Public recordModerate
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-14 11:04 UTC
INTERSECT-SDK / python-sdk
Interconnected Science Ecosystem - Software Development Kit (INTERSECT-SDK)
INTERSECT-SDK/python-sdk holds a health index of 65 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (96/100) and lowest on Community & Adoption (45/100). It was last updated 20 days ago. A single contributor accounts for most of its recent work.
65
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.
65
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
INTERSECT-SDKOrganization
3 followers8 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 | intersect-sdk | 0.9.3 | 1,094 | 15 | 20 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
72
Development activity
64Moderate
How it's scored
| 28.8/36 | Push recency — last push 20 days ago |
| 9.7/36 | Commit cadence — 14/52 weeks with commits |
| 15.3/18 | Commit volume — 50 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 20 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 50 |
| human_commit_share | — |
| days_since_last_push | 20 |
| active_weeks_last_year | 14 |
Release discipline
83Good
How it's scored
| 27/27 | Ships releases — 14 releases published |
| 36/36 | Release recency — latest release 20 days ago |
| 19.8/27 | Release cadence — a release every ~74.6 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 14 |
| latest_release_tag | v0.9.3 |
| releases_from_tags | no |
| days_since_latest_release | 20 |
| mean_days_between_releases | 74.6 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
45
Popularity & adoption
19Critical
How it's scored
| 13.7/60 | Stars — 8 stars |
| 2.5/25 | Forks — 3 forks |
| 2.7/15 | Watchers — 4 watchers |
Inputs used
| forks | 3 |
| stars | 8 |
| watchers | 4 |
| 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 (BSD-3-Clause) |
| 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)
51Moderate
How it's scored
| 40.5/80 | Monthly downloads — 1,094 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | intersect-sdk |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 1,094 |
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
60
Maintainer resilience (bus factor)
32At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 3.4/22.5 | Commit distribution — top contributor authored 85% of commits |
| 9.5/13.5 | Contributor breadth — 7 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 32 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 7 |
| top_contributor_share | 0.851 |
How it's scored
| 36/46.8 | Issue resolution — 77% of issues closed |
| 38.2/38.3 | PR acceptance — 14/14 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/21 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 14 |
| open_issues | 6 |
| closed_issues | 20 |
| issue_closed_ratio | 0.769 |
| closed_unmerged_prs | 0 |
Ownership & stewardship
46At risk
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 4.3/25 | Owner reach — 3 followers of INTERSECT-SDK |
| 11.3/25 | Track record — 8 public repos, account ~2 yr old |
Inputs used
| followers | 3 |
| owner_type | Organization |
| is_verified | — |
| owner_login | INTERSECT-SDK |
| public_repos | 8 |
| account_age_days | 790 |
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 — 15 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | intersect-sdk |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 20 |
Engineering Quality
Are baseline engineering and documentation practices in place?
96
Engineering practices
94Excellent
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 |
| 20/20 | OpenSSF Scorecard: CI-Tests — 2 out of 2 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
100Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://intersect-python-sdk.readthedocs.io |
| 10/10 | Repository description |
| 10/10 | Topics — 4 topics |
| 10/10 | Wiki |
Inputs used
| topics | autonomous-experiments, event-driven, experimental-steering, science-ecosystem |
| has_wiki | yes |
| homepage | https://intersect-python-sdk.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?
48
Security posture
48At risk
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 — 2 out of 2 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 |
| 0/7.5 | Code-Review — Found 0/21 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 32 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 — 20 commit(s) and 5 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 — Project has not signed or included provenance with any releases. |
| 6.8/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 6/7.5 | Vulnerabilities — 2 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 4.8 |
Excluded from scoring (no data or not applicable): packaging. 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.
54
Agent context & guidance
1Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
Verify loop (build / test / typecheck)
88Excellent
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/intersect_sdk/py.typed |
| 10/10 | Reproducible environment — 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 |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | src/intersect_sdk/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 (src/intersect_sdk/py.typed) |
| 55/55 | Manageable file sizes — 0/94 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 56,250 |
| source_files_sampled | 94 |
| oversized_source_files | 0 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
8GitHub stars
7contributors
50commits, last 12 months
20days since last push
14releases
1bus factor
6open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 4.8 / 10
4.8aggregate
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 | 2 out of 2 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 |
| 0 | Code-Review | Found 0/21 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 32 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 | 20 commit(s) and 5 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 |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 9 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 8 | Vulnerabilities | 2 existing vulnerabilities detected |
Direct dependencies 4
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | pydantic | >=2.7.0 | pyproject.toml |
| PyPI | intersect-sdk-common | >=0.9.6,<0.10.0 | pyproject.toml |
| PyPI | jsonschema | >=4.21.1 | pyproject.toml |
| PyPI | psutil | >=7.0.0 | pyproject.toml |
All dependencies 95
Full resolved dependency set from the GitHub dependency graph: 4 direct and 91 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | intersect-sdk-common | 0.9.6 | direct |
| PyPI | jsonschema | 4.26.0 | direct |
| PyPI | psutil | 7.2.2 | direct |
| PyPI | pydantic | 2.13.4 | direct |
| PyPI | accessible-pygments | 0.0.5 | indirect |
| PyPI | alabaster | 1.0.0 | indirect |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anyio | 4.13.0 | indirect |
| PyPI | argon2-cffi | 25.1.0 | indirect |
| PyPI | argon2-cffi-bindings | 25.1.0 | indirect |
| PyPI | arrow | 1.4.0 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | babel | 2.18.0 | indirect |
| PyPI | beautifulsoup4 | 4.14.3 | indirect |
| PyPI | certifi | 2026.2.25 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | cfgv | 3.5.0 | indirect |
| PyPI | charset-normalizer | 3.4.6 | indirect |
| PyPI | click | 8.4.1 | indirect |
| PyPI | codespell | 2.4.2 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | coverage | 7.13.5 | indirect |
| PyPI | distlib | 0.4.0 | indirect |
| PyPI | docutils | 0.21.2 | indirect |
| PyPI | docutils | 0.22.4 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | fastapi | 0.136.3 | indirect |
| PyPI | filelock | 3.25.2 | indirect |
| PyPI | fqdn | 1.5.1 | indirect |
| PyPI | furo | 2025.12.19 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | identify | 2.6.18 | indirect |
| PyPI | idna | 3.18 | indirect |
| PyPI | imagesize | 2.0.0 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | intersect-sdk | 0.9.3 | indirect |
| PyPI | isoduration | 20.11.0 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | jsonpointer | 3.0.0 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | lark | 1.3.1 | indirect |
| PyPI | librt | 0.8.1 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | minio | 7.2.20 | indirect |
| PyPI | mypy | 1.19.1 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | nodeenv | 1.10.0 | indirect |
| PyPI | packaging | 26.0 | indirect |
| PyPI | paho-mqtt | 2.1.0 | indirect |
| PyPI | pathspec | 1.0.4 | indirect |
| PyPI | pika | 1.3.2 | indirect |
| PyPI | platformdirs | 4.9.4 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | pre-commit | 4.5.1 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pycryptodome | 3.23.0 | indirect |
| PyPI | pydantic-core | 2.46.4 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pytest | 9.0.3 | indirect |
| PyPI | pytest-cov | 7.0.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-discovery | 1.2.0 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | referencing | 0.37.0 | indirect |
| PyPI | requests | 2.34.2 | indirect |
| PyPI | rfc3339-validator | 0.1.4 | indirect |
| PyPI | rfc3986-validator | 0.1.1 | indirect |
| PyPI | rfc3987-syntax | 1.1.0 | indirect |
| PyPI | roman-numerals | 4.1.0 | indirect |
| PyPI | rpds-py | 0.30.0 | indirect |
| PyPI | ruff | 0.12.7 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | snowballstemmer | 3.0.1 | indirect |
| PyPI | soupsieve | 2.8.3 | indirect |
| PyPI | sphinx | 9.1.0 | indirect |
| PyPI | sphinx | 8.1.3 | indirect |
| PyPI | sphinx | 9.0.4 | indirect |
| PyPI | sphinx-basic-ng | 1.0.0b2 | indirect |
| PyPI | sphinxcontrib-applehelp | 2.0.0 | 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 | starlette | 1.3.1 | indirect |
| PyPI | tomli | 2.4.0 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | tzdata | 2025.3 | indirect |
| PyPI | uri-template | 1.3.0 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | uvicorn | 0.48.0 | indirect |
| PyPI | virtualenv | 21.2.0 | indirect |
| PyPI | webcolors | 25.10.0 | indirect |
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"autonomous-experiments",
"event-driven",
"experimental-steering",
"science-ecosystem"
],
"is_fork": false,
"size_kb": 1267,
"has_wiki": true,
"homepage": "https://intersect-python-sdk.readthedocs.io",
"languages": {
"Python": 291258,
"Dockerfile": 752
},
"pushed_at": "2026-06-23T16:02:58Z",
"created_at": "2024-06-05T16:45:54Z",
"owner_type": "Organization",
"updated_at": "2026-06-23T16:03:11Z",
"description": "Interconnected Science Ecosystem - Software Development Kit (INTERSECT-SDK)",
"is_archived": false,
"is_disabled": false,
"license_spdx": "BSD-3-Clause",
"default_branch": "main",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": null,
"name": null,
"type": "Organization",
"login": "INTERSECT-SDK",
"company": null,
"followers": 3,
"avatar_url": "https://avatars.githubusercontent.com/u/169821376?v=4",
"created_at": "2024-05-14T14:46:42Z",
"is_verified": null,
"public_repos": 8,
"account_age_days": 790
},
"activity": {
"releases_count": 14,
"commits_last_year": 50,
"latest_release_at": "2026-06-23T16:02:19Z",
"latest_release_tag": "v0.9.3",
"days_since_last_push": 20,
"active_weeks_last_year": 14,
"days_since_latest_release": 20,
"mean_days_between_releases": 74.6
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 62,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "intersect-sdk",
"exists": true,
"license": "BSD-3-Clause",
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/intersect-sdk/",
"is_deprecated": false,
"latest_version": "0.9.3",
"repository_url": "https://github.com/INTERSECT-SDK/python-sdk/",
"versions_count": 15,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 1094,
"first_published_at": "2024-05-13T17:31:27.173106Z",
"latest_published_at": "2026-06-23T16:02:18.534052Z",
"latest_version_yanked": null,
"days_since_latest_publish": 20
}
]
},
"popularity": {
"forks": 3,
"stars": 8,
"watchers": 4,
"open_issues_and_prs": 10
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples"
],
"has_llms_txt": false,
"has_dockerfile": true,
"has_mcp_signal": false,
"bootstrap_files": [
"docs/Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [
"src/intersect_sdk/py.typed"
],
"largest_source_bytes": 56250,
"source_files_sampled": 94,
"oversized_source_files": 0,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"pyproject.toml"
],
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "pydantic",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.7.0"
},
{
"name": "intersect-sdk-common",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.9.6,<0.10.0"
},
{
"name": "jsonschema",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=4.21.1"
},
{
"name": "psutil",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=7.0.0"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "intersect-sdk-common",
"direct": true,
"version": "0.9.6",
"ecosystem": "pypi"
},
{
"name": "jsonschema",
"direct": true,
"version": "4.26.0",
"ecosystem": "pypi"
},
{
"name": "psutil",
"direct": true,
"version": "7.2.2",
"ecosystem": "pypi"
},
{
"name": "pydantic",
"direct": true,
"version": "2.13.4",
"ecosystem": "pypi"
},
{
"name": "accessible-pygments",
"direct": false,
"version": "0.0.5",
"ecosystem": "pypi"
},
{
"name": "alabaster",
"direct": false,
"version": "1.0.0",
"ecosystem": "pypi"
},
{
"name": "annotated-doc",
"direct": false,
"version": "0.0.4",
"ecosystem": "pypi"
},
{
"name": "annotated-types",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "anyio",
"direct": false,
"version": "4.13.0",
"ecosystem": "pypi"
},
{
"name": "argon2-cffi",
"direct": false,
"version": "25.1.0",
"ecosystem": "pypi"
},
{
"name": "argon2-cffi-bindings",
"direct": false,
"version": "25.1.0",
"ecosystem": "pypi"
},
{
"name": "arrow",
"direct": false,
"version": "1.4.0",
"ecosystem": "pypi"
},
{
"name": "attrs",
"direct": false,
"version": "26.1.0",
"ecosystem": "pypi"
},
{
"name": "babel",
"direct": false,
"version": "2.18.0",
"ecosystem": "pypi"
},
{
"name": "beautifulsoup4",
"direct": false,
"version": "4.14.3",
"ecosystem": "pypi"
},
{
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{
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"note": null,
"notes": [],
"value": 70,
"inputs": {
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{
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{
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}
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{
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{
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{
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{
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]
},
{
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}
],
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{
"key": "pr_acceptance",
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"details": [
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"code": "decided_prs_merged",
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{
"key": "openssf_scorecard_code_review",
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"points": 0,
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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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"points": 11.3,
"status": "partial",
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{
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{
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{
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}
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{
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],
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},
{
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{
"key": "tests_present",
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"max_points": 24
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{
"key": "linter_config",
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"points": 16,
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{
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{
"key": "editorconfig",
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{
"key": "openssf_scorecard_ci_tests",
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]
},
{
"key": "documentation",
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"notes": [],
"value": 100,
"inputs": {
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{
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{
"key": "documentation_directory",
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{
"key": "documentation_homepage_site",
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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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"status": "missed",
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{
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},
{
"key": "dangerous_workflow",
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"status": "met",
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},
{
"key": "dependency_update_tool",
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"points": 0,
"status": "missed",
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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,
"status": "met",
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{
"key": "maintained",
"name": "Maintained",
"detail": "20 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
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{
"key": "packaging",
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"status": "excluded",
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"max_points": 5
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{
"key": "pinned_dependencies",
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"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
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"points": 0,
"status": "missed",
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{
"key": "security_policy",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
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{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 6.8,
"status": "partial",
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"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
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"points": 6,
"status": "partial",
"details": [],
"max_points": 7.5
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]
},
{
"key": "high_risk_jurisdiction_exposure",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
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"exposures": [],
"policy_countries": [
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"review_only_matches": 0,
"assessed_self_published_locations": 4
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"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
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"points": 100,
"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",
"band": "moderate",
"name": "AI Readiness",
"value": 54,
"weight": 0,
"metrics": [
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"key": "ai_agent_context",
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"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
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"code": "excluded_no_data",
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}
},
{
"code": "weights_renormalized",
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],
"value": 1,
"inputs": {
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"legible_history_share": null,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
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"status": "missed",
"details": [
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"code": "no_agent_instructions",
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],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
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"points": 0,
"status": "missed",
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},
{
"key": "legible_commit_history",
"name": "Legible commit history",
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"status": "excluded",
"details": [
{
"code": "no_data",
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],
"max_points": 40
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]
},
{
"key": "ai_verify_loop",
"band": "excellent",
"name": "Verify loop (build / test / typecheck)",
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"code": "excluded_no_data",
"params": {
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},
{
"code": "weights_renormalized",
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],
"value": 88,
"inputs": {
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"lockfiles": [
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"toolchain_manifests": [],
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},
"components": [
{
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"name": "One-command bootstrap",
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"status": "met",
"details": [
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"code": "file_list",
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],
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{
"key": "automated_tests",
"name": "Automated tests",
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"points": 22,
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},
{
"key": "lint_format_config",
"name": "Lint / format config",
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"points": 11,
"status": "met",
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{
"key": "static_type_checking",
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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 v0.11.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.