Software health reportschema 0.31.0 · metrics 2.10.0 · 2026-08-04 19:26 UTC

pydantic / pydantic-ai

AI Agent Framework, the Pydantic way

PythonMIT★ 19,055 stars⑂ 2,479 forkssince Jun 2024View on GitHub ↗

KindLibraryCommand-line toolhow this is determined

#agent-framework #pydantic #python #genai #llm

pydantic/pydantic-ai holds a health index of 99 out of 100, placing it in the Exceptional band. It scores highest on Vitality (100/100) and lowest on Security (78/100). It was last updated today. 4 contributors account for most of its recent work.

overall / 100

Exceptional

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 89 is calibrated to 99 on the published index scale (record calibration 2026-08-02).

Ownership

PydanticOrganization

2,949 followers80 public repossince Aug 2022

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

Registry	Package	Version	Downloads / mo	Versions	Last publish
PyPI	pydantic-ai	2.23.0	15,860,597	302	0 days ago
PyPI	clai	2.23.0	20,186	232	0 days ago
PyPI	pydantic-evals	2.23.0	16,708,946	251	0 days ago
PyPI	pydantic-graph	2.23.0	-	280	0 days ago
PyPI	pydantic-ai-slim	2.23.0	147,324,679	296	0 days ago

Metrics by category

Vitality

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

100Exceptional · 21% of overall

Development activity

100Exceptional

How it's scored

36/36	Push recency — last push 0 days ago
36/36	Commit cadence — 52/52 weeks with commits
18/18	Commit volume — 1,663 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	1,663
human_commit_share	0.91
days_since_last_push	0
active_weeks_last_year	52

Release discipline

100Exceptional

How it's scored

27/27	Ships releases — 100 releases published
36/36	Release recency — latest release 0 days ago
27/27	Release cadence — a release every ~1.5 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	100
latest_release_tag	v2.23.0
releases_from_tags	no
days_since_latest_release	0
mean_days_between_releases	1.5

Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

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

90Excellent · 17% of overall

Popularity & adoption

96Exceptional

How it's scored

60/60	Stars — 19,055 stars
25/25	Forks — 2,479 forks
11.4/15	Watchers — 114 watchers

Inputs used

forks	2,479
stars	19,055
watchers	114
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

77Good

How it's scored

22.5/22.5	README
22.5/22.5	License — recognized license (MIT)
18/18	CONTRIBUTING guide
0/13.5	Code of conduct
0/7.2	Issue template
6.3/6.3	PR template

Inputs used

has_readme	yes
has_license	yes
readme_badges	5
has_contributing	yes
has_issue_template	no
has_code_of_conduct	no
readme_badge_services	github.com, shields.io
has_pull_request_template	yes

Ecosystem adoption (downloads)

100Exceptional

How it's scored

80/80	Monthly downloads — 179,894,222 downloads/month across pypi
0/20	Registry dependents — not reported by this ecosystem

Inputs used

packages	pydantic-ai, pydantic-evals, pydantic-graph, pydantic-ai-slim
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	179,894,222
unverified_packages_excluded	clai

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?

86Excellent · 23% of overall

Maintainer resilience (bus factor)

84Excellent

How it's scored

43.2/54	Bus factor — 4 contributor(s) cover half of all commits
17.3/22.5	Commit distribution — top contributor authored 23% of commits
13.5/13.5	Contributor breadth — 98 contributors
10/10	OpenSSF Scorecard: Contributors — project has 41 contributing companies or organizations

Inputs used

bus_factor	4
contributors_sampled	98
top_contributor_share	0.232

Issue & PR responsiveness

68Good

How it's scored

35.6/42	Issue resolution — 85% of issues closed
20/30	PR acceptance — 2,629/3,945 decided PRs merged
0.6/13	Newcomer PR acceptance — 1/23 first-time contributors' PRs merged in 30d
12/15	OpenSSF Scorecard: Code-Review — Found 21/25 approved changesets -- score normalized to 8

Inputs used

merged_prs	2,629
open_issues	420
closed_issues	2,331
prs_merged_7d	25
prs_decided_7d	54
prs_merged_30d	25
prs_decided_30d	54
issue_closed_ratio	0.847
closed_unmerged_prs	1,316
first_time_authors_30d	8
first_time_prs_merged_30d	1
first_time_prs_decided_30d	23

Ownership & stewardship

95Exceptional

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain — verified-domain status not read for this organization
24.9/25	Owner reach — 2,949 followers of pydantic
21/25	Track record — 80 public repos, account ~3 yr old

Inputs used

followers	2,949
owner_type	Organization
is_verified	—
owner_login	pydantic
public_repos	80
account_age_days	1,457

Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional

How it's scored

25/25	Published & resolvable — 5 package(s) on pypi
35/35	Publish recency — latest publish 0 days ago
20/20	Version history — 302 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	pydantic-ai, clai, pydantic-evals, pydantic-graph, pydantic-ai-slim
ecosystems	pypi
any_deprecated	no
min_days_since_publish	0

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall

Engineering practices

94Exceptional

How it's scored

24/24	CI workflows — 26 workflow(s)
24/24	Tests present
16/16	Linter config
9.6/9.6	Pre-commit hooks
0/6.4	.editorconfig
20/20	OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10

Inputs used

has_ci	yes
has_tests	yes
has_editorconfig	no
has_linter_config	yes
has_precommit_config	yes

Documentation

90Excellent

How it's scored

30/30	README
25/25	Documentation directory
15/15	Documentation / homepage site — https://pydantic.dev/pydantic-ai
10/10	Repository description
10/10	Topics — 5 topics
0/10	Wiki

Inputs used

topics	agent-framework, pydantic, python, genai, llm
has_wiki	no
homepage	https://pydantic.dev/pydantic-ai
docs_site	https://pydantic.dev/pydantic-ai
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?

78Good · 16% of overall

Security posture

72Good

How it's scored

7.5/7.5	Binary-Artifacts — no binaries found in the repo
0/7.5	Branch-Protection — no data
2.5/2.5	CI-Tests — 30 out of 30 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
6/7.5	Code-Review — Found 21/25 approved changesets -- score normalized to 8
2.5/2.5	Contributors — project has 41 contributing companies or organizations
0/10	Dangerous-Workflow — dangerous workflow patterns detected
7.5/7.5	Dependency-Update-Tool — update tool detected
0/5	Fuzzing — project is not fuzzed
2.5/2.5	License — license file detected
7.5/7.5	Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
5/5	Packaging — packaging workflow detected
4.5/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
3.5/5	SAST — SAST tool is not run on all commits -- score normalized to 7
5/5	Security-Policy — security policy file detected
0/7.5	Signed-Releases — no data
7.5/7.5	Token-Permissions — GitHub workflow tokens follow principle of least privilege
3/7.5	Vulnerabilities — 6 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	16
scorecard_version	v5.5.0
checks_inconclusive	2
scorecard_aggregate	7.2

Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional

How it's scored

35/35	Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25	Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40	No advisories left outstanding — no advisory carries a publication date

Inputs used

source	osv
advisories	11
affected_packages	4
assessed_packages	362
unassessed_packages	8
affected_by_severity	high 1, moderate 3
direct_affected_packages	0

Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 362 resolved dependencies against OSV. 8 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.

85Excellent · 4% of overall

Agent context & guidance

74Good

How it's scored

45/45	Agent instructions — .github/workflows/AGENTS.md, .github/workflows/CLAUDE.md, AGENTS.md, CLAUDE.md, docs/AGENTS.md, docs/CLAUDE.md, docs/agent.md, docs/api/agent.md, pydantic_ai_slim/pydantic_ai/AGENTS.md, pydantic_ai_slim/pydantic_ai/CLAUDE.md, pydantic_ai_slim/pydantic_ai/capabilities/AGENTS.md, pydantic_ai_slim/pydantic_ai/durable_exec/AGENTS.md, pydantic_ai_slim/pydantic_ai/models/AGENTS.md, pydantic_ai_slim/pydantic_ai/models/CLAUDE.md, pydantic_ai_slim/pydantic_ai/native_tools/AGENTS.md, pydantic_ai_slim/pydantic_ai/native_tools/CLAUDE.md, pydantic_ai_slim/pydantic_ai/profiles/AGENTS.md, pydantic_ai_slim/pydantic_ai/providers/AGENTS.md, pydantic_ai_slim/pydantic_ai/toolsets/AGENTS.md, pydantic_ai_slim/pydantic_ai/ui/AGENTS.md, pydantic_ai_slim/pydantic_ai/ui/CLAUDE.md, tests/AGENTS.md, tests/CLAUDE.md
0/15	Machine-readable docs (llms.txt)
28.7/40	Legible commit history — 49 of 91 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	no
llms_txt_url	—
legible_history_share	0.538
agent_instruction_files	.github/workflows/AGENTS.md, .github/workflows/CLAUDE.md, AGENTS.md, CLAUDE.md, docs/AGENTS.md, docs/CLAUDE.md, docs/agent.md, docs/api/agent.md, pydantic_ai_slim/pydantic_ai/AGENTS.md, pydantic_ai_slim/pydantic_ai/CLAUDE.md, pydantic_ai_slim/pydantic_ai/capabilities/AGENTS.md, pydantic_ai_slim/pydantic_ai/durable_exec/AGENTS.md, pydantic_ai_slim/pydantic_ai/models/AGENTS.md, pydantic_ai_slim/pydantic_ai/models/CLAUDE.md, pydantic_ai_slim/pydantic_ai/native_tools/AGENTS.md, pydantic_ai_slim/pydantic_ai/native_tools/CLAUDE.md, pydantic_ai_slim/pydantic_ai/profiles/AGENTS.md, pydantic_ai_slim/pydantic_ai/providers/AGENTS.md, pydantic_ai_slim/pydantic_ai/toolsets/AGENTS.md, pydantic_ai_slim/pydantic_ai/ui/AGENTS.md, pydantic_ai_slim/pydantic_ai/ui/CLAUDE.md, tests/AGENTS.md, tests/CLAUDE.md
agent_instruction_max_bytes	69,176

Verify loop (build / test / typecheck)

90Excellent

How it's scored

18/18	One-command bootstrap — Makefile
22/22	Automated tests
11/11	Lint / format config
11/11	Static type checking — examples/pydantic_ai_examples/py.typed, pydantic_ai_slim/pydantic_ai/py.typed, pydantic_evals/pydantic_evals/py.typed, pydantic_graph/pydantic_graph/py.typed
10/10	Reproducible environment — lockfile
4/10	Demonstrated agent practice — 2 of the last 100 commits agent-authored or agent-credited
5/8	Automated maintenance — dependency automation configured, none observed in the sampled commits
9/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9

Inputs used

has_nix	no
has_tests	yes
lockfiles	uv.lock
has_dockerfile	no
typed_language	no
bootstrap_files	Makefile
has_devcontainer	no
has_linter_config	yes
typecheck_configs	examples/pydantic_ai_examples/py.typed, pydantic_ai_slim/pydantic_ai/py.typed, pydantic_evals/pydantic_evals/py.typed, pydantic_graph/pydantic_graph/py.typed
agent_commit_share	0.02
toolchain_manifests	—
dependency_bot_commit_share	0

Code legibility for models

77Good

How it's scored

27/45	Type-checkable code — Python with type-check config (examples/pydantic_ai_examples/py.typed, pydantic_ai_slim/pydantic_ai/py.typed, pydantic_evals/pydantic_evals/py.typed, pydantic_graph/pydantic_graph/py.typed)
50.2/55	Manageable file sizes — 54/622 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	1,008,391
source_files_sampled	622
oversized_source_files	54

Machine-readable interfaces

100Exceptional

How it's scored

0/40	API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20	MCP server
40/40	Runnable examples — examples

Inputs used

example_dirs	examples
has_mcp_signal	yes
api_schema_files	—
interfaces_expected_of	—

Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.

Key facts

19,055GitHub stars

98contributors

1,663commits, last 12 months

0days since last push

100releases

4bus factor

420open issues

PyPIpackage ecosystems

Data collection warnings

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
First-time contributor figures cover 12 of 17 authors (cap 12)
deps.dev does not index pypi:pydantic-ai@2.23.0; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 2,479 ⇿

0Stars

2,479Forks

99Releases

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.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

Major 1Minor 81Patch 10

OpenSSF Scorecard 7.2 / 10

7.2aggregate

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 · 2026-08-04 19:25 UTC

10	Binary-Artifacts	no binaries found in the repo
n/a	Branch-Protection	internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10	CI-Tests	30 out of 30 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
8	Code-Review	Found 21/25 approved changesets -- score normalized to 8
10	Contributors	project has 41 contributing companies or organizations
0	Dangerous-Workflow	dangerous workflow patterns detected
10	Dependency-Update-Tool	update tool detected
0	Fuzzing	project is not fuzzed
10	License	license file detected
10	Maintained	30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
10	Packaging	packaging workflow detected
9	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 9
7	SAST	SAST tool is not run on all commits -- score normalized to 7
10	Security-Policy	security policy file detected
n/a	Signed-Releases	no releases found
10	Token-Permissions	GitHub workflow tokens follow principle of least privilege
4	Vulnerabilities	6 existing vulnerabilities detected

Direct dependencies 5

Registry	Package	Version constraint	Manifest
PyPI	anyio	`>=4.7.0`	pydantic_graph/pyproject.toml
PyPI	httpx	`>=0.27`	pydantic_graph/pyproject.toml
PyPI	logfire-api	`>=3.14.1`	pydantic_graph/pyproject.toml
PyPI	pydantic	`>=2.12`	pydantic_graph/pyproject.toml
PyPI	typing-inspection	`>=0.4.0`	pydantic_graph/pyproject.toml

All dependencies 370

Full resolved dependency set from the GitHub dependency graph: 10 direct and 360 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	anyio	`—`	direct
PyPI	anyio	`4.14.1`	direct
PyPI	httpx	`—`	direct
PyPI	httpx	`0.28.1`	direct
PyPI	logfire-api	`—`	direct
PyPI	logfire-api	`4.37.0`	direct
PyPI	pydantic	`—`	direct
PyPI	pydantic	`2.13.4`	direct
PyPI	typing-inspection	`—`	direct
PyPI	typing-inspection	`0.4.2`	direct
PyPI	ag-ui-protocol	`0.1.19`	indirect
PyPI	aiofile	`3.9.0`	indirect
PyPI	aiohappyeyeballs	`2.6.1`	indirect
PyPI	aiohttp	`3.14.1`	indirect
PyPI	aiolimiter	`1.2.1`	indirect
PyPI	aiosignal	`1.4.0`	indirect
PyPI	aiosqlite	`0.21.0`	indirect
PyPI	alembic	`1.17.2`	indirect
PyPI	algoliasearch	`4.44.1`	indirect
PyPI	amplitude-analytics	`1.2.3`	indirect
PyPI	annotated-doc	`0.0.4`	indirect
PyPI	annotated-types	`0.7.0`	indirect
PyPI	anthropic	`0.109.0`	indirect
PyPI	apprise	`1.9.6`	indirect
PyPI	argcomplete	`3.6.3`	indirect
PyPI	asgi-lifespan	`2.1.0`	indirect
PyPI	asgiref	`3.11.0`	indirect
PyPI	ast-serialize	`0.5.0`	indirect
PyPI	asttokens	`2.4.1`	indirect
PyPI	async-timeout	`5.0.1`	indirect
PyPI	asyncpg	`0.31.0`	indirect
PyPI	attrs	`25.4.0`	indirect
PyPI	audioop-lts	`0.2.2`	indirect
PyPI	authlib	`1.7.2`	indirect
PyPI	babel	`2.17.0`	indirect
PyPI	backports-tarfile	`1.2.0`	indirect
PyPI	backrefs	`6.1`	indirect
PyPI	beartype	`0.22.9`	indirect
PyPI	beautifulsoup4	`4.14.3`	indirect
PyPI	black	`26.5.1`	indirect
PyPI	boto3	`1.42.63`	indirect
PyPI	boto3-stubs	`1.42.63`	indirect
PyPI	botocore	`1.42.63`	indirect
PyPI	botocore-stubs	`1.42.41`	indirect
PyPI	brotli	`1.2.0`	indirect
PyPI	brotlicffi	`1.2.0.0`	indirect
PyPI	burner-redis	`0.1.7`	indirect
PyPI	cachetools	`6.2.4`	indirect
PyPI	caio	`0.9.25`	indirect
PyPI	cairocffi	`1.7.1`	indirect
PyPI	cairosvg	`2.9.0`	indirect
PyPI	certifi	`2025.11.12`	indirect
PyPI	cffi	`2.0.0`	indirect
PyPI	chardet	`5.2.0`	indirect
PyPI	charset-normalizer	`3.4.4`	indirect
PyPI	click	`8.1.8`	indirect
PyPI	cloudpickle	`3.1.2`	indirect
PyPI	cohere	`5.20.6`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	coolname	`2.2.0`	indirect
PyPI	coverage	`7.13.0`	indirect
PyPI	cronsim	`2.7`	indirect
PyPI	cryptography	`49.0.0`	indirect
PyPI	cssselect2	`0.8.0`	indirect
PyPI	cuda-bindings	`13.1.1`	indirect
PyPI	cuda-pathfinder	`1.3.4`	indirect
PyPI	cuda-toolkit	`13.0.3.0`	indirect
PyPI	cyclopts	`4.15.0`	indirect
PyPI	datasets	`4.4.2`	indirect
PyPI	dateparser	`1.2.2`	indirect
PyPI	dbos	`2.10.0`	indirect
PyPI	ddgs	`9.10.0`	indirect
PyPI	defusedxml	`0.7.1`	indirect
PyPI	devtools	`0.12.2`	indirect
PyPI	diff-cover	`10.3.0`	indirect
PyPI	dill	`0.4.0`	indirect
PyPI	dirty-equals	`0.11`	indirect
PyPI	distro	`1.9.0`	indirect
PyPI	dnspython	`2.8.0`	indirect
PyPI	docker	`7.1.0`	indirect
PyPI	docstring-parser	`0.17.0`	indirect
PyPI	docutils	`0.22.4`	indirect
PyPI	duckdb	`1.4.3`	indirect
PyPI	duckduckgo-search	`8.1.1`	indirect
PyPI	email-validator	`2.3.0`	indirect
PyPI	eval-type-backport	`0.3.1`	indirect
PyPI	exa-py	`2.15.0`	indirect
PyPI	exceptiongroup	`1.3.1`	indirect
PyPI	execnet	`2.1.2`	indirect
PyPI	executing	`2.2.1`	indirect
PyPI	fake-useragent	`2.2.0`	indirect
PyPI	fastapi	`0.138.1`	indirect
PyPI	fastavro	`1.12.1`	indirect
PyPI	fastmcp	`3.4.2`	indirect
PyPI	fastmcp-slim	`3.4.2`	indirect
PyPI	ffmpeg-python	`0.2.0`	indirect
PyPI	filelock	`3.20.3`	indirect
PyPI	frozenlist	`1.8.0`	indirect
PyPI	fsspec	`2025.10.0`	indirect
PyPI	future	`1.0.0`	indirect
PyPI	genai-prices	`0.1.0`	indirect
PyPI	ghp-import	`2.1.0`	indirect
PyPI	google-auth	`2.49.1`	indirect
PyPI	google-genai	`1.70.0`	indirect
PyPI	googleapis-common-protos	`1.72.0`	indirect
PyPI	gradio	`6.19.0`	indirect
PyPI	gradio-client	`2.5.0`	indirect
PyPI	graphviz	`0.21`	indirect
PyPI	greenlet	`3.3.0`	indirect
PyPI	griffe	`1.15.0`	indirect
PyPI	griffe-warnings-deprecated	`1.1.1`	indirect
PyPI	griffelib	`2.0.0`	indirect
PyPI	groovy	`0.1.2`	indirect
PyPI	groq	`0.25.0`	indirect
PyPI	grpcio	`1.76.0`	indirect
PyPI	grpclib	`0.4.7`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	h2	`4.3.0`	indirect
PyPI	hatchling	`—`	indirect
PyPI	hf-gradio	`0.4.1`	indirect
PyPI	hf-xet	`1.2.0`	indirect
PyPI	hf-xet	`1.4.3`	indirect
PyPI	hpack	`4.1.0`	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	`1.16.1`	indirect
PyPI	huggingface-hub	`1.3.4`	indirect
PyPI	humanize	`4.15.0`	indirect
PyPI	hyperframe	`6.1.0`	indirect
PyPI	idna	`3.16`	indirect
PyPI	importlib-metadata	`8.7.1`	indirect
PyPI	iniconfig	`2.3.0`	indirect
PyPI	inline-snapshot	`0.34.2`	indirect
PyPI	jaraco-classes	`3.4.0`	indirect
PyPI	jaraco-context	`6.1.0`	indirect
PyPI	jaraco-functools	`4.4.0`	indirect
PyPI	jeepney	`0.9.0`	indirect
PyPI	jinja2	`3.1.6`	indirect
PyPI	jinja2-humanize-extension	`0.4.0`	indirect
PyPI	jiter	`0.12.0`	indirect
PyPI	jmespath	`1.0.1`	indirect
PyPI	joblib	`1.5.3`	indirect
PyPI	joserfc	`1.7.1`	indirect
PyPI	jsonpatch	`1.33`	indirect
PyPI	jsonpath-python	`1.1.5`	indirect
PyPI	jsonpointer	`3.0.0`	indirect
PyPI	jsonref	`1.1.0`	indirect
PyPI	jsonschema	`4.25.1`	indirect
PyPI	jsonschema-path	`0.3.4`	indirect
PyPI	jsonschema-specifications	`2025.9.1`	indirect
PyPI	keyring	`25.7.0`	indirect
PyPI	langchain-core	`1.4.0`	indirect
PyPI	langchain-protocol	`0.0.15`	indirect
PyPI	langchain-text-splitters	`1.1.2`	indirect
PyPI	langsmith	`0.9.3`	indirect
PyPI	librt	`0.11.0`	indirect
PyPI	logfire	`—`	indirect
PyPI	logfire	`4.37.0`	indirect
PyPI	lxml	`6.1.1`	indirect
PyPI	mako	`1.3.12`	indirect
PyPI	markdown	`3.10`	indirect
PyPI	markdown-it-py	`3.0.0`	indirect
PyPI	markdownify	`1.2.2`	indirect
PyPI	markupsafe	`2.1.5`	indirect
PyPI	mcp	`1.28.1`	indirect
PyPI	mdformat	`0.7.22`	indirect
PyPI	mdformat-tables	`1.0.0`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	mergedeep	`1.3.4`	indirect
PyPI	mistralai	`2.7.1`	indirect
PyPI	mkdocs	`1.6.1`	indirect
PyPI	mkdocs-autorefs	`1.4.3`	indirect
PyPI	mkdocs-get-deps	`0.2.0`	indirect
PyPI	mkdocs-glightbox	`0.5.2`	indirect
PyPI	mkdocs-llmstxt	`0.5.0`	indirect
PyPI	mkdocs-material	`9.7.2`	indirect
PyPI	mkdocs-material-extensions	`1.3.1`	indirect
PyPI	mkdocs-redirects	`1.2.3`	indirect
PyPI	mkdocstrings	`1.0.0`	indirect
PyPI	mkdocstrings-python	`2.0.5`	indirect
PyPI	modal	`1.0.4`	indirect
PyPI	more-itertools	`10.8.0`	indirect
PyPI	mpmath	`1.3.0`	indirect
PyPI	multidict	`6.7.0`	indirect
PyPI	multiprocess	`0.70.18`	indirect
PyPI	mypy	`2.1.0`	indirect
PyPI	mypy-boto3-bedrock-runtime	`1.42.42`	indirect
PyPI	mypy-extensions	`1.1.0`	indirect
PyPI	networkx	`3.4.2`	indirect
PyPI	networkx	`3.6.1`	indirect
PyPI	nexus-rpc	`1.4.0`	indirect
PyPI	nodeenv	`1.10.0`	indirect
PyPI	numpy	`2.2.6`	indirect
PyPI	numpy	`2.5.0`	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	`13.0.88`	indirect
PyPI	nvidia-nvshmem-cu13	`3.4.5`	indirect
PyPI	nvidia-nvtx	`13.0.85`	indirect
PyPI	oauthlib	`3.3.1`	indirect
PyPI	openai	`2.45.0`	indirect
PyPI	openapi-pydantic	`0.5.1`	indirect
PyPI	opentelemetry-api	`1.39.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-common	`1.39.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-http	`1.39.1`	indirect
PyPI	opentelemetry-instrumentation	`0.60b1`	indirect
PyPI	opentelemetry-instrumentation-asgi	`0.60b1`	indirect
PyPI	opentelemetry-instrumentation-asyncpg	`0.60b1`	indirect
PyPI	opentelemetry-instrumentation-dbapi	`0.60b1`	indirect
PyPI	opentelemetry-instrumentation-fastapi	`0.60b1`	indirect
PyPI	opentelemetry-instrumentation-httpx	`0.60b1`	indirect
PyPI	opentelemetry-instrumentation-sqlite3	`0.60b1`	indirect
PyPI	opentelemetry-proto	`1.39.1`	indirect
PyPI	opentelemetry-sdk	`1.39.1`	indirect
PyPI	opentelemetry-semantic-conventions	`0.60b1`	indirect
PyPI	opentelemetry-util-http	`0.60b1`	indirect
PyPI	orjson	`3.11.8`	indirect
PyPI	packaging	`25.0`	indirect
PyPI	paginate	`0.5.7`	indirect
PyPI	pandas	`2.3.3`	indirect
PyPI	pathable	`0.4.4`	indirect
PyPI	pathspec	`1.0.4`	indirect
PyPI	pendulum	`3.1.0`	indirect
PyPI	pillow	`12.3.0`	indirect
PyPI	pip	`26.1.2`	indirect
PyPI	platformdirs	`4.5.1`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	prefect	`3.7.7`	indirect
PyPI	primp	`0.15.0`	indirect
PyPI	prometheus-client	`0.23.1`	indirect
PyPI	prompt-toolkit	`3.0.52`	indirect
PyPI	propcache	`0.4.1`	indirect
PyPI	properdocs	`1.6.7`	indirect
PyPI	protobuf	`6.33.5`	indirect
PyPI	psycopg	`3.3.2`	indirect
PyPI	psycopg-binary	`3.3.2`	indirect
PyPI	py-key-value-aio	`0.4.4`	indirect
PyPI	pyarrow	`24.0.0`	indirect
PyPI	pyasn1	`0.6.4`	indirect
PyPI	pyasn1-modules	`0.4.2`	indirect
PyPI	pycparser	`2.23`	indirect
PyPI	pydantic-core	`2.46.4`	indirect
PyPI	pydantic-docs	`0.0.1`	indirect
PyPI	pydantic-extra-types	`2.10.6`	indirect
PyPI	pydantic-handlebars	`0.1.0`	indirect
PyPI	pydantic-settings	`2.14.2`	indirect
PyPI	pydocket	`0.22.0`	indirect
PyPI	pydub	`0.25.1`	indirect
PyPI	pygments	`2.20.0`	indirect
PyPI	pyjwt	`2.13.0`	indirect
PyPI	pymdown-extensions	`10.21.3`	indirect
PyPI	pyperclip	`1.11.0`	indirect
PyPI	pyright	`1.1.411`	indirect
PyPI	pytest	`9.1.1`	indirect
PyPI	pytest-examples	`0.0.18`	indirect
PyPI	pytest-mock	`3.15.1`	indirect
PyPI	pytest-pretty	`1.3.0`	indirect
PyPI	pytest-recording	`0.13.4`	indirect
PyPI	pytest-xdist	`3.8.0`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-dotenv	`1.2.2`	indirect
PyPI	python-json-logger	`4.0.0`	indirect
PyPI	python-multipart	`0.0.32`	indirect
PyPI	python-slugify	`8.0.4`	indirect
PyPI	pytokens	`0.4.1`	indirect
PyPI	pytz	`2025.2`	indirect
PyPI	pywin32	`311`	indirect
PyPI	pywin32-ctypes	`0.2.3`	indirect
PyPI	pyyaml	`6.0.3`	indirect
PyPI	pyyaml-env-tag	`1.1`	indirect
PyPI	readchar	`4.2.1`	indirect
PyPI	redis	`7.1.0`	indirect
PyPI	referencing	`0.36.2`	indirect
PyPI	regex	`2025.11.3`	indirect
PyPI	requests	`2.33.1`	indirect
PyPI	requests-oauthlib	`2.0.0`	indirect
PyPI	requests-toolbelt	`1.0.0`	indirect
PyPI	rfc3339-validator	`0.1.4`	indirect
PyPI	rich	`14.2.0`	indirect
PyPI	rich-rst	`1.3.2`	indirect
PyPI	rpds-py	`0.30.0`	indirect
PyPI	ruamel-yaml	`0.18.17`	indirect
PyPI	ruamel-yaml-clib	`0.2.15`	indirect
PyPI	ruff	`0.15.19`	indirect
PyPI	s3transfer	`0.16.0`	indirect
PyPI	safehttpx	`0.1.7`	indirect
PyPI	safetensors	`0.8.0`	indirect
PyPI	scikit-learn	`1.7.2`	indirect
PyPI	scikit-learn	`1.8.0`	indirect
PyPI	scipy	`1.15.3`	indirect
PyPI	scipy	`1.16.3`	indirect
PyPI	secretstorage	`3.5.0`	indirect
PyPI	selectolax	`0.4.6`	indirect
PyPI	semantic-version	`2.10.0`	indirect
PyPI	semver	`3.0.4`	indirect
PyPI	sentence-transformers	`5.2.2`	indirect
PyPI	setuptools	`83.0.0`	indirect
PyPI	shellingham	`1.5.4`	indirect
PyPI	sigtools	`4.0.1`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	sniffio	`1.3.1`	indirect
PyPI	socksio	`1.0.0`	indirect
PyPI	soupsieve	`2.8.4`	indirect
PyPI	sqlalchemy	`2.0.45`	indirect
PyPI	sse-starlette	`3.0.4`	indirect
PyPI	starlette	`1.3.1`	indirect
PyPI	strict-no-cover	`0.1.1`	indirect
PyPI	sympy	`1.14.0`	indirect
PyPI	synchronicity	`0.9.16`	indirect
PyPI	taskgroup	`0.2.2`	indirect
PyPI	tavily-python	`0.7.26`	indirect
PyPI	temporalio	`1.24.0`	indirect
PyPI	tenacity	`9.1.2`	indirect
PyPI	text-unidecode	`1.3`	indirect
PyPI	threadpoolctl	`3.6.0`	indirect
PyPI	tiktoken	`0.12.0`	indirect
PyPI	tinycss2	`1.5.1`	indirect
PyPI	tokenizers	`0.22.1`	indirect
PyPI	toml	`0.10.2`	indirect
PyPI	tomli	`2.3.0`	indirect
PyPI	tomlkit	`0.13.3`	indirect
PyPI	torch	`2.13.0`	indirect
PyPI	tqdm	`4.67.1`	indirect
PyPI	transformers	`5.13.1`	indirect
PyPI	triton	`3.7.1`	indirect
PyPI	truststore	`0.10.4`	indirect
PyPI	twelvelabs	`1.2.8`	indirect
PyPI	typer	`0.19.2`	indirect
PyPI	typer	`0.26.8`	indirect
PyPI	typer-slim	`0.20.1`	indirect
PyPI	types-awscrt	`0.30.0`	indirect
PyPI	types-certifi	`2021.10.8.3`	indirect
PyPI	types-protobuf	`6.32.1.20251210`	indirect
PyPI	types-requests	`2.32.4.20250913`	indirect
PyPI	types-s3transfer	`0.16.0`	indirect
PyPI	types-toml	`0.10.8.20240310`	indirect
PyPI	typing-extensions	`4.15.0`	indirect
PyPI	tzdata	`2025.3`	indirect
PyPI	tzlocal	`5.3.1`	indirect
PyPI	uncalled-for	`0.3.2`	indirect
PyPI	urllib3	`2.7.0`	indirect
PyPI	uuid-utils	`0.13.0`	indirect
PyPI	uv-dynamic-versioning	`—`	indirect
PyPI	uvicorn	`0.40.0`	indirect
PyPI	vcrpy	`8.2.1`	indirect
PyPI	voyageai	`0.3.7`	indirect
PyPI	watchdog	`6.0.0`	indirect
PyPI	watchfiles	`1.1.1`	indirect
PyPI	wcwidth	`0.2.14`	indirect
PyPI	webencodings	`0.5.1`	indirect
PyPI	websockets	`15.0.1`	indirect
PyPI	whenever	`0.8.10`	indirect
PyPI	wrapt	`1.17.3`	indirect
PyPI	xai-sdk	`1.14.0`	indirect
PyPI	xxhash	`3.6.0`	indirect
PyPI	yarl	`1.22.0`	indirect
PyPI	zipp	`3.23.0`	indirect
PyPI	zstandard	`0.25.0`	indirect

Dependency advisories 4

This repository publishes no package the index resolves, so its own dependency graph was assessed — 362 packages, which also include development and test pins that never ship: 4 carry known advisories, of which 0 are direct. 8 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

Package	Version	Relation	Severity	Advisories	Fixed in
click	`8.1.8`	indirect	high	1	`8.3.3`
aiohttp	`3.14.1`	indirect	moderate	6	`3.14.3`
cryptography	`49.0.0`	indirect	moderate	2	`50.0.0`
pymdown-extensions	`10.21.3`	indirect	moderate	2	`11.0.0`

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 v0.31.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — PyPI.

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