Public recordGood
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-26 23:06 UTC
mmschlk / shapiq
Shapley Interactions and Shapley Values for Machine Learning
mmschlk/shapiq holds a health index of 78 out of 100, placing it in the Good band. It scores highest on Engineering Quality (94/100) and lowest on Security (64/100). It was last updated 2 days ago. A single contributor accounts for most of its recent work.
78
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.
78
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
MaximilianPersonal account
55 followers11 public repossince Nov 2018AIML@LMU
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 | shapiq | 1.6.0 | - | 23 | 20 days ago | pythonmachine-learninginterpretable-machine-learningshapxaiexplainable-aiinteractionshapley-interactionsshapley-valuesfeature-interaction |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
88
Development activity
86Excellent
How it's scored
| 36/36 | Push recency — last push 2 days ago |
| 22.2/36 | Commit cadence — 32/52 weeks with commits |
| 18/18 | Commit volume — 158 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 24 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 158 |
| human_commit_share | 0.87 |
| days_since_last_push | 2 |
| active_weeks_last_year | 32 |
Release discipline
92Excellent
How it's scored
| 27/27 | Ships releases — 22 releases published |
| 36/36 | Release recency — latest release 20 days ago |
| 19.8/27 | Release cadence — a release every ~52.1 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 22 |
| latest_release_tag | v1.6.0 |
| releases_from_tags | no |
| days_since_latest_release | 20 |
| mean_days_between_releases | 52.1 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
79
Popularity & adoption
67Moderate
How it's scored
| 46.7/60 | Stars — 762 stars |
| 15.2/25 | Forks — 68 forks |
| 5.3/15 | Watchers — 10 watchers |
Inputs used
| forks | 68 |
| stars | 762 |
| watchers | 10 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
92Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | yes |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
66
Maintainer resilience (bus factor)
39At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 6.6/22.5 | Commit distribution — top contributor authored 70% of commits |
| 13.5/13.5 | Contributor breadth — 24 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 10 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 24 |
| top_contributor_share | 0.705 |
Issue & PR responsiveness
85Excellent
How it's scored
| 42.2/46.8 | Issue resolution — 90% of issues closed |
| 32/38.3 | PR acceptance — 252/301 decided PRs merged |
| 10.5/15 | OpenSSF Scorecard: Code-Review — Found 20/26 approved changesets -- score normalized to 7 |
Inputs used
| merged_prs | 252 |
| open_issues | 24 |
| closed_issues | 224 |
| issue_closed_ratio | 0.903 |
| closed_unmerged_prs | 49 |
Ownership & stewardship
53Moderate
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 12.6/25 | Owner reach — 55 followers of mmschlk |
| 19.9/25 | Track record — 11 public repos, account ~7 yr old |
Inputs used
| followers | 55 |
| owner_type | User |
| is_verified | — |
| owner_login | mmschlk |
| public_repos | 11 |
| account_age_days | 2,809 |
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 20 days ago |
| 20/20 | Version history — 23 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | shapiq |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 20 |
Engineering Quality
Are baseline engineering and documentation practices in place?
94
Engineering practices
90Excellent
How it's scored
| 24/24 | CI workflows — 3 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 16/20 | OpenSSF Scorecard: CI-Tests — 22 out of 27 merged PRs checked by a CI test -- score normalized to 8 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
100Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://shapiq.readthedocs.io |
| 10/10 | Repository description |
| 10/10 | Topics — 15 topics |
| 10/10 | Wiki |
Inputs used
| topics | python, feature-interactions, explainability, interpretability, machine-learning, shap, shapley, shapiq, shapley-interactions, banzhaf-index, explainable-ai, feature-importance, game-theory, interpretable-machine-learning, feature-attribution |
| has_wiki | yes |
| homepage | https://shapiq.readthedocs.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?
64
Security posture
55Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3.8/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2/2.5 | CI-Tests — 22 out of 27 merged PRs checked by a CI test -- score normalized to 8 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 5.2/7.5 | Code-Review — Found 20/26 approved changesets -- score normalized to 7 |
| 2.5/2.5 | Contributors — project has 10 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 24 commit(s) and 6 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 — 77 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 5.5 |
Excluded from scoring (no data or not applicable): 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 |
| 25/25 | Indirect dependencies free of known advisories — no indirect dependency carries a known advisory |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 25 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:shapiq@1.6.0 runtime dependency closure — what installing the published package pulls in — 25 packages. Reachability is not analyzed.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
78
Agent context & guidance
78Good
How it's scored
| 45/45 | Agent instructions — AGENTS.md, CLAUDE.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 32.5/40 | Legible commit history — 53 of 87 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.609 |
| agent_instruction_files | AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 937 |
Verify loop (build / test / typecheck)
90Excellent
How it's scored
| 18/18 | One-command bootstrap — docs/Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 11/11 | Static type checking — src/shapiq/py.typed |
| 10/10 | Reproducible environment — lockfile |
| 10/10 | Demonstrated agent practice — 12 of the last 100 commits agent-authored or agent-credited |
| 8/8 | Automated maintenance — 13 of the last 100 commits are automated dependency updates |
| 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 | src/shapiq/py.typed |
| agent_commit_share | 0.12 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.13 |
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (src/shapiq/py.typed) |
| 54.7/55 | Manageable file sizes — 2/361 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 96,625 |
| source_files_sampled | 361 |
| oversized_source_files | 2 |
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
762GitHub stars
24contributors
158commits, last 12 months
2days since last push
22releases
1bus factor
24open 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 ★ / 68 ⇿
0Stars
68Forks
19Releases
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 1Minor 6Patch 9
Each point covers 3 days.
OpenSSF Scorecard 5.5 / 10
5.5aggregate
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 |
| 5 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 8 | CI-Tests | 22 out of 27 merged PRs checked by a CI test -- score normalized to 8 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 7 | Code-Review | Found 20/26 approved changesets -- score normalized to 7 |
| 10 | Contributors | project has 10 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 24 commit(s) and 6 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 | 77 existing vulnerabilities detected |
Direct dependencies 11
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | numpy | — | pyproject.toml |
| PyPI | scipy | — | pyproject.toml |
| PyPI | pandas | — | pyproject.toml |
| PyPI | joblib | — | pyproject.toml |
| PyPI | scikit-learn | — | pyproject.toml |
| PyPI | tqdm | — | pyproject.toml |
| PyPI | requests | — | pyproject.toml |
| PyPI | matplotlib | — | pyproject.toml |
| PyPI | networkx | — | pyproject.toml |
| PyPI | colour | — | pyproject.toml |
| PyPI | pillow | — | pyproject.toml |
All dependencies 270
Full resolved dependency set from the GitHub dependency graph: 11 direct and 259 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | colour | 0.1.5 | direct |
| PyPI | joblib | 1.5.3 | direct |
| PyPI | matplotlib | 3.10.8 | direct |
| PyPI | networkx | 3.6.1 | direct |
| PyPI | numpy | 2.4.3 | direct |
| PyPI | pandas | 3.0.1 | direct |
| PyPI | pillow | 12.1.1 | direct |
| PyPI | requests | 2.32.5 | direct |
| PyPI | scikit-learn | 1.8.0 | direct |
| PyPI | scipy | 1.17.1 | 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 | alembic | 1.18.5 | indirect |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anyio | 4.12.1 | indirect |
| PyPI | appnope | 0.1.4 | indirect |
| PyPI | argon2-cffi | 25.1.0 | indirect |
| PyPI | argon2-cffi-bindings | 25.1.0 | indirect |
| PyPI | arrow | 1.4.0 | indirect |
| PyPI | asttokens | 3.0.1 | indirect |
| PyPI | astunparse | 1.6.3 | indirect |
| PyPI | async-lru | 2.2.0 | indirect |
| PyPI | attrs | 25.4.0 | indirect |
| PyPI | babel | 2.18.0 | indirect |
| PyPI | backoff | 2.2.1 | indirect |
| PyPI | beautifulsoup4 | 4.14.3 | indirect |
| PyPI | bleach | 6.3.0 | indirect |
| PyPI | botorch | 0.14.0 | indirect |
| PyPI | catboost | 1.2.10 | indirect |
| PyPI | certifi | 2026.2.25 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | cfgv | 3.5.0 | indirect |
| PyPI | charset-normalizer | 3.4.5 | indirect |
| PyPI | click | 8.3.1 | indirect |
| PyPI | cloudpickle | 3.1.2 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | colorlog | 6.10.1 | indirect |
| PyPI | comm | 0.2.3 | indirect |
| PyPI | configspace | 1.2.2 | indirect |
| PyPI | contourpy | 1.3.3 | indirect |
| PyPI | coverage | 7.13.4 | indirect |
| PyPI | cycler | 0.12.1 | indirect |
| PyPI | dask | 2026.3.0 | indirect |
| PyPI | dask-jobqueue | 0.9.0 | 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 | distributed | 2026.3.0 | indirect |
| PyPI | distro | 1.9.0 | indirect |
| PyPI | docutils | 0.22.4 | indirect |
| PyPI | einops | 0.8.2 | indirect |
| PyPI | emcee | 3.1.6 | indirect |
| PyPI | eval-type-backport | 0.3.1 | indirect |
| PyPI | execnet | 2.1.2 | indirect |
| PyPI | executing | 2.2.1 | indirect |
| PyPI | fastjsonschema | 2.21.2 | indirect |
| PyPI | filelock | 3.25.2 | indirect |
| PyPI | flatbuffers | 25.12.19 | indirect |
| PyPI | fonttools | 4.62.0 | indirect |
| PyPI | fqdn | 1.5.1 | indirect |
| PyPI | fsspec | 2026.2.0 | indirect |
| PyPI | furo | 2025.12.19 | indirect |
| PyPI | galois | 0.4.10 | indirect |
| PyPI | gast | 0.7.0 | indirect |
| PyPI | google-pasta | 0.2.0 | indirect |
| PyPI | gpytorch | 1.14 | indirect |
| PyPI | graphviz | 0.21 | indirect |
| PyPI | greenlet | 3.5.3 | indirect |
| PyPI | grpcio | 1.78.0 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | h5py | 3.14.0 | indirect |
| PyPI | hf-xet | 1.4.0 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | huggingface-hub | 1.6.0 | indirect |
| PyPI | identify | 2.6.17 | indirect |
| PyPI | idna | 3.11 | indirect |
| PyPI | imageio | 2.37.3 | indirect |
| PyPI | imagesize | 2.0.0 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | ipykernel | 7.2.0 | 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 | jaxtyping | 0.3.11 | indirect |
| PyPI | jedi | 0.19.2 | indirect |
| PyPI | jinja2 | 3.1.6 | 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-client | 8.8.0 | 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 | keras | 3.13.2 | 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 | libclang | 18.1.1 | indirect |
| PyPI | lightgbm | 4.6.0 | indirect |
| PyPI | linear-operator | 0.6 | indirect |
| PyPI | llvmlite | 0.46.0 | indirect |
| PyPI | locket | 1.0.0 | indirect |
| PyPI | mako | 1.3.12 | indirect |
| PyPI | markdown-it-py | 4.0.0 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | matplotlib-inline | 0.2.1 | indirect |
| PyPI | mdit-py-plugins | 0.5.0 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | mistune | 3.2.0 | indirect |
| PyPI | ml-dtypes | 0.5.4 | indirect |
| PyPI | more-itertools | 11.1.0 | indirect |
| PyPI | mpmath | 1.3.0 | indirect |
| PyPI | msgpack | 1.2.0 | indirect |
| PyPI | multipledispatch | 1.0.0 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | myst-parser | 5.0.0 | indirect |
| PyPI | namex | 0.1.0 | indirect |
| PyPI | narwhals | 2.21.0 | indirect |
| PyPI | nbclient | 0.10.4 | indirect |
| PyPI | nbconvert | 7.17.0 | indirect |
| PyPI | nbformat | 5.10.4 | 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 | numba | 0.64.0 | indirect |
| PyPI | nvidia-cublas-cu12 | 12.8.4.1 | indirect |
| PyPI | nvidia-cuda-cupti-cu12 | 12.8.90 | indirect |
| PyPI | nvidia-cuda-nvrtc-cu12 | 12.8.93 | indirect |
| PyPI | nvidia-cuda-runtime-cu12 | 12.8.90 | indirect |
| PyPI | nvidia-cudnn-cu12 | 9.10.2.21 | indirect |
| PyPI | nvidia-cufft-cu12 | 11.3.3.83 | indirect |
| PyPI | nvidia-cufile-cu12 | 1.13.1.3 | indirect |
| PyPI | nvidia-curand-cu12 | 10.3.9.90 | indirect |
| PyPI | nvidia-cusolver-cu12 | 11.7.3.90 | indirect |
| PyPI | nvidia-cusparse-cu12 | 12.5.8.93 | indirect |
| PyPI | nvidia-cusparselt-cu12 | 0.7.1 | indirect |
| PyPI | nvidia-ml-py | 13.590.48 | indirect |
| PyPI | nvidia-nccl-cu12 | 2.27.5 | indirect |
| PyPI | nvidia-nvjitlink-cu12 | 12.8.93 | indirect |
| PyPI | nvidia-nvshmem-cu12 | 3.3.20 | indirect |
| PyPI | nvidia-nvtx-cu12 | 12.8.90 | indirect |
| PyPI | opt-einsum | 3.4.0 | indirect |
| PyPI | optree | 0.19.0 | indirect |
| PyPI | optuna | 4.9.0 | indirect |
| PyPI | packaging | 26.0 | indirect |
| PyPI | pandocfilters | 1.5.1 | indirect |
| PyPI | parso | 0.8.6 | indirect |
| PyPI | partd | 1.4.2 | indirect |
| PyPI | pexpect | 4.9.0 | indirect |
| PyPI | platformdirs | 4.9.4 | indirect |
| PyPI | plotly | 6.7.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | posthog | 7.9.12 | 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 | pycparser | 3.0 | indirect |
| PyPI | pydantic | 2.12.5 | indirect |
| PyPI | pydantic-core | 2.41.5 | indirect |
| PyPI | pydantic-settings | 2.13.1 | indirect |
| PyPI | pygments | 2.19.2 | indirect |
| PyPI | pynisher | 1.0.10 | indirect |
| PyPI | pyparsing | 3.3.2 | indirect |
| PyPI | pyre-extensions | 0.0.32 | indirect |
| PyPI | pyro-api | 0.1.2 | indirect |
| PyPI | pyro-ppl | 1.9.1 | indirect |
| PyPI | pytest | 9.0.2 | indirect |
| PyPI | pytest-cov | 7.0.0 | indirect |
| PyPI | pytest-xdist | 3.8.0 | 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-json-logger | 4.0.0 | indirect |
| PyPI | pywin32 | 312 | 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 | regex | 2026.2.28 | indirect |
| PyPI | rfc3339-validator | 0.1.4 | indirect |
| PyPI | rfc3986-validator | 0.1.1 | indirect |
| PyPI | rfc3987-syntax | 1.1.0 | indirect |
| PyPI | rich | 14.3.3 | indirect |
| PyPI | roman-numerals | 4.1.0 | indirect |
| PyPI | rpds-py | 0.30.0 | indirect |
| PyPI | ruff | 0.15.5 | indirect |
| PyPI | safetensors | 0.7.0 | indirect |
| PyPI | scikit-image | 0.26.0 | indirect |
| PyPI | send2trash | 2.1.0 | indirect |
| PyPI | setuptools | 82.0.1 | indirect |
| PyPI | shellingham | 1.5.4 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | smac | 2.4.0 | indirect |
| PyPI | snowballstemmer | 3.0.1 | indirect |
| PyPI | sortedcontainers | 2.4.0 | indirect |
| PyPI | soupsieve | 2.8.3 | indirect |
| PyPI | sparse-transform | 0.2.1 | indirect |
| PyPI | sphinx | 9.1.0 | indirect |
| PyPI | sphinx-autodoc-typehints | 3.9.8 | indirect |
| PyPI | sphinx-basic-ng | 1.0.0b2 | indirect |
| PyPI | sphinx-copybutton | 0.5.2 | indirect |
| PyPI | sphinx-gallery | 0.20.0 | indirect |
| PyPI | sphinxcontrib-applehelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-bibtex | 2.6.5 | indirect |
| PyPI | sphinxcontrib-devhelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-htmlhelp | 2.1.0 | indirect |
| PyPI | sphinxcontrib-jsmath | 1.0.1 | indirect |
| PyPI | sphinxcontrib-qthelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-serializinghtml | 2.0.0 | indirect |
| PyPI | sqlalchemy | 2.0.51 | indirect |
| PyPI | stack-data | 0.6.3 | indirect |
| PyPI | sympy | 1.14.0 | indirect |
| PyPI | tabpfn | 6.4.1 | indirect |
| PyPI | tabpfn-common-utils | 0.2.18 | indirect |
| PyPI | tblib | 3.2.2 | indirect |
| PyPI | tensorflow | 2.21.0 | indirect |
| PyPI | termcolor | 3.3.0 | indirect |
| PyPI | terminado | 0.18.1 | indirect |
| PyPI | tf-keras | 2.15.0 | indirect |
| PyPI | threadpoolctl | 3.6.0 | indirect |
| PyPI | tifffile | 2026.3.3 | indirect |
| PyPI | tinycss2 | 1.4.0 | indirect |
| PyPI | tokenizers | 0.22.2 | indirect |
| PyPI | toolz | 1.1.0 | indirect |
| PyPI | torch | 2.9.1 | indirect |
| PyPI | torchvision | 0.24.1 | indirect |
| PyPI | tornado | 6.5.5 | indirect |
| PyPI | traitlets | 5.14.3 | indirect |
| PyPI | transformers | 5.3.0 | indirect |
| PyPI | triton | 3.5.1 | indirect |
| PyPI | ty | 0.0.21 | indirect |
| PyPI | typer | 0.24.1 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | typing-inspect | 0.9.0 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | tzdata | 2025.3 | indirect |
| PyPI | uri-template | 1.3.0 | indirect |
| PyPI | urllib3 | 2.6.3 | indirect |
| PyPI | virtualenv | 21.2.0 | indirect |
| PyPI | wadler-lindig | 0.1.7 | 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 | wheel | 0.46.3 | indirect |
| PyPI | widgetsnbextension | 4.0.15 | indirect |
| PyPI | wrapt | 2.1.2 | indirect |
| PyPI | xgboost | 3.2.0 | indirect |
| PyPI | zict | 3.0.0 | indirect |
Dependency advisories 0
Installing pypi:shapiq@1.6.0 pulls in 25 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.
No known advisories affect the assessed dependencies.
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
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"body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 6 to 7.\n- [Release notes](https://github.com/codecov/codecov-action/releases)\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/codecov/codecov-action/compare/v\n[…]\nirect:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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"headline": "fix(InteractionValues): skip dense lookup build for sparse-dict input…",
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"author_login": "42logos",
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"body": null,
"is_bot": false,
"headline": "Update Read the Docs configuration for environment setup",
"author_name": "Maximilian",
"author_login": "mmschlk",
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"body_truncated": false,
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"body": "Updated the release date for version 1.5.0 in the changelog.",
"is_bot": false,
"headline": "Change release date for v1.5.0 to 2026-05-29",
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"author_login": "mmschlk",
"committed_at": "2026-05-29T08:27:26Z",
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"body": "* Add scatter_plot for InteractionValues (#418)\n\nIntroduces shapiq.scatter_plot, a SHAP-style scatter (dependence) plot that\nworks for both first-order Shapley values and higher-order interactions. For\nhigher-order interactions the x-axis is restricted to a single feature in the\ninteraction tuple (d\n[…]\nthe scatter (zorder=-2),\nmatching the requested \"fancy x-axis\" look.\n\n---------\n\nSigned-off-by: Maximilian <maximilian.muschalik@gmail.com>\nCo-authored-by: Maximilian Muschalik <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add scatter plot visualization for interaction values (#516)",
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"author_login": "mmschlk",
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"is_bot": false,
"headline": "Make SV default. (#530)",
"author_name": "Maximilian",
"author_login": "mmschlk",
"committed_at": "2026-05-27T09:19:06Z",
"body_truncated": false,
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"oid": "57c254b0486e5104fb67bca998a86759a201e990",
"body": "* Rework ProxySPEX into proxy module. Rework Spex in spex module.\n\n* add entry to changelog\n\n* Added import error in sparse if necessary modules not installed\n\n* Added --all-extras to uv for CI\n\n* Make spex and proxy module really optionally throughout shapiq library.\n\n* fix ruff errors\n\n* Improved \n[…]\narnings\n\n* revert build on pull request. Everything seems to work\n\n* Making approximators more consistent with index and max_order usage.\n\n* Using class stubs for import errors\n\n* fixing typing errors",
"is_bot": false,
"headline": "Rework ProxySPEX into proxy module. Rework Spex in spex module. (#529)",
"author_name": "Santo Thies",
"author_login": "Advueu963",
"committed_at": "2026-05-26T10:43:04Z",
"body_truncated": true,
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{
"oid": "af6d6860ef22d14f2b2b991a9c45d4aa31e1e2a5",
"body": null,
"is_bot": false,
"headline": "Build macOS wheels on macos-14 with matching deployment target (#528)",
"author_name": "Maximilian",
"author_login": "mmschlk",
"committed_at": "2026-05-22T15:34:43Z",
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"body": "* fix: Tree conversion breaking when LC_NUMERIC not standard \"C\".\n\n* fix: Windows uses CRLF instead of LF. Made converter error prone against this\n\n---------\n\nCo-authored-by: Maximilian <maximilian.muschalik@gmail.com>",
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"headline": "Bump actions/upload-artifact from 4 to 7 (#504)",
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"body": "* updated some little inconsistencies across the codebase\n\n* updated github actions to cancel in progress\n\n* updated some little inconsistencies across the codebase\n\n* updated github actions to cancel in progress",
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"headline": "Rework information (#499)",
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"headline": "removes for loop improving runtime of baseline imputer (#498)",
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"body": "* bumped min python version to 3.12\n\n* Removed deprecated behaviour from shapiq:\n - removed `path_to_values` from `Game`\n - made json the only viable file format for `InteractionValues`\n\n* updated CHANGELOG.md\n\n* bumped min python version to 3.12\n\n* bumped python version to 3.14\n\n* added entry to CH\n[…]\ncode\n\n* fixed tabpfn code\n\n* increased workflow dependencies for less workflow runtime in case of failure\n\n* introduce AGENTS.md (prev. only CLAUDE.md)\n\n* fixed tests with new versions of dependencies",
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"headline": "Bump actions/upload-artifact from 6 to 7 (#492)",
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"body": "Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 5 to 6.\n- [Release notes](https://github.com/actions/upload-artifact/releases)\n- [Commits](https://github.com/actions/upload-artifact/compare/v5...v6)\n\n---\nupdated-dependencies:\n- dependency-name: actions/upload-artifac\n[…]\nirect:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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"headline": "Bump actions/upload-artifact from 5 to 6 (#485)",
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{
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]
},
{
"key": "stewardship",
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"components": [
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"code": "owner_personal",
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}
],
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},
{
"key": "verified_domain",
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"points": 0,
"status": "excluded",
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{
"code": "not_applicable_to_user_accounts",
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],
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{
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"login": "mmschlk"
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}
],
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{
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"points": 19.9,
"status": "partial",
"details": [
{
"code": "public_repos",
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},
{
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}
],
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]
},
{
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"note": null,
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"inputs": {
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"ecosystems": "pypi",
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"details": [
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{
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"points": 35,
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"details": [
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],
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{
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"detail": "23 published versions",
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"details": [
{
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],
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{
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],
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},
{
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"weight": 0.2,
"metrics": [
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"note": null,
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"inputs": {
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"details": [
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{
"key": "tests_present",
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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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"points": 0,
"status": "missed",
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},
{
"key": "license",
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"points": 2.5,
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{
"key": "maintained",
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"points": 7.5,
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{
"key": "packaging",
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{
"key": "pinned_dependencies",
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{
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{
"key": "security_policy",
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{
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"status": "excluded",
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"code": "no_data",
"params": {}
}
],
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{
"key": "token_permissions",
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"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
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{
"key": "vulnerabilities",
"name": "Vulnerabilities",
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"status": "missed",
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}
]
},
{
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"notes": [
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},
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"components": [
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},
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"inputs": {
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],
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"components": [
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],
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],
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{
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],
"report_type": "repository",
"generated_at": "2026-07-26T23:06:36.595632Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/mmschlk/shapiq.svg",
"full_name": "mmschlk/shapiq",
"license_state": "standard",
"license_spdx": "MIT"
}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.