Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-20 13:26 UTC

Eigenwise / atomic-agents

Building AI agents, atomically

PythonMIT★ 6,287 stars⑂ 559 forkssince Jun 2024View on GitHub ↗

KindPluginLibraryCommand-line toolMCP serverTerminal interfacehow this is determined

#ai #artificial-intelligence #large-language-model #large-language-models #llms #openai #openai-api

Eigenwise/atomic-agents holds a health index of 89 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (95/100) and lowest on Security (28/100). It was last updated today. A single contributor accounts for most of its recent work.

overall / 100

Excellent

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

Kenny VaneetveldePersonal account

183 followers22 public repossince Mar 2019

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

Registry	Package	Version	Downloads / mo	Versions	Last publish
PyPI	atomic-agents	2.13.1	11,711	91	0 days ago

Metrics by category

Vitality

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

93Exceptional · 21% of overall

Development activity

89Excellent

How it's scored

36/36	Push recency — last push 0 days ago
26.3/36	Commit cadence — 38/52 weeks with commits
18/18	Commit volume — 306 commits in the last year
0/10	OpenSSF Scorecard: Maintained — no data

Inputs used

commits_last_year	306
human_commit_share	1
days_since_last_push	0
active_weeks_last_year	38

Release discipline

100Exceptional

How it's scored

27/27	Ships releases — 70 releases published
36/36	Release recency — latest release 0 days ago
27/27	Release cadence — a release every ~7.8 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	70
latest_release_tag	v2.14.0
releases_from_tags	no
days_since_latest_release	0
mean_days_between_releases	7.8

Community & Adoption

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

79Good · 17% of overall

Popularity & adoption

93Exceptional

How it's scored

60/60	Stars — 6,287 stars
22.9/25	Forks — 559 forks
9.7/15	Watchers — 56 watchers

Inputs used

forks	559
stars	6,287
watchers	56
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

70Good

How it's scored

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

Inputs used

has_readme	yes
has_license	yes
readme_badges	12
has_contributing	yes
has_issue_template	no
has_code_of_conduct	no
readme_badge_services	badge.fury.io, github.com, shields.io
has_pull_request_template	no

Ecosystem adoption (downloads)

68Good

How it's scored

54.2/80	Monthly downloads — 11,711 downloads/month across pypi
0/20	Registry dependents — not reported by this ecosystem

Inputs used

packages	atomic-agents
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	11,711
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?

67Good · 23% of overall

Maintainer resilience (bus factor)

31At Risk

How it's scored

9/54	Bus factor — 1 contributor(s) cover half of all commits
5.2/22.5	Commit distribution — top contributor authored 77% of commits
13.5/13.5	Contributor breadth — 48 contributors
0/10	OpenSSF Scorecard: Contributors — no data

Inputs used

bus_factor	1
contributors_sampled	48
top_contributor_share	0.768

Issue & PR responsiveness

89Excellent

How it's scored

41.3/42	Issue resolution — 98% of issues closed
25.4/30	PR acceptance — 148/175 decided PRs merged
9/13	Newcomer PR acceptance — 9/13 first-time contributors' PRs merged in 30d
0/15	OpenSSF Scorecard: Code-Review — no data

Inputs used

merged_prs	148
open_issues	2
closed_issues	117
prs_merged_7d	17
prs_decided_7d	17
prs_merged_30d	27
prs_decided_30d	32
issue_closed_ratio	0.983
closed_unmerged_prs	27
first_time_authors_30d	11
first_time_prs_merged_30d	9
first_time_prs_decided_30d	13

Ownership & stewardship

60Moderate

How it's scored

10/30	Ownership backing — personal (user) account
0/20	Verified domain — not applicable to user accounts
16.3/25	Owner reach — 183 followers of Eigenwise
21.9/25	Track record — 22 public repos, account ~7 yr old

Inputs used

followers	183
owner_type	User
is_verified	—
owner_login	Eigenwise
public_repos	22
account_age_days	2,765

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

Package maintenance

100Exceptional

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 0 days ago
20/20	Version history — 91 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	atomic-agents
ecosystems	pypi
any_deprecated	no
min_days_since_publish	0

Engineering Quality

Are baseline engineering and documentation practices in place?

95Exceptional · 19% of overall

Engineering practices

92Excellent

How it's scored

24/24	CI workflows — 2 workflow(s)
24/24	Tests present
16/16	Linter config — .flake8, pyproject.toml ([tool.black])
9.6/9.6	Pre-commit hooks
0/6.4	.editorconfig
0/20	OpenSSF Scorecard: CI-Tests — no data

Inputs used

has_ci	yes
has_tests	yes
has_editorconfig	no
has_linter_config	yes
has_precommit_config	yes

Documentation

100Exceptional

How it's scored

30/30	README
25/25	Documentation directory
15/15	Documentation / homepage site — https://eigenwise.github.io/atomic-agents/
10/10	Repository description
10/10	Topics — 7 topics
10/10	Wiki

Inputs used

topics	ai, artificial-intelligence, large-language-model, large-language-models, llms, openai, openai-api
has_wiki	yes
homepage	https://eigenwise.github.io/atomic-agents/
docs_site	https://eigenwise.github.io/atomic-agents/
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?

28At Risk · 16% of overall

Security posture

25At Risk

How it's scored

0/30	Security policy (SECURITY.md)
0/25	Dependabot config
25/25	Dependency lockfiles — uv.lock
0/20	CodeQL workflow

Inputs used

source	file_signals
lockfiles	uv.lock
manifests	pyproject.toml, requirements.txt, setup.py
has_codeql_workflow	no
has_security_policy	no
has_dependabot_config	no

Dependency advisories

39Weak

How it's scored

5.3/35	Direct dependencies free of known advisories — 3 affected: gitpython 3.1.45 (critical 9.8), litellm 1.80.9 (critical 9.8), mcp 1.22.0 (high 7.5)
0/25	Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
23.8/40	No advisories left outstanding — 3 advisory-carrying package(s) unaddressed past 90 days; oldest published 321 days ago

Inputs used

source	osv
advisories	384
affected_packages	35
assessed_packages	284
unassessed_packages	43
affected_by_severity	critical 10, high 15, moderate 9, low 1
direct_affected_packages	3

Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 284 resolved dependencies against OSV. 43 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.

92Excellent · 4% of overall

Agent context & guidance

94Exceptional

How it's scored

45/45	Agent instructions — .aider.conf.yml, AGENTS.md, claude-plugin/atomic-agents/skills/framework/references/agents.md, docs/api/agents.md
15/15	Machine-readable docs (llms.txt) — llms.txt served by the project website (https://eigenwise.github.io/atomic-agents/llms.txt)
33.6/40	Legible commit history — 63 of 100 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	yes
llms_txt_url	https://eigenwise.github.io/atomic-agents/llms.txt
legible_history_share	0.63
agent_instruction_files	.aider.conf.yml, AGENTS.md, claude-plugin/atomic-agents/skills/framework/references/agents.md, docs/api/agents.md
agent_instruction_max_bytes	14,846

Verify loop (build / test / typecheck)

91Excellent

How it's scored

18/18	One-command bootstrap — docs/Makefile
22/22	Automated tests
11/11	Lint / format config — .flake8, pyproject.toml ([tool.black])
11/11	Static type checking — pyrightconfig.json
10/10	Reproducible environment — lockfile
10/10	Demonstrated agent practice — 50 of the last 100 commits agent-authored or agent-credited
0/8	Automated maintenance — no automated dependency updates observed
0/10	OpenSSF Scorecard: Pinned-Dependencies — no data

Inputs used

has_nix	no
has_tests	yes
lockfiles	uv.lock
has_dockerfile	no
typed_language	no
bootstrap_files	docs/Makefile
has_devcontainer	no
has_linter_config	yes
typecheck_configs	pyrightconfig.json
agent_commit_share	0.5
toolchain_manifests	—
dependency_bot_commit_share	0

Code legibility for models

82Excellent

How it's scored

27/45	Type-checkable code — Python with type-check config (pyrightconfig.json)
54.8/55	Manageable file sizes — 1/224 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	130,517
source_files_sampled	224
oversized_source_files	1

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

6,287GitHub stars

48contributors

306commits, last 12 months

0days since last push

70releases

1bus factor

2open 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:atomic-agents@2.13.1; advisories assessed against the repository dependency graph instead
Advisory severity resolved for 120 of 138 advisories (lookup cap); the remainder are reported as unknown severity
OpenSSF Scorecard did not return a usable result (killed by SIGKILL — most likely the container's memory limit); skipping Scorecard checks

More detail

Star and fork history 0 ★ / 559 ⇿

0Stars

559Forks

65Releases

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 13Patch 51

Each point covers 3 days.

Direct dependencies 10

Registry	Package	Version constraint	Manifest
PyPI	instructor	`>=1.17.0,<2`	pyproject.toml
PyPI	pydantic	`>=2.11.4,<3.0.0`	pyproject.toml
PyPI	rich	`>=13.7.1,<14.0.0`	pyproject.toml
PyPI	gitpython	`>=3.1.43,<4.0.0`	pyproject.toml
PyPI	pyfiglet	`>=1.0.2,<2.0.0`	pyproject.toml
PyPI	textual	`>=5.3.0,<6.0.0`	pyproject.toml
PyPI	pyyaml	`>=6.0.2,<7.0.0`	pyproject.toml
PyPI	requests	`>=2.32.3,<3.0.0`	pyproject.toml
PyPI	mcp	`>=1.8.0,<2`	pyproject.toml
PyPI	litellm	`>=1.50.0,<2.0.0`	pyproject.toml

All dependencies 327

Full resolved dependency set from the GitHub dependency graph: 19 direct and 308 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	gitpython	`—`	direct
PyPI	gitpython	`3.1.45`	direct
PyPI	instructor	`—`	direct
PyPI	instructor	`1.17.0`	direct
PyPI	litellm	`1.80.9`	direct
PyPI	mcp	`—`	direct
PyPI	mcp	`1.22.0`	direct
PyPI	pydantic	`—`	direct
PyPI	pydantic	`2.12.4`	direct
PyPI	pyfiglet	`—`	direct
PyPI	pyfiglet	`1.0.4`	direct
PyPI	pyyaml	`—`	direct
PyPI	pyyaml	`6.0.3`	direct
PyPI	requests	`—`	direct
PyPI	requests	`2.34.2`	direct
PyPI	rich	`—`	direct
PyPI	rich	`13.9.4`	direct
PyPI	textual	`—`	direct
PyPI	textual	`5.3.0`	direct
PyPI	aiohappyeyeballs	`2.6.1`	indirect
PyPI	aiohttp	`—`	indirect
PyPI	aiohttp	`3.14.5`	indirect
PyPI	aiosignal	`1.4.0`	indirect
PyPI	alabaster	`0.7.16`	indirect
PyPI	alembic	`1.17.2`	indirect
PyPI	annotated-doc	`0.0.4`	indirect
PyPI	annotated-types	`0.7.0`	indirect
PyPI	anthropic	`0.93.0`	indirect
PyPI	anyio	`4.11.0`	indirect
PyPI	arize-phoenix-otel	`—`	indirect
PyPI	arize-phoenix-otel	`0.17.1`	indirect
PyPI	arxiv-search	`1.0.0`	indirect
PyPI	asyncer	`0.0.8`	indirect
PyPI	atomic-agents	`—`	indirect
PyPI	atomic-agents	`2.14.0`	indirect
PyPI	attrs	`25.4.0`	indirect
PyPI	authlib	`1.6.5`	indirect
PyPI	babel	`2.17.0`	indirect
PyPI	backoff	`2.2.1`	indirect
PyPI	basic-multimodal	`1.0.0`	indirect
PyPI	basic-pdf-analysis	`1.0.0`	indirect
PyPI	bcrypt	`5.0.0`	indirect
PyPI	beartype	`0.22.8`	indirect
PyPI	beautifulsoup4	`—`	indirect
PyPI	beautifulsoup4	`4.14.2`	indirect
PyPI	black	`24.10.0`	indirect
PyPI	bocha-search	`1.0.0`	indirect
PyPI	build	`1.3.0`	indirect
PyPI	cachetools	`6.2.2`	indirect
PyPI	calculator	`1.0.0`	indirect
PyPI	certifi	`2025.11.12`	indirect
PyPI	cffi	`2.0.0`	indirect
PyPI	cfgv	`3.5.0`	indirect
PyPI	chardet	`5.2.0`	indirect
PyPI	charset-normalizer	`3.4.4`	indirect
PyPI	chromadb	`—`	indirect
PyPI	chromadb	`1.3.5`	indirect
PyPI	click	`8.5.0`	indirect
PyPI	cloudpickle	`3.1.2`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	coloredlogs	`15.0.1`	indirect
PyPI	colorlog	`6.10.1`	indirect
PyPI	courlan	`1.3.2`	indirect
PyPI	coverage	`—`	indirect
PyPI	coverage	`7.12.0`	indirect
PyPI	cryptography	`46.0.3`	indirect
PyPI	cssselect	`1.3.0`	indirect
PyPI	cyclopts	`4.3.0`	indirect
PyPI	dateparser	`1.2.2`	indirect
PyPI	datetime-tool	`1.0.0`	indirect
PyPI	deep-research	`0.1.0`	indirect
PyPI	defusedxml	`0.7.1`	indirect
PyPI	diskcache	`5.6.3`	indirect
PyPI	distlib	`0.4.0`	indirect
PyPI	distro	`1.9.0`	indirect
PyPI	dnspython	`2.8.0`	indirect
PyPI	docstring-parser	`0.17.0`	indirect
PyPI	docutils	`0.20.1`	indirect
PyPI	dspy	`—`	indirect
PyPI	dspy	`3.0.4`	indirect
PyPI	dspy-integration	`1.0.0`	indirect
PyPI	durationpy	`0.10`	indirect
PyPI	email-validator	`2.3.0`	indirect
PyPI	example-client	`0.1.0`	indirect
PyPI	example-mcp-server	`—`	indirect
PyPI	example-mcp-server	`0.1.0`	indirect
PyPI	exceptiongroup	`1.3.1`	indirect
PyPI	fastapi	`—`	indirect
PyPI	fastapi	`0.122.0`	indirect
PyPI	fastapi-memory	`0.1.0`	indirect
PyPI	fastmcp	`—`	indirect
PyPI	fastmcp	`2.13.3`	indirect
PyPI	fastuuid	`0.14.0`	indirect
PyPI	fia-signals	`1.0.0`	indirect
PyPI	filelock	`3.20.0`	indirect
PyPI	firecrawl-search	`1.0.0`	indirect
PyPI	flake8	`7.3.0`	indirect
PyPI	flatbuffers	`25.9.23`	indirect
PyPI	frozenlist	`1.8.0`	indirect
PyPI	fsspec	`2025.10.0`	indirect
PyPI	fxmacrodata-tool	`1.0.0`	indirect
PyPI	gepa	`0.0.17`	indirect
PyPI	gitdb	`4.0.12`	indirect
PyPI	google-api-core	`2.28.1`	indirect
PyPI	google-api-python-client	`—`	indirect
PyPI	google-api-python-client	`2.187.0`	indirect
PyPI	google-auth	`2.43.0`	indirect
PyPI	google-auth-httplib2	`0.2.1`	indirect
PyPI	google-genai	`1.52.0`	indirect
PyPI	googleapis-common-protos	`1.72.0`	indirect
PyPI	greenlet	`3.3.0`	indirect
PyPI	groq	`0.33.0`	indirect
PyPI	grpcio	`1.67.1`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	h2	`4.3.0`	indirect
PyPI	hackernews-search	`1.0.0`	indirect
PyPI	hatchling	`—`	indirect
PyPI	hf-xet	`1.2.0`	indirect
PyPI	hooks-example	`1.0.0`	indirect
PyPI	hpack	`4.1.0`	indirect
PyPI	htmldate	`1.9.4`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httplib2	`0.31.0`	indirect
PyPI	httptools	`0.7.1`	indirect
PyPI	httpx	`—`	indirect
PyPI	httpx	`0.28.1`	indirect
PyPI	httpx-sse	`0.4.3`	indirect
PyPI	huggingface-hub	`1.1.5`	indirect
PyPI	humanfriendly	`10.0`	indirect
PyPI	hyperframe	`6.1.0`	indirect
PyPI	identify	`2.6.15`	indirect
PyPI	idna	`3.20`	indirect
PyPI	imagesize	`1.4.1`	indirect
PyPI	importlib-metadata	`8.7.0`	indirect
PyPI	importlib-resources	`6.5.2`	indirect
PyPI	iniconfig	`2.3.0`	indirect
PyPI	jinja2	`3.1.6`	indirect
PyPI	jiter	`0.11.1`	indirect
PyPI	joblib	`1.5.2`	indirect
PyPI	json-repair	`0.54.2`	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	justext	`3.0.2`	indirect
PyPI	kubernetes	`33.1.0`	indirect
PyPI	linkify-it-py	`2.0.3`	indirect
PyPI	lxml	`—`	indirect
PyPI	lxml	`5.4.0`	indirect
PyPI	lxml-html-clean	`—`	indirect
PyPI	lxml-html-clean	`0.4.3`	indirect
PyPI	magicattr	`0.1.6`	indirect
PyPI	mako	`1.3.10`	indirect
PyPI	markdown	`3.10`	indirect
PyPI	markdown-it-py	`3.0.0`	indirect
PyPI	markdownify	`—`	indirect
PyPI	markdownify	`0.14.1`	indirect
PyPI	markupsafe	`3.0.3`	indirect
PyPI	mccabe	`0.7.0`	indirect
PyPI	mdit-py-plugins	`0.5.0`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	mmh3	`5.2.0`	indirect
PyPI	mpmath	`1.3.0`	indirect
PyPI	multidict	`6.7.0`	indirect
PyPI	mypy-extensions	`1.1.0`	indirect
PyPI	myst-parser	`2.0.0`	indirect
PyPI	nested-multimodal	`1.0.0`	indirect
PyPI	nodeenv	`1.9.1`	indirect
PyPI	numpy	`—`	indirect
PyPI	numpy	`2.3.5`	indirect
PyPI	oauthlib	`3.3.1`	indirect
PyPI	onnxruntime	`1.23.2`	indirect
PyPI	openai	`—`	indirect
PyPI	openai	`2.8.1`	indirect
PyPI	openapi-pydantic	`0.5.1`	indirect
PyPI	openinference-instrumentation	`0.1.71`	indirect
PyPI	openinference-instrumentation-openai	`—`	indirect
PyPI	openinference-instrumentation-openai	`0.1.65`	indirect
PyPI	openinference-semantic-conventions	`0.1.41`	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-proto	`1.38.0`	indirect
PyPI	opentelemetry-sdk	`1.38.0`	indirect
PyPI	opentelemetry-semantic-conventions	`0.59b0`	indirect
PyPI	optuna	`4.6.0`	indirect
PyPI	orchestration-agent	`0.1.0`	indirect
PyPI	orjson	`3.11.4`	indirect
PyPI	overrides	`7.7.0`	indirect
PyPI	packaging	`25.0`	indirect
PyPI	pathable	`0.4.4`	indirect
PyPI	pathspec	`0.12.1`	indirect
PyPI	pathvalidate	`3.3.1`	indirect
PyPI	pd-data-server	`0.1.0`	indirect
PyPI	pd-math-server	`0.1.0`	indirect
PyPI	pd-text-server	`0.1.0`	indirect
PyPI	pdf-reader	`1.0.0`	indirect
PyPI	pdoc3	`0.11.6`	indirect
PyPI	persistent-memory	`1.0.0`	indirect
PyPI	phoenix-tracing	`1.0.0`	indirect
PyPI	pillow	`12.0.0`	indirect
PyPI	platformdirs	`4.5.0`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	portalocker	`3.2.0`	indirect
PyPI	posthog	`5.4.0`	indirect
PyPI	pre-commit	`4.5.0`	indirect
PyPI	progressive-disclosure	`0.1.0`	indirect
PyPI	propcache	`0.4.1`	indirect
PyPI	proto-plus	`1.26.1`	indirect
PyPI	protobuf	`6.33.1`	indirect
PyPI	pulsar-client	`—`	indirect
PyPI	pulsar-client	`3.8.0`	indirect
PyPI	py-key-value-aio	`0.3.0`	indirect
PyPI	py-key-value-shared	`0.3.0`	indirect
PyPI	pyasn1	`0.6.1`	indirect
PyPI	pyasn1-modules	`0.4.2`	indirect
PyPI	pybase64	`1.4.2`	indirect
PyPI	pycodestyle	`2.14.0`	indirect
PyPI	pycparser	`2.23`	indirect
PyPI	pydantic-core	`2.41.5`	indirect
PyPI	pydantic-settings	`2.12.0`	indirect
PyPI	pyflakes	`3.4.0`	indirect
PyPI	pygments	`2.19.2`	indirect
PyPI	pyjwt	`2.10.1`	indirect
PyPI	pyparsing	`3.2.5`	indirect
PyPI	pypdf	`—`	indirect
PyPI	pypdf	`6.10.2`	indirect
PyPI	pyperclip	`1.11.0`	indirect
PyPI	pypika	`0.48.9`	indirect
PyPI	pyproject-hooks	`1.2.0`	indirect
PyPI	pyreadline3	`3.5.4`	indirect
PyPI	pytest	`—`	indirect
PyPI	pytest	`8.4.2`	indirect
PyPI	pytest-asyncio	`—`	indirect
PyPI	pytest-asyncio	`0.26.0`	indirect
PyPI	pytest-cov	`—`	indirect
PyPI	pytest-cov	`5.0.0`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-dotenv	`—`	indirect
PyPI	python-dotenv	`1.2.1`	indirect
PyPI	python-multipart	`0.0.20`	indirect
PyPI	pytz	`2025.2`	indirect
PyPI	pywin32	`311`	indirect
PyPI	qdrant-client	`—`	indirect
PyPI	qdrant-client	`1.16.0`	indirect
PyPI	quickstart	`1.0.0`	indirect
PyPI	rag-chatbot	`0.1.0`	indirect
PyPI	readability-lxml	`—`	indirect
PyPI	readability-lxml	`0.8.4.1`	indirect
PyPI	referencing	`0.36.2`	indirect
PyPI	regex	`2025.11.3`	indirect
PyPI	reportlab	`—`	indirect
PyPI	reportlab	`4.4.10`	indirect
PyPI	requests-oauthlib	`2.0.0`	indirect
PyPI	rich-rst	`1.3.2`	indirect
PyPI	rpds-py	`0.29.0`	indirect
PyPI	rsa	`4.9.1`	indirect
PyPI	searxng-search	`1.0.0`	indirect
PyPI	serply-search	`1.0.0`	indirect
PyPI	shellingham	`1.5.4`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	smmap	`5.0.2`	indirect
PyPI	sniffio	`1.3.1`	indirect
PyPI	snowballstemmer	`3.0.1`	indirect
PyPI	soupsieve	`2.8`	indirect
PyPI	sphinx	`7.4.7`	indirect
PyPI	sphinx-autobuild	`2024.10.3`	indirect
PyPI	sphinx-copybutton	`0.5.2`	indirect
PyPI	sphinx-design	`0.6.1`	indirect
PyPI	sphinx-rtd-theme	`2.0.0`	indirect
PyPI	sphinxcontrib-applehelp	`2.0.0`	indirect
PyPI	sphinxcontrib-devhelp	`2.0.0`	indirect
PyPI	sphinxcontrib-htmlhelp	`2.1.0`	indirect
PyPI	sphinxcontrib-jquery	`4.1`	indirect
PyPI	sphinxcontrib-jsmath	`1.0.1`	indirect
PyPI	sphinxcontrib-mermaid	`1.2.3`	indirect
PyPI	sphinxcontrib-qthelp	`2.0.0`	indirect
PyPI	sphinxcontrib-serializinghtml	`2.0.0`	indirect
PyPI	sqlalchemy	`2.0.44`	indirect
PyPI	sse-starlette	`3.0.3`	indirect
PyPI	starlette	`0.50.0`	indirect
PyPI	sympy	`—`	indirect
PyPI	sympy	`1.14.0`	indirect
PyPI	tavily-search	`1.0.0`	indirect
PyPI	tenacity	`9.1.2`	indirect
PyPI	tiktoken	`0.12.0`	indirect
PyPI	tld	`0.13.1`	indirect
PyPI	tokenizers	`0.22.1`	indirect
PyPI	tqdm	`4.67.1`	indirect
PyPI	trafilatura	`—`	indirect
PyPI	trafilatura	`1.12.2`	indirect
PyPI	typer	`0.20.0`	indirect
PyPI	typer-slim	`0.20.0`	indirect
PyPI	typing-extensions	`4.15.0`	indirect
PyPI	typing-inspection	`0.4.2`	indirect
PyPI	tzdata	`—`	indirect
PyPI	tzdata	`2025.2`	indirect
PyPI	tzlocal	`5.3.1`	indirect
PyPI	uc-micro-py	`1.0.3`	indirect
PyPI	uritemplate	`4.2.0`	indirect
PyPI	urllib3	`2.8.0`	indirect
PyPI	uvicorn	`—`	indirect
PyPI	uvicorn	`0.38.0`	indirect
PyPI	uvloop	`0.22.1`	indirect
PyPI	virtualenv	`20.35.4`	indirect
PyPI	watchfiles	`1.1.1`	indirect
PyPI	weather-tool	`1.0.0`	indirect
PyPI	web-search-agent	`1.0.0`	indirect
PyPI	webpage-scraper	`1.0.0`	indirect
PyPI	websocket-client	`1.9.0`	indirect
PyPI	websockets	`15.0.1`	indirect
PyPI	wget	`—`	indirect
PyPI	wget	`3.2`	indirect
PyPI	wikipedia-search	`1.0.0`	indirect
PyPI	wrapt	`1.17.3`	indirect
PyPI	xmltodict	`1.0.4`	indirect
PyPI	xxhash	`3.6.0`	indirect
PyPI	yarl	`1.25.1`	indirect
PyPI	youtube-summarizer	`1.0.0`	indirect
PyPI	youtube-to-recipe	`1.0.0`	indirect
PyPI	youtube-transcript-api	`—`	indirect
PyPI	youtube-transcript-api	`1.2.3`	indirect
PyPI	youtube-transcript-scraper	`1.0.0`	indirect
PyPI	zipp	`3.23.0`	indirect

Dependency advisories 35

This repository publishes no package the index resolves, so its own dependency graph was assessed — 284 packages, which also include development and test pins that never ship: 35 carry known advisories, of which 3 are direct. 43 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

Package	Version	Relation	Severity	Advisories	Fixed in
gitpython	`3.1.45`	direct	critical	59	`3.1.62`
litellm	`1.80.9`	direct	critical	45	`1.96.2`
anyio	`4.11.0`	indirect	critical	4	`4.14.2`
authlib	`1.6.5`	indirect	critical	16	`1.7.1`
black	`24.10.0`	indirect	critical	3	`26.3.1`
chromadb	`1.3.5`	indirect	critical	8	—
cryptography	`46.0.3`	indirect	critical	13	`50.0.0`
fastmcp	`2.13.3`	indirect	critical	9	`3.2.0`
pillow	`12.0.0`	indirect	critical	38	`12.3.0`
pyjwt	`2.10.1`	indirect	critical	31	`2.15.0`
mcp	`1.22.0`	direct	high	7	`2.2.0`
fsspec	`2025.10.0`	indirect	high	2	`2026.6.0`
httplib2	`0.31.0`	indirect	high	2	`0.32.0`
json-repair	`0.54.2`	indirect	high	1	`0.60.1`
lxml	`5.4.0`	indirect	high	2	`6.1.0`
lxml-html-clean	`0.4.3`	indirect	high	6	`0.4.5`
mako	`1.3.10`	indirect	high	6	`1.4.2`
orjson	`3.11.4`	indirect	high	2	`3.11.6`
protobuf	`6.33.1`	indirect	high	2	`6.33.5`
pyasn1	`0.6.1`	indirect	high	10	`0.6.4`
pypdf	`6.10.2`	indirect	high	53	`6.19.0`
python-multipart	`0.0.20`	indirect	high	14	`0.0.31`
soupsieve	`2.8`	indirect	high	8	`2.9.0`
starlette	`0.50.0`	indirect	high	10	`1.3.1`
virtualenv	`20.35.4`	indirect	high	10	`21.7.13`
diskcache	`5.6.3`	indirect	moderate	2	—
filelock	`3.20.0`	indirect	moderate	4	`3.20.3`
h2	`4.3.0`	indirect	moderate	2	`4.4.1`
hpack	`4.1.0`	indirect	moderate	2	`4.2.0`
multidict	`6.7.0`	indirect	moderate	2	`6.9.1`
oauthlib	`3.3.1`	indirect	moderate	4	`4.0.0`
pydantic-settings	`2.12.0`	indirect	moderate	1	`2.14.2`
pytest	`8.4.2`	indirect	moderate	2	`9.0.3`
python-dotenv	`1.2.1`	indirect	moderate	2	`1.2.2`
pygments	`2.19.2`	indirect	low	2	`2.20.0`

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 v0.34.0 — full methodology · metrics wiki.

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

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