Public recordGood
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-17 21:20 UTC
gepa-ai / gepa
Optimize prompts, code, and more with AI-powered Reflective Optimization
gepa-ai/gepa holds a health index of 77 out of 100, placing it in the Good band. It scores highest on Vitality (96/100) and lowest on Security (53/100). It was last updated today. A single contributor accounts for most of its recent work.
77
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.
77
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
GEPAOrganization
73 followers6 public repossince Aug 2025
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 | gepa | 0.1.4 | 6,064,941 | 36 | 2 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 |
| 29.8/36 | Commit cadence — 43/52 weeks with commits |
| 18/18 | Commit volume — 814 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 814 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 43 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 45 releases published |
| 36/36 | Release recency — latest release 2 days ago |
| 27/27 | Release cadence — a release every ~22.1 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 45 |
| latest_release_tag | v0.1.4 |
| releases_from_tags | no |
| days_since_latest_release | 2 |
| mean_days_between_releases | 22.1 |
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?
86
Popularity & adoption
90Excellent
How it's scored
| 60/60 | Stars — 5,677 stars |
| 22.2/25 | Forks — 468 forks |
| 7.5/15 | Watchers — 23 watchers |
Inputs used
| forks | 468 |
| stars | 5,677 |
| watchers | 23 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
70Good
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 18/18 | 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 | yes |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
100Excellent
How it's scored
| 80/80 | Monthly downloads — 6,064,941 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | gepa |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 6,064,941 |
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?
59
Maintainer resilience (bus factor)
42At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 9.1/22.5 | Commit distribution — top contributor authored 59% of commits |
| 13.5/13.5 | Contributor breadth — 40 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 40 |
| top_contributor_share | 0.594 |
Issue & PR responsiveness
55Moderate
How it's scored
| 20.2/46.8 | Issue resolution — 43% of issues closed |
| 33.5/38.3 | PR acceptance — 203/232 decided PRs merged |
| 1.5/15 | OpenSSF Scorecard: Code-Review — Found 5/30 approved changesets -- score normalized to 1 |
Inputs used
| merged_prs | 203 |
| open_issues | 68 |
| closed_issues | 52 |
| issue_closed_ratio | 0.433 |
| closed_unmerged_prs | 29 |
Ownership & stewardship
51Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 13.4/25 | Owner reach — 73 followers of gepa-ai |
| 8/25 | Track record — 6 public repos, account ~0 yr old |
Inputs used
| followers | 73 |
| owner_type | Organization |
| is_verified | — |
| owner_login | gepa-ai |
| public_repos | 6 |
| account_age_days | 346 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 2 days ago |
| 20/20 | Version history — 36 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | gepa |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 2 |
Engineering Quality
Are baseline engineering and documentation practices in place?
88
Engineering practices
94Excellent
How it's scored
| 24/24 | CI workflows — 5 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 22 out of 22 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 | yes |
| has_precommit_config | yes |
Documentation
80Good
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://gepa-ai.github.io/gepa/ |
| 10/10 | Repository description |
| 0/10 | Topics |
| 0/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | no |
| homepage | https://gepa-ai.github.io/gepa/ |
| 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
53Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 22 out of 22 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 |
| 0.8/7.5 | Code-Review — Found 5/30 approved changesets -- score normalized to 1 |
| 2.5/2.5 | Contributors — project has 7 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 — 30 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 |
| 4/5 | SAST — SAST tool is not run on all commits -- score normalized to 8 |
| 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 — 96 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 5.3 |
Excluded from scoring (no data or not applicable): 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.
67
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — AGENTS.md, CLAUDE.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 | AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 1,076 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
Verify loop (build / test / typecheck)
66Moderate
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 11/11 | Static type checking — pyrightconfig.json, src/gepa/py.typed |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | pyrightconfig.json, src/gepa/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 — Jupyter Notebook with type-check config (pyrightconfig.json, src/gepa/py.typed) |
| 54.4/55 | Manageable file sizes — 2/197 source files over 60KB |
Inputs used
| primary_language | Jupyter Notebook |
| largest_source_bytes | 143,180 |
| source_files_sampled | 197 |
| 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, notebooks |
Inputs used
| example_dirs | examples, notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
5,677GitHub stars
40contributors
814commits, last 12 months
0days since last push
45releases
1bus factor
68open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 5.3 / 10
5.3aggregate
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 |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 22 out of 22 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 |
| 1 | Code-Review | Found 5/30 approved changesets -- score normalized to 1 |
| 10 | Contributors | project has 7 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 | 30 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 |
| 8 | SAST | SAST tool is not run on all commits -- score normalized to 8 |
| 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 | 96 existing vulnerabilities detected |
All dependencies 242
Full resolved dependency set from the GitHub dependency graph: 0 direct and 242 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | aiohappyeyeballs | 2.6.1 | indirect |
| PyPI | aiohttp | 3.12.15 | indirect |
| PyPI | aiosignal | 1.4.0 | indirect |
| PyPI | alembic | 1.16.5 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anyio | 4.10.0 | indirect |
| PyPI | async-timeout | 5.0.1 | indirect |
| PyPI | attrs | 25.3.0 | indirect |
| PyPI | backports-tarfile | 1.2.0 | indirect |
| PyPI | beautifulsoup4 | 4.13.5 | indirect |
| PyPI | blinker | 1.9.0 | indirect |
| PyPI | build | 1.3.0 | indirect |
| PyPI | cachetools | 5.5.2 | indirect |
| PyPI | certifi | 2025.8.3 | indirect |
| PyPI | cffi | 1.17.1 | indirect |
| PyPI | cfgv | 3.4.0 | indirect |
| PyPI | charset-normalizer | 3.4.3 | indirect |
| PyPI | chromadb | — | indirect |
| PyPI | click | 8.2.1 | indirect |
| PyPI | cloudpickle | 3.1.1 | indirect |
| PyPI | colorama | — | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | configargparse | — | indirect |
| PyPI | contourpy | 1.3.2 | indirect |
| PyPI | contourpy | 1.3.3 | indirect |
| PyPI | cryptography | 45.0.6 | indirect |
| PyPI | cvxpy | 1.7.3 | indirect |
| PyPI | cycler | 0.12.1 | indirect |
| PyPI | cython | 3.1.4 | indirect |
| PyPI | dask | 2024.8.0 | indirect |
| PyPI | databricks-sdk | 0.65.0 | indirect |
| PyPI | datasets | 4.0.0 | indirect |
| PyPI | datasets | 4.5.0 | indirect |
| PyPI | dill | 0.3.8 | indirect |
| PyPI | distlib | 0.4.0 | indirect |
| PyPI | distro | 1.9.0 | indirect |
| PyPI | docker | 7.1.0 | indirect |
| PyPI | docutils | 0.22 | indirect |
| PyPI | duckdb | 1.4.1 | indirect |
| PyPI | exceptiongroup | 1.3.0 | indirect |
| PyPI | fastapi | 0.116.1 | indirect |
| PyPI | fastapi | 0.121.1 | indirect |
| PyPI | fastuuid | 0.14.0 | indirect |
| PyPI | filelock | — | indirect |
| PyPI | filelock | 3.19.1 | indirect |
| PyPI | flask | 3.1.2 | indirect |
| PyPI | flask-cors | 6.0.5 | indirect |
| PyPI | fonttools | 4.59.2 | indirect |
| PyPI | frozenlist | 1.7.0 | indirect |
| PyPI | fsspec | 2025.3.0 | indirect |
| PyPI | gepa | 0.1.4 | indirect |
| PyPI | gitdb | 4.0.12 | indirect |
| PyPI | gitpython | 3.1.45 | indirect |
| PyPI | google-auth | — | indirect |
| PyPI | google-auth | 2.40.3 | indirect |
| PyPI | graphene | 3.4.3 | indirect |
| PyPI | graphql-core | 3.2.6 | indirect |
| PyPI | graphql-relay | 3.2.0 | indirect |
| PyPI | greenlet | 3.2.4 | indirect |
| PyPI | gunicorn | 23.0.0 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | h5py | 3.14.0 | indirect |
| PyPI | hf-xet | 1.1.8 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | huey | 3.2.1 | indirect |
| PyPI | huggingface-hub | 0.34.4 | indirect |
| PyPI | id | 1.5.0 | indirect |
| PyPI | identify | 2.6.13 | indirect |
| PyPI | idna | 3.10 | indirect |
| PyPI | importlib-metadata | 8.7.0 | indirect |
| PyPI | iniconfig | 2.1.0 | indirect |
| PyPI | itsdangerous | 2.2.0 | indirect |
| PyPI | jaraco-classes | 3.4.0 | indirect |
| PyPI | jaraco-context | 6.0.1 | indirect |
| PyPI | jaraco-functools | 4.3.0 | indirect |
| PyPI | jeepney | 0.9.0 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | jiter | 0.10.0 | indirect |
| PyPI | joblib | 1.5.2 | indirect |
| PyPI | jsonpatch | 1.33 | indirect |
| PyPI | jsonpointer | 3.1.1 | indirect |
| PyPI | jsonschema | 4.25.1 | indirect |
| PyPI | jsonschema-specifications | 2025.4.1 | indirect |
| PyPI | keyring | 25.6.0 | indirect |
| PyPI | kiwisolver | 1.4.9 | indirect |
| PyPI | lancedb | — | indirect |
| PyPI | langchain | 1.3.13 | indirect |
| PyPI | langchain-core | 1.4.9 | indirect |
| PyPI | langchain-protocol | 0.0.18 | indirect |
| PyPI | langgraph | 1.2.9 | indirect |
| PyPI | langgraph-checkpoint | 4.1.1 | indirect |
| PyPI | langgraph-prebuilt | 1.1.0 | indirect |
| PyPI | langgraph-sdk | 0.4.2 | indirect |
| PyPI | langsmith | 0.10.3 | indirect |
| PyPI | lark | 1.3.1 | indirect |
| PyPI | litellm | — | indirect |
| PyPI | litellm | 1.83.0 | indirect |
| PyPI | litellm | 1.91.3 | indirect |
| PyPI | llm-structured-confidence | 0.4.5 | indirect |
| PyPI | mako | 1.3.10 | indirect |
| PyPI | markdown-it-py | 4.0.0 | indirect |
| PyPI | markupsafe | 3.0.2 | indirect |
| PyPI | matplotlib | — | indirect |
| PyPI | matplotlib | 3.10.6 | indirect |
| PyPI | matplotlib | 3.7.5 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | mkdocs | — | indirect |
| PyPI | mkdocs-jupyter | — | indirect |
| PyPI | mkdocs-material | — | indirect |
| PyPI | mkdocs-redirects | — | indirect |
| PyPI | mkdocs-rss-plugin | — | indirect |
| PyPI | mkdocstrings | — | indirect |
| PyPI | mkdocstrings-python | — | indirect |
| PyPI | mlflow | 3.14.0 | indirect |
| PyPI | mlflow-skinny | 3.14.0 | indirect |
| PyPI | mlflow-tracing | 3.14.0 | indirect |
| PyPI | more-itertools | 10.7.0 | indirect |
| PyPI | multidict | 6.6.4 | indirect |
| PyPI | multiprocess | 0.70.16 | indirect |
| PyPI | networkx | — | indirect |
| PyPI | networkx | 3.2.1 | indirect |
| PyPI | nh3 | 0.3.0 | indirect |
| PyPI | nodeenv | 1.9.1 | indirect |
| PyPI | numba | 0.60.0 | indirect |
| PyPI | numpy | — | indirect |
| PyPI | numpy | 2.2.6 | indirect |
| PyPI | numpy | 2.3.2 | indirect |
| PyPI | numpy | 2.5.1 | indirect |
| PyPI | openai | 2.45.0 | indirect |
| PyPI | openpyxl | 3.1.5 | indirect |
| PyPI | opentelemetry-api | 1.36.0 | indirect |
| PyPI | opentelemetry-proto | 1.39.1 | indirect |
| PyPI | opentelemetry-sdk | 1.36.0 | indirect |
| PyPI | opentelemetry-semantic-conventions | 0.57b0 | indirect |
| PyPI | optuna | — | indirect |
| PyPI | orjson | 3.11.9 | indirect |
| PyPI | ormsgpack | 1.12.2 | indirect |
| PyPI | packaging | 25.0 | indirect |
| PyPI | pandas | — | indirect |
| PyPI | pandas | 2.3.2 | indirect |
| PyPI | pandas | 2.3.3 | indirect |
| PyPI | pandas | 3.0.3 | indirect |
| PyPI | pillow | — | indirect |
| PyPI | pillow | 11.3.0 | indirect |
| PyPI | platformdirs | 4.3.8 | indirect |
| PyPI | playwright | — | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | polars | 1.33.1 | indirect |
| PyPI | pre-commit | 4.3.0 | indirect |
| PyPI | prettytable | 3.18.0 | indirect |
| PyPI | propcache | 0.3.2 | indirect |
| PyPI | protobuf | 6.32.0 | indirect |
| PyPI | psutil | — | indirect |
| PyPI | pulp | 3.3.0 | indirect |
| PyPI | pyarrow | — | indirect |
| PyPI | pyarrow | 21.0.0 | indirect |
| PyPI | pyarrow | 23.0.0 | indirect |
| PyPI | pyasn1 | 0.6.1 | indirect |
| PyPI | pyasn1-modules | 0.4.2 | indirect |
| PyPI | pycparser | 2.22 | indirect |
| PyPI | pydantic | 2.11.7 | indirect |
| PyPI | pydantic | 2.12.5 | indirect |
| PyPI | pydantic-core | 2.33.2 | indirect |
| PyPI | pydantic-core | 2.41.5 | indirect |
| PyPI | pygments | 2.19.2 | indirect |
| PyPI | pymilvus | — | indirect |
| PyPI | pyomo | 6.9.5 | indirect |
| PyPI | pyparsing | 3.2.3 | indirect |
| PyPI | pyproject-hooks | 1.2.0 | indirect |
| PyPI | pyright | 1.1.407 | indirect |
| PyPI | pytest | 8.4.1 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-dotenv | 1.1.1 | indirect |
| PyPI | pytz | 2025.2 | indirect |
| PyPI | pywin32 | 311 | indirect |
| PyPI | pywin32-ctypes | 0.2.3 | indirect |
| PyPI | pyyaml | — | indirect |
| PyPI | pyyaml | 6.0.2 | indirect |
| PyPI | qdrant-client | — | indirect |
| PyPI | readme-renderer | 44.0 | indirect |
| PyPI | referencing | 0.36.2 | indirect |
| PyPI | regex | 2025.7.34 | indirect |
| PyPI | requests | 2.34.2 | indirect |
| PyPI | requests-toolbelt | 1.0.0 | indirect |
| PyPI | rfc3986 | 2.0.0 | indirect |
| PyPI | rich | 14.1.0 | indirect |
| PyPI | rpds-py | 0.27.0 | indirect |
| PyPI | rsa | 4.9.1 | indirect |
| PyPI | ruff | 0.12.10 | indirect |
| PyPI | scikit-learn | 1.6.1 | indirect |
| PyPI | scikit-learn | 1.7.1 | indirect |
| PyPI | scipy | — | indirect |
| PyPI | scipy | 1.15.3 | indirect |
| PyPI | scipy | 1.16.1 | indirect |
| PyPI | scrapy | 2.13.3 | indirect |
| PyPI | seaborn | — | indirect |
| PyPI | secretstorage | 3.3.3 | indirect |
| PyPI | semver | 3.0.4 | indirect |
| PyPI | sentry-sdk | 2.35.2 | indirect |
| PyPI | setuptools | 80.9.0 | indirect |
| PyPI | shapely | 2.0.7 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | skops | 0.14.0 | indirect |
| PyPI | smmap | 5.0.2 | indirect |
| PyPI | sniffio | 1.3.1 | indirect |
| PyPI | sqlalchemy | 2.0.43 | indirect |
| PyPI | sqlalchemy | 2.0.44 | indirect |
| PyPI | sqlparse | 0.5.3 | indirect |
| PyPI | starlette | 0.47.3 | indirect |
| PyPI | statsmodels | 0.14.5 | indirect |
| PyPI | swesmith | 0.0.9 | indirect |
| PyPI | sympy | 1.13.1 | indirect |
| PyPI | tenacity | 9.1.4 | indirect |
| PyPI | threadpoolctl | 3.6.0 | indirect |
| PyPI | tiktoken | 0.11.0 | indirect |
| PyPI | tiktoken | 0.12.0 | indirect |
| PyPI | tokenizers | 0.21.4 | indirect |
| PyPI | tomli | 2.2.1 | indirect |
| PyPI | tqdm | 4.67.1 | indirect |
| PyPI | twine | 6.1.0 | indirect |
| PyPI | typing-extensions | 4.14.1 | indirect |
| PyPI | typing-inspection | 0.4.1 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | tzdata | 2025.2 | indirect |
| PyPI | urllib3 | 2.5.0 | indirect |
| PyPI | uuid-utils | 0.17.0 | indirect |
| PyPI | uvicorn | 0.35.0 | indirect |
| PyPI | virtualenv | 20.34.0 | indirect |
| PyPI | waitress | 3.0.2 | indirect |
| PyPI | wandb | — | indirect |
| PyPI | wandb | 0.28.0 | indirect |
| PyPI | wcwidth | 0.8.2 | indirect |
| PyPI | weaviate-client | — | indirect |
| PyPI | websockets | 15.0.1 | indirect |
| PyPI | werkzeug | 3.1.3 | indirect |
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"components": [
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},
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{
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}
],
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{
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"detail": "468 forks",
"points": 22.2,
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"details": [
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"code": "forks",
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}
],
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{
"key": "watchers",
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"code": "watchers",
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],
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]
},
{
"key": "community_health",
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"note": null,
"notes": [],
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"inputs": {
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},
{
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"code": "license_standard",
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],
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{
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}
],
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}
],
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},
{
"key": "governance",
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"count": 1
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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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"components": [
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{
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{
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{
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},
{
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},
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],
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{
"key": "editorconfig",
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]
},
{
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]
}
],
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"details": [],
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},
{
"key": "dangerous_workflow",
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"status": "met",
"details": [],
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},
{
"key": "dependency_update_tool",
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},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
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},
{
"key": "maintained",
"name": "Maintained",
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"points": 7.5,
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"details": [],
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{
"key": "packaging",
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"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 8",
"points": 4,
"status": "partial",
"details": [],
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},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
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},
{
"key": "signed_releases",
"name": "Signed-Releases",
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"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",
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"points": 0,
"status": "missed",
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}
]
},
{
"key": "high_risk_jurisdiction_exposure",
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"notes": [
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"code": "jurisdiction_evidence_limits",
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}
],
"value": 100,
"inputs": {
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"exposures": [],
"policy_countries": [
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"review_only_matches": 0,
"assessed_self_published_locations": 4
},
"components": [
{
"key": "policy_exposure_multiplier",
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"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
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}
],
"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",
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"name": "AI Readiness",
"value": 67,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
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},
{
"code": "weights_renormalized",
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],
"value": 75,
"inputs": {
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"agent_instruction_max_bytes": 1076
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"components": [
{
"key": "agent_instructions",
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"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
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}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
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"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."
}
],
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},
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}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 v0.12.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.