyPI | python-dotenv | 1.2.2 | indirect |
| PyPI | python-fasthtml | 0.12.50 | indirect |
| PyPI | python-json-logger | 4.0.0 | indirect |
| PyPI | python-multipart | 0.0.22 | indirect |
| PyPI | pytz | 2026.1.post1 | indirect |
| PyPI | pywinpty | 3.0.3 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | pyzmq | 27.1.0 | indirect |
| PyPI | referencing | 0.37.0 | indirect |
| PyPI | requests | 2.32.5 | indirect |
| PyPI | rfc3339-validator | 0.1.4 | indirect |
| PyPI | rfc3986-validator | 0.1.1 | indirect |
| PyPI | rfc3987-syntax | 1.1.0 | indirect |
| PyPI | roman-numerals | 4.1.0 | indirect |
| PyPI | rpds-py | 0.30.0 | indirect |
| PyPI | ruff | 0.15.20 | indirect |
| PyPI | sabc | — | indirect |
| PyPI | scikit-learn | — | indirect |
| PyPI | scikit-learn | 1.8.0 | indirect |
| PyPI | scipy | — | indirect |
| PyPI | scipy | 1.17.1 | indirect |
| PyPI | seaborn | 0.13.2 | indirect |
| PyPI | send2trash | 2.1.0 | indirect |
| PyPI | session-info | — | indirect |
| PyPI | session-info | 1.0.1 | indirect |
| PyPI | setuptools | 82.0.1 | indirect |
| PyPI | sh | 1.14.3 | indirect |
| PyPI | simulated-annealing-abc | — | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | snowballstemmer | 3.0.1 | indirect |
| PyPI | soupsieve | 2.8.3 | indirect |
| PyPI | sphinx | — | indirect |
| PyPI | sphinx | 9.1.0 | indirect |
| PyPI | sphinx-autobuild | — | indirect |
| PyPI | sphinx-autobuild | 2025.8.25 | indirect |
| PyPI | sphinx-autodoc-typehints | — | indirect |
| PyPI | sphinx-autodoc-typehints | 3.9.8 | indirect |
| PyPI | sphinx-book-theme | — | indirect |
| PyPI | sphinx-book-theme | 1.1.0 | indirect |
| PyPI | sphinx-copybutton | — | indirect |
| PyPI | sphinx-copybutton | 0.5.2 | indirect |
| PyPI | sphinx-design | — | indirect |
| PyPI | sphinx-design | 0.7.0 | indirect |
| PyPI | sphinx-fontawesome | — | indirect |
| PyPI | sphinx-fontawesome | 0.0.6 | indirect |
| PyPI | sphinx-gallery | — | indirect |
| PyPI | sphinx-gallery | 0.20.0 | indirect |
| PyPI | sphinx-math-dollar | — | indirect |
| PyPI | sphinx-math-dollar | 1.3 | indirect |
| PyPI | sphinxcontrib-applehelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-bibtex | — | indirect |
| PyPI | sphinxcontrib-bibtex | 2.6.5 | indirect |
| PyPI | sphinxcontrib-devhelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-fulltoc | — | indirect |
| PyPI | sphinxcontrib-fulltoc | 1.2.0 | indirect |
| PyPI | sphinxcontrib-htmlhelp | 2.1.0 | indirect |
| PyPI | sphinxcontrib-jsmath | 1.0.1 | indirect |
| PyPI | sphinxcontrib-mermaid | — | indirect |
| PyPI | sphinxcontrib-mermaid | 2.0.2 | indirect |
| PyPI | sphinxcontrib-qthelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-serializinghtml | 2.0.0 | indirect |
| PyPI | stack-data | 0.6.3 | indirect |
| PyPI | starlette | 0.52.1 | indirect |
| PyPI | stdlib-list | 0.12.0 | indirect |
| PyPI | tabulate | 0.10.0 | indirect |
| PyPI | terminado | 0.18.1 | indirect |
| PyPI | threadpoolctl | 3.6.0 | indirect |
| PyPI | tinycss2 | 1.4.0 | indirect |
| PyPI | toolz | 1.1.0 | indirect |
| PyPI | tornado | 6.5.5 | indirect |
| PyPI | traitlets | 5.14.3 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | tzdata | 2025.3 | indirect |
| PyPI | uri-template | 1.3.0 | indirect |
| PyPI | urllib3 | 2.6.3 | indirect |
| PyPI | uvicorn | 0.42.0 | indirect |
| PyPI | uvloop | 0.22.1 | indirect |
| PyPI | virtualenv | 21.2.0 | indirect |
| PyPI | wadler-lindig | 0.1.7 | indirect |
| PyPI | watchfiles | 1.1.1 | indirect |
| PyPI | wcwidth | 0.6.0 | indirect |
| PyPI | webcolors | 25.10.0 | indirect |
| PyPI | webencodings | 0.5.1 | indirect |
| PyPI | websocket-client | 1.9.0 | indirect |
| PyPI | websockets | 16.0 | indirect |
| PyPI | widgetsnbextension | 4.0.15 | indirect |
| PyPI | wrapt | 2.1.2 | indirect |
| PyPI | xmltodict | 1.0.4 | indirect |
| PyPI | zipp | 3.23.0 | indirect |
Dependency advisories 19
This repository publishes no package the index resolves, so its own dependency graph was assessed — 239 packages, which also include development and test pins that never ship: 19 carry known advisories, of which 0 are direct. 22 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.
| Package | Version | Relation | Severity | Advisories | Fixed in |
|---|---|---|---|---|---|
| jupyterlab | 4.5.6 | indirect | critical | 12 | 7.5.6 |
| notebook | 7.5.5 | indirect | critical | 4 | 7.5.6 |
| pillow | 12.1.1 | indirect | critical | 36 | 12.3.0 |
| click | 8.1.3 | indirect | high | 1 | 8.3.3 |
| jupyter-server | 2.17.0 | indirect | high | 14 | 2.20.0 |
| mistune | 3.2.0 | indirect | high | 32 | 3.3.0 |
| python-multipart | 0.0.22 | indirect | high | 12 | 0.0.31 |
| sh | 1.14.3 | indirect | high | 2 | 2.2.4 |
| soupsieve | 2.8.3 | indirect | high | 4 | 2.8.4 |
| starlette | 0.52.1 | indirect | high | 10 | 1.3.1 |
| tornado | 6.5.5 | indirect | high | 7 | 6.5.7 |
| urllib3 | 2.6.3 | indirect | high | 4 | 2.7.0 |
| bleach | 6.3.0 | indirect | moderate | 3 | 6.4.0 |
| idna | 3.11 | indirect | moderate | 2 | 3.15 |
| nbconvert | 7.17.0 | indirect | moderate | 4 | 7.17.1 |
| pytest | 9.0.2 | indirect | moderate | 2 | 9.0.3 |
| requests | 2.32.5 | indirect | moderate | 2 | 2.33.0 |
| setuptools | 82.0.1 | indirect | moderate | 2 | 83.0.0 |
| pygments | 2.19.2 | indirect | low | 2 | 2.20.0 |
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
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"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 261,
"direct_count": 12,
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}
},
"maintainership": {
"issues": {
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"merged_prs": 47,
"open_issues": 3,
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"closed_issues": 15,
"closed_unmerged_prs": 3
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"bus_factor": 1,
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"top_contributors": [
{
"type": "User",
"login": "dirmeier",
"commits": 79,
"avatar_url": "https://avatars.githubusercontent.com/u/16086606?v=4"
},
{
"type": "User",
"login": "bruno-f-cruz",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/7049351?v=4"
},
{
"type": "User",
"login": "lauradriscoll",
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"avatar_url": "https://avatars.githubusercontent.com/u/9448438?v=4"
}
],
"contributors_sampled": 3,
"top_contributor_share": 0.975
},
"quality_signals": {
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"has_tests": true,
"ci_workflows": [
"ci.yaml",
"release.yaml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [
"uv.lock"
],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": null,
"reason": "internal 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",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
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"reason": "7 out of 18 merged PRs checked by a CI test -- score normalized to 3",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
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"reason": "Found 2/19 approved changesets -- score normalized to 1",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 8 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 0,
"reason": "no update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "18 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": 10,
"reason": "packaging workflow detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "SAST tool is not run on all commits -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 0,
"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 0,
"reason": "81 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "fafd90ff694ef9ee0a7fe18d3dedd320dece40b6",
"ran_at": "2026-07-28T08:19:39Z",
"aggregate_score": 4.1,
"scorecard_version": "v5.5.0"
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"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-04T22:35:29Z",
"oldest_open_prs": [
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"last_comment_author": null
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],
"last_merged_pr_at": "2026-07-04T22:34:32Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": [
{
"number": 43,
"created_at": "2024-08-14T07:28:22Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 53,
"created_at": "2025-01-15T09:49:48Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 69,
"created_at": "2026-07-01T20:06:46Z",
"last_comment_at": null,
"last_comment_author": null
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/dirmeier/sbijax",
"host": "github.com",
"name": "sbijax",
"owner": "dirmeier"
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"metrics": {
"overall": {
"key": "overall",
"band": "moderate",
"name": "Overall health",
"note": null,
"notes": [],
"value": 63,
"inputs": {
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"vitality": 67,
"community": 46,
"governance": 62,
"engineering": 84
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "moderate",
"name": "Vitality",
"value": 67,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "moderate",
"name": "Development activity",
"note": null,
"notes": [],
"value": 55,
"inputs": {
"commits_last_year": 24,
"human_commit_share": 1,
"days_since_last_push": 23,
"active_weeks_last_year": 5
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 23 days ago",
"points": 28.8,
"status": "partial",
"details": [
{
"code": "push_recency",
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}
],
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{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "5/52 weeks with commits",
"points": 3.5,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 5
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}
],
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{
"key": "commit_volume",
"name": "Commit volume",
"detail": "24 commits in the last year",
"points": 12.6,
"status": "partial",
"details": [
{
"code": "commits_last_year",
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}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
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"detail": "18 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
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"notes": [
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"code": "excluded_no_data",
"params": {
"components": [
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},
{
"code": "weights_renormalized",
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],
"value": 84,
"inputs": {
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"latest_release_tag": "v0.4.0",
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"days_since_latest_release": 23,
"mean_days_between_releases": 134
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"components": [
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"key": "ships_releases",
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"detail": "9 releases published",
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"details": [
{
"code": "releases_published",
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],
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{
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"detail": "latest release 23 days ago",
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"details": [
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{
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],
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{
"key": "openssf_scorecard_signed_releases",
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"points": 0,
"status": "excluded",
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{
"code": "no_data",
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],
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]
},
{
"key": "abandonment",
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"note": null,
"notes": [],
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"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
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"multiplier_pct": 100,
"declared_reason": null,
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"components": [
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"details": [
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"code": "abandonment_maintained",
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}
],
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]
}
],
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},
{
"key": "community",
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"value": 46,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
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"notes": [],
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"inputs": {
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"stars": 52,
"watchers": 3,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
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"components": [
{
"key": "stars",
"name": "Stars",
"detail": "52 stars",
"points": 27.7,
"status": "partial",
"details": [
{
"code": "stars",
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}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "6 forks",
"points": 5.8,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
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}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "3 watchers",
"points": 1.7,
"status": "partial",
"details": [
{
"code": "watchers",
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"count": 3
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "moderate",
"name": "Community health",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "Apache-2.0"
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}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "moderate",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 56,
"inputs": {
"packages": [
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"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 2227
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "2,227 downloads/month across pypi",
"points": 44.6,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 2227,
"ecosystems": "pypi"
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}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
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},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 62,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 24,
"inputs": {
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"contributors_sampled": 3,
"top_contributor_share": 0.975
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
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}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 98% of commits",
"points": 0.6,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 98
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}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "3 contributors",
"points": 4.1,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
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}
],
"max_points": 13.5
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{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 8 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
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}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 76,
"inputs": {
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"open_issues": 3,
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"issue_closed_ratio": 0.833,
"closed_unmerged_prs": 3
},
"components": [
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"key": "issue_resolution",
"name": "Issue resolution",
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"points": 38.9,
"status": "partial",
"details": [
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}
],
"max_points": 46.75
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{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "47/50 decided PRs merged",
"points": 36,
"status": "partial",
"details": [
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"code": "decided_prs_merged",
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],
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{
"key": "openssf_scorecard_code_review",
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"detail": "Found 2/19 approved changesets -- score normalized to 1",
"points": 1.5,
"status": "partial",
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]
},
{
"key": "stewardship",
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"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
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"code": "excluded_no_data",
"params": {
"components": [
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},
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"value": 62,
"inputs": {
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"owner_type": "User",
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"owner_login": "dirmeier",
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"account_age_days": 3892
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"components": [
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"status": "partial",
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],
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{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
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"status": "excluded",
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],
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},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "143 followers of dirmeier",
"points": 15.5,
"status": "partial",
"details": [
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"code": "owner_followers",
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],
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{
"key": "track_record",
"name": "Track record",
"detail": "43 public repos, account ~10 yr old",
"points": 24,
"status": "partial",
"details": [
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},
{
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}
],
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]
},
{
"key": "package_maintenance",
"band": "excellent",
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"note": null,
"notes": [],
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"inputs": {
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"ecosystems": "pypi",
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"min_days_since_publish": 23
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"components": [
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"points": 25,
"status": "met",
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"ecosystems": "pypi"
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],
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},
{
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"detail": "latest publish 23 days ago",
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"status": "met",
"details": [
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},
{
"key": "version_history",
"name": "Version history",
"detail": "10 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 10
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 84,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "good",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "2 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 2
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 16,
"status": "met",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"details": [],
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},
{
"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": "7 out of 18 merged PRs checked by a CI test -- score normalized to 3",
"points": 6,
"status": "partial",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
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"approximate-bayesian-computation",
"python",
"simulation-based-inference",
"sbi"
],
"has_wiki": false,
"homepage": "https://sbijax.rtfd.io",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://sbijax.rtfd.io",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "5 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 5
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 53,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 41,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 4.1
},
"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": "internal 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",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "7 out of 18 merged PRs checked by a CI test -- score normalized to 3",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 2/19 approved changesets -- score normalized to 1",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 8 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": "18 commit(s) and 1 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": "81 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 239 resolved dependencies against OSV; 22 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": 239
}
},
{
"code": "advisories_unassessed",
"params": {
"count": 22
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 155,
"affected_packages": 19,
"assessed_packages": 239,
"unassessed_packages": 22,
"affected_by_severity": "critical 3, high 9, moderate 6, 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": 239,
"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",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
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"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 6
},
"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": 63,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 82,
"inputs": {
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"legible_history_share": 0.691,
"agent_instruction_files": [
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"agent_instruction_max_bytes": 3914
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"components": [
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"key": "agent_instructions",
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"detail": ".claude/CLAUDE.md",
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"status": "met",
"details": [
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"code": "file_list",
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}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
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"detail": "56 of 81 human commits state their intent (structured subject or explanatory body)",
"points": 36.9,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
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"sampled": 81
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}
],
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}
]
},
{
"key": "ai_verify_loop",
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"note": null,
"notes": [],
"value": 61,
"inputs": {
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"has_tests": true,
"lockfiles": [
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"typed_language": false,
"bootstrap_files": [
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"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
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"key": "one_command_bootstrap",
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"detail": "docs/Makefile",
"points": 18,
"status": "met",
"details": [
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"code": "file_list",
"params": {
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}
],
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},
{
"key": "automated_tests",
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"points": 22,
"status": "met",
"details": [],
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},
{
"key": "lint_format_config",
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"detail": null,
"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"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 81",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 81
}
}
],
"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",
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"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": {
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"largest_source_bytes": 15890,
"source_files_sampled": 130,
"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": "0/130 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 130,
"oversized": 0
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples",
"notebooks"
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"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",
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"detail": "examples, notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, notebooks"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-28T08:20:00.076275Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/dirmeier/sbijax.svg",
"full_name": "dirmeier/sbijax",
"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 statistics — PyPI.