Public recordGood
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-14 22:34 UTC
neelnanda-io / TransformerLens
A library for mechanistic interpretability of GPT-style language models
neelnanda-io/TransformerLens holds a health index of 76 out of 100, placing it in the Good band. It scores highest on Vitality (96/100) and lowest on Security (45/100). It was last updated today. 3 contributors account for most of its recent work.
76
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.
76
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
TransformerLensOrgOrganization
89 followers3 public repossince May 2024
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| PyPI | transformer-lens | 3.5.1 | 87,936 | 70 | 12 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
96
Development activity
94Excellent
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 30.5/36 | Commit cadence — 44/52 weeks with commits |
| 18/18 | Commit volume — 479 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 479 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 44 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 80 releases published |
| 36/36 | Release recency — latest release 13 days ago |
| 27/27 | Release cadence — a release every ~12.2 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 80 |
| latest_release_tag | v3.5.1 |
| releases_from_tags | no |
| days_since_latest_release | 13 |
| mean_days_between_releases | 12.2 |
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?
76
Popularity & adoption
89Excellent
How it's scored
| 57.8/60 | Stars — 3,674 stars |
| 23.3/25 | Forks — 632 forks |
| 7.7/15 | Watchers — 25 watchers |
Inputs used
| forks | 632 |
| stars | 3,674 |
| watchers | 25 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
57Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | yes |
How it's scored
| 65.9/80 | Monthly downloads — 87,936 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | transformer-lens |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 87,936 |
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?
76
How it's scored
| 36/54 | Bus factor — 3 contributor(s) cover half of all commits |
| 17.6/22.5 | Commit distribution — top contributor authored 22% of commits |
| 13.5/13.5 | Contributor breadth — 100 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 16 contributing companies or organizations |
Inputs used
| bus_factor | 3 |
| contributors_sampled | 100 |
| top_contributor_share | 0.219 |
How it's scored
| 0/46.8 | Issue resolution — no issues or no data |
| 0/38.3 | PR acceptance — no decided pull requests or no data |
| 12/15 | OpenSSF Scorecard: Code-Review — Found 25/30 approved changesets -- score normalized to 8 |
Inputs used
| merged_prs | — |
| open_issues | — |
| closed_issues | — |
| issue_closed_ratio | — |
| closed_unmerged_prs | — |
Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance. Remaining weights renormalized.
Ownership & stewardship
53Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 14.1/25 | Owner reach — 89 followers of TransformerLensOrg |
| 8.7/25 | Track record — 3 public repos, account ~2 yr old |
Inputs used
| followers | 89 |
| owner_type | Organization |
| is_verified | — |
| owner_login | TransformerLensOrg |
| public_repos | 3 |
| account_age_days | 796 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 12 days ago |
| 20/20 | Version history — 70 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | transformer-lens |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 12 |
Engineering Quality
Are baseline engineering and documentation practices in place?
77
Engineering practices
68Moderate
How it's scored
| 24/24 | CI workflows — 2 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://transformerlensorg.github.io/TransformerLens/ |
| 10/10 | Repository description |
| 0/10 | Topics |
| 10/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | yes |
| homepage | https://transformerlensorg.github.io/TransformerLens/ |
| 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?
45
Security posture
45At risk
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 6/7.5 | Code-Review — Found 25/30 approved changesets -- score normalized to 8 |
| 2.5/2.5 | Contributors — project has 16 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 — 30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 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 — 120 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 4.5 |
Excluded from scoring (no data or not applicable): branch_protection, packaging, signed_releases. Remaining weights renormalized.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
70
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — .cursor/rules/transformerlens.mdc, .github/copilot-instructions.md, AGENTS.md, CLAUDE.md, tests/AGENTS.md, transformer_lens/benchmarks/AGENTS.md, transformer_lens/config/AGENTS.md, transformer_lens/model_bridge/sources/AGENTS.md, transformer_lens/model_bridge/supported_architectures/AGENTS.md, transformer_lens/tools/model_registry/AGENTS.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | .cursor/rules/transformerlens.mdc, .github/copilot-instructions.md, AGENTS.md, CLAUDE.md, tests/AGENTS.md, transformer_lens/benchmarks/AGENTS.md, transformer_lens/config/AGENTS.md, transformer_lens/model_bridge/sources/AGENTS.md, transformer_lens/model_bridge/supported_architectures/AGENTS.md, transformer_lens/tools/model_registry/AGENTS.md |
| agent_instruction_max_bytes | 22,753 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 18/18 | One-command bootstrap — docs/Makefile, makefile |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 11/11 | Static type checking — transformer_lens/py.typed |
| 10/10 | Reproducible environment — devcontainer, Dockerfile, lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | docs/Makefile, makefile |
| has_devcontainer | yes |
| has_linter_config | no |
| typecheck_configs | transformer_lens/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (transformer_lens/py.typed) |
| 54.3/55 | Manageable file sizes — 7/587 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 197,799 |
| source_files_sampled | 587 |
| oversized_source_files | 7 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — demos, notebooks |
Inputs used
| example_dirs | demos, notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
3,674GitHub stars
100contributors
479commits, last 12 months
0days since last push
80releases
3bus factor
-open issues
PyPIpackage ecosystems
Data collection warnings
- Some issue/PR counts unavailable (search API limit); rerun later
More detail
OpenSSF Scorecard 4.5 / 10
4.5aggregate
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 |
| 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 |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 8 | Code-Review | Found 25/30 approved changesets -- score normalized to 8 |
| 10 | Contributors | project has 16 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 | 30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not 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 | 120 existing vulnerabilities detected |
Direct dependencies 22
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | accelerate | >=0.23.0 | pyproject.toml |
| PyPI | beartype | >=0.14.1 | pyproject.toml |
| PyPI | better-abc | >=0.0.3 | pyproject.toml |
| PyPI | datasets | >=2.7.1 | pyproject.toml |
| PyPI | einops | >=0.6.0 | pyproject.toml |
| PyPI | fancy-einsum | >=0.0.3 | pyproject.toml |
| PyPI | huggingface-hub | >=0.23.2 | pyproject.toml |
| PyPI | jaxtyping | >=0.2.11 | pyproject.toml |
| PyPI | numpy | >=1.24 | pyproject.toml |
| PyPI | numpy | >=1.26 | pyproject.toml |
| PyPI | packaging | >=23.0 | pyproject.toml |
| PyPI | pandas | >=1.1.5 | pyproject.toml |
| PyPI | protobuf | >=3.20.0 | pyproject.toml |
| PyPI | rich | >=12.6.0 | pyproject.toml |
| PyPI | sentencepiece | — | pyproject.toml |
| PyPI | torch | >=2.6 | pyproject.toml |
| PyPI | tqdm | >=4.64.1 | pyproject.toml |
| PyPI | transformers-stream-generator | >=0.0.5,<0.1 | pyproject.toml |
| PyPI | transformers | >=5.4.0 | pyproject.toml |
| PyPI | typeguard | >=4.2,<5 | pyproject.toml |
| PyPI | typing-extensions | — | pyproject.toml |
| PyPI | wandb | >=0.13.5 | pyproject.toml |
All dependencies 328
Full resolved dependency set from the GitHub dependency graph: 21 direct and 307 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | accelerate | 1.9.0 | direct |
| PyPI | beartype | 0.14.1 | direct |
| PyPI | better-abc | 0.0.3 | direct |
| PyPI | datasets | 4.0.0 | direct |
| PyPI | einops | 0.8.1 | direct |
| PyPI | fancy-einsum | 0.0.3 | direct |
| PyPI | huggingface-hub | 1.15.0 | direct |
| PyPI | jaxtyping | 0.2.19 | direct |
| PyPI | numpy | 1.26.4 | direct |
| PyPI | packaging | 25.0 | direct |
| PyPI | pandas | 2.3.1 | direct |
| PyPI | protobuf | 6.31.1 | direct |
| PyPI | rich | 14.1.0 | direct |
| PyPI | sentencepiece | 0.2.1 | direct |
| PyPI | torch | 2.10.0 | direct |
| PyPI | tqdm | 4.67.1 | direct |
| PyPI | transformers | 5.8.1 | direct |
| PyPI | transformers-stream-generator | 0.0.5 | direct |
| PyPI | typeguard | 4.4.4 | direct |
| PyPI | typing-extensions | 4.14.1 | direct |
| PyPI | wandb | 0.21.0 | direct |
| PyPI | absl-py | 2.4.0 | indirect |
| PyPI | aiofiles | 22.1.0 | indirect |
| PyPI | aiohappyeyeballs | 2.6.1 | indirect |
| PyPI | aiohttp | 3.12.14 | indirect |
| PyPI | aiosignal | 1.4.0 | indirect |
| PyPI | aiosqlite | 0.21.0 | indirect |
| PyPI | alabaster | 0.7.16 | indirect |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | annoy | 1.17.3 | indirect |
| PyPI | anyio | 4.9.0 | indirect |
| PyPI | appnope | 0.1.4 | indirect |
| PyPI | argon2-cffi | 25.1.0 | indirect |
| PyPI | argon2-cffi-bindings | 21.2.0 | indirect |
| PyPI | arrow | 1.3.0 | indirect |
| PyPI | asttokens | 3.0.1 | indirect |
| PyPI | async-timeout | 5.0.1 | indirect |
| PyPI | attrs | 25.3.0 | indirect |
| PyPI | audioop-lts | 0.2.2 | indirect |
| PyPI | babel | 2.17.0 | indirect |
| PyPI | beautifulsoup4 | 4.13.4 | indirect |
| PyPI | bitsandbytes | 0.49.2 | indirect |
| PyPI | black | 23.12.1 | indirect |
| PyPI | bleach | 6.2.0 | indirect |
| PyPI | brotli | 1.2.0 | indirect |
| PyPI | certifi | 2025.7.14 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | chardet | 5.2.0 | indirect |
| PyPI | charset-normalizer | 3.4.2 | indirect |
| PyPI | circuitsvis | 1.43.3 | indirect |
| PyPI | click | 8.2.1 | indirect |
| PyPI | cloudpickle | 3.1.2 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | comm | 0.2.3 | indirect |
| PyPI | contourpy | 1.3.2 | indirect |
| PyPI | contourpy | 1.3.3 | indirect |
| PyPI | coverage | 7.10.1 | indirect |
| PyPI | cryptography | 46.0.7 | indirect |
| PyPI | cuda-bindings | 12.9.4 | indirect |
| PyPI | cuda-pathfinder | 1.5.5 | indirect |
| PyPI | cycler | 0.12.1 | indirect |
| PyPI | dataproperty | 1.1.0 | indirect |
| PyPI | debugpy | 1.8.15 | indirect |
| PyPI | decorator | 5.2.1 | indirect |
| PyPI | defusedxml | 0.7.1 | indirect |
| PyPI | dill | 0.3.8 | indirect |
| PyPI | docutils | 0.20.1 | indirect |
| PyPI | entrypoints | 0.4 | indirect |
| PyPI | etils | 1.14.0 | indirect |
| PyPI | etils | 1.13.0 | indirect |
| PyPI | evaluate | 0.4.6 | indirect |
| PyPI | exceptiongroup | 1.3.0 | indirect |
| PyPI | execnet | 2.1.1 | indirect |
| PyPI | executing | 2.2.1 | indirect |
| PyPI | fastapi | 0.136.0 | indirect |
| PyPI | fastjsonschema | 2.21.1 | indirect |
| PyPI | filelock | 3.18.0 | indirect |
| PyPI | fonttools | 4.62.1 | indirect |
| PyPI | fqdn | 1.5.1 | indirect |
| PyPI | frozenlist | 1.7.0 | indirect |
| PyPI | fsspec | 2025.3.0 | indirect |
| PyPI | furo | 2023.9.10 | indirect |
| PyPI | gitdb | 4.0.12 | indirect |
| PyPI | gitpython | 3.1.45 | indirect |
| PyPI | google-api-core | 2.30.3 | indirect |
| PyPI | google-auth | 2.49.2 | indirect |
| PyPI | google-cloud-core | 2.5.1 | indirect |
| PyPI | google-cloud-translate | 3.26.0 | indirect |
| PyPI | googleapis-common-protos | 1.74.0 | indirect |
| PyPI | gradio | 6.12.0 | indirect |
| PyPI | gradio-client | 2.4.1 | indirect |
| PyPI | groovy | 0.1.2 | indirect |
| PyPI | grpc-google-iam-v1 | 0.14.4 | indirect |
| PyPI | grpcio | 1.80.0 | indirect |
| PyPI | grpcio-status | 1.80.0 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | hf-gradio | 0.3.2 | indirect |
| PyPI | hf-xet | 1.5.0 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | idna | 3.10 | indirect |
| PyPI | imageio | 2.37.3 | indirect |
| PyPI | imagesize | 1.4.1 | indirect |
| PyPI | importlib-metadata | 8.7.0 | indirect |
| PyPI | importlib-resources | 7.1.0 | indirect |
| PyPI | iniconfig | 2.1.0 | indirect |
| PyPI | ipykernel | 6.29.5 | indirect |
| PyPI | ipython | 9.10.0 | indirect |
| PyPI | ipython | 8.38.0 | indirect |
| PyPI | ipython-genutils | 0.2.0 | indirect |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirect |
| PyPI | ipywidgets | 8.1.7 | indirect |
| PyPI | isoduration | 20.11.0 | indirect |
| PyPI | isort | 5.8.0 | indirect |
| PyPI | jedi | 0.19.2 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | joblib | 1.5.3 | indirect |
| PyPI | json5 | 0.12.0 | indirect |
| PyPI | jsonlines | 4.0.0 | indirect |
| PyPI | jsonpointer | 3.0.0 | indirect |
| PyPI | jsonschema | 4.25.0 | indirect |
| PyPI | jsonschema-specifications | 2025.4.1 | indirect |
| PyPI | jupyter | 1.1.1 | indirect |
| PyPI | jupyter-client | 7.4.9 | indirect |
| PyPI | jupyter-console | 6.6.3 | indirect |
| PyPI | jupyter-core | 5.8.1 | indirect |
| PyPI | jupyter-events | 0.12.0 | indirect |
| PyPI | jupyter-server | 2.16.0 | indirect |
| PyPI | jupyter-server-fileid | 0.9.3 | indirect |
| PyPI | jupyter-server-terminals | 0.5.3 | indirect |
| PyPI | jupyter-server-ydoc | 0.8.0 | indirect |
| PyPI | jupyter-ydoc | 0.2.5 | indirect |
| PyPI | jupyterlab | 3.6.8 | indirect |
| PyPI | jupyterlab-pygments | 0.3.0 | indirect |
| PyPI | jupyterlab-server | 2.27.3 | indirect |
| PyPI | jupyterlab-widgets | 3.0.15 | indirect |
| PyPI | kiwisolver | 1.5.0 | indirect |
| PyPI | lark | 1.2.2 | indirect |
| PyPI | lazy-loader | 0.5 | indirect |
| PyPI | levenshtein | 0.27.3 | indirect |
| PyPI | libcst | 1.8.2 | indirect |
| PyPI | lit-nlp | 1.3.1 | indirect |
| PyPI | livereload | 2.7.1 | indirect |
| PyPI | llvmlite | 0.47.0 | indirect |
| PyPI | lm-eval | 0.4.11 | indirect |
| PyPI | lxml | 6.0.4 | indirect |
| PyPI | markdown-it-py | 3.0.0 | indirect |
| PyPI | markupsafe | 3.0.2 | indirect |
| PyPI | matplotlib | 3.10.8 | indirect |
| PyPI | matplotlib-inline | 0.1.7 | indirect |
| PyPI | mbstrdecoder | 1.1.5 | indirect |
| PyPI | mdit-py-plugins | 0.5.0 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | mistune | 3.1.3 | indirect |
| PyPI | ml-collections | 1.1.0 | indirect |
| PyPI | more-itertools | 11.0.2 | indirect |
| PyPI | mpmath | 1.3.0 | indirect |
| PyPI | multidict | 6.6.3 | indirect |
| PyPI | multiprocess | 0.70.16 | indirect |
| PyPI | muutils | 0.8.11 | indirect |
| PyPI | mypy | 1.17.0 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | myst-parser | 2.0.0 | indirect |
| PyPI | narwhals | 1.48.1 | indirect |
| PyPI | nbclassic | 1.3.1 | indirect |
| PyPI | nbclient | 0.10.2 | indirect |
| PyPI | nbconvert | 7.16.6 | indirect |
| PyPI | nbformat | 5.10.4 | indirect |
| PyPI | nbsphinx | 0.9.7 | indirect |
| PyPI | nbval | 0.10.0 | indirect |
| PyPI | nest-asyncio | 1.6.0 | indirect |
| PyPI | networkx | 3.4.2 | indirect |
| PyPI | networkx | 3.5 | indirect |
| PyPI | ninja | 1.13.0 | indirect |
| PyPI | nltk | 3.9.4 | indirect |
| PyPI | notebook | 6.5.7 | indirect |
| PyPI | notebook-shim | 0.2.4 | indirect |
| PyPI | numba | 0.65.0 | 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 |
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"detail": "30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
"releases_count": 80,
"latest_release_tag": "v3.5.1",
"releases_from_tags": false,
"days_since_latest_release": 13,
"mean_days_between_releases": 12.2
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "80 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 80
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}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 13 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 13
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~12.2 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 12.2
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}
],
"max_points": 27
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{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
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]
},
{
"key": "abandonment",
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"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "unverified",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": "no_commit_sample",
"unanswered_open_prs": null,
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"days_since_last_merged_pr": null,
"days_since_last_human_commit": null,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "maintenance record not established from the collected data",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_unverified",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "good",
"name": "Community & Adoption",
"value": 76,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "excellent",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 89,
"inputs": {
"forks": 632,
"stars": 3674,
"watchers": 25,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
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"components": [
{
"key": "stars",
"name": "Stars",
"detail": "3,674 stars",
"points": 57.8,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 3674
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "632 forks",
"points": 23.3,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 632
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "25 watchers",
"points": 7.7,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 25
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "moderate",
"name": "Community health",
"note": null,
"notes": [],
"value": 57,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
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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": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "good",
"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",
"params": {}
}
],
"value": 82,
"inputs": {
"packages": [
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"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 87936
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"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "87,936 downloads/month across pypi",
"points": 65.9,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 87936,
"ecosystems": "pypi"
}
}
],
"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
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 76,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "good",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 77,
"inputs": {
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"contributors_sampled": 100,
"top_contributor_share": 0.219
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "3 contributor(s) cover half of all commits",
"points": 36,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 3
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 22% of commits",
"points": 17.6,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 22
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "100 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 100
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}
],
"max_points": 13.5
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{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 16 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": "Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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"pr_acceptance"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 80,
"inputs": {
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"open_issues": null,
"closed_issues": null,
"issue_closed_ratio": null,
"closed_unmerged_prs": null
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "no issues or no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_issues_or_data",
"params": {}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "no decided pull requests or no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_decided_prs_or_data",
"params": {}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 25/30 approved changesets -- score normalized to 8",
"points": 12,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 53,
"inputs": {
"followers": 89,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "TransformerLensOrg",
"public_repos": 3,
"account_age_days": 796
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "89 followers of TransformerLensOrg",
"points": 14.1,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 89,
"login": "TransformerLensOrg"
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}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "3 public repos, account ~2 yr old",
"points": 8.7,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 3
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},
{
"code": "account_age_years",
"params": {
"years": 2
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}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"transformer-lens"
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"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 12
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
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"ecosystems": "pypi"
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}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 12 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 12
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}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "70 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 70
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}
],
"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": 77,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 68,
"inputs": {
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"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
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"components": [
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"key": "ci_workflows",
"name": "CI workflows",
"detail": "2 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 2
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}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
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{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
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"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [],
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"homepage": "https://transformerlensorg.github.io/TransformerLens/",
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"has_docs_dir": true,
"has_description": true
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"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
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{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
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"details": [],
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{
"key": "documentation_homepage_site",
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"details": [],
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{
"key": "repository_description",
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"points": 10,
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},
{
"key": "topics",
"name": "Topics",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
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{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "at_risk",
"name": "Security",
"value": 45,
"weight": 0.16,
"metrics": [
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"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
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"notes": [
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"code": "excluded_no_data",
"params": {
"components": [
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"packaging",
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 45,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 15,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 3,
"scorecard_aggregate": 4.5
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"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
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"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": [
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"code": "no_data",
"params": {}
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],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
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"points": 2.5,
"status": "met",
"details": [],
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{
"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 25/30 approved changesets -- score normalized to 8",
"points": 6,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 16 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": "30 commit(s) and 28 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 not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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": "120 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
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"review_only_matches": 0,
"assessed_self_published_locations": 4
},
"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?"
},
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Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.11.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.