Public recordModerate
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-16 03:39 UTC
iowarp / clio-kit
Bringing AI practically to science!
iowarp/clio-kit holds a health index of 67 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (83/100) and lowest on Security (44/100). It was last updated today. 2 contributors account for most of its recent work.
67
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.
67
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
IOWarpOrganization
18 followers13 public repossince Sep 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 | Tags |
|---|---|---|---|---|---|---|
| PyPI | clio-kit | 2.4.8 | 3,845 | 20 | 0 days ago | ai-agentshdf5hpcllm-toolsmcpmodel-context-protocolparquetresearch-toolsscientific-computingslurm |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
80
Development activity
74Good
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 9.7/36 | Commit cadence — 14/52 weeks with commits |
| 18/18 | Commit volume — 583 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 583 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 14 |
Release discipline
90Excellent
How it's scored
| 27/27 | Ships releases — 23 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 27/27 | Release cadence — a release every ~0.6 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 23 |
| latest_release_tag | v2.4.8 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 0.6 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
54
Popularity & adoption
37At risk
How it's scored
| 22.4/60 | Stars — 25 stars |
| 11.5/25 | Forks — 25 forks |
| 2.7/15 | Watchers — 4 watchers |
Inputs used
| forks | 25 |
| stars | 25 |
| 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)
60Moderate
How it's scored
| 47.8/80 | Monthly downloads — 3,845 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | clio-kit |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 3,845 |
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?
67
Maintainer resilience (bus factor)
64Moderate
How it's scored
| 25.2/54 | Bus factor — 2 contributor(s) cover half of all commits |
| 15.5/22.5 | Commit distribution — top contributor authored 31% of commits |
| 13.5/13.5 | Contributor breadth — 24 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 5 contributing companies or organizations |
Inputs used
| bus_factor | 2 |
| contributors_sampled | 24 |
| top_contributor_share | 0.31 |
Issue & PR responsiveness
62Moderate
How it's scored
| 36.6/46.8 | Issue resolution — 78% of issues closed |
| 25.6/38.3 | PR acceptance — 142/212 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/25 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 142 |
| open_issues | 20 |
| closed_issues | 72 |
| issue_closed_ratio | 0.783 |
| closed_unmerged_prs | 70 |
Ownership & stewardship
51Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 9.2/25 | Owner reach — 18 followers of iowarp |
| 12/25 | Track record — 13 public repos, account ~1 yr old |
Inputs used
| followers | 18 |
| owner_type | Organization |
| is_verified | — |
| owner_login | iowarp |
| public_repos | 13 |
| account_age_days | 667 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 20 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | clio-kit |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
83
Engineering practices
88Excellent
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 |
| 14/20 | OpenSSF Scorecard: CI-Tests — 14 out of 19 merged PRs checked by a CI test -- score normalized to 7 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
75Good
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 15/15 | Documentation / homepage site — http://toolkit.iowarp.ai/ |
| 10/10 | Repository description |
| 10/10 | Topics — 8 topics |
| 10/10 | Wiki |
Inputs used
| topics | ai4hpc, ai4science, hpc, hpc-ai, mcp, mcp-tools, clio, clio-kit |
| has_wiki | yes |
| homepage | http://toolkit.iowarp.ai/ |
| has_readme | yes |
| has_docs_dir | no |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
44
Security posture
44At 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 |
| 1.8/2.5 | CI-Tests — 14 out of 19 merged PRs checked by a CI test -- score normalized to 7 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/25 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 5 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 2 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 3/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
| 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. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 3.8/7.5 | Vulnerabilities — 5 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 4.4 |
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.
64
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — 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 | CLAUDE.md |
| agent_instruction_max_bytes | 18,852 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
Verify loop (build / test / typecheck)
60Moderate
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 6/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
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 | — |
| 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.
Code legibility for models
54Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 54.3/55 | Manageable file sizes — 6/493 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 122,897 |
| source_files_sampled | 493 |
| oversized_source_files | 6 |
Machine-readable interfaces
60Moderate
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | yes |
| api_schema_files | — |
Key facts
25GitHub stars
24contributors
583commits, last 12 months
0days since last push
23releases
2bus factor
20open issues
npm, PyPIpackage ecosystems
Data collection warnings
- Could not fetch pypi package 'clio-agentic-search' from its registry
More detail
OpenSSF Scorecard 4.4 / 10
4.4aggregate
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 |
| 7 | CI-Tests | 14 out of 19 merged PRs checked by a CI test -- score normalized to 7 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/25 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 5 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 2 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 6 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 6 |
| 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. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 5 | Vulnerabilities | 5 existing vulnerabilities detected |
Direct dependencies 13
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | duckdb | >=1.1.0,<2.0.0 | clio-agentic-search/pyproject.toml |
| PyPI | fastapi | >=0.139.0,<1.0.0 | clio-agentic-search/pyproject.toml |
| PyPI | uvicorn | >=0.30.0,<1.0.0 | clio-agentic-search/pyproject.toml |
| PyPI | tenacity | >=8.2.0,<10.0.0 | clio-agentic-search/pyproject.toml |
| npm | @docusaurus/core | 3.8.1 | clio-kit-website/package.json |
| npm | @docusaurus/plugin-ideal-image | ^3.8.1 | clio-kit-website/package.json |
| npm | @docusaurus/preset-classic | 3.8.1 | clio-kit-website/package.json |
| npm | @mdx-js/react | ^3.0.0 | clio-kit-website/package.json |
| npm | clsx | ^2.0.0 | clio-kit-website/package.json |
| npm | prism-react-renderer | ^2.3.0 | clio-kit-website/package.json |
| npm | react | ^19.0.0 | clio-kit-website/package.json |
| npm | react-dom | ^19.0.0 | clio-kit-website/package.json |
| PyPI | click | >=8.3.3 | pyproject.toml |
All dependencies 379
Full resolved dependency set from the GitHub dependency graph: 17 direct and 362 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| npm | @docusaurus/core | 3.8.1 | direct |
| npm | @docusaurus/plugin-ideal-image | ^3.8.1 | direct |
| npm | @docusaurus/preset-classic | 3.8.1 | direct |
| npm | @mdx-js/react | ^3.0.0 | direct |
| npm | clsx | ^2.0.0 | direct |
| npm | prism-react-renderer | ^2.3.0 | direct |
| npm | react | ^19.0.0 | direct |
| npm | react-dom | ^19.0.0 | direct |
| PyPI | click | 8.4.1 | direct |
| PyPI | click | 8.4.2 | direct |
| PyPI | duckdb | 1.4.4 | direct |
| PyPI | fastapi | — | direct |
| PyPI | fastapi | 0.139.0 | direct |
| PyPI | tenacity | 9.1.4 | direct |
| PyPI | uvicorn | 0.41.0 | direct |
| PyPI | uvicorn | 0.49.0 | direct |
| PyPI | uvicorn | 0.51.0 | direct |
| npm | @docusaurus/module-type-aliases | 3.8.1 | indirect |
| npm | @docusaurus/types | 3.8.1 | indirect |
| npm | webpack | 5.99.9 | indirect |
| PyPI | adios-mcp | 1.0.0 | indirect |
| PyPI | adios2 | 2.11.0.1012 | indirect |
| PyPI | affine | 2.4.0 | indirect |
| PyPI | aiofile | 3.11.1 | indirect |
| PyPI | aiofile | 3.9.0 | indirect |
| PyPI | aiofiles | 25.1.0 | indirect |
| PyPI | aiohappyeyeballs | 2.6.1 | indirect |
| PyPI | aiohttp | 3.14.1 | indirect |
| PyPI | aiosignal | 1.4.0 | indirect |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anthropic | — | indirect |
| PyPI | anyio | 4.12.1 | indirect |
| PyPI | anyio | 4.13.0 | indirect |
| PyPI | anyio | 4.14.1 | indirect |
| PyPI | anyio | 4.14.2 | indirect |
| PyPI | arxiv-mcp | 1.0.0 | indirect |
| PyPI | ast-serialize | 0.5.0 | indirect |
| PyPI | ast-serialize | 0.6.0 | indirect |
| PyPI | async-timeout | 5.0.1 | indirect |
| PyPI | asyncio | — | indirect |
| PyPI | attrs | 25.4.0 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | authlib | 1.7.2 | indirect |
| PyPI | backports-asyncio-runner | 1.2.0 | indirect |
| PyPI | backports-tarfile | 1.2.0 | indirect |
| PyPI | beartype | 0.22.9 | indirect |
| PyPI | black | 26.5.1 | indirect |
| PyPI | blosc2 | 4.3.3 | indirect |
| PyPI | blosc2 | 4.8.0 | indirect |
| PyPI | boolean-py | 5.0 | indirect |
| PyPI | build | 1.4.0 | indirect |
| PyPI | cachecontrol | 0.14.4 | indirect |
| PyPI | cachetools | 7.0.1 | indirect |
| PyPI | cachetools | 7.1.4 | indirect |
| PyPI | caio | 0.9.25 | indirect |
| PyPI | certifi | 2026.1.4 | indirect |
| PyPI | certifi | 2026.5.20 | indirect |
| PyPI | certifi | 2026.6.17 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | cffi | 2.1.0 | indirect |
| PyPI | cfgv | 3.5.0 | indirect |
| PyPI | charset-normalizer | 3.4.4 | indirect |
| PyPI | charset-normalizer | 3.4.7 | indirect |
| PyPI | charset-normalizer | 3.4.9 | indirect |
| PyPI | chronolog-mcp | 1.0.0 | indirect |
| PyPI | click-plugins | 1.1.1.2 | indirect |
| PyPI | cligj | 0.7.2 | indirect |
| PyPI | clio-agentic-search | 0.1.0 | indirect |
| PyPI | clio-kit | 2.4.8 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | compression-mcp | 1.0.0 | indirect |
| PyPI | contextily | 1.7.0 | indirect |
| PyPI | contourpy | 1.3.2 | indirect |
| PyPI | contourpy | 1.3.3 | indirect |
| PyPI | coverage | 7.13.4 | indirect |
| PyPI | coverage | 7.14.1 | indirect |
| PyPI | coverage | 7.15.0 | indirect |
| PyPI | cryptography | 49.0.0 | indirect |
| PyPI | cuda-bindings | 12.9.4 | indirect |
| PyPI | cuda-pathfinder | 1.3.4 | indirect |
| PyPI | cycler | 0.12.1 | indirect |
| PyPI | cyclonedx-python-lib | 11.11.0 | indirect |
| PyPI | cyclonedx-python-lib | 11.6.0 | indirect |
| PyPI | cyclopts | 4.16.1 | indirect |
| PyPI | cyclopts | 4.21.0 | indirect |
| PyPI | cyclopts | 4.5.4 | indirect |
| PyPI | darshan-mcp | 1.0.0 | indirect |
| PyPI | defusedxml | 0.7.1 | indirect |
| PyPI | distlib | 0.4.0 | indirect |
| PyPI | distro | 1.9.0 | indirect |
| PyPI | dnspython | 2.8.0 | indirect |
| PyPI | docstring-parser | 0.17.0 | indirect |
| PyPI | docstring-parser | 0.18.0 | indirect |
| PyPI | docutils | 0.22.4 | indirect |
| PyPI | email-validator | 2.3.0 | indirect |
| PyPI | et-xmlfile | 2.0.0 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | fastmcp | — | indirect |
| PyPI | fastmcp | 3.4.2 | indirect |
| PyPI | fastmcp | 3.4.4 | indirect |
| PyPI | fastmcp-slim | 3.4.2 | indirect |
| PyPI | fastmcp-slim | 3.4.4 | indirect |
| PyPI | filelock | 3.24.3 | indirect |
| PyPI | filelock | 3.29.7 | indirect |
| PyPI | fonttools | 4.61.1 | indirect |
| PyPI | fonttools | 4.63.0 | indirect |
| PyPI | frozenlist | 1.8.0 | indirect |
| PyPI | fsspec | 2026.2.0 | indirect |
| PyPI | geo-mcp | 1.0.1 | indirect |
| PyPI | geographiclib | 2.1 | indirect |
| PyPI | geojson-mcp | 1.0.0 | indirect |
| PyPI | geopandas | 1.1.3 | indirect |
| PyPI | geopy | 2.4.1 | indirect |
| PyPI | google-auth | 2.48.0 | indirect |
| PyPI | google-genai | — | indirect |
| PyPI | google-genai | 1.64.0 | indirect |
| PyPI | google-generativeai | — | indirect |
| PyPI | googleapis-common-protos | 1.72.0 | indirect |
| PyPI | griffelib | 2.0.2 | indirect |
| PyPI | griffelib | 2.1.0 | indirect |
| PyPI | grpcio | 1.82.1 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | h2 | 4.3.0 | indirect |
| PyPI | h5py | 3.15.1 | indirect |
| PyPI | hdf5-mcp | 1.0.0 | indirect |
| PyPI | hf-xet | 1.2.0 | indirect |
| PyPI | hnswlib | 0.8.0 | indirect |
| PyPI | hpack | 4.2.0 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | — | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | httpx-sse | 0.4.3 | indirect |
| PyPI | huggingface-hub | 1.4.1 | indirect |
| PyPI | hyperframe | 6.1.0 | indirect |
| PyPI | identify | 2.6.16 | indirect |
| PyPI | idna | 3.18 | indirect |
| PyPI | importlib-metadata | 8.7.1 | indirect |
| PyPI | importlib-metadata | 9.0.0 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | isort | 8.0.1 | indirect |
| PyPI | jaraco-classes | 3.4.0 | indirect |
| PyPI | jaraco-context | 6.1.0 | indirect |
| PyPI | jaraco-context | 6.1.2 | indirect |
| PyPI | jaraco-functools | 4.4.0 | indirect |
| PyPI | jaraco-functools | 4.5.0 | indirect |
| PyPI | jaraco-functools | 4.6.0 | indirect |
| PyPI | jarvis-cd | 1.3.5 | indirect |
| PyPI | jarvis-mcp | 3.1.1 | indirect |
| PyPI | jeepney | 0.9.0 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | joblib | 1.5.3 | indirect |
| PyPI | joserfc | 1.7.0 | indirect |
| PyPI | joserfc | 1.7.1 | indirect |
| PyPI | joserfc | 1.7.3 | indirect |
| PyPI | jsonref | 1.1.0 | indirect |
| PyPI | jsonschema | 4.26.0 | indirect |
| PyPI | jsonschema-path | 0.4.1 | indirect |
| PyPI | jsonschema-path | 0.5.0 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | keyring | 25.7.0 | indirect |
| PyPI | kiwisolver | 1.4.9 | indirect |
| PyPI | kiwisolver | 1.5.0 | indirect |
| PyPI | laspy | 2.7.0 | indirect |
| PyPI | librt | 0.11.0 | indirect |
| PyPI | librt | 0.13.0 | indirect |
| PyPI | librt | 0.8.1 | indirect |
| PyPI | license-expression | 30.4.4 | indirect |
| PyPI | lmod-mcp | 1.0.0 | indirect |
| PyPI | markdown-it-py | 4.0.0 | indirect |
| PyPI | markdown-it-py | 4.2.0 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | matplotlib | 3.10.8 | indirect |
| PyPI | matplotlib | 3.10.9 | indirect |
| PyPI | mcp | — | indirect |
| PyPI | mcp | 1.26.0 | indirect |
| PyPI | mcp | 1.27.2 | indirect |
| PyPI | mcp | 1.28.1 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | mercantile | 1.2.1 | indirect |
| PyPI | more-itertools | 10.8.0 | indirect |
| PyPI | more-itertools | 11.1.0 | indirect |
| PyPI | mpmath | 1.3.0 | indirect |
| PyPI | msgpack | 1.2.1 | indirect |
| PyPI | multidict | 6.7.1 | indirect |
| PyPI | mypy | 1.19.1 | indirect |
| PyPI | mypy | 2.1.0 | indirect |
| PyPI | mypy | 2.2.0 | indirect |
| PyPI | mypy | 2.3.0 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | ndindex | 1.10.1 | indirect |
| PyPI | ndp-mcp | 1.0.0 | indirect |
| PyPI | networkx | 3.6.1 | indirect |
| PyPI | node-hardware-mcp | 1.0.0 | indirect |
| PyPI | nodeenv | 1.10.0 | indirect |
| PyPI | numexpr | 2.14.1 | indirect |
| PyPI | numpy | 1.26.4 | indirect |
| PyPI | numpy | 2.2.6 | indirect |
| PyPI | numpy | 2.4.2 | indirect |
| PyPI | numpy | 2.4.6 | indirect |
| PyPI | nvidia-cublas-cu12 | 12.8.4.1 | indirect |
| PyPI | nvidia-cuda-cupti-cu12 | 12.8.90 | indirect |
| PyPI | nvidia-cuda-nvrtc-cu12 | 12.8.93 | indirect |
| PyPI | nvidia-cuda-runtime-cu12 | 12.8.90 | indirect |
| PyPI | nvidia-cudnn-cu12 | 9.10.2.21 | indirect |
| PyPI | nvidia-cufft-cu12 | 11.3.3.83 | indirect |
| PyPI | nvidia-cufile-cu12 | 1.13.1.3 | indirect |
| PyPI | nvidia-curand-cu12 | 10.3.9.90 | indirect |
| PyPI | nvidia-cusolver-cu12 | 11.7.3.90 | indirect |
| PyPI | nvidia-cusparse-cu12 | 12.5.8.93 | indirect |
| PyPI | nvidia-cusparselt-cu12 | 0.7.1 | indirect |
| PyPI | nvidia-nccl-cu12 | 2.27.5 | indirect |
| PyPI | nvidia-nvjitlink-cu12 | 12.8.93 | indirect |
| PyPI | nvidia-nvshmem-cu12 | 3.4.5 | indirect |
| PyPI | nvidia-nvtx-cu12 | 12.8.90 | indirect |
| PyPI | ollama | — | indirect |
| PyPI | openai | — | indirect |
| PyPI | openapi-pydantic | 0.5.1 | indirect |
| PyPI | openpyxl | 3.1.5 | indirect |
| PyPI | opentelemetry-api | 1.39.1 | indirect |
| PyPI | opentelemetry-api | 1.42.1 | indirect |
| PyPI | opentelemetry-api | 1.43.0 | indirect |
| PyPI | opentelemetry-exporter-otlp-proto-common | 1.39.1 | indirect |
| PyPI | opentelemetry-exporter-otlp-proto-grpc | 1.39.1 | indirect |
| PyPI | opentelemetry-proto | 1.39.1 | indirect |
| PyPI | opentelemetry-sdk | 1.39.1 | indirect |
| PyPI | opentelemetry-semantic-conventions | 0.60b1 | indirect |
| PyPI | packageurl-python | 0.17.6 | indirect |
| PyPI | packaging | 26.0 | indirect |
| PyPI | packaging | 26.2 | indirect |
| PyPI | pandas | — | indirect |
| PyPI | pandas | 2.3.3 | indirect |
| PyPI | pandas | 3.0.1 | indirect |
| PyPI | pandas | 3.0.3 | indirect |
| PyPI | pandas-mcp | 1.0.0 | indirect |
| PyPI | parallel-sort-mcp | 1.0.0 | indirect |
| PyPI | paraview-mcp | 1.0.0 | indirect |
| PyPI | parquet-mcp | 1.0.0 | indirect |
| PyPI | pathable | 0.5.0 | indirect |
| PyPI | pathable | 0.6.0 | indirect |
| PyPI | pathspec | 1.0.4 | indirect |
| PyPI | pathspec | 1.1.1 | indirect |
| PyPI | pillow | 12.3.0 | indirect |
| PyPI | pip | 26.1.2 | indirect |
| PyPI | pip-api | 0.0.34 | indirect |
| PyPI | pip-audit | 2.10.0 | indirect |
| PyPI | pip-audit | 2.10.1 | indirect |
| PyPI | pip-requirements-parser | 32.0.1 | indirect |
| PyPI | platformdirs | 4.10.0 | indirect |
| PyPI | platformdirs | 4.9.2 | indirect |
| PyPI | plot-mcp | 1.0.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | podman-compose | 1.6.0 | indirect |
| PyPI | pre-commit | 4.5.1 | indirect |
| PyPI | prometheus-client | 0.24.1 | indirect |
| PyPI | propcache | 0.4.1 | indirect |
| PyPI | protobuf | 6.33.5 | indirect |
| PyPI | psutil | 7.2.2 | indirect |
| PyPI | py-cpuinfo | 9.0.0 | indirect |
| PyPI | py-key-value-aio | 0.4.4 | indirect |
| PyPI | py-key-value-aio | 0.4.5 | indirect |
| PyPI | py-serializable | 2.1.0 | indirect |
| PyPI | pyarrow | 23.0.1 | indirect |
| PyPI | pyarrow | 25.0.0 | indirect |
| PyPI | pyasn1 | 0.6.4 | indirect |
| PyPI | pyasn1-modules | 0.4.2 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pydantic | 2.12.5 | indirect |
| PyPI | pydantic | 2.13.4 | indirect |
| PyPI | pydantic-core | 2.41.5 | indirect |
| PyPI | pydantic-core | 2.46.4 | indirect |
| PyPI | pydantic-settings | 2.14.2 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pyjwt | 2.13.0 | indirect |
| PyPI | pyogrio | 0.12.1 | indirect |
| PyPI | pyparsing | 3.3.2 | indirect |
| PyPI | pyperclip | 1.11.0 | indirect |
| PyPI | pyproj | 3.7.1 | indirect |
| PyPI | pyproj | 3.7.2 | indirect |
| PyPI | pyproject-hooks | 1.2.0 | indirect |
| PyPI | pytest | 9.0.3 | indirect |
| PyPI | pytest | 9.1.1 | indirect |
| PyPI | pytest-asyncio | — | indirect |
| PyPI | pytest-asyncio | 1.3.0 | indirect |
| PyPI | pytest-asyncio | 1.4.0 | indirect |
| PyPI | pytest-benchmark | 5.2.3 | indirect |
| PyPI | pytest-cov | 7.0.0 | indirect |
| PyPI | pytest-cov | 7.1.0 | indirect |
| PyPI | pytest-httpx | 0.36.0 | indirect |
| PyPI | pytest-timeout | 2.4.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-dotenv | — | indirect |
| PyPI | python-dotenv | 1.2.2 | indirect |
| PyPI | python-multipart | 0.0.32 | indirect |
| PyPI | pytokens | 0.4.1 | indirect |
| PyPI | pytz | 2025.2 | indirect |
| PyPI | pytz | 2026.2 | indirect |
| PyPI | pywin32 | 311 | indirect |
| PyPI | pywin32 | 312 | indirect |
| PyPI | pywin32-ctypes | 0.2.3 | indirect |
| PyPI | pyyaml | — | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | rasterio | 1.4.4 | indirect |
| PyPI | rasterio | 1.5.0 | indirect |
| PyPI | referencing | 0.37.0 | indirect |
| PyPI | regex | 2026.2.19 | indirect |
| PyPI | requests | 2.34.2 | indirect |
| PyPI | rich | 14.3.3 | indirect |
| PyPI | rich | 15.0.0 | indirect |
| PyPI | rich-rst | 1.3.2 | indirect |
| PyPI | rich-rst | 2.0.1 | indirect |
| PyPI | rich-rst | 2.1.0 | indirect |
| PyPI | rpds-py | 0.30.0 | indirect |
| PyPI | rpds-py | 2026.5.1 | indirect |
| PyPI | rpds-py | 2026.6.3 | indirect |
| PyPI | rsa | 4.9.1 | indirect |
| PyPI | ruff | 0.15.16 | indirect |
| PyPI | ruff | 0.15.2 | indirect |
| PyPI | ruff | 0.15.21 | indirect |
| PyPI | sac-mcp | 1.0.0 | indirect |
| PyPI | safetensors | 0.7.0 | indirect |
| PyPI | scientific-catalog-mcp | 1.0.0 | indirect |
| PyPI | scikit-learn | 1.8.0 | indirect |
| PyPI | scipy | 1.15.3 | indirect |
| PyPI | scipy | 1.17.0 | indirect |
| PyPI | scipy | 1.17.1 | indirect |
| PyPI | seaborn | 0.13.2 | indirect |
| PyPI | secretstorage | 3.5.0 | indirect |
| PyPI | seismic-mcp | 1.0.0 | indirect |
| PyPI | sentence-transformers | 5.2.3 | indirect |
| PyPI | setuptools | 82.0.0 | indirect |
| PyPI | shapely | 2.1.2 | indirect |
| PyPI | shellingham | 1.5.4 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | slurm-mcp | 1.0.0 | indirect |
| PyPI | sniffio | 1.3.1 | indirect |
| PyPI | sortedcontainers | 2.4.0 | indirect |
| PyPI | spack-mcp | 1.0.0 | indirect |
| PyPI | sse-starlette | 3.2.0 | indirect |
| PyPI | sse-starlette | 3.4.4 | indirect |
| PyPI | sse-starlette | 3.4.5 | indirect |
| PyPI | starlette | 1.3.1 | indirect |
| PyPI | sympy | 1.14.0 | indirect |
| PyPI | tables | 3.10.1 | indirect |
| PyPI | tables | 3.11.1 | indirect |
| PyPI | terrain-mcp | 1.0.0 | indirect |
| PyPI | threadpoolctl | 3.6.0 | indirect |
| PyPI | tokenizers | 0.22.2 | indirect |
| PyPI | tomli | 2.4.0 | indirect |
| PyPI | tomli | 2.4.1 | indirect |
| PyPI | tomli-w | 1.2.0 | indirect |
| PyPI | torch | 2.10.0 | indirect |
| PyPI | tqdm | 4.67.3 | indirect |
| PyPI | transformers | 5.2.0 | indirect |
| PyPI | triton | 3.6.0 | indirect |
| PyPI | typer | 0.24.1 | indirect |
| PyPI | typer-slim | 0.24.0 | indirect |
| PyPI | types-aiofiles | 25.1.0.20251011 | indirect |
| PyPI | types-psutil | 7.2.2.20260518 | indirect |
| PyPI | types-requests | 2.32.4.20260107 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | typing-extensions | 4.16.0 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | tzdata | 2025.3 | indirect |
| PyPI | tzdata | 2026.2 | indirect |
| PyPI | tzdata | 2026.3 | indirect |
| PyPI | uncalled-for | 0.3.2 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | virtualenv | 20.38.0 | indirect |
| PyPI | watchfiles | 1.1.1 | indirect |
| PyPI | watchfiles | 1.2.0 | indirect |
| PyPI | websockets | 15.0.1 | indirect |
| PyPI | websockets | 16.0 | indirect |
| PyPI | websockets | 16.1 | indirect |
| PyPI | xlrd | 2.0.2 | indirect |
| PyPI | xyzservices | 2026.3.0 | indirect |
| PyPI | yarl | 1.22.0 | indirect |
| PyPI | zipp | 3.23.0 | indirect |
| PyPI | zipp | 4.1.0 | indirect |
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"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
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"points": 15,
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},
{
"key": "repository_description",
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"points": 10,
"status": "met",
"details": [],
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},
{
"key": "topics",
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}
],
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{
"key": "wiki",
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}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
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"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"note": null,
"notes": [],
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},
"components": [
{
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},
{
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},
{
"key": "ci_tests",
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"points": 1.8,
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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",
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},
{
"key": "code_review",
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"points": 0,
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},
{
"key": "contributors",
"name": "Contributors",
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"points": 2.5,
"status": "met",
"details": [],
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},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
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"points": 10,
"status": "met",
"details": [],
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},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "fuzzing",
"name": "Fuzzing",
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"points": 0,
"status": "missed",
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},
{
"key": "license",
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"points": 2.5,
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},
{
"key": "maintained",
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"points": 7.5,
"status": "met",
"details": [],
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},
{
"key": "packaging",
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"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
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"points": 3,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
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"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
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"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
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"points": 0,
"status": "missed",
"details": [],
"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": "5 existing vulnerabilities detected",
"points": 3.8,
"status": "partial",
"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": {
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"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 6
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 64,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 75,
"inputs": {
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"legible_history_share": null,
"agent_instruction_files": [
"CLAUDE.md"
],
"agent_instruction_max_bytes": 18852
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "CLAUDE.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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]
}
},
{
"code": "weights_renormalized",
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}
],
"value": 60,
"inputs": {
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"lockfiles": [
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],
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"typecheck_configs": [],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "automated_tests",
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"detail": null,
"points": 22,
"status": "met",
"details": [],
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},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "lockfile"
}
}
],
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},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
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"points": 0,
"status": "excluded",
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{
"code": "no_data",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 6",
"points": 6,
"status": "partial",
"details": [],
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}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 54,
"inputs": {
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"largest_source_bytes": 122897,
"source_files_sampled": 493,
"oversized_source_files": 6
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
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"points": 0,
"status": "missed",
"details": [
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"code": "no_typecheck_config_language",
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}
}
],
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},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "6/493 source files over 60KB",
"points": 54.3,
"status": "partial",
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{
"code": "oversized_source_files",
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"oversized": 6
}
}
],
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}
]
},
{
"key": "ai_interfaces",
"band": "moderate",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 60,
"inputs": {
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],
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"api_schema_files": []
},
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{
"key": "api_schema_openapi_graphql_proto",
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"detail": null,
"points": 0,
"status": "missed",
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},
{
"key": "mcp_server",
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},
{
"key": "runnable_examples",
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"points": 40,
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"code": "file_list",
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}
],
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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."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Could not fetch pypi package 'clio-agentic-search' from its registry"
],
"report_type": "repository",
"generated_at": "2026-07-16T03:39:57.888676Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/i/iowarp/clio-kit.svg",
"full_name": "iowarp/clio-kit",
"license_state": "standard",
"license_spdx": "BSD-3-Clause"
}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.