Public recordModerate
Software health reportschema 0.14.0 · metrics 1.13.0 · 2026-07-18 17:13 UTC
KestrelSovereignAI / kestrel-sovereign
Constitutional AI Agent Framework with cryptographic identity (DIDs)
KestrelSovereignAI/kestrel-sovereign holds a health index of 64 out of 100, placing it in the Moderate band. It scores highest on Vitality (85/100) and lowest on Security (50/100). It was last updated today. A single contributor accounts for most of its recent work.
64
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.
64
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
Kestrel Sovereign AIOrganization
1 follower18 public repossince Feb 2026Kestrel Sovereign AI
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 | kestrel_sovereign | 0.47.0 | 6,798 | 63 | 0 days ago | agentsaiconstitutional-aicryptographic-identitydidllmopen-sourcesovereign |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
85
Development activity
81Good
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 16.6/36 | Commit cadence — 24/52 weeks with commits |
| 18/18 | Commit volume — 2,039 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 2,039 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 24 |
Release discipline
90Excellent
How it's scored
| 27/27 | Ships releases — 63 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 27/27 | Release cadence — a release every ~1.1 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 63 |
| latest_release_tag | v0.47.0 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 1.1 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
51
Popularity & adoption
13Critical
How it's scored
| 12.6/60 | Stars — 7 stars |
| 0/25 | Forks — 2 forks |
| 0/15 | Watchers — 0 watchers |
Inputs used
| forks | 2 |
| stars | 7 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
85Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | 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 | yes |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
64Moderate
How it's scored
| 51.1/80 | Monthly downloads — 6,798 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | kestrel_sovereign |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 6,798 |
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?
57
Maintainer resilience (bus factor)
21Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 2/22.5 | Commit distribution — top contributor authored 91% of commits |
| 6.8/13.5 | Contributor breadth — 5 contributors |
| 3/10 | OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 5 |
| top_contributor_share | 0.912 |
How it's scored
| 43.2/46.8 | Issue resolution — 92% of issues closed |
| 36.8/38.3 | PR acceptance — 1,273/1,324 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 1,273 |
| open_issues | 98 |
| closed_issues | 1,174 |
| issue_closed_ratio | 0.923 |
| closed_unmerged_prs | 51 |
Ownership & stewardship
42At risk
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 2.2/25 | Owner reach — 1 followers of KestrelSovereignAI |
| 10.2/25 | Track record — 18 public repos, account ~0 yr old |
Inputs used
| followers | 1 |
| owner_type | Organization |
| is_verified | — |
| owner_login | KestrelSovereignAI |
| public_repos | 18 |
| account_age_days | 166 |
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 — 63 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | kestrel_sovereign |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
71
Engineering practices
68Moderate
How it's scored
| 24/24 | CI workflows — 9 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 28 out of 28 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
75Good
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 0/10 | Topics |
| 10/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | yes |
| homepage | — |
| 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?
50
Security posture
50Moderate
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 — 28 out of 28 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 0/30 approved changesets -- score normalized to 0 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 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 30 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 1.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file 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 |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 5 |
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
75Good
How it's scored
| 45/45 | Agent instructions — .cursorrules, .github/instructions/github-copilot-instructions.instructions.md, .windsurfrules, 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 | .cursorrules, .github/instructions/github-copilot-instructions.instructions.md, .windsurfrules, AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 16,083 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — devcontainer, Dockerfile, lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 3/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | package-lock.json, uv.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | yes |
| has_linter_config | no |
| 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 |
| 53.5/55 | Manageable file sizes — 43/1,566 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 233,593 |
| source_files_sampled | 1,566 |
| oversized_source_files | 43 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — demos, examples |
Inputs used
| example_dirs | demos, examples |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
7GitHub stars
5contributors
2,039commits, last 12 months
0days since last push
63releases
1bus factor
98open issues
npm, PyPIpackage ecosystems
More detail
OpenSSF Scorecard 5.0 / 10
5.0aggregate
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 | 28 out of 28 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 0/30 approved changesets -- score normalized to 0 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 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 30 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 3 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 3 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direct dependencies 58
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| npm | @kestrel/flight | file:../kestrel-flight | package.json |
| PyPI | kestrel-sovereign-sdk | >=0.30.1,<0.31 | pyproject.toml |
| PyPI | fastapi | ==0.136.3 | pyproject.toml |
| PyPI | uvicorn | ==0.48.0 | pyproject.toml |
| PyPI | pydantic | ==2.13.4 | pyproject.toml |
| PyPI | aiohttp | >=3.14.1 | pyproject.toml |
| PyPI | httpx | >=0.27.0 | pyproject.toml |
| PyPI | requests | >=2.33.0 | pyproject.toml |
| PyPI | openai | >=2.0.0,<3 | pyproject.toml |
| PyPI | httplib2 | >=0.32.0 | pyproject.toml |
| PyPI | ollama | >=0.6.1 | pyproject.toml |
| PyPI | aiosqlite | >=0.21.0 | pyproject.toml |
| PyPI | asyncpg | >=0.30.0 | pyproject.toml |
| PyPI | psycopg2-binary | >=2.9.10 | pyproject.toml |
| PyPI | sqlalchemy | >=2.0 | pyproject.toml |
| PyPI | pgvector | >=0.3.0 | pyproject.toml |
| PyPI | cryptography | >=48.0.1 | pyproject.toml |
| PyPI | pycryptodome | ==3.23.0 | pyproject.toml |
| PyPI | PyJWT | >=2.13.0 | pyproject.toml |
| PyPI | slowapi | >=0.1.9 | pyproject.toml |
| PyPI | itsdangerous | >=2.2.0 | pyproject.toml |
| PyPI | authlib | >=1.3.0 | pyproject.toml |
| PyPI | redis | >=6.4.0 | pyproject.toml |
| PyPI | python-dotenv | ==1.2.2 | pyproject.toml |
| PyPI | toml | ==0.10.2 | pyproject.toml |
| PyPI | PyYAML | >=6.0 | pyproject.toml |
| PyPI | tree-sitter | >=0.25,<1 | pyproject.toml |
| PyPI | tree-sitter-bash | >=0.25,<1 | pyproject.toml |
| PyPI | questionary | >=2.0.1 | pyproject.toml |
| PyPI | email-validator | >=2.3.0 | pyproject.toml |
| PyPI | python-multipart | >=0.0.30 | pyproject.toml |
| PyPI | pillow | >=12.2.0 | pyproject.toml |
| PyPI | tiktoken | >=0.13.0,<1 | pyproject.toml |
| PyPI | rank_bm25 | >=0.2.2 | pyproject.toml |
| PyPI | beautifulsoup4 | ==4.14.3 | pyproject.toml |
| PyPI | soupsieve | >=2.8.4 | pyproject.toml |
| PyPI | pypdf | >=6.13.3 | pyproject.toml |
| PyPI | networkx | ==3.6.1 | pyproject.toml |
| PyPI | certifi | ==2026.5.20 | pyproject.toml |
| PyPI | charset-normalizer | ==3.4.7 | pyproject.toml |
| PyPI | idna | ==3.16 | pyproject.toml |
| PyPI | packaging | ==26.2 | pyproject.toml |
| PyPI | urllib3 | >=2.7.0 | pyproject.toml |
| PyPI | pygments | ==2.20.0 | pyproject.toml |
| PyPI | pluggy | ==1.6.0 | pyproject.toml |
| PyPI | iniconfig | ==2.3.0 | pyproject.toml |
| PyPI | google-auth | >=2.40.3 | pyproject.toml |
| PyPI | google-genai | >=1.0.0 | pyproject.toml |
| PyPI | google-cloud-logging | >=3.5.0 | pyproject.toml |
| PyPI | google-cloud-secret-manager | >=2.20.0 | pyproject.toml |
| PyPI | psutil | >=7.1.3 | pyproject.toml |
| PyPI | numpy | >=2.3.1 | pyproject.toml |
| PyPI | cbor2 | >=5.9.0 | pyproject.toml |
| PyPI | anthropic | >=0.75.0 | pyproject.toml |
| PyPI | google-generativeai | >=0.8.6 | pyproject.toml |
| PyPI | google-cloud-storage | >=3.4.1 | pyproject.toml |
| PyPI | pqcrypto | >=0.4.0 | pyproject.toml |
| PyPI | kestrel-llms | ==0.1.8 | pyproject.toml |
All dependencies 354
Full resolved dependency set from the GitHub dependency graph: 60 direct and 294 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| npm | @kestrel/flight | 0.1.0 | direct |
| PyPI | aiohttp | 3.14.1 | direct |
| PyPI | aiosqlite | 0.22.1 | direct |
| PyPI | anthropic | 0.117.0 | direct |
| PyPI | asyncpg | 0.30.0 | direct |
| PyPI | authlib | 1.7.2 | direct |
| PyPI | beautifulsoup4 | 4.14.3 | direct |
| PyPI | cbor2 | 6.1.3 | direct |
| PyPI | certifi | 2026.5.20 | direct |
| PyPI | charset-normalizer | 3.4.7 | direct |
| PyPI | cryptography | — | direct |
| PyPI | cryptography | 49.0.0 | direct |
| PyPI | email-validator | 2.3.0 | direct |
| PyPI | fastapi | 0.136.3 | direct |
| PyPI | google-auth | 2.53.0 | direct |
| PyPI | google-cloud-logging | 3.13.0 | direct |
| PyPI | google-cloud-secret-manager | 2.28.0 | direct |
| PyPI | google-cloud-storage | 3.4.1 | direct |
| PyPI | google-genai | 2.6.0 | direct |
| PyPI | google-generativeai | 0.8.6 | direct |
| PyPI | httplib2 | 0.32.0 | direct |
| PyPI | httpx | 0.28.1 | direct |
| PyPI | idna | 3.16 | direct |
| PyPI | iniconfig | 2.3.0 | direct |
| PyPI | itsdangerous | 2.2.0 | direct |
| PyPI | kestrel-llms | 0.1.8 | direct |
| PyPI | kestrel-sovereign-sdk | 0.30.1 | direct |
| PyPI | networkx | 3.6.1 | direct |
| PyPI | numpy | 2.4.6 | direct |
| PyPI | ollama | 0.6.1 | direct |
| PyPI | openai | 2.46.0 | direct |
| PyPI | packaging | 26.2 | direct |
| PyPI | pgvector | 0.4.2 | direct |
| PyPI | pillow | 12.3.0 | direct |
| PyPI | pluggy | 1.6.0 | direct |
| PyPI | pqcrypto | 0.4.0 | direct |
| PyPI | psutil | 7.1.3 | direct |
| PyPI | psycopg2-binary | 2.9.11 | direct |
| PyPI | pycryptodome | 3.23.0 | direct |
| PyPI | pydantic | — | direct |
| PyPI | pydantic | 2.13.4 | direct |
| PyPI | pygments | 2.20.0 | direct |
| PyPI | pyjwt | 2.13.0 | direct |
| PyPI | pypdf | 6.14.2 | direct |
| PyPI | python-dotenv | 1.2.2 | direct |
| PyPI | python-multipart | 0.0.32 | direct |
| PyPI | pyyaml | 6.0.3 | direct |
| PyPI | questionary | 2.1.1 | direct |
| PyPI | rank-bm25 | 0.2.2 | direct |
| PyPI | redis | 7.1.0 | direct |
| PyPI | requests | 2.34.2 | direct |
| PyPI | slowapi | 0.1.9 | direct |
| PyPI | soupsieve | 2.8.4 | direct |
| PyPI | sqlalchemy | 2.0.51 | direct |
| PyPI | tiktoken | 0.13.0 | direct |
| PyPI | toml | 0.10.2 | direct |
| PyPI | tree-sitter | 0.26.0 | direct |
| PyPI | tree-sitter-bash | 0.25.1 | direct |
| PyPI | urllib3 | 2.7.0 | direct |
| PyPI | uvicorn | 0.48.0 | direct |
| npm | @asamuzakjp/css-color | 5.1.11 | indirect |
| npm | @asamuzakjp/dom-selector | 7.1.1 | indirect |
| npm | @asamuzakjp/generational-cache | 1.0.1 | indirect |
| npm | @asamuzakjp/nwsapi | 2.3.9 | indirect |
| npm | @bramus/specificity | 2.4.2 | indirect |
| npm | @csstools/color-helpers | 6.0.2 | indirect |
| npm | @csstools/css-calc | 3.2.1 | indirect |
| npm | @csstools/css-color-parser | 4.1.3 | indirect |
| npm | @csstools/css-parser-algorithms | 4.0.0 | indirect |
| npm | @csstools/css-syntax-patches-for-csstree | 1.1.5 | indirect |
| npm | @csstools/css-tokenizer | 4.0.0 | indirect |
| npm | @exodus/bytes | 1.15.1 | indirect |
| npm | @playwright/test | 1.58.2 | indirect |
| npm | @types/trusted-types | 2.0.7 | indirect |
| npm | bidi-js | 1.0.3 | indirect |
| npm | css-tree | 3.2.1 | indirect |
| npm | data-urls | 7.0.0 | indirect |
| npm | decimal.js | 10.6.0 | indirect |
| npm | dompurify | 3.4.12 | indirect |
| npm | entities | 8.0.0 | indirect |
| npm | fsevents | 2.3.2 | indirect |
| npm | html-encoding-sniffer | 6.0.0 | indirect |
| npm | is-potential-custom-element-name | 1.0.1 | indirect |
| npm | jsdom | 29.1.1 | indirect |
| npm | lru-cache | 11.5.1 | indirect |
| npm | mdn-data | 2.27.1 | indirect |
| npm | parse5 | 8.0.1 | indirect |
| npm | playwright | 1.58.2 | indirect |
| npm | playwright-core | 1.58.2 | indirect |
| npm | punycode | 2.3.1 | indirect |
| npm | require-from-string | 2.0.2 | indirect |
| npm | saxes | 6.0.0 | indirect |
| npm | source-map-js | 1.2.1 | indirect |
| npm | symbol-tree | 3.2.4 | indirect |
| npm | tldts | 7.4.2 | indirect |
| npm | tldts-core | 7.4.2 | indirect |
| npm | tough-cookie | 6.0.1 | indirect |
| npm | tr46 | 6.0.0 | indirect |
| npm | undici | 7.28.0 | indirect |
| npm | w3c-xmlserializer | 5.0.0 | indirect |
| npm | webidl-conversions | 8.0.1 | indirect |
| npm | whatwg-mimetype | 5.0.0 | indirect |
| npm | whatwg-url | 16.0.1 | indirect |
| npm | xml-name-validator | 5.0.0 | indirect |
| npm | xmlchars | 2.2.0 | indirect |
| PyPI | accelerate | 1.12.0 | indirect |
| PyPI | aiofile | 3.11.1 | indirect |
| PyPI | aiohappyeyeballs | 2.6.1 | indirect |
| PyPI | aiohttp-retry | 2.9.1 | indirect |
| PyPI | aioitertools | 0.13.0 | indirect |
| PyPI | aiosignal | 1.4.0 | indirect |
| PyPI | alembic | 1.18.5 | indirect |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anyio | 4.11.0 | indirect |
| PyPI | arize-phoenix | 17.7.0 | indirect |
| PyPI | arize-phoenix-client | 2.13.0 | indirect |
| PyPI | arize-phoenix-evals | 3.1.1 | indirect |
| PyPI | arize-phoenix-otel | 0.16.1 | indirect |
| PyPI | asgi-lifespan | 2.1.0 | indirect |
| PyPI | asgiref | 3.11.1 | indirect |
| PyPI | async-timeout | 5.0.1 | indirect |
| PyPI | attrs | 25.4.0 | indirect |
| PyPI | azure-core | 1.38.2 | indirect |
| PyPI | azure-identity | 1.25.2 | indirect |
| PyPI | azure-mgmt-appcontainers | 4.0.0 | indirect |
| PyPI | azure-mgmt-core | 1.6.0 | indirect |
| PyPI | backports-tarfile | 1.2.0 | indirect |
| PyPI | beartype | 0.22.9 | indirect |
| PyPI | bitarray | 3.8.0 | indirect |
| PyPI | blis | 1.3.3 | indirect |
| PyPI | boto3 | 1.43.15 | indirect |
| PyPI | botocore | 1.43.15 | indirect |
| PyPI | cachetools | 7.1.4 | indirect |
| PyPI | caio | 0.9.25 | indirect |
| PyPI | catalogue | 2.0.10 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | ckzg | 2.1.5 | indirect |
| PyPI | click | 8.4.2 | indirect |
| PyPI | cloudpathlib | 0.23.0 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | confection | 0.1.5 | indirect |
| PyPI | cross-web | 0.7.0 | indirect |
| PyPI | cuda-bindings | 13.3.1 | indirect |
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{
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{
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{
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{
"key": "owner_reach",
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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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"points": 0.8,
"status": "partial",
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},
{
"key": "dangerous_workflow",
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},
{
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},
{
"key": "fuzzing",
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"points": 0,
"status": "missed",
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},
{
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},
{
"key": "maintained",
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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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"notes": [
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}
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"Iran",
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"components": [
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}
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},
{
"key": "ai_readiness",
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"name": "AI Readiness",
"value": 54,
"weight": 0,
"metrics": [
{
"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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},
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},
{
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},
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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": [],
"report_type": "repository",
"generated_at": "2026-07-18T17:13:49.321333Z",
"schema_version": "0.14.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/k/KestrelSovereignAI/kestrel-sovereign.svg",
"full_name": "KestrelSovereignAI/kestrel-sovereign",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}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 v0.14.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.