Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-11 01:30 UTC

KestrelSovereignAI / kestrel-sovereign

Constitutional AI Agent Framework with cryptographic identity (DIDs)

PythonApache-2.0★ 8 stars⑂ 2 forkssince Feb 2026View on GitHub ↗

KindPluginLibraryCommand-line toolNetwork servicehow this is determined

KestrelSovereignAI/kestrel-sovereign holds a health index of 73 out of 100, placing it in the Good band. It scores highest on Vitality (88/100) and lowest on Security (48/100). It was last updated today. A single contributor accounts for most of its recent work.

overall / 100

Good

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met

Excellent80-92Strong across the board; minor gaps

Good65-79Healthy; gaps are limited and manageable

Moderate50-64Acceptable with notable gaps; review recommended

Weak35-49Material weaknesses across several areas

At Risk20-34Significant weaknesses; adoption warrants caution

Critical1-19Severe 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.

The weighted overall 64 is calibrated to 73 on the published index scale (record calibration 2026-08-02).

Ownership

Kestrel Sovereign AIOrganization

1 follower19 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	0.53.11	6,798	87	6 days ago	agents ai constitutional-ai cryptographic-identity did llm open-source sovereign

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

88Excellent · 21% of overall

Development activity

86Excellent

How it's scored

36/36	Push recency — last push 0 days ago
22.2/36	Commit cadence — 32/52 weeks with commits
18/18	Commit volume — 2,926 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	2,926
human_commit_share	0.98
days_since_last_push	0
active_weeks_last_year	32

Release discipline

90Excellent

How it's scored

27/27	Ships releases — 87 releases published
36/36	Release recency — latest release 6 days ago
27/27	Release cadence — a release every ~1.8 days
0/10	OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.

Inputs used

releases_count	87
latest_release_tag	v0.53.11
releases_from_tags	no
days_since_latest_release	6
mean_days_between_releases	1.8

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

51Moderate · 17% of overall

Popularity & adoption

14Critical

How it's scored

13.7/60	Stars — 8 stars
0/25	Forks — 2 forks
0/15	Watchers — 0 watchers

Inputs used

forks	2
stars	8
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
readme_badges	0
has_contributing	yes
has_issue_template	no
has_code_of_conduct	yes
readme_badge_services	—
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
unverified_packages_excluded	—

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?

55Moderate · 23% of overall

Maintainer resilience (bus factor)

18Critical

How it's scored

9/54	Bus factor — 1 contributor(s) cover half of all commits
0.8/22.5	Commit distribution — top contributor authored 96% of commits
5.4/13.5	Contributor breadth — 4 contributors
3/10	OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3

Inputs used

bus_factor	1
contributors_sampled	4
top_contributor_share	0.963

Issue & PR responsiveness

76Good

How it's scored

36.8/42	Issue resolution — 88% of issues closed
29/30	PR acceptance — 1,534/1,588 decided PRs merged
0/13	Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15	OpenSSF Scorecard: Code-Review — Found 0/4 approved changesets -- score normalized to 0

Inputs used

merged_prs	1,534
open_issues	204
closed_issues	1,460
prs_merged_7d	37
prs_decided_7d	37
prs_merged_30d	60
prs_decided_30d	60
issue_closed_ratio	0.877
closed_unmerged_prs	54
first_time_authors_30d	0
first_time_prs_merged_30d	0
first_time_prs_decided_30d	0

Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

43Weak

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain
2.2/25	Owner reach — 1 followers of KestrelSovereignAI
10.7/25	Track record — 19 public repos, account ~0 yr old

Inputs used

followers	1
owner_type	Organization
is_verified	no
owner_login	KestrelSovereignAI
public_repos	19
account_age_days	221

Package maintenance

100Exceptional

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 6 days ago
20/20	Version history — 87 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	6

Engineering Quality

Are baseline engineering and documentation practices in place?

77Good · 19% of overall

Engineering practices

68Good

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 — 3 out of 3 merged PRs checked by a CI test -- score normalized to 10

Inputs used

has_ci	yes
has_tests	yes
has_editorconfig	no
has_linter_config	no
has_precommit_config	no

Documentation

90Excellent

How it's scored

30/30	README
25/25	Documentation directory
15/15	Documentation / homepage site — https://github.com/KestrelSovereignAI/kestrel-sovereign/blob/main/README.md
10/10	Repository description
0/10	Topics
10/10	Wiki

Inputs used

topics	—
has_wiki	yes
homepage	—
docs_site	https://github.com/KestrelSovereignAI/kestrel-sovereign/blob/main/README.md
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?

48Weak · 16% of overall

Security posture

42Weak

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 — 3 out of 3 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 0/4 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
0/7.5	Vulnerabilities — 24 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	18
scorecard_version	v5.5.0
checks_inconclusive	0
scorecard_aggregate	4.2

Dependency advisories

72Good

How it's scored

13.8/35	Direct dependencies free of known advisories — 3 affected: aiohttp 3.14.1 (moderate 5.3), cryptography 49.0.0 (moderate 5.9), pypdf 6.14.2 (moderate 6.2)
0/25	Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
40/40	No advisories left outstanding — no advisory has been public longer than 90 days

Inputs used

source	osv
advisories	42
affected_packages	9
assessed_packages	355
unassessed_packages	3
affected_by_severity	high 5, moderate 3, low 1
direct_affected_packages	3

Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 355 resolved dependencies against OSV. 3 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

53Moderate · 4% of overall

Agent context & guidance

85Excellent

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)
40/40	Legible commit history — 94 of 98 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	no
llms_txt_url	—
legible_history_share	0.959
agent_instruction_files	.cursorrules, .github/instructions/github-copilot-instructions.instructions.md, .windsurfrules, AGENTS.md, CLAUDE.md
agent_instruction_max_bytes	25,950

Verify loop (build / test / typecheck)

35Weak

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 agent-authored commits among the last 100
0/8	Automated maintenance — no automated dependency updates observed
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	0
toolchain_manifests	—
dependency_bot_commit_share	0

Code legibility for models

51Moderate

How it's scored

0/45	Type-checkable code — Python without a type-check config
51.3/55	Manageable file sizes — 127/1,892 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	843,326
source_files_sampled	1,892
oversized_source_files	127

Machine-readable interfaces

40Weak

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	—
interfaces_expected_of	network-service

Key facts

8GitHub stars

4contributors

2,926commits, last 12 months

0days since last push

87releases

1bus factor

204open issues

npm, PyPIpackage ecosystems

Data collection warnings

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
pypi download statistics for 'kestrel_sovereign' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
pypi download figures for kestrel_sovereign carried forward from the previous scan (stats endpoint unavailable this scan)

More detail

Star and fork history 0 ★ / 2 ⇿

0Stars

2Forks

18Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

Major 0Minor 11Patch 7

OpenSSF Scorecard 4.2 / 10

4.2aggregate

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).Scorecard v5.5.0 · 2026-09-11 01:30 UTC

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	3 out of 3 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 0/4 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
0	Vulnerabilities	24 existing vulnerabilities detected

Direct dependencies 60

Registry	Package	Version constraint	Manifest
npm	@kestrel/flight	`file:../kestrel-flight`	package.json
PyPI	kestrel-sovereign-sdk	`>=0.37.1,<0.39`	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	rdflib	`>=7.1.4,<8`	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	tzdata	`—`	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	`>=1.0,<2.0`	pyproject.toml
PyPI	kestrel-llms	`==0.1.8`	pyproject.toml

All dependencies 358

Full resolved dependency set from the GitHub dependency graph: 62 direct and 296 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	`0.38.1`	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	`1.0.0`	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	rdflib	`7.1.4`	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	tzdata	`2026.3`	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	coverage	`7.15.2`	indirect
PyPI	cross-web	`0.7.0`	indirect
PyPI	cuda-bindings	`13.3.1`	indirect
PyPI	cuda-pathfinder	`1.5.6`	indirect
PyPI	cuda-toolkit	`13.0.3.0`	indirect
PyPI	cymem	`2.0.13`	indirect
PyPI	cytoolz	`1.1.0`	indirect
PyPI	deprecated	`1.3.1`	indirect
PyPI	diffusers	`0.39.0`	indirect
PyPI	distro	`1.9.0`	indirect
PyPI	dnspython	`2.8.0`	indirect
PyPI	docstring-parser	`0.17.0`	indirect
PyPI	eth-abi	`5.2.0`	indirect
PyPI	eth-account	`0.13.7`	indirect
PyPI	eth-hash	`0.7.1`	indirect
PyPI	eth-keyfile	`0.8.1`	indirect
PyPI	eth-keys	`0.7.0`	indirect
PyPI	eth-rlp	`2.2.0`	indirect
PyPI	eth-typing	`5.2.1`	indirect
PyPI	eth-utils	`5.3.1`	indirect
PyPI	exceptiongroup	`1.3.1`	indirect
PyPI	execnet	`2.1.2`	indirect
PyPI	fastmcp-slim	`3.4.4`	indirect
PyPI	filelock	`3.20.3`	indirect
PyPI	frozenlist	`1.8.0`	indirect
PyPI	fsspec	`2025.10.0`	indirect
PyPI	genai-prices	`0.0.71`	indirect
PyPI	google-ai-generativelanguage	`0.6.15`	indirect
PyPI	google-api-core	`2.25.2`	indirect
PyPI	google-api-core	`2.28.1`	indirect
PyPI	google-api-python-client	`2.187.0`	indirect
PyPI	google-auth-httplib2	`0.3.0`	indirect
PyPI	google-cloud-appengine-logging	`1.8.0`	indirect
PyPI	google-cloud-audit-log	`0.4.0`	indirect
PyPI	google-cloud-core	`2.5.0`	indirect
PyPI	google-cloud-run	`0.15.0`	indirect
PyPI	google-crc32c	`1.8.0`	indirect
PyPI	google-resumable-media	`2.8.0`	indirect
PyPI	googleapis-common-protos	`1.72.0`	indirect
PyPI	graphql-core	`3.2.11`	indirect
PyPI	greenlet	`3.2.4`	indirect
PyPI	griffelib	`2.1.0`	indirect
PyPI	grpc-google-iam-v1	`0.14.3`	indirect
PyPI	grpc-interceptor	`0.15.4`	indirect
PyPI	grpcio	`1.76.0`	indirect
PyPI	grpcio-status	`1.71.2`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	hatchling	`—`	indirect
PyPI	hexbytes	`1.3.1`	indirect
PyPI	hf-xet	`1.5.2`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httpcore2	`2.3.0`	indirect
PyPI	httpx-sse	`0.4.3`	indirect
PyPI	httpx2	`2.3.0`	indirect
PyPI	huggingface-hub	`1.24.0`	indirect
PyPI	importlib-metadata	`8.7.0`	indirect
PyPI	isodate	`0.7.2`	indirect
PyPI	jaraco-classes	`3.4.0`	indirect
PyPI	jaraco-context	`6.1.2`	indirect
PyPI	jaraco-functools	`4.6.0`	indirect
PyPI	jeepney	`0.9.0`	indirect
PyPI	jinja2	`3.1.6`	indirect
PyPI	jiter	`0.12.0`	indirect
PyPI	jmespath	`1.1.0`	indirect
PyPI	joblib	`1.5.2`	indirect
PyPI	joserfc	`1.7.3`	indirect
PyPI	jsonpath-ng	`1.8.0`	indirect
PyPI	jsonschema	`4.26.0`	indirect
PyPI	jsonschema-specifications	`2025.9.1`	indirect
PyPI	kestrel-llm-bedrock	`0.1.0`	indirect
PyPI	kestrel-llm-deepseek	`0.1.8`	indirect
PyPI	kestrel-llm-kimi	`0.1.8`	indirect
PyPI	kestrel-llm-openai-compat	`0.1.7`	indirect
PyPI	kestrel-llm-vertex	`0.1.0`	indirect
PyPI	kestrel-llm-xai	`0.1.8`	indirect
PyPI	kestrel-sovereign	`0.53.11`	indirect
PyPI	keyring	`25.7.0`	indirect
PyPI	ldap3	`2.9.1`	indirect
PyPI	limits	`5.6.0`	indirect
PyPI	logfire-api	`4.37.0`	indirect
PyPI	mako	`1.3.12`	indirect
PyPI	markdown-it-py	`4.2.0`	indirect
PyPI	markupsafe	`3.0.3`	indirect
PyPI	mcp	`1.28.1`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	more-itertools	`11.1.0`	indirect
PyPI	mpmath	`1.3.0`	indirect
PyPI	msal	`1.37.0`	indirect
PyPI	msal-extensions	`1.3.1`	indirect
PyPI	msrest	`0.7.1`	indirect
PyPI	multidict	`6.7.0`	indirect
PyPI	murmurhash	`1.0.15`	indirect
PyPI	nvidia-cublas	`13.1.1.3`	indirect
PyPI	nvidia-cuda-cupti	`13.0.85`	indirect
PyPI	nvidia-cuda-nvrtc	`13.0.88`	indirect
PyPI	nvidia-cuda-runtime	`13.0.96`	indirect
PyPI	nvidia-cudnn-cu13	`9.20.0.48`	indirect
PyPI	nvidia-cufft	`12.0.0.61`	indirect
PyPI	nvidia-cufile	`1.15.1.6`	indirect
PyPI	nvidia-curand	`10.4.0.35`	indirect
PyPI	nvidia-cusolver	`12.0.4.66`	indirect
PyPI	nvidia-cusparse	`12.6.3.3`	indirect
PyPI	nvidia-cusparselt-cu13	`0.8.1`	indirect
PyPI	nvidia-nccl-cu13	`2.29.7`	indirect
PyPI	nvidia-nvjitlink	`13.3.33`	indirect
PyPI	nvidia-nvshmem-cu13	`3.4.5`	indirect
PyPI	nvidia-nvtx	`13.0.85`	indirect
PyPI	oauthlib	`3.3.1`	indirect
PyPI	openinference-instrumentation	`0.1.54`	indirect
PyPI	openinference-instrumentation-openai	`0.1.52`	indirect
PyPI	openinference-semantic-conventions	`0.1.30`	indirect
PyPI	opentelemetry-api	`1.38.0`	indirect
PyPI	opentelemetry-exporter-otlp	`1.38.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-common	`1.38.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-grpc	`1.38.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-http	`1.38.0`	indirect
PyPI	opentelemetry-instrumentation	`0.59b0`	indirect
PyPI	opentelemetry-instrumentation-asgi	`0.59b0`	indirect
PyPI	opentelemetry-instrumentation-fastapi	`0.59b0`	indirect
PyPI	opentelemetry-proto	`1.38.0`	indirect
PyPI	opentelemetry-sdk	`1.38.0`	indirect
PyPI	opentelemetry-semantic-conventions	`0.59b0`	indirect
PyPI	opentelemetry-util-http	`0.59b0`	indirect
PyPI	orjson	`3.11.9`	indirect
PyPI	pandas	`3.0.3`	indirect
PyPI	parsimonious	`0.10.0`	indirect
PyPI	peft	`0.18.1`	indirect
PyPI	platformdirs	`4.10.0`	indirect
PyPI	preshed	`3.0.12`	indirect
PyPI	prometheus-client	`0.24.1`	indirect
PyPI	prompt-toolkit	`3.0.52`	indirect
PyPI	propcache	`0.4.1`	indirect
PyPI	proto-plus	`1.26.1`	indirect
PyPI	protobuf	`5.29.6`	indirect
PyPI	py-key-value-aio	`0.4.5`	indirect
PyPI	pyarrow	`25.0.0`	indirect
PyPI	pyasn1	`0.6.3`	indirect
PyPI	pyasn1-modules	`0.4.2`	indirect
PyPI	pycparser	`2.23`	indirect
PyPI	pydantic-ai-slim	`1.107.1`	indirect
PyPI	pydantic-core	`2.46.4`	indirect
PyPI	pydantic-graph	`1.107.1`	indirect
PyPI	pydantic-settings	`2.14.2`	indirect
PyPI	pyparsing	`3.2.5`	indirect
PyPI	pystache	`0.6.8`	indirect
PyPI	pytest	`9.1.1`	indirect
PyPI	pytest-asyncio	`1.3.0`	indirect
PyPI	pytest-cov	`7.1.0`	indirect
PyPI	pytest-timeout	`2.4.0`	indirect
PyPI	pytest-xdist	`3.8.0`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-http-client	`3.3.7`	indirect
PyPI	pyunormalize	`17.0.0`	indirect
PyPI	pywin32	`311`	indirect
PyPI	pywin32-ctypes	`0.2.3`	indirect
PyPI	referencing	`0.37.0`	indirect
PyPI	regex	`2025.11.3`	indirect
PyPI	requests-oauthlib	`2.0.0`	indirect
PyPI	resend	`2.19.0`	indirect
PyPI	rich	`15.0.0`	indirect
PyPI	rlp	`4.1.0`	indirect
PyPI	rpds-py	`2026.6.3`	indirect
PyPI	s3transfer	`0.17.1`	indirect
PyPI	safetensors	`0.8.0`	indirect
PyPI	scikit-learn	`1.7.2`	indirect
PyPI	scipy	`1.16.3`	indirect
PyPI	secretstorage	`3.5.0`	indirect
PyPI	sendgrid	`6.12.5`	indirect
PyPI	sentence-transformers	`5.5.1`	indirect
PyPI	setuptools	`83.0.0`	indirect
PyPI	shellingham	`1.5.4`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	smart-open	`7.5.0`	indirect
PyPI	sniffio	`1.3.1`	indirect
PyPI	spacy	`3.8.11`	indirect
PyPI	spacy-legacy	`3.0.12`	indirect
PyPI	spacy-loggers	`1.0.5`	indirect
PyPI	sqlean-py	`3.49.1`	indirect
PyPI	sqlean-py	`3.50.4.5`	indirect
PyPI	srsly	`2.5.2`	indirect
PyPI	sse-starlette	`3.4.5`	indirect
PyPI	starlette	`1.3.1`	indirect
PyPI	strawberry-graphql	`0.316.0`	indirect
PyPI	stripe	`14.1.0`	indirect
PyPI	sympy	`1.14.0`	indirect
PyPI	tavily-python	`0.7.13`	indirect
PyPI	tenacity	`9.1.2`	indirect
PyPI	thinc	`8.3.10`	indirect
PyPI	threadpoolctl	`3.6.0`	indirect
PyPI	tokenizers	`0.22.1`	indirect
PyPI	tomli	`2.4.1`	indirect
PyPI	toolz	`1.1.0`	indirect
PyPI	torch	`2.13.0`	indirect
PyPI	torchvision	`0.28.0`	indirect
PyPI	tqdm	`4.67.1`	indirect
PyPI	transformers	`5.14.1`	indirect
PyPI	triton	`3.7.1`	indirect
PyPI	truststore	`0.10.4`	indirect
PyPI	twilio	`9.9.1`	indirect
PyPI	typer	`0.27.0`	indirect
PyPI	typer-slim	`0.20.0`	indirect
PyPI	types-requests	`2.32.4.20250913`	indirect
PyPI	typing-extensions	`4.15.0`	indirect
PyPI	typing-inspection	`0.4.2`	indirect
PyPI	uritemplate	`4.2.0`	indirect
PyPI	wasabi	`1.1.3`	indirect
PyPI	wcwidth	`0.2.14`	indirect
PyPI	weasel	`0.4.3`	indirect
PyPI	web3	`7.16.0`	indirect
PyPI	websockets	`15.0.1`	indirect
PyPI	werkzeug	`3.1.6`	indirect
PyPI	wrapt	`1.17.3`	indirect
PyPI	yarl	`1.22.0`	indirect
PyPI	zipp	`3.23.0`	indirect

Dependency advisories 9

This repository publishes no package the index resolves, so its own dependency graph was assessed — 355 packages, which also include development and test pins that never ship: 9 carry known advisories, of which 3 are direct. 3 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

Package	Version	Relation	Severity	Advisories	Fixed in
accelerate	`1.12.0`	indirect	high	2	—
httpcore2	`2.3.0`	indirect	high	2	`2.10.0`
httpx2	`2.3.0`	indirect	high	6	`2.12.0`
pyasn1	`0.6.3`	indirect	high	6	`0.6.4`
undici	`7.28.0`	indirect	high	5	`8.9.0`
aiohttp	`3.14.1`	direct	moderate	6	`3.14.3`
cryptography	`49.0.0`	direct	moderate	2	`50.0.0`
pypdf	`6.14.2`	direct	moderate	12	`6.16.1`
dompurify	`3.4.12`	indirect	low	1	`3.4.13`

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

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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 v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

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