Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-24 08:05 UTC

pydantic / pydantic-ai-harness

Batteries for your Pydantic AI agent.

PythonMIT★ 957 stars⑂ 151 forkssince Mar 2026archivedView on GitHub ↗

KindCommand-line toolLibraryhow this is determined

pydantic/pydantic-ai-harness holds a health index of 19 out of 100, placing it in the Critical band. It scores highest on AI Readiness (93/100) and lowest on Security (59/100). The repository is archived, so no further maintenance is expected.

overall / 100

Critical

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

Ownership

PydanticOrganization · verified domain

3,163 followers90 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-harnesspoints to another repo — not scored	0.61.0	3,014,005	51	0 days ago
PyPI	pydantic-clai2points to another repo — not scored	0.61.0	404	10	0 days ago

Metrics by category

Vitality

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

80Excellent · 21% of overall

Development activity

67Good

Abandonment alert

Work has arrived and nobody has attended to it

archived on GitHub by its maintainersOverall rating: Critical ceiling

Silence alone is never the finding — a small, finished library may need no commits for years. This alert requires both: no human commit for a long time, and obligations the project is visibly not discharging. Automated commits do not count as maintenance.

How abandonment is assessed

How it's scored

28.8/36	Push recency — last push 21 days ago
20.1/36	Commit cadence — 29/52 weeks with commits
18/18	Commit volume — 406 commits in the last year
0/10	OpenSSF Scorecard: Maintained — project is archived

Inputs used

commits_last_year	406
human_commit_share	0.98
days_since_last_push	21
active_weeks_last_year	29

Release discipline

100Exceptional

How it's scored

27/27	Ships releases — 42 releases published
36/36	Release recency — latest release 28 days ago
27/27	Release cadence — a release every ~2.5 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	42
latest_release_tag	v0.36.0
releases_from_tags	no
days_since_latest_release	28
mean_days_between_releases	2.5

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?

64Moderate · 17% of overall

Popularity & adoption

71Good

How it's scored

48.3/60	Stars — 957 stars
18.1/25	Forks — 151 forks
4.3/15	Watchers — 7 watchers

Inputs used

forks	151
stars	957
watchers	7
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

57Moderate

How it's scored

22.5/22.5	README
22.5/22.5	License — recognized license (MIT)
0/18	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	no
has_issue_template	no
has_code_of_conduct	no
readme_badge_services	github.com, shields.io
has_pull_request_template	yes

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

79Good · 23% of overall

Maintainer resilience (bus factor)

76Good

How it's scored

36/54	Bus factor — 3 contributor(s) cover half of all commits
16.2/22.5	Commit distribution — top contributor authored 28% of commits
13.5/13.5	Contributor breadth — 32 contributors
10/10	OpenSSF Scorecard: Contributors — project has 10 contributing companies or organizations

Inputs used

bus_factor	3
contributors_sampled	32
top_contributor_share	0.281

Issue & PR responsiveness

66Good

How it's scored

40/42	Issue resolution — 95% of issues closed
20.5/30	PR acceptance — 417/609 decided PRs merged
0/13	Newcomer PR acceptance — 0/10 first-time contributors' PRs merged in 30d
6/15	OpenSSF Scorecard: Code-Review — Found 14/29 approved changesets -- score normalized to 4

Inputs used

merged_prs	417
open_issues	12
closed_issues	238
prs_merged_7d	0
prs_decided_7d	0
prs_merged_30d	7
prs_decided_30d	60
issue_closed_ratio	0.952
closed_unmerged_prs	192
first_time_authors_30d	8
first_time_prs_merged_30d	0
first_time_prs_decided_30d	10

Ownership & stewardship

96Exceptional

How it's scored

30/30	Ownership backing — organization-owned
20/20	Verified domain
25/25	Owner reach — 3,163 followers of pydantic
21.4/25	Track record — 90 public repos, account ~4 yr old

Inputs used

followers	3,163
owner_type	Organization
is_verified	yes
owner_login	pydantic
public_repos	90
account_age_days	1,537

Engineering Quality

Are baseline engineering and documentation practices in place?

86Excellent · 19% of overall

Engineering practices

94Exceptional

How it's scored

24/24	CI workflows — 5 workflow(s)
24/24	Tests present
16/16	Linter config — pydantic-clai2/pyproject.toml ([tool.ruff]), pyproject.toml ([tool.ruff])
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

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	—
docs_site	—
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?

59Moderate · 16% of overall

Security posture

58Moderate

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 — 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
3/7.5	Code-Review — Found 14/29 approved changesets -- score normalized to 4
2.5/2.5	Contributors — project has 10 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
0/7.5	Maintained — project is archived
5/5	Packaging — packaging workflow detected
5/5	Pinned-Dependencies — all dependencies are pinned
5/5	SAST — SAST tool is run on all commits
5/5	Security-Policy — security policy file detected
0/7.5	Signed-Releases — no data
6.8/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5	Vulnerabilities — 118 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	17
scorecard_version	v5.5.0
checks_inconclusive	1
scorecard_aggregate	5.8

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

Dependency advisories

61Moderate

How it's scored

5.5/35	Direct dependencies free of known advisories — 3 affected: pillow 12.3.0 (critical 9.8), pydantic-ai-slim 2.44.0 (high 7.5), pydantic-ai-slim 2.49.0 (high 7.5)
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	176
affected_packages	24
assessed_packages	450
unassessed_packages	10
affected_by_severity	critical 5, high 11, moderate 8
direct_affected_packages	3

Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 450 resolved dependencies against OSV. 10 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.

93Exceptional · 4% of overall

Agent context & guidance

100Exceptional

How it's scored

45/45	Agent instructions — AGENTS.md, CLAUDE.md, pydantic-clai2/AGENTS.md
15/15	Machine-readable docs (llms.txt) — llms.txt served by the project website (https://pydantic.dev/llms.txt)
40/40	Legible commit history — 95 of 98 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	yes
llms_txt_url	https://pydantic.dev/llms.txt
legible_history_share	0.969
agent_instruction_files	AGENTS.md, CLAUDE.md, pydantic-clai2/AGENTS.md
agent_instruction_max_bytes	19,496

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 — pydantic-clai2/pyproject.toml ([tool.ruff]), pyproject.toml ([tool.ruff])
11/11	Static type checking — pydantic_ai_harness/py.typed
10/10	Reproducible environment — lockfile
8/10	Demonstrated agent practice — 4 of the last 100 commits agent-authored or agent-credited
0/8	Automated maintenance — no automated dependency updates observed
10/10	OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned

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	pydantic_ai_harness/py.typed
agent_commit_share	0.04
toolchain_manifests	—
dependency_bot_commit_share	0

Code legibility for models

80Excellent

How it's scored

27/45	Type-checkable code — Python with type-check config (pydantic_ai_harness/py.typed)
53.5/55	Manageable file sizes — 18/649 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	198,805
source_files_sampled	649
oversized_source_files	18

Machine-readable interfaces

100Exceptional

How it's scored

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

Inputs used

example_dirs	examples
has_mcp_signal	no
api_schema_files	—
interfaces_expected_of	—

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

Key facts

957GitHub stars

32contributors

406commits, last 12 months

21days since last push

42releases

3bus factor

12open 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 16 authors (cap 12)
pypi package 'pydantic-ai-harness' points at a different repository (https://github.com/pydantic/pydantic-ai); excluded from ecosystem scoring
pypi package 'pydantic-clai2' points at a different repository (https://github.com/pydantic/pydantic-ai); excluded from ecosystem scoring
deps.dev does not index pypi:pydantic-ai-harness@0.61.0; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 151 ⇿

0Stars

151Forks

42Releases

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 35Patch 7

OpenSSF Scorecard 5.8 / 10

5.8aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-10-24 08:04 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	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
4	Code-Review	Found 14/29 approved changesets -- score normalized to 4
10	Contributors	project has 10 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
0	Maintained	project is archived
10	Packaging	packaging workflow detected
10	Pinned-Dependencies	all dependencies are pinned
10	SAST	SAST tool is run on all commits
10	Security-Policy	security policy file detected
n/a	Signed-Releases	no releases found
9	Token-Permissions	detected GitHub workflow tokens with excessive permissions
0	Vulnerabilities	118 existing vulnerabilities detected

Direct dependencies 16

Registry	Package	Version constraint	Manifest
PyPI	pydantic-ai-harness	`—`	pydantic-clai2/pyproject.toml
PyPI	pydantic-monty	`>=1.0.0,<2`	pydantic-clai2/pyproject.toml
PyPI	pydantic-ai-slim	`>=2.49.0`	pydantic-clai2/pyproject.toml
PyPI	genai-prices	`>=0.1.7`	pydantic-clai2/pyproject.toml
PyPI	termflow-md	`>=0.9.3,<0.10`	pydantic-clai2/pyproject.toml
PyPI	pyfiglet	`>=1.0.4`	pydantic-clai2/pyproject.toml
PyPI	prompt-toolkit	`>=3.0.52`	pydantic-clai2/pyproject.toml
PyPI	rich	`>=14`	pydantic-clai2/pyproject.toml
PyPI	keyring	`>=25.6`	pydantic-clai2/pyproject.toml
PyPI	pillow	`>=12.3.0`	pydantic-clai2/pyproject.toml
PyPI	logfire	`>=4.31.0`	pydantic-clai2/pyproject.toml
PyPI	exceptiongroup	`>=1.0.2`	pydantic-clai2/pyproject.toml
PyPI	genai-prices	`>=0.0.71`	pyproject.toml
PyPI	httpx	`>=0.28.1`	pyproject.toml
PyPI	json-repair	`>=0.58.0`	pyproject.toml
PyPI	pydantic-ai-slim	`>=2.44.0`	pyproject.toml

All dependencies 460

Full resolved dependency set from the GitHub dependency graph: 27 direct and 433 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	exceptiongroup	`1.3.1`	direct
PyPI	genai-prices	`—`	direct
PyPI	genai-prices	`0.1.7`	direct
PyPI	genai-prices	`0.1.8`	direct
PyPI	httpx	`0.28.1`	direct
PyPI	json-repair	`0.63.4`	direct
PyPI	keyring	`—`	direct
PyPI	keyring	`25.7.0`	direct
PyPI	logfire	`—`	direct
PyPI	logfire	`4.33.0`	direct
PyPI	pillow	`—`	direct
PyPI	pillow	`12.3.0`	direct
PyPI	prompt-toolkit	`—`	direct
PyPI	prompt-toolkit	`3.0.53`	direct
PyPI	pydantic-ai-slim	`—`	direct
PyPI	pydantic-ai-slim	`2.44.0`	direct
PyPI	pydantic-ai-slim	`2.49.0`	direct
PyPI	pydantic-monty	`—`	direct
PyPI	pydantic-monty	`1.0.0`	direct
PyPI	pyfiglet	`—`	direct
PyPI	pyfiglet	`1.0.4`	direct
PyPI	rich	`—`	direct
PyPI	rich	`14.3.3`	direct
PyPI	rich	`15.0.0`	direct
PyPI	termflow-md	`—`	direct
PyPI	termflow-md	`0.9.2`	direct
PyPI	termflow-md	`0.9.3`	direct
PyPI	agent-client-protocol	`0.11.0`	indirect
PyPI	aiofile	`3.11.1`	indirect
PyPI	aiofile	`3.9.0`	indirect
PyPI	aiofiles	`25.1.0`	indirect
PyPI	aiohappyeyeballs	`2.7.1`	indirect
PyPI	aiohttp	`3.14.3`	indirect
PyPI	aiosignal	`1.4.0`	indirect
PyPI	annotated-doc	`0.0.4`	indirect
PyPI	annotated-types	`0.7.0`	indirect
PyPI	annotated-types	`0.8.0`	indirect
PyPI	anthropic	`1.6.0`	indirect
PyPI	anthropic	`1.8.0`	indirect
PyPI	anyio	`4.12.1`	indirect
PyPI	anyio	`4.15.1`	indirect
PyPI	argcomplete	`3.7.2`	indirect
PyPI	asttokens	`3.0.1`	indirect
PyPI	async-timeout	`5.0.1`	indirect
PyPI	attrs	`26.1.0`	indirect
PyPI	authlib	`1.7.2`	indirect
PyPI	aws-durable-execution-sdk-python	`1.7.0`	indirect
PyPI	backoff	`2.2.1`	indirect
PyPI	backports-tarfile	`1.2.0`	indirect
PyPI	beartype	`0.22.9`	indirect
PyPI	beautifulsoup4	`4.15.0`	indirect
PyPI	black	`26.5.1`	indirect
PyPI	boto3	`1.43.88`	indirect
PyPI	botocore	`1.43.88`	indirect
PyPI	brotli	`1.2.0`	indirect
PyPI	brotlicffi	`1.2.0.1`	indirect
PyPI	browser-harness	`0.1.9`	indirect
PyPI	browser-use	`0.13.8`	indirect
PyPI	browser-use-sdk	`3.4.2`	indirect
PyPI	bubus	`1.5.6`	indirect
PyPI	cachetools	`7.1.6`	indirect
PyPI	caio	`0.9.25`	indirect
PyPI	cassetter	`0.11.0`	indirect
PyPI	cbor2	`6.1.3`	indirect
PyPI	cdp-use	`1.4.5`	indirect
PyPI	certifi	`2026.4.22`	indirect
PyPI	certifi	`2026.7.22`	indirect
PyPI	cffi	`2.0.0`	indirect
PyPI	cffi	`2.1.1`	indirect
PyPI	charset-normalizer	`3.4.7`	indirect
PyPI	charset-normalizer	`3.5.1`	indirect
PyPI	click	`8.3.1`	indirect
PyPI	cloudpickle	`3.1.2`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	coverage	`7.14.0`	indirect
PyPI	coverage	`7.16.1`	indirect
PyPI	cryptography	`49.0.0`	indirect
PyPI	cryptography	`50.0.1`	indirect
PyPI	cyclopts	`4.22.5`	indirect
PyPI	cython	`3.2.9`	indirect
PyPI	dbos	`2.21.0`	indirect
PyPI	ddgs	`9.14.4`	indirect
PyPI	dirty-equals	`0.11`	indirect
PyPI	distro	`1.9.0`	indirect
PyPI	dnspython	`2.8.0`	indirect
PyPI	docstring-parser	`0.18.0`	indirect
PyPI	email-validator	`2.3.0`	indirect
PyPI	exa-py	`2.16.0`	indirect
PyPI	executing	`2.2.1`	indirect
PyPI	fake-useragent	`2.2.0`	indirect
PyPI	fastmcp	`3.4.5`	indirect
PyPI	fastmcp-slim	`3.4.5`	indirect
PyPI	fetch-use	`0.4.0`	indirect
PyPI	filelock	`3.32.3`	indirect
PyPI	flatbuffers	`25.12.19`	indirect
PyPI	frozenlist	`1.8.0`	indirect
PyPI	fsspec	`2026.7.0`	indirect
PyPI	google-api-core	`2.29.0`	indirect
PyPI	google-api-python-client	`2.188.0`	indirect
PyPI	google-auth	`2.48.0`	indirect
PyPI	google-auth-httplib2	`0.4.0`	indirect
PyPI	google-auth-oauthlib	`1.2.4`	indirect
PyPI	google-genai	`1.65.0`	indirect
PyPI	googleapis-common-protos	`1.75.0`	indirect
PyPI	greenlet	`3.5.0`	indirect
PyPI	griffelib	`2.0.2`	indirect
PyPI	griffelib	`2.3.0`	indirect
PyPI	groq	`1.0.0`	indirect
PyPI	grpclib	`0.4.9`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	h2	`4.3.0`	indirect
PyPI	hf-xet	`1.6.0`	indirect
PyPI	hpack	`4.2.0`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httpcore2	`2.12.0`	indirect
PyPI	httpcore2	`2.13.0`	indirect
PyPI	httplib2	`0.32.0`	indirect
PyPI	httpx-sse	`0.4.3`	indirect
PyPI	httpx2	`2.12.0`	indirect
PyPI	httpx2	`2.13.0`	indirect
PyPI	httpx2-jsfetch	`1.0`	indirect
PyPI	huggingface-hub	`1.16.1`	indirect
PyPI	hyperframe	`6.1.0`	indirect
PyPI	idna	`3.19`	indirect
PyPI	importlib-metadata	`8.7.1`	indirect
PyPI	importlib-metadata	`9.0.1`	indirect
PyPI	iniconfig	`2.3.0`	indirect
PyPI	inline-snapshot	`0.33.0`	indirect
PyPI	inquirerpy	`0.3.4`	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	jiter	`0.16.0`	indirect
PyPI	jiter	`0.17.0`	indirect
PyPI	jmespath	`1.1.0`	indirect
PyPI	joserfc	`1.7.4`	indirect
PyPI	jsonref	`1.1.0`	indirect
PyPI	jsonschema	`4.26.0`	indirect
PyPI	jsonschema-path	`0.5.0`	indirect
PyPI	jsonschema-specifications	`2025.9.1`	indirect
PyPI	logfire-api	`4.33.0`	indirect
PyPI	logfire-api	`5.1.0`	indirect
PyPI	lxml	`6.1.1`	indirect
PyPI	markdown-it-py	`4.2.0`	indirect
PyPI	markdownify	`1.2.2`	indirect
PyPI	mcp	`1.26.0`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	modal	`1.5.2`	indirect
PyPI	mongomock	`4.3.0`	indirect
PyPI	mongomock-motor	`0.0.36`	indirect
PyPI	more-itertools	`11.1.0`	indirect
PyPI	motor	`3.7.1`	indirect
PyPI	multidict	`6.7.1`	indirect
PyPI	mypy-extensions	`1.1.0`	indirect
PyPI	nexus-rpc	`1.4.0`	indirect
PyPI	nodeenv	`1.10.0`	indirect
PyPI	numpy	`2.4.6`	indirect
PyPI	numpy	`2.5.2`	indirect
PyPI	oauthlib	`3.3.1`	indirect
PyPI	ollama	`0.6.1`	indirect
PyPI	onnxruntime	`1.28.0`	indirect
PyPI	openai	`3.14.1`	indirect
PyPI	openai	`3.19.0`	indirect
PyPI	openapi-pydantic	`0.5.1`	indirect
PyPI	opentelemetry-api	`1.41.1`	indirect
PyPI	opentelemetry-api	`1.44.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-common	`1.41.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-http	`1.41.1`	indirect
PyPI	opentelemetry-instrumentation	`0.62b1`	indirect
PyPI	opentelemetry-instrumentation-httpx	`0.62b1`	indirect
PyPI	opentelemetry-proto	`1.41.1`	indirect
PyPI	opentelemetry-sdk	`1.41.1`	indirect
PyPI	opentelemetry-semantic-conventions	`0.62b1`	indirect
PyPI	opentelemetry-util-http	`0.62b1`	indirect
PyPI	outcome	`1.3.0.post0`	indirect
PyPI	packaging	`26.2`	indirect
PyPI	packaging	`26.3`	indirect
PyPI	pathable	`0.6.0`	indirect
PyPI	pathspec	`1.1.1`	indirect
PyPI	pfzy	`0.3.4`	indirect
PyPI	platformdirs	`4.10.0`	indirect
PyPI	playwright	`1.62.0`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	portalocker	`4.1.0`	indirect
PyPI	posthog	`7.7.0`	indirect
PyPI	primp	`1.3.1`	indirect
PyPI	propcache	`0.5.2`	indirect
PyPI	proto-plus	`1.28.2`	indirect
PyPI	protobuf	`6.33.6`	indirect
PyPI	psutil	`7.2.2`	indirect
PyPI	psycopg	`3.3.4`	indirect
PyPI	psycopg-binary	`3.3.4`	indirect
PyPI	py-key-value-aio	`0.4.5`	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	`2.13.5`	indirect
PyPI	pydantic-clai2	`0.1.0`	indirect
PyPI	pydantic-core	`2.41.5`	indirect
PyPI	pydantic-core	`2.46.5`	indirect
PyPI	pydantic-graph	`2.44.0`	indirect
PyPI	pydantic-graph	`2.49.0`	indirect
PyPI	pydantic-handlebars	`0.2.1`	indirect
PyPI	pydantic-monty-client	`1.0.0`	indirect
PyPI	pydantic-monty-runtime	`1.0.0`	indirect
PyPI	pydantic-settings	`2.14.2`	indirect
PyPI	pyee	`13.0.1`	indirect
PyPI	pygments	`2.20.0`	indirect
PyPI	pygments	`2.21.0`	indirect
PyPI	pyjwt	`2.13.0`	indirect
PyPI	pymongo	`4.17.0`	indirect
PyPI	pyobjc	`12.1`	indirect
PyPI	pyobjc-core	`12.1`	indirect
PyPI	pyobjc-framework-accessibility	`12.1`	indirect
PyPI	pyobjc-framework-accounts	`12.1`	indirect
PyPI	pyobjc-framework-addressbook	`12.1`	indirect
PyPI	pyobjc-framework-adservices	`12.1`	indirect
PyPI	pyobjc-framework-adsupport	`12.1`	indirect
PyPI	pyobjc-framework-applescriptkit	`12.1`	indirect
PyPI	pyobjc-framework-applescriptobjc	`12.1`	indirect
PyPI	pyobjc-framework-applicationservices	`12.1`	indirect
PyPI	pyobjc-framework-apptrackingtransparency	`12.1`	indirect
PyPI	pyobjc-framework-arkit	`12.1`	indirect
PyPI	pyobjc-framework-audiovideobridging	`12.1`	indirect
PyPI	pyobjc-framework-authenticationservices	`12.1`	indirect
PyPI	pyobjc-framework-automaticassessmentconfiguration	`12.1`	indirect
PyPI	pyobjc-framework-automator	`12.1`	indirect
PyPI	pyobjc-framework-avfoundation	`12.1`	indirect
PyPI	pyobjc-framework-avkit	`12.1`	indirect
PyPI	pyobjc-framework-avrouting	`12.1`	indirect
PyPI	pyobjc-framework-backgroundassets	`12.1`	indirect
PyPI	pyobjc-framework-browserenginekit	`12.1`	indirect
PyPI	pyobjc-framework-businesschat	`12.1`	indirect
PyPI	pyobjc-framework-calendarstore	`12.1`	indirect
PyPI	pyobjc-framework-callkit	`12.1`	indirect
PyPI	pyobjc-framework-carbon	`12.1`	indirect
PyPI	pyobjc-framework-cfnetwork	`12.1`	indirect
PyPI	pyobjc-framework-cinematic	`12.1`	indirect
PyPI	pyobjc-framework-classkit	`12.1`	indirect
PyPI	pyobjc-framework-cloudkit	`12.1`	indirect
PyPI	pyobjc-framework-cocoa	`12.1`	indirect
PyPI	pyobjc-framework-collaboration	`12.1`	indirect
PyPI	pyobjc-framework-colorsync	`12.1`	indirect
PyPI	pyobjc-framework-compositorservices	`12.1`	indirect
PyPI	pyobjc-framework-contacts	`12.1`	indirect
PyPI	pyobjc-framework-contactsui	`12.1`	indirect
PyPI	pyobjc-framework-coreaudio	`12.1`	indirect
PyPI	pyobjc-framework-coreaudiokit	`12.1`	indirect
PyPI	pyobjc-framework-corebluetooth	`12.1`	indirect
PyPI	pyobjc-framework-coredata	`12.1`	indirect
PyPI	pyobjc-framework-corehaptics	`12.1`	indirect
PyPI	pyobjc-framework-corelocation	`12.1`	indirect
PyPI	pyobjc-framework-coremedia	`12.1`	indirect
PyPI	pyobjc-framework-coremediaio	`12.1`	indirect
PyPI	pyobjc-framework-coremidi	`12.1`	indirect
PyPI	pyobjc-framework-coreml	`12.1`	indirect
PyPI	pyobjc-framework-coremotion	`12.1`	indirect
PyPI	pyobjc-framework-coreservices	`12.1`	indirect
PyPI	pyobjc-framework-corespotlight	`12.1`	indirect
PyPI	pyobjc-framework-coretext	`12.1`	indirect
PyPI	pyobjc-framework-corewlan	`12.1`	indirect
PyPI	pyobjc-framework-cryptotokenkit	`12.1`	indirect
PyPI	pyobjc-framework-datadetection	`12.1`	indirect
PyPI	pyobjc-framework-devicecheck	`12.1`	indirect
PyPI	pyobjc-framework-devicediscoveryextension	`12.1`	indirect
PyPI	pyobjc-framework-dictionaryservices	`12.1`	indirect
PyPI	pyobjc-framework-discrecording	`12.1`	indirect
PyPI	pyobjc-framework-discrecordingui	`12.1`	indirect
PyPI	pyobjc-framework-diskarbitration	`12.1`	indirect
PyPI	pyobjc-framework-dvdplayback	`12.1`	indirect
PyPI	pyobjc-framework-eventkit	`12.1`	indirect
PyPI	pyobjc-framework-exceptionhandling	`12.1`	indirect
PyPI	pyobjc-framework-executionpolicy	`12.1`	indirect
PyPI	pyobjc-framework-extensionkit	`12.1`	indirect
PyPI	pyobjc-framework-externalaccessory	`12.1`	indirect
PyPI	pyobjc-framework-fileprovider	`12.1`	indirect
PyPI	pyobjc-framework-fileproviderui	`12.1`	indirect
PyPI	pyobjc-framework-findersync	`12.1`	indirect
PyPI	pyobjc-framework-fsevents	`12.1`	indirect
PyPI	pyobjc-framework-fskit	`12.1`	indirect
PyPI	pyobjc-framework-gamecenter	`12.1`	indirect
PyPI	pyobjc-framework-gamecontroller	`12.1`	indirect
PyPI	pyobjc-framework-gamekit	`12.1`	indirect
PyPI	pyobjc-framework-gameplaykit	`12.1`	indirect
PyPI	pyobjc-framework-gamesave	`12.1`	indirect
PyPI	pyobjc-framework-healthkit	`12.1`	indirect
PyPI	pyobjc-framework-imagecapturecore	`12.1`	indirect
PyPI	pyobjc-framework-inputmethodkit	`12.1`	indirect
PyPI	pyobjc-framework-installerplugins	`12.1`	indirect
PyPI	pyobjc-framework-instantmessage	`12.1`	indirect
PyPI	pyobjc-framework-intents	`12.1`	indirect
PyPI	pyobjc-framework-intentsui	`12.1`	indirect
PyPI	pyobjc-framework-iobluetooth	`12.1`	indirect
PyPI	pyobjc-framework-iobluetoothui	`12.1`	indirect
PyPI	pyobjc-framework-iosurface	`12.1`	indirect
PyPI	pyobjc-framework-ituneslibrary	`12.1`	indirect
PyPI	pyobjc-framework-kernelmanagement	`12.1`	indirect
PyPI	pyobjc-framework-latentsemanticmapping	`12.1`	indirect
PyPI	pyobjc-framework-launchservices	`12.1`	indirect
PyPI	pyobjc-framework-libdispatch	`12.1`	indirect
PyPI	pyobjc-framework-libxpc	`12.1`	indirect
PyPI	pyobjc-framework-linkpresentation	`12.1`	indirect
PyPI	pyobjc-framework-localauthentication	`12.1`	indirect
PyPI	pyobjc-framework-localauthenticationembeddedui	`12.1`	indirect
PyPI	pyobjc-framework-mailkit	`12.1`	indirect
PyPI	pyobjc-framework-mapkit	`12.1`	indirect
PyPI	pyobjc-framework-mediaaccessibility	`12.1`	indirect
PyPI	pyobjc-framework-mediaextension	`12.1`	indirect
PyPI	pyobjc-framework-medialibrary	`12.1`	indirect
PyPI	pyobjc-framework-mediaplayer	`12.1`	indirect
PyPI	pyobjc-framework-mediatoolbox	`12.1`	indirect
PyPI	pyobjc-framework-metal	`12.1`	indirect
PyPI	pyobjc-framework-metalfx	`12.1`	indirect
PyPI	pyobjc-framework-metalkit	`12.1`	indirect
PyPI	pyobjc-framework-metalperformanceshaders	`12.1`	indirect
PyPI	pyobjc-framework-metalperformanceshadersgraph	`12.1`	indirect
PyPI	pyobjc-framework-metrickit	`12.1`	indirect
PyPI	pyobjc-framework-mlcompute	`12.1`	indirect
PyPI	pyobjc-framework-modelio	`12.1`	indirect
PyPI	pyobjc-framework-multipeerconnectivity	`12.1`	indirect
PyPI	pyobjc-framework-naturallanguage	`12.1`	indirect
PyPI	pyobjc-framework-netfs	`12.1`	indirect
PyPI	pyobjc-framework-network	`12.1`	indirect
PyPI	pyobjc-framework-networkextension	`12.1`	indirect
PyPI	pyobjc-framework-notificationcenter	`12.1`	indirect
PyPI	pyobjc-framework-opendirectory	`12.1`	indirect
PyPI	pyobjc-framework-osakit	`12.1`	indirect
PyPI	pyobjc-framework-oslog	`12.1`	indirect
PyPI	pyobjc-framework-passkit	`12.1`	indirect
PyPI	pyobjc-framework-pencilkit	`12.1`	indirect
PyPI	pyobjc-framework-phase	`12.1`	indirect
PyPI	pyobjc-framework-photos	`12.1`	indirect
PyPI	pyobjc-framework-photosui	`12.1`	indirect
PyPI	pyobjc-framework-preferencepanes	`12.1`	indirect
PyPI	pyobjc-framework-pushkit	`12.1`	indirect
PyPI	pyobjc-framework-quartz	`12.1`	indirect
PyPI	pyobjc-framework-quicklookthumbnailing	`12.1`	indirect
PyPI	pyobjc-framework-replaykit	`12.1`	indirect
PyPI	pyobjc-framework-safariservices	`12.1`	indirect
PyPI	pyobjc-framework-safetykit	`12.1`	indirect
PyPI	pyobjc-framework-scenekit	`12.1`	indirect
PyPI	pyobjc-framework-screencapturekit	`12.1`	indirect
PyPI	pyobjc-framework-screensaver	`12.1`	indirect
PyPI	pyobjc-framework-screentime	`12.1`	indirect
PyPI	pyobjc-framework-scriptingbridge	`12.1`	indirect
PyPI	pyobjc-framework-searchkit	`12.1`	indirect
PyPI	pyobjc-framework-security	`12.1`	indirect
PyPI	pyobjc-framework-securityfoundation	`12.1`	indirect
PyPI	pyobjc-framework-securityinterface	`12.1`	indirect
PyPI	pyobjc-framework-securityui	`12.1`	indirect
PyPI	pyobjc-framework-sensitivecontentanalysis	`12.1`	indirect
PyPI	pyobjc-framework-servicemanagement	`12.1`	indirect
PyPI	pyobjc-framework-sharedwithyou	`12.1`	indirect
PyPI	pyobjc-framework-sharedwithyoucore	`12.1`	indirect
PyPI	pyobjc-framework-shazamkit	`12.1`	indirect
PyPI	pyobjc-framework-social	`12.1`	indirect
PyPI	pyobjc-framework-soundanalysis	`12.1`	indirect
PyPI	pyobjc-framework-speech	`12.1`	indirect
PyPI	pyobjc-framework-spritekit	`12.1`	indirect
PyPI	pyobjc-framework-storekit	`12.1`	indirect
PyPI	pyobjc-framework-symbols	`12.1`	indirect
PyPI	pyobjc-framework-syncservices	`12.1`	indirect
PyPI	pyobjc-framework-systemconfiguration	`12.1`	indirect
PyPI	pyobjc-framework-systemextensions	`12.1`	indirect
PyPI	pyobjc-framework-threadnetwork	`12.1`	indirect
PyPI	pyobjc-framework-uniformtypeidentifiers	`12.1`	indirect
PyPI	pyobjc-framework-usernotifications	`12.1`	indirect
PyPI	pyobjc-framework-usernotificationsui	`12.1`	indirect
PyPI	pyobjc-framework-videosubscriberaccount	`12.1`	indirect
PyPI	pyobjc-framework-videotoolbox	`12.1`	indirect
PyPI	pyobjc-framework-virtualization	`12.1`	indirect
PyPI	pyobjc-framework-vision	`12.1`	indirect
PyPI	pyobjc-framework-webkit	`12.1`	indirect
PyPI	pyotp	`2.9.0`	indirect
PyPI	pyparsing	`3.3.2`	indirect
PyPI	pypdf	`6.14.2`	indirect
PyPI	pyperclip	`1.11.0`	indirect
PyPI	pyright	`1.1.414`	indirect
PyPI	pytest	`9.0.3`	indirect
PyPI	pytest	`9.1.1`	indirect
PyPI	pytest-anyio	`0.0.0`	indirect
PyPI	pytest-examples	`0.0.18`	indirect
PyPI	pytest-recording	`0.13.4`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-docx	`1.2.0`	indirect
PyPI	python-dotenv	`1.2.2`	indirect
PyPI	python-multipart	`0.0.32`	indirect
PyPI	pytokens	`0.4.1`	indirect
PyPI	pytz	`2026.3.post1`	indirect
PyPI	pywin32	`312`	indirect
PyPI	pywin32-ctypes	`0.2.3`	indirect
PyPI	pyyaml	`6.0.3`	indirect
PyPI	redis	`8.1.0`	indirect
PyPI	referencing	`0.37.0`	indirect
PyPI	regex	`2026.7.19`	indirect
PyPI	regex	`2026.9.10`	indirect
PyPI	reportlab	`4.4.9`	indirect
PyPI	requests	`2.33.0`	indirect
PyPI	requests	`2.34.2`	indirect
PyPI	requests-oauthlib	`2.0.0`	indirect
PyPI	rich-rst	`2.1.0`	indirect
PyPI	ripgrep	`14.1.0`	indirect
PyPI	rpds-py	`0.30.0`	indirect
PyPI	rpds-py	`2026.6.3`	indirect
PyPI	rsa	`4.9.1`	indirect
PyPI	ruff	`0.15.12`	indirect
PyPI	ruff	`0.16.7`	indirect
PyPI	s3transfer	`0.19.2`	indirect
PyPI	screeninfo	`0.8.1`	indirect
PyPI	secretstorage	`3.5.0`	indirect
PyPI	sentinels	`1.1.1`	indirect
PyPI	shellingham	`1.5.4`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	sniffio	`1.3.1`	indirect
PyPI	socksio	`1.0.0`	indirect
PyPI	sortedcontainers	`2.4.0`	indirect
PyPI	soupsieve	`2.9.1`	indirect
PyPI	sqlalchemy	`2.0.49`	indirect
PyPI	sse-starlette	`3.4.6`	indirect
PyPI	stackone-defender	`0.7.4`	indirect
PyPI	starlette	`1.3.1`	indirect
PyPI	synchronicity	`0.12.5`	indirect
PyPI	temporalio	`1.27.1`	indirect
PyPI	tenacity	`9.1.4`	indirect
PyPI	tiktoken	`0.13.0`	indirect
PyPI	tiktoken	`0.14.0`	indirect
PyPI	tokenizers	`0.23.1`	indirect
PyPI	toml	`0.10.2`	indirect
PyPI	tomli	`2.4.1`	indirect
PyPI	tqdm	`4.68.4`	indirect
PyPI	trio	`0.33.0`	indirect
PyPI	truststore	`0.10.4`	indirect
PyPI	typer	`0.25.1`	indirect
PyPI	typer-slim	`0.24.0`	indirect
PyPI	types-certifi	`2021.10.8.3`	indirect
PyPI	types-protobuf	`6.32.1.20260221`	indirect
PyPI	types-toml	`0.10.8.20260518`	indirect
PyPI	typing-extensions	`4.15.0`	indirect
PyPI	typing-extensions	`4.16.0`	indirect
PyPI	typing-inspection	`0.4.2`	indirect
PyPI	typing-inspection	`0.4.4`	indirect
PyPI	tzdata	`2026.2`	indirect
PyPI	uncalled-for	`0.3.2`	indirect
PyPI	uritemplate	`4.2.0`	indirect
PyPI	urllib3	`2.7.0`	indirect
PyPI	urllib3	`2.8.0`	indirect
PyPI	uuid7	`0.1.0`	indirect
PyPI	uvicorn	`0.52.0`	indirect
PyPI	vcrpy	`8.2.1`	indirect
PyPI	watchfiles	`1.2.0`	indirect
PyPI	wcwidth	`0.8.2`	indirect
PyPI	wcwidth	`0.8.3`	indirect
PyPI	websockets	`15.0.1`	indirect
PyPI	wrapt	`2.1.2`	indirect
PyPI	yarl	`1.24.5`	indirect
PyPI	youdotcom	`3.1.2`	indirect
PyPI	zipp	`3.23.1`	indirect
PyPI	zipp	`4.1.0`	indirect

Dependency advisories 24

This repository publishes no package the index resolves, so its own dependency graph was assessed — 450 packages, which also include development and test pins that never ship: 24 carry known advisories, of which 3 are direct. 10 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

Package	Version	Relation	Severity	Advisories	Fixed in
pillow	`12.3.0`	direct	critical	41	`13.0.0`
anyio	`4.12.1`	indirect	critical	4	`4.14.2`
brotli	`1.2.0`	indirect	critical	2	`1.2.1.0`
brotlicffi	`1.2.0.1`	indirect	critical	2	`1.2.1.0`
pyjwt	`2.13.0`	indirect	critical	29	`2.15.0`
pydantic-ai-slim	`2.44.0`	direct	high	4	`2.53.0`
pydantic-ai-slim	`2.49.0`	direct	high	4	`2.53.0`
aiohttp	`3.14.3`	indirect	high	8	`3.14.4`
black	`26.5.1`	indirect	high	1	`26.10.1`
certifi	`2026.4.22`	indirect	high	2	`2026.10.19`
certifi	`2026.7.22`	indirect	high	2	`2026.10.19`
filelock	`3.32.3`	indirect	high	3	`4.2.1`
mcp	`1.26.0`	indirect	high	7	`2.2.0`
pymongo	`4.17.0`	indirect	high	8	`4.18.2`
pypdf	`6.14.2`	indirect	high	39	`6.21.2`
urllib3	`2.7.0`	indirect	high	6	`2.8.0`
cryptography	`49.0.0`	indirect	moderate	2	`50.0.0`
fastmcp	`3.4.5`	indirect	moderate	1	`4.1.2`
fastmcp-slim	`3.4.5`	indirect	moderate	1	`4.1.2`
h2	`4.3.0`	indirect	moderate	2	`4.4.1`
multidict	`6.7.1`	indirect	moderate	2	`6.9.1`
oauthlib	`3.3.1`	indirect	moderate	4	`4.0.0`
opentelemetry-api	`1.41.1`	indirect	moderate	1	`1.45.1`
opentelemetry-api	`1.44.0`	indirect	moderate	1	`1.45.1`

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.

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

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