Software health reportschema 0.15.0 · metrics 1.13.0 · 2026-07-20 09:03 UTC

NVIDIA / NeMo-Agent-Toolkit

The NVIDIA NeMo Agent toolkit is an open-source library for efficiently connecting and optimizing teams of AI agents.

PythonApache-2.0★ 2,505 stars⑂ 712 forkssince Mar 2025View on GitHub ↗

NVIDIA/NeMo-Agent-Toolkit holds a health index of 87 out of 100, placing it in the Excellent band. It scores highest on Vitality (99/100) and lowest on Security (60/100). It was last updated 1 day ago. 4 contributors account 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; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

Excellent85-100Exemplary; meets essentially all checked criteria

Good70-84Healthy; minor gaps

Moderate50-69Acceptable with notable gaps; review recommended

At risk30-49Significant weaknesses; adoption warrants caution

Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

Ownership

NVIDIA CorporationOrganization

28,148 followers769 public repossince May 2012

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

Package ecosystems

Registry	Package	Version	Downloads / mo	Versions	Last publish	Tags
PyPI	nvidia-nat	1.8.0	161,041	449	33 days ago	ai rag agents

Metrics by category

Vitality

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

99Excellent · 22% of overall

Development activity

99Excellent

How it's scored

36/36	Push recency — last push 1 days ago
35.3/36	Commit cadence — 51/52 weeks with commits
18/18	Commit volume — 1,207 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10

Inputs used

commits_last_year	1,207
human_commit_share	—
days_since_last_push	1
active_weeks_last_year	51

Release discipline

100Excellent

How it's scored

27/27	Ships releases — 15 releases published
36/36	Release recency — latest release 33 days ago
27/27	Release cadence — a release every ~26.1 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	15
latest_release_tag	v1.8.0
releases_from_tags	no
days_since_latest_release	33
mean_days_between_releases	26.1

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?

89Excellent · 18% of overall

Popularity & adoption

87Excellent

How it's scored

55.1/60	Stars — 2,505 stars
23.8/25	Forks — 712 forks
8.3/15	Watchers — 32 watchers

Inputs used

forks	712
stars	2,505
watchers	32
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

92Excellent

How it's scored

22.5/22.5	README
22.5/22.5	License — recognized license (Apache-2.0)
18/18	CONTRIBUTING guide
13.5/13.5	Code of conduct
0/7.2	Issue template
6.3/6.3	PR template

Inputs used

has_readme	yes
has_license	yes
has_contributing	yes
has_issue_template	no
has_code_of_conduct	yes
has_pull_request_template	yes

Ecosystem adoption (downloads)

87Excellent

How it's scored

69.4/80	Monthly downloads — 161,041 downloads/month across pypi
0/20	Registry dependents — not reported by this ecosystem

Inputs used

packages	nvidia-nat
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	161,041

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?

88Excellent · 24% of overall

Maintainer resilience (bus factor)

84Good

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 — 100 contributors
10/10	OpenSSF Scorecard: Contributors — project has 10 contributing companies or organizations

Inputs used

bus_factor	4
contributors_sampled	100
top_contributor_share	0.233

Issue & PR responsiveness

91Excellent

How it's scored

43.4/46.8	Issue resolution — 93% of issues closed
32.2/38.3	PR acceptance — 1,456/1,731 decided PRs merged
15/15	OpenSSF Scorecard: Code-Review — all changesets reviewed

Inputs used

merged_prs	1,456
open_issues	27
closed_issues	352
issue_closed_ratio	0.929
closed_unmerged_prs	275

Ownership & stewardship

80Good

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain
25/25	Owner reach — 28,148 followers of NVIDIA
25/25	Track record — 769 public repos, account ~14 yr old

Inputs used

followers	28,148
owner_type	Organization
is_verified	—
owner_login	NVIDIA
public_repos	769
account_age_days	5,183

Package maintenance

100Excellent

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 33 days ago
20/20	Version history — 449 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	nvidia-nat
ecosystems	pypi
any_deprecated	no
min_days_since_publish	33

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 20% of overall

Engineering practices

94Excellent

How it's scored

24/24	CI workflows — 3 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://docs.nvidia.com/nemo/agent-toolkit/latest/
10/10	Repository description
0/10	Topics
10/10	Wiki

Inputs used

topics	—
has_wiki	yes
homepage	https://docs.nvidia.com/nemo/agent-toolkit/latest/
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?

60Moderate · 16% of overall

Security posture

60Moderate

How it's scored

7.5/7.5	Binary-Artifacts — no binaries found in the repo
3/7.5	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
7.5/7.5	Code-Review — all changesets reviewed
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
7.5/7.5	Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
0/5	Packaging — no data
1/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2
0/5	SAST — SAST tool is not run on all commits -- score normalized to 0
5/5	Security-Policy — security policy file detected
0/7.5	Signed-Releases — no data
6.8/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5	Vulnerabilities — 179 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	16
scorecard_version	v5.5.0
checks_inconclusive	2
scorecard_aggregate	6

Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

71Good · 0% of overall

Agent context & guidance

75Good

How it's scored

45/45	Agent instructions — .cursor/rules/cursor-rules.mdc, .cursor/rules/documentation/capitalization.mdc, .cursor/rules/documentation/categories.mdc, .cursor/rules/documentation/formatting.mdc, .cursor/rules/documentation/general.mdc, .cursor/rules/documentation/latinisms.mdc, .cursor/rules/documentation/lists-and-tables.mdc, .cursor/rules/documentation/numbers-and-dates.mdc, .cursor/rules/documentation/punctuation.mdc, .cursor/rules/documentation/voice-and-tone.mdc, .cursor/rules/documentation/writing-process.mdc, .cursor/rules/general.mdc, .cursor/rules/nat-agents/general.mdc, .cursor/rules/nat-cli/general.mdc, .cursor/rules/nat-cli/nat-eval.mdc, .cursor/rules/nat-cli/nat-info.mdc, .cursor/rules/nat-cli/nat-run-serve.mdc, .cursor/rules/nat-cli/nat-workflow.mdc, .cursor/rules/nat-setup/general.mdc, .cursor/rules/nat-setup/nat-toolkit-installation.mdc, .cursor/rules/nat-tests/general.mdc, .cursor/rules/nat-tests/integration-tests.mdc, .cursor/rules/nat-tests/nat-test-llm.mdc, .cursor/rules/nat-workflows/add-functions.mdc, .cursor/rules/nat-workflows/add-tools.mdc, .cursor/rules/nat-workflows/general.mdc, AGENTS.md, skills/nat-agent-configuration/references/agents.md
0/15	Machine-readable docs (llms.txt)
0/40	Legible commit history — no data

Inputs used

has_llms_txt	no
legible_history_share	—
agent_instruction_files	.cursor/rules/cursor-rules.mdc, .cursor/rules/documentation/capitalization.mdc, .cursor/rules/documentation/categories.mdc, .cursor/rules/documentation/formatting.mdc, .cursor/rules/documentation/general.mdc, .cursor/rules/documentation/latinisms.mdc, .cursor/rules/documentation/lists-and-tables.mdc, .cursor/rules/documentation/numbers-and-dates.mdc, .cursor/rules/documentation/punctuation.mdc, .cursor/rules/documentation/voice-and-tone.mdc, .cursor/rules/documentation/writing-process.mdc, .cursor/rules/general.mdc, .cursor/rules/nat-agents/general.mdc, .cursor/rules/nat-cli/general.mdc, .cursor/rules/nat-cli/nat-eval.mdc, .cursor/rules/nat-cli/nat-info.mdc, .cursor/rules/nat-cli/nat-run-serve.mdc, .cursor/rules/nat-cli/nat-workflow.mdc, .cursor/rules/nat-setup/general.mdc, .cursor/rules/nat-setup/nat-toolkit-installation.mdc, .cursor/rules/nat-tests/general.mdc, .cursor/rules/nat-tests/integration-tests.mdc, .cursor/rules/nat-tests/nat-test-llm.mdc, .cursor/rules/nat-workflows/add-functions.mdc, .cursor/rules/nat-workflows/add-tools.mdc, .cursor/rules/nat-workflows/general.mdc, AGENTS.md, skills/nat-agent-configuration/references/agents.md
agent_instruction_max_bytes	10,375

Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

77Good

How it's scored

18/18	One-command bootstrap — docs/Makefile
22/22	Automated tests
11/11	Lint / format config
0/11	Static type checking
10/10	Reproducible environment — Dockerfile, lockfile
0/10	Demonstrated agent practice — no data
0/8	Automated maintenance — no data
2/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2

Inputs used

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

Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.

Code legibility for models

55Moderate

How it's scored

0/45	Type-checkable code — Python without a type-check config
54.7/55	Manageable file sizes — 8/1,643 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	85,894
source_files_sampled	1,643
oversized_source_files	8

Machine-readable interfaces

60Moderate

How it's scored

0/40	API schema (OpenAPI/GraphQL/proto)
20/20	MCP server
40/40	Runnable examples — examples, notebooks

Inputs used

example_dirs	examples, notebooks
has_mcp_signal	yes
api_schema_files	—

Key facts

2,505GitHub stars

100contributors

1,207commits, last 12 months

1days since last push

15releases

4bus factor

27open issues

PyPIpackage ecosystems

More detail

OpenSSF Scorecard 6.0 / 10

6.0aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-20 09:03 UTC

10	Binary-Artifacts	no binaries found in the repo
4	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
10	Code-Review	all changesets reviewed
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
10	Maintained	30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
n/a	Packaging	packaging workflow not detected
2	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 2
0	SAST	SAST tool is not run on all commits -- score normalized to 0
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	179 existing vulnerabilities detected

All dependencies 938

Full resolved dependency set from the GitHub dependency graph: 0 direct and 938 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	a2a-sdk	`0.3.24`	indirect
PyPI	abnf	`2.2.0`	indirect
PyPI	accessible-pygments	`0.0.5`	indirect
PyPI	agent-memory-client	`0.14.0`	indirect
PyPI	agno	`2.6.5`	indirect
PyPI	aioboto3	`15.5.0`	indirect
PyPI	aiobotocore	`2.25.1`	indirect
PyPI	aiofile	`3.9.0`	indirect
PyPI	aiofiles	`25.1.0`	indirect
PyPI	aiohappyeyeballs	`2.6.1`	indirect
PyPI	aiohappyeyeballs	`2.6.2`	indirect
PyPI	aiohttp	`3.13.3`	indirect
PyPI	aiohttp	`3.13.5`	indirect
PyPI	aiohttp	`3.14.0`	indirect
PyPI	aiohttp-retry	`2.9.1`	indirect
PyPI	aioice	`0.10.2`	indirect
PyPI	aioitertools	`0.13.0`	indirect
PyPI	aiomysql	`0.3.2`	indirect
PyPI	aiortc	`1.14.0`	indirect
PyPI	aiorwlock	`1.5.0`	indirect
PyPI	aiorwlock	`1.5.1`	indirect
PyPI	aiosignal	`1.4.0`	indirect
PyPI	aiosqlite	`0.21.0`	indirect
PyPI	aiosqlite	`0.22.1`	indirect
PyPI	alabaster	`1.0.0`	indirect
PyPI	alembic	`1.18.4`	indirect
PyPI	annotated-doc	`0.0.4`	indirect
PyPI	annotated-types	`0.7.0`	indirect
PyPI	annoy	`1.17.3`	indirect
PyPI	ansible-runner	`2.4.2`	indirect
PyPI	anthropic	`0.77.0`	indirect
PyPI	anthropic	`0.83.0`	indirect
PyPI	anyio	`4.12.1`	indirect
PyPI	anyio	`4.13.0`	indirect
PyPI	appdirs	`1.4.4`	indirect
PyPI	appnope	`0.1.4`	indirect
PyPI	argon2-cffi	`25.1.0`	indirect
PyPI	argon2-cffi-bindings	`25.1.0`	indirect
PyPI	arize-phoenix-otel	`0.14.0`	indirect
PyPI	arize-phoenix-otel	`0.15.0`	indirect
PyPI	arize-phoenix-otel	`0.16.1`	indirect
PyPI	arxiv	`2.4.0`	indirect
PyPI	asgi-lifespan	`2.1.0`	indirect
PyPI	astroid	`3.3.11`	indirect
PyPI	astroid	`4.1.0`	indirect
PyPI	asttokens	`3.0.1`	indirect
PyPI	async-timeout	`5.0.1`	indirect
PyPI	attrs	`25.4.0`	indirect
PyPI	attrs	`26.1.0`	indirect
PyPI	authlib	`1.7.2`	indirect
PyPI	autogen-agentchat	`0.7.5`	indirect
PyPI	autogen-core	`0.7.5`	indirect
PyPI	autogen-ext	`0.7.5`	indirect
PyPI	av	`16.1.0`	indirect
PyPI	aws-requests-auth	`0.4.3`	indirect
PyPI	azure-ai-agents	`1.2.0b6`	indirect
PyPI	azure-ai-projects	`1.0.0`	indirect
PyPI	azure-core	`1.38.0`	indirect
PyPI	azure-core	`1.38.2`	indirect
PyPI	azure-core	`1.41.0`	indirect
PyPI	azure-identity	`1.25.1`	indirect
PyPI	azure-identity	`1.25.2`	indirect
PyPI	azure-storage-blob	`12.28.0`	indirect
PyPI	babel	`2.18.0`	indirect
PyPI	backoff	`2.2.1`	indirect
PyPI	backports-tarfile	`1.2.0`	indirect
PyPI	banks	`2.4.2`	indirect
PyPI	bcrypt	`5.0.0`	indirect
PyPI	beartype	`0.22.9`	indirect
PyPI	beautifulsoup4	`4.14.3`	indirect
PyPI	bleach	`6.3.0`	indirect
PyPI	blinker	`1.9.0`	indirect
PyPI	blis	`1.3.3`	indirect
PyPI	boto3	`1.40.61`	indirect
PyPI	boto3	`1.43.22`	indirect
PyPI	botocore	`1.40.61`	indirect
PyPI	botocore	`1.43.22`	indirect
PyPI	build	`1.4.0`	indirect
PyPI	cachetools	`6.2.6`	indirect
PyPI	cachetools	`7.0.0`	indirect
PyPI	cachetools	`7.0.1`	indirect
PyPI	cachetools	`7.0.2`	indirect
PyPI	cachetools	`7.1.1`	indirect
PyPI	cachetools	`7.1.3`	indirect
PyPI	cachetools	`7.1.4`	indirect
PyPI	caio	`0.9.25`	indirect
PyPI	catalogue	`2.0.10`	indirect
PyPI	certifi	`2026.1.4`	indirect
PyPI	certifi	`2026.2.25`	indirect
PyPI	certifi	`2026.4.22`	indirect
PyPI	certifi	`2026.5.20`	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	charset-normalizer	`3.4.7`	indirect
PyPI	chromadb	`1.1.1`	indirect
PyPI	cint	`1.0.0`	indirect
PyPI	circuitbreaker	`2.1.3`	indirect
PyPI	click	`8.1.8`	indirect
PyPI	click	`8.3.1`	indirect
PyPI	click	`8.3.3`	indirect
PyPI	click	`8.4.0`	indirect
PyPI	click	`8.4.1`	indirect
PyPI	click	`8.4.2`	indirect
PyPI	cloudevents	`1.12.0`	indirect
PyPI	cloudpathlib	`0.23.0`	indirect
PyPI	cloudpathlib	`0.24.0`	indirect
PyPI	cloudpickle	`3.1.2`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	colorlog	`6.10.1`	indirect
PyPI	comm	`0.2.3`	indirect
PyPI	confection	`0.1.5`	indirect
PyPI	confection	`1.3.3`	indirect
PyPI	contourpy	`1.3.3`	indirect
PyPI	courlan	`1.3.2`	indirect
PyPI	coverage	`7.13.2`	indirect
PyPI	coverage	`7.13.3`	indirect
PyPI	coverage	`7.13.4`	indirect
PyPI	coverage	`7.13.5`	indirect
PyPI	coverage	`7.14.0`	indirect
PyPI	crc32c	`2.8`	indirect
PyPI	crewai	`1.13.0`	indirect
PyPI	crewai	`1.6.1`	indirect
PyPI	cryptography	`46.0.7`	indirect
PyPI	cycler	`0.12.1`	indirect
PyPI	cyclopts	`4.5.4`	indirect
PyPI	cymem	`2.0.13`	indirect
PyPI	dask	`2026.1.2`	indirect
PyPI	dataclass-wizard	`0.39.1`	indirect
PyPI	dataclasses-json	`0.6.7`	indirect
PyPI	datasets	`4.5.0`	indirect
PyPI	datasets	`4.6.1`	indirect
PyPI	datasets	`4.8.4`	indirect
PyPI	datasets	`4.8.5`	indirect
PyPI	dateparser	`1.3.0`	indirect
PyPI	debugpy	`1.8.20`	indirect
PyPI	decorator	`5.2.1`	indirect
PyPI	defusedxml	`0.7.1`	indirect
PyPI	deprecated	`1.2.18`	indirect
PyPI	deprecation	`2.1.0`	indirect
PyPI	dill	`0.4.0`	indirect
PyPI	dill	`0.4.1`	indirect
PyPI	dirtyjson	`1.0.8`	indirect
PyPI	diskcache	`5.6.3`	indirect
PyPI	diskcache-weave	`5.6.3.post1`	indirect
PyPI	distlib	`0.4.0`	indirect
PyPI	distributed	`2026.1.2`	indirect
PyPI	distro	`1.9.0`	indirect
PyPI	dnspython	`2.8.0`	indirect
PyPI	docopt	`0.6.2`	indirect
PyPI	docstring-parser	`0.17.0`	indirect
PyPI	docutils	`0.21.2`	indirect
PyPI	docutils	`0.22.4`	indirect
PyPI	durationpy	`0.10`	indirect
PyPI	elastic-transport	`8.17.1`	indirect
PyPI	elasticsearch	`8.19.3`	indirect
PyPI	email-validator	`2.3.0`	indirect
PyPI	et-xmlfile	`2.0.0`	indirect
PyPI	events	`0.5`	indirect
PyPI	exa-py	`1.16.1`	indirect
PyPI	exa-py	`1.16.2`	indirect
PyPI	exceptiongroup	`1.3.1`	indirect
PyPI	executing	`2.2.1`	indirect
PyPI	expandvars	`1.1.2`	indirect
PyPI	extratools	`0.8.2.1`	indirect
PyPI	fastapi	`0.129.0`	indirect
PyPI	fastapi	`0.133.1`	indirect
PyPI	fastapi	`0.135.1`	indirect
PyPI	fastapi	`0.136.1`	indirect
PyPI	fastapi	`0.136.3`	indirect
PyPI	fastembed	`0.8.0`	indirect
PyPI	fastjsonschema	`2.21.2`	indirect
PyPI	fastmcp	`3.2.4`	indirect
PyPI	fastuuid	`0.14.0`	indirect
PyPI	feedparser	`6.0.12`	indirect
PyPI	fickling	`0.1.7`	indirect
PyPI	filelock	`3.20.3`	indirect
PyPI	filelock	`3.24.3`	indirect
PyPI	filelock	`3.25.0`	indirect
PyPI	filelock	`3.29.0`	indirect
PyPI	filelock	`3.29.1`	indirect
PyPI	filetype	`1.2.0`	indirect
PyPI	flask	`3.1`	indirect
PyPI	flask	`3.1.2`	indirect
PyPI	flask	`3.1.3`	indirect
PyPI	flatbuffers	`25.12.19`	indirect
PyPI	fonttools	`4.61.1`	indirect
PyPI	fonttools	`4.62.1`	indirect
PyPI	frozenlist	`1.8.0`	indirect
PyPI	fsspec	`2025.10.0`	indirect
PyPI	fsspec	`2026.2.0`	indirect
PyPI	fsspec	`2026.4.0`	indirect
PyPI	galileo	`1.39.0`	indirect
PyPI	galileo	`1.46.2`	indirect
PyPI	galileo-core	`3.95.1`	indirect
PyPI	gitdb	`4.0.12`	indirect
PyPI	gitpython	`3.1.46`	indirect
PyPI	gitpython	`3.1.50`	indirect
PyPI	google-adk	`1.35.0`	indirect
PyPI	google-api-core	`2.30.0`	indirect
PyPI	google-api-python-client	`2.190.0`	indirect
PyPI	google-auth	`2.48.0`	indirect
PyPI	google-auth	`2.53.0`	indirect
PyPI	google-auth-httplib2	`0.3.0`	indirect
PyPI	google-cloud-aiplatform	`1.157.0`	indirect
PyPI	google-cloud-appengine-logging	`1.8.0`	indirect
PyPI	google-cloud-audit-log	`0.4.0`	indirect
PyPI	google-cloud-bigquery	`3.40.1`	indirect
PyPI	google-cloud-bigquery-storage	`2.36.2`	indirect
PyPI	google-cloud-bigtable	`2.35.0`	indirect
PyPI	google-cloud-core	`2.5.0`	indirect
PyPI	google-cloud-dataplex	`2.20.0`	indirect
PyPI	google-cloud-discoveryengine	`0.13.12`	indirect
PyPI	google-cloud-iam	`2.21.0`	indirect
PyPI	google-cloud-logging	`3.13.0`	indirect
PyPI	google-cloud-monitoring	`2.29.1`	indirect
PyPI	google-cloud-pubsub	`2.35.0`	indirect
PyPI	google-cloud-resource-manager	`1.16.0`	indirect
PyPI	google-cloud-secret-manager	`2.26.0`	indirect
PyPI	google-cloud-spanner	`3.63.0`	indirect
PyPI	google-cloud-speech	`2.36.1`	indirect
PyPI	google-cloud-storage	`3.11.0`	indirect
PyPI	google-cloud-storage	`3.9.0`	indirect
PyPI	google-cloud-trace	`1.18.0`	indirect
PyPI	google-crc32c	`1.8.0`	indirect
PyPI	google-genai	`1.75.0`	indirect
PyPI	google-resumable-media	`2.8.0`	indirect
PyPI	google-search-results	`2.4.2`	indirect
PyPI	googleapis-common-protos	`1.72.0`	indirect
PyPI	googleapis-common-protos	`1.73.1`	indirect
PyPI	googleapis-common-protos	`1.75.0`	indirect
PyPI	gql	`4.0.0`	indirect
PyPI	graphql-core	`3.2.7`	indirect
PyPI	graphviz	`0.21`	indirect
PyPI	greenlet	`3.3.1`	indirect
PyPI	greenlet	`3.3.2`	indirect
PyPI	greenlet	`3.5.0`	indirect
PyPI	greenlet	`3.5.1`	indirect
PyPI	griffe	`1.15.0`	indirect
PyPI	griffe	`2.0.0`	indirect
PyPI	griffecli	`2.0.0`	indirect
PyPI	griffelib	`2.0.0`	indirect
PyPI	griffelib	`2.0.2`	indirect
PyPI	grpc-google-iam-v1	`0.14.3`	indirect
PyPI	grpc-interceptor	`0.15.4`	indirect
PyPI	grpcio	`1.76.0`	indirect
PyPI	grpcio	`1.78.0`	indirect
PyPI	grpcio	`1.78.1`	indirect
PyPI	grpcio	`1.80.0`	indirect
PyPI	grpcio	`1.81.0`	indirect
PyPI	grpcio-status	`1.71.2`	indirect
PyPI	grpcio-status	`1.78.0`	indirect
PyPI	gunicorn	`23.0.0`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	h2	`4.3.0`	indirect
PyPI	haystack-ai	`2.24.1`	indirect
PyPI	haystack-experimental	`0.19.0`	indirect
PyPI	hf-xet	`1.2.0`	indirect
PyPI	hf-xet	`1.3.1`	indirect
PyPI	hf-xet	`1.3.2`	indirect
PyPI	hf-xet	`1.5.0`	indirect
PyPI	hf-xet	`1.5.1`	indirect
PyPI	hpack	`4.1.0`	indirect
PyPI	htmldate	`1.9.4`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httplib2	`0.31.2`	indirect
PyPI	httptools	`0.7.1`	indirect
PyPI	httptools	`0.8.0`	indirect
PyPI	httpx	`0.28.1`	indirect
PyPI	httpx-sse	`0.4.3`	indirect
PyPI	huggingface-hub	`0.36.0`	indirect
PyPI	huggingface-hub	`0.36.2`	indirect
PyPI	huggingface-hub	`1.16.1`	indirect
PyPI	huggingface-hub	`1.17.0`	indirect
PyPI	huggingface-hub	`1.21.0`	indirect
PyPI	hyperframe	`6.1.0`	indirect
PyPI	id	`1.6.1`	indirect
PyPI	identify	`2.6.16`	indirect
PyPI	idna	`3.11`	indirect
PyPI	idna	`3.13`	indirect
PyPI	idna	`3.15`	indirect
PyPI	idna	`3.18`	indirect
PyPI	ifaddr	`0.2.0`	indirect
PyPI	imagesize	`1.4.1`	indirect
PyPI	importlib-metadata	`8.7.1`	indirect
PyPI	importlib-metadata	`8.9.0`	indirect
PyPI	importlib-resources	`6.5.2`	indirect
PyPI	iniconfig	`2.3.0`	indirect
PyPI	instructor	`1.14.5`	indirect
PyPI	instructor	`1.15.1`	indirect
PyPI	intervaltree	`3.2.1`	indirect
PyPI	ipykernel	`7.1.0`	indirect
PyPI	ipykernel	`7.2.0`	indirect
PyPI	ipython	`—`	indirect
PyPI	ipython	`8.38.0`	indirect
PyPI	isodate	`0.7.2`	indirect
PyPI	itsdangerous	`2.2.0`	indirect
PyPI	jaraco-classes	`3.4.0`	indirect
PyPI	jaraco-context	`6.1.0`	indirect
PyPI	jaraco-functools	`4.4.0`	indirect
PyPI	jedi	`0.19.2`	indirect
PyPI	jeepney	`0.9.0`	indirect
PyPI	jinja2	`3.1.6`	indirect
PyPI	jiter	`0.10.0`	indirect
PyPI	jiter	`0.11.1`	indirect
PyPI	jiter	`0.13.0`	indirect
PyPI	jiter	`0.15.0`	indirect
PyPI	jmespath	`1.1.0`	indirect
PyPI	joblib	`1.5.3`	indirect
PyPI	joserfc	`1.6.4`	indirect
PyPI	joserfc	`1.6.5`	indirect
PyPI	joserfc	`1.7.0`	indirect
PyPI	json-repair	`0.25.2`	indirect
PyPI	json5	`0.10.0`	indirect
PyPI	json5	`0.13.0`	indirect
PyPI	jsonpatch	`1.33`	indirect
PyPI	jsonpath-ng	`1.8.0`	indirect
PyPI	jsonpointer	`3.0.0`	indirect
PyPI	jsonpointer	`3.1.1`	indirect
PyPI	jsonref	`1.1.0`	indirect
PyPI	jsonschema	`4.26.0`	indirect
PyPI	jsonschema-path	`0.3.4`	indirect
PyPI	jsonschema-path	`0.4.1`	indirect
PyPI	jsonschema-specifications	`2025.9.1`	indirect
PyPI	jupyter-client	`8.8.0`	indirect
PyPI	jupyter-core	`5.9.1`	indirect
PyPI	jupyterlab-pygments	`0.3.0`	indirect
PyPI	justext	`3.0.2`	indirect
PyPI	kaitaistruct	`0.11`	indirect
PyPI	keyring	`25.7.0`	indirect
PyPI	kiwisolver	`1.4.9`	indirect
PyPI	kiwisolver	`1.5.0`	indirect
PyPI	kubernetes	`35.0.0`	indirect
PyPI	lance-namespace	`0.7.6`	indirect
PyPI	lance-namespace-urllib3-client	`0.7.6`	indirect
PyPI	lancedb	`0.30.0`	indirect
PyPI	langchain	`1.2.10`	indirect
PyPI	langchain	`1.3.4`	indirect
PyPI	langchain-aws	`1.1.0`	indirect
PyPI	langchain-aws	`1.5.0`	indirect
PyPI	langchain-classic	`1.0.1`	indirect
PyPI	langchain-classic	`1.0.5`	indirect
PyPI	langchain-classic	`1.0.7`	indirect
PyPI	langchain-community	`0.4.1`	indirect
PyPI	langchain-core	`1.2.11`	indirect
PyPI	langchain-core	`1.2.13`	indirect
PyPI	langchain-core	`1.2.14`	indirect
PyPI	langchain-core	`1.2.16`	indirect
PyPI	langchain-core	`1.2.17`	indirect
PyPI	langchain-core	`1.2.9`	indirect
PyPI	langchain-core	`1.3.2`	indirect
PyPI	langchain-core	`1.4.0`	indirect
PyPI	langchain-exa	`1.1.0`	indirect
PyPI	langchain-huggingface	`1.2.2`	indirect
PyPI	langchain-litellm	`0.6.5`	indirect
PyPI	langchain-litellm	`0.6.6`	indirect
PyPI	langchain-milvus	`0.3.3`	indirect
PyPI	langchain-nvidia-ai-endpoints	`1.0.4`	indirect
PyPI	langchain-nvidia-ai-endpoints	`1.4.1`	indirect
PyPI	langchain-oci	`0.2.5`	indirect
PyPI	langchain-oci	`0.2.7`	indirect
PyPI	langchain-openai	`1.1.10`	indirect
PyPI	langchain-openai	`1.1.7`	indirect
PyPI	langchain-openai	`1.1.9`	indirect
PyPI	langchain-openai	`1.2.2`	indirect
PyPI	langchain-protocol	`0.0.15`	indirect
PyPI	langchain-protocol	`0.0.16`	indirect
PyPI	langchain-tavily	`0.2.18`	indirect
PyPI	langchain-text-splitters	`1.1.0`	indirect
PyPI	langchain-text-splitters	`1.1.1`	indirect
PyPI	langchain-text-splitters	`1.1.2`	indirect
PyPI	langgraph	`1.0.10`	indirect
PyPI	langgraph	`1.0.9`	indirect
PyPI	langgraph	`1.2.4`	indirect
PyPI	langgraph-checkpoint	`4.0.0`	indirect
PyPI	langgraph-checkpoint	`4.0.1`	indirect
PyPI	langgraph-checkpoint	`4.1.0`	indirect
PyPI	langgraph-checkpoint	`4.1.1`	indirect
PyPI	langgraph-prebuilt	`1.0.8`	indirect
PyPI	langgraph-prebuilt	`1.1.0`	indirect
PyPI	langgraph-sdk	`0.3.8`	indirect
PyPI	langgraph-sdk	`0.3.9`	indirect
PyPI	langgraph-sdk	`0.4.2`	indirect
PyPI	langsmith	`0.8.0`	indirect
PyPI	langsmith	`0.8.11`	indirect
PyPI	lark	`1.3.1`	indirect
PyPI	lazy-imports	`1.2.0`	indirect
PyPI	lazy-object-proxy	`1.12.0`	indirect
PyPI	linkify-it-py	`2.1.0`	indirect
PyPI	litellm	`1.74.1`	indirect
PyPI	litellm	`1.81.13`	indirect
PyPI	litellm	`1.84.0`	indirect
PyPI	litellm	`1.87.0`	indirect
PyPI	llama-index	`0.14.23`	indirect
PyPI	llama-index-core	`0.14.23`	indirect
PyPI	llama-index-embeddings-azure-openai	`0.5.2`	indirect
PyPI	llama-index-embeddings-nvidia	`0.4.2`	indirect
PyPI	llama-index-embeddings-openai	`0.6.0`	indirect
PyPI	llama-index-instrumentation	`0.4.2`	indirect
PyPI	llama-index-instrumentation	`0.5.0`	indirect
PyPI	llama-index-llms-anthropic	`0.8.6`	indirect
PyPI	llama-index-llms-azure-openai	`0.5.5`	indirect
PyPI	llama-index-llms-bedrock	`0.4.2`	indirect
PyPI	llama-index-llms-litellm	`0.6.3`	indirect
PyPI	llama-index-llms-nvidia	`0.5.1`	indirect
PyPI	llama-index-llms-openai	`0.7.9`	indirect
PyPI	llama-index-llms-openai-like	`0.7.2`	indirect
PyPI	llama-index-readers-file	`0.5.6`	indirect
PyPI	llama-index-workflows	`2.14.2`	indirect
PyPI	llama-index-workflows	`2.22.1`	indirect
PyPI	locket	`1.0.0`	indirect
PyPI	lockfile	`0.12.2`	indirect
PyPI	loguru	`0.7.3`	indirect
PyPI	lxml	`5.4.0`	indirect
PyPI	lxml	`6.0.2`	indirect
PyPI	lxml-html-clean	`0.4.4`	indirect
PyPI	mako	`1.3.10`	indirect
PyPI	markdown-it-py	`3.0.0`	indirect
PyPI	markdown-it-py	`4.0.0`	indirect
PyPI	markdown-it-py	`4.2.0`	indirect
PyPI	markdownify	`1.2.2`	indirect
PyPI	markupsafe	`3.0.3`	indirect
PyPI	marshmallow	`3.26.2`	indirect
PyPI	matplotlib	`3.10.8`	indirect
PyPI	matplotlib-inline	`0.2.1`	indirect
PyPI	mcp	`1.26.0`	indirect
PyPI	mcp	`1.27.1`	indirect
PyPI	mcp-server-time	`2025.9.25`	indirect
PyPI	mdit-py-plugins	`0.5.0`	indirect
PyPI	mdit-py-plugins	`0.6.1`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	mem0ai	`0.1.115`	indirect
PyPI	mem0ai	`0.1.116`	indirect
PyPI	mem0ai	`0.1.118`	indirect
PyPI	memmachine-client	`0.3.0`	indirect
PyPI	memmachine-common	`0.3.0`	indirect
PyPI	memmachine-common	`0.3.3`	indirect
PyPI	microsoft-agents-a365-notifications	`0.1.0`	indirect
PyPI	microsoft-agents-a365-observability-core	`1.0.0`	indirect
PyPI	microsoft-agents-a365-runtime	`1.0.0`	indirect
PyPI	microsoft-agents-a365-tooling	`0.1.0`	indirect
PyPI	microsoft-agents-activity	`0.8.0`	indirect
PyPI	microsoft-agents-authentication-msal	`0.8.0`	indirect
PyPI	microsoft-agents-hosting-aiohttp	`0.8.0`	indirect
PyPI	microsoft-agents-hosting-core	`0.8.0`	indirect
PyPI	milvus-lite	`2.5.1`	indirect
PyPI	minio	`7.2.20`	indirect
PyPI	mistune	`3.2.0`	indirect
PyPI	ml-dtypes	`0.5.4`	indirect
PyPI	mmh3	`5.2.0`	indirect
PyPI	mmh3	`5.2.1`	indirect
PyPI	more-itertools	`10.8.0`	indirect
PyPI	mpmath	`1.3.0`	indirect
PyPI	msal	`1.34.0`	indirect
PyPI	msal	`1.36.0`	indirect
PyPI	msal-extensions	`1.3.1`	indirect
PyPI	msgpack	`1.1.2`	indirect
PyPI	multidict	`6.7.1`	indirect
PyPI	multiprocess	`0.70.18`	indirect
PyPI	multiprocess	`0.70.19`	indirect
PyPI	murmurhash	`1.0.15`	indirect
PyPI	mypy-extensions	`1.1.0`	indirect
PyPI	myst-parser	`4.0.1`	indirect
PyPI	narwhals	`2.16.0`	indirect
PyPI	narwhals	`2.17.0`	indirect
PyPI	narwhals	`2.22.0`	indirect
PyPI	nat-a365-example	`0.1.0`	indirect
PyPI	nbclient	`0.10.4`	indirect
PyPI	nbconvert	`7.17.0`	indirect
PyPI	nbformat	`5.10.4`	indirect
PyPI	nbsphinx	`0.9.8`	indirect
PyPI	nemo-agent-toolkit-redis	`0.2.0`	indirect
PyPI	nemo-agent-toolkit-tavily	`0.1.0`	indirect
PyPI	nemo-microservices	`1.5.0`	indirect
PyPI	nemoguardrails	`0.21.0`	indirect
PyPI	nest-asyncio	`1.6.0`	indirect
PyPI	nest-asyncio2	`1.7.1`	indirect
PyPI	nest-asyncio2	`1.7.2`	indirect
PyPI	networkx	`3.6.1`	indirect
PyPI	nh3	`0.3.3`	indirect
PyPI	nltk	`3.9.4`	indirect
PyPI	nodeenv	`1.10.0`	indirect
PyPI	numpy	`—`	indirect
PyPI	numpy	`2.4.2`	indirect
PyPI	numpy	`2.4.4`	indirect
PyPI	numpy	`2.4.6`	indirect
PyPI	nvidia-haystack	`0.3.0`	indirect
PyPI	nvidia-nat-atif	`—`	indirect
PyPI	nvidia-nat-atif	`1.8.0`	indirect
PyPI	nvidia-nat-core	`—`	indirect
PyPI	nvidia-nat-core	`1.8.0`	indirect
PyPI	nvidia-nat-eval	`—`	indirect
PyPI	nvidia-nat-mcp	`—`	indirect
PyPI	nvidia-nat-opentelemetry	`—`	indirect
PyPI	nvidia-nat-test	`—`	indirect
PyPI	nvidia-rag	`2.4.0`	indirect
PyPI	nvidia-rag	`2.5.0`	indirect
PyPI	nvidia-sphinx-theme	`0.0.9.post1`	indirect
PyPI	oauthlib	`3.3.1`	indirect
PyPI	oci	`2.171.0`	indirect
PyPI	oci	`2.177.0`	indirect
PyPI	oci-openai	`1.1.0`	indirect
PyPI	onnxruntime	`1.24.2`	indirect
PyPI	onnxruntime	`1.26.0`	indirect
PyPI	openai	`1.109.1`	indirect
PyPI	openai	`2.21.0`	indirect
PyPI	openai	`2.24.0`	indirect
PyPI	openai	`2.30.0`	indirect
PyPI	openai	`2.31.0`	indirect
PyPI	openai	`2.36.0`	indirect
PyPI	openai	`2.40.0`	indirect
PyPI	openapi-core	`0.19.4`	indirect
PyPI	openapi-pydantic	`0.5.1`	indirect
PyPI	openapi-schema-validator	`0.6.3`	indirect
PyPI	openapi-spec-validator	`0.7.2`	indirect
PyPI	openevals	`0.1.3`	indirect
PyPI	openevals	`0.2.0`	indirect
PyPI	openinference-instrumentation	`0.1.44`	indirect
PyPI	openinference-instrumentation	`0.1.46`	indirect
PyPI	openinference-instrumentation	`0.1.51`	indirect
PyPI	openinference-instrumentation-langchain	`0.1.29`	indirect
PyPI	openinference-semantic-conventions	`0.1.26`	indirect
PyPI	openinference-semantic-conventions	`0.1.29`	indirect
PyPI	openinference-semantic-conventions	`0.1.30`	indirect
PyPI	openpipe-art	`0.5.17`	indirect
PyPI	openpyxl	`3.1.5`	indirect
PyPI	opensearch-haystack	`4.6.0`	indirect
PyPI	opensearch-py	`2.8.0`	indirect
PyPI	opentelemetry-api	`1.34.1`	indirect
PyPI	opentelemetry-api	`1.38.0`	indirect
PyPI	opentelemetry-api	`1.39.1`	indirect
PyPI	opentelemetry-api	`1.40.0`	indirect
PyPI	opentelemetry-api	`1.42.0`	indirect
PyPI	opentelemetry-api	`1.42.1`	indirect
PyPI	opentelemetry-exporter-gcp-logging	`1.11.0a0`	indirect
PyPI	opentelemetry-exporter-gcp-logging	`1.12.0a0`	indirect
PyPI	opentelemetry-exporter-gcp-monitoring	`1.11.0a0`	indirect
PyPI	opentelemetry-exporter-gcp-trace	`1.11.0`	indirect
PyPI	opentelemetry-exporter-otlp	`1.39.1`	indirect
PyPI	opentelemetry-exporter-otlp	`1.40.0`	indirect
PyPI	opentelemetry-exporter-otlp	`1.42.0`	indirect
PyPI	opentelemetry-exporter-otlp	`1.42.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-common	`1.34.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-common	`1.38.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-common	`1.39.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-common	`1.40.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-common	`1.42.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-common	`1.42.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-grpc	`1.34.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-grpc	`1.39.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-grpc	`1.40.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-grpc	`1.42.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-grpc	`1.42.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-http	`1.34.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-http	`1.38.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-http	`1.39.1`	indirect
PyPI	opentelemetry-exporter-otlp-proto-http	`1.40.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-http	`1.42.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-http	`1.42.1`	indirect
PyPI	opentelemetry-instrumentation	`0.60b1`	indirect
PyPI	opentelemetry-instrumentation-threading	`0.60b1`	indirect
PyPI	opentelemetry-proto	`1.34.1`	indirect
PyPI	opentelemetry-proto	`1.38.0`	indirect
PyPI	opentelemetry-proto	`1.39.1`	indirect
PyPI	opentelemetry-proto	`1.40.0`	indirect
PyPI	opentelemetry-proto	`1.42.0`	indirect
PyPI	opentelemetry-proto	`1.42.1`	indirect
PyPI	opentelemetry-resourcedetector-gcp	`1.11.0a0`	indirect
PyPI	opentelemetry-sdk	`1.34.1`	indirect
PyPI	opentelemetry-sdk	`1.38.0`	indirect
PyPI	opentelemetry-sdk	`1.39.1`	indirect
PyPI	opentelemetry-sdk	`1.40.0`	indirect
PyPI	opentelemetry-sdk	`1.42.0`	indirect
PyPI	opentelemetry-sdk	`1.42.1`	indirect
PyPI	opentelemetry-semantic-conventions	`0.55b1`	indirect
PyPI	opentelemetry-semantic-conventions	`0.59b0`	indirect
PyPI	opentelemetry-semantic-conventions	`0.60b1`	indirect
PyPI	opentelemetry-semantic-conventions	`0.61b0`	indirect
PyPI	opentelemetry-semantic-conventions	`0.63b0`	indirect
PyPI	opentelemetry-semantic-conventions	`0.63b1`	indirect
PyPI	optuna	`4.4.0`	indirect
PyPI	orjson	`3.11.6`	indirect
PyPI	orjson	`3.11.7`	indirect
PyPI	orjson	`3.11.8`	indirect
PyPI	orjson	`3.11.9`	indirect
PyPI	ormsgpack	`1.12.2`	indirect
PyPI	overrides	`7.7.0`	indirect
PyPI	packaging	`25.0`	indirect
PyPI	packaging	`26.0`	indirect
PyPI	packaging	`26.2`	indirect
PyPI	pandas	`—`	indirect
PyPI	pandas	`2.3.3`	indirect
PyPI	pandocfilters	`1.5.1`	indirect
PyPI	parse	`1.21.1`	indirect
PyPI	parso	`0.8.5`	indirect
PyPI	parso	`0.8.6`	indirect
PyPI	partd	`1.4.2`	indirect
PyPI	pathable	`0.4.4`	indirect
PyPI	pathable	`0.5.0`	indirect
PyPI	pdfminer-six	`20251230`	indirect
PyPI	pdfminer-six	`20260107`	indirect
PyPI	pdfplumber	`0.11.10`	indirect
PyPI	pdfplumber	`0.11.9`	indirect
PyPI	pexpect	`4.9.0`	indirect
PyPI	phonenumbers	`9.0.24`	indirect
PyPI	phonenumbers	`9.0.31`	indirect
PyPI	pillow	`12.1.0`	indirect
PyPI	pillow	`12.1.1`	indirect
PyPI	pillow	`12.2.0`	indirect
PyPI	pip	`26.0`	indirect
PyPI	pip	`26.0.1`	indirect
PyPI	pip	`26.1`	indirect
PyPI	pip	`26.1.1`	indirect
PyPI	pip	`26.1.2`	indirect
PyPI	pkce	`1.0.3`	indirect
PyPI	pkginfo	`1.12.1.2`	indirect
PyPI	platformdirs	`4.10.0`	indirect
PyPI	platformdirs	`4.5.1`	indirect
PyPI	platformdirs	`4.9.2`	indirect
PyPI	platformdirs	`4.9.6`	indirect
PyPI	plotly	`—`	indirect
PyPI	plotly	`6.5.2`	indirect
PyPI	plotly	`6.8.0`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	polars	`1.39.3`	indirect
PyPI	polars-runtime-32	`1.39.3`	indirect
PyPI	polyfile-weave	`0.5.9`	indirect
PyPI	portalocker	`2.7.0`	indirect
PyPI	portalocker	`3.2.0`	indirect
PyPI	posthog	`5.4.0`	indirect
PyPI	posthog	`7.9.3`	indirect
PyPI	prance	`25.4.8.0`	indirect
PyPI	pre-commit	`4.5.1`	indirect
PyPI	prefixspan	`0.5.2`	indirect
PyPI	preshed	`3.0.12`	indirect
PyPI	preshed	`3.0.13`	indirect
PyPI	presidio-analyzer	`2.2.361`	indirect
PyPI	presidio-analyzer	`2.2.362`	indirect
PyPI	presidio-anonymizer	`2.2.361`	indirect
PyPI	presidio-anonymizer	`2.2.362`	indirect
PyPI	prompt-toolkit	`3.0.52`	indirect
PyPI	propcache	`0.4.1`	indirect
PyPI	propcache	`0.5.2`	indirect
PyPI	proto-plus	`1.27.1`	indirect
PyPI	protobuf	`5.29.6`	indirect
PyPI	protobuf	`6.33.5`	indirect
PyPI	protobuf	`6.33.6`	indirect
PyPI	protobuf	`7.34.0`	indirect
PyPI	protobuf	`7.34.1`	indirect
PyPI	psutil	`6.0.0`	indirect
PyPI	psutil	`7.2.2`	indirect
PyPI	ptyprocess	`0.7.0`	indirect
PyPI	pure-eval	`0.2.3`	indirect
PyPI	py-key-value-aio	`0.4.4`	indirect
PyPI	py-rust-stemmers	`0.1.8`	indirect
PyPI	pyarrow	`23.0.0`	indirect
PyPI	pyarrow	`23.0.1`	indirect
PyPI	pyarrow	`24.0.0`	indirect
PyPI	pyasn1	`0.6.2`	indirect
PyPI	pyasn1-modules	`0.4.2`	indirect
PyPI	pybars4	`0.9.13`	indirect
PyPI	pybase64	`1.4.3`	indirect
PyPI	pycparser	`3.0`	indirect
PyPI	pycryptodome	`3.23.0`	indirect
PyPI	pydantic	`—`	indirect
PyPI	pydantic	`2.11.10`	indirect
PyPI	pydantic	`2.12.5`	indirect
PyPI	pydantic	`2.13.4`	indirect
PyPI	pydantic-core	`2.33.2`	indirect
PyPI	pydantic-core	`2.41.5`	indirect
PyPI	pydantic-core	`2.46.4`	indirect
PyPI	pydantic-partial	`0.10.2`	indirect
PyPI	pydantic-settings	`2.10.1`	indirect
PyPI	pydantic-settings	`2.12.0`	indirect
PyPI	pydantic-settings	`2.13.0`	indirect
PyPI	pydantic-settings	`2.13.1`	indirect
PyPI	pydantic-settings	`2.14.0`	indirect
PyPI	pydantic-settings	`2.14.1`	indirect
PyPI	pydata-sphinx-theme	`0.16.1`	indirect
PyPI	pyee	`13.0.1`	indirect
PyPI	pygments	`2.19.2`	indirect
PyPI	pygments	`2.20.0`	indirect
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PyPI	pyopenssl	`26.2.0`	indirect
PyPI	pyparsing	`3.3.2`	indirect
PyPI	pypdf	`6.6.2`	indirect
PyPI	pypdf	`6.7.1`	indirect
PyPI	pypdf	`6.7.4`	indirect
PyPI	pypdfium2	`5.10.1`	indirect
PyPI	pypdfium2	`5.5.0`	indirect
PyPI	pyperclip	`1.11.0`	indirect
PyPI	pypika	`0.51.1`	indirect
PyPI	pyproject-hooks	`1.2.0`	indirect
PyPI	pyreadline3	`3.5.4`	indirect
PyPI	pytest	`9.0.3`	indirect
PyPI	pytest-asyncio	`1.3.0`	indirect
PyPI	pytest-cov	`6.3.0`	indirect
PyPI	pytest-httpserver	`1.1.3`	indirect
PyPI	pytest-httpserver	`1.1.4`	indirect
PyPI	pytest-httpserver	`1.1.5`	indirect
PyPI	pytest-timeout	`2.4.0`	indirect
PyPI	python-daemon	`3.1.2`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-docx	`1.2.0`	indirect
PyPI	python-dotenv	`1.1.1`	indirect
PyPI	python-dotenv	`1.2.1`	indirect
PyPI	python-dotenv	`1.2.2`	indirect
PyPI	python-multipart	`0.0.22`	indirect
PyPI	python-multipart	`0.0.27`	indirect
PyPI	python-multipart	`0.0.29`	indirect
PyPI	python-multipart	`0.0.30`	indirect
PyPI	python-ulid	`3.1.0`	indirect
PyPI	pytz	`2025.2`	indirect
PyPI	pytz	`2026.1.post1`	indirect
PyPI	pytz	`2026.2`	indirect
PyPI	pyuwsgi	`2.0.*`	indirect
PyPI	pywin32	`311`	indirect
PyPI	pywin32-ctypes	`0.2.3`	indirect
PyPI	pyyaml	`6.0.3`	indirect
PyPI	pyzmq	`27.1.0`	indirect
PyPI	qdrant-client	`1.17.0`	indirect
PyPI	ragas	`0.4.3`	indirect
PyPI	readme-renderer	`44.0`	indirect
PyPI	redis	`5.3.1`	indirect
PyPI	redis	`7.2.0`	indirect
PyPI	redisvl	`0.22.0`	indirect
PyPI	referencing	`0.36.2`	indirect
PyPI	referencing	`0.37.0`	indirect
PyPI	regex	`2026.1.15`	indirect
PyPI	regex	`2026.2.19`	indirect
PyPI	regex	`2026.2.28`	indirect
PyPI	regex	`2026.5.9`	indirect
PyPI	requests	`2.32.5`	indirect
PyPI	requests	`2.33.1`	indirect
PyPI	requests	`2.34.2`	indirect
PyPI	requests-file	`3.0.1`	indirect
PyPI	requests-oauthlib	`2.0.0`	indirect
PyPI	requests-toolbelt	`1.0.0`	indirect
PyPI	rfc3339-validator	`0.1.4`	indirect
PyPI	rfc3986	`2.0.0`	indirect
PyPI	rich	`14.3.1`	indirect
PyPI	rich	`14.3.2`	indirect
PyPI	rich	`14.3.3`	indirect
PyPI	rich	`14.3.4`	indirect
PyPI	rich-rst	`1.3.2`	indirect
PyPI	roman-numerals	`4.1.0`	indirect
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PyPI	rpds-py	`0.30.0`	indirect
PyPI	rpds-py	`2026.5.1`	indirect
PyPI	rsa	`4.9.1`	indirect
PyPI	ruamel-yaml	`0.19.1`	indirect
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PyPI	ruff	`0.15.0`	indirect
PyPI	s3transfer	`0.14.0`	indirect
PyPI	s3transfer	`0.18.0`	indirect
PyPI	safetensors	`0.7.0`	indirect
PyPI	scikit-learn	`1.8.0`	indirect
PyPI	scikit-network	`0.33.5`	indirect
PyPI	scipy	`—`	indirect
PyPI	scipy	`1.17.0`	indirect
PyPI	scipy	`1.17.1`	indirect
PyPI	seaborn	`0.13.2`	indirect
PyPI	secretstorage	`3.5.0`	indirect
PyPI	semantic-kernel	`1.42.0`	indirect
PyPI	sentry-sdk	`2.53.0`	indirect
PyPI	setproctitle	`1.3.7`	indirect
PyPI	setuptools	`80.10.2`	indirect
PyPI	setuptools	`81.0.0`	indirect
PyPI	setuptools	`82.0.0`	indirect
PyPI	setuptools	`82.0.1`	indirect
PyPI	setuptools-dynamic-dependencies	`—`	indirect
PyPI	setuptools-scm	`—`	indirect
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PyPI	sgmllib3k	`1.0.0`	indirect
PyPI	shellingham	`1.5.4`	indirect
PyPI	simpleeval	`1.0.7`	indirect
PyPI	simsimd	`6.5.13`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	slack-bolt	`1.27.0`	indirect
PyPI	slack-sdk	`3.40.1`	indirect
PyPI	smart-open	`7.5.0`	indirect
PyPI	smart-open	`7.6.1`	indirect
PyPI	smmap	`5.0.2`	indirect
PyPI	sniffio	`1.3.1`	indirect
PyPI	snowballstemmer	`3.0.1`	indirect
PyPI	sortedcontainers	`2.4.0`	indirect
PyPI	soupsieve	`2.8.3`	indirect
PyPI	soupsieve	`2.8.4`	indirect
PyPI	spacy	`3.8.11`	indirect
PyPI	spacy	`3.8.14`	indirect
PyPI	spacy-legacy	`3.0.12`	indirect
PyPI	spacy-loggers	`1.0.5`	indirect
PyPI	sphinx	`8.2.3`	indirect
PyPI	sphinx-autoapi	`3.7.0`	indirect
PyPI	sphinx-copybutton	`0.5.2`	indirect
PyPI	sphinx-design	`0.7.0`	indirect
PyPI	sphinx-mermaid	`0.0.8`	indirect
PyPI	sphinx-reredirects	`1.1.0`	indirect
PyPI	sphinxcontrib-applehelp	`2.0.0`	indirect
PyPI	sphinxcontrib-devhelp	`2.0.0`	indirect
PyPI	sphinxcontrib-htmlhelp	`2.1.0`	indirect
PyPI	sphinxcontrib-jsmath	`1.0.1`	indirect
PyPI	sphinxcontrib-qthelp	`2.0.0`	indirect
PyPI	sphinxcontrib-serializinghtml	`2.0.0`	indirect
PyPI	sqlalchemy	`2.0.46`	indirect
PyPI	sqlalchemy	`2.0.47`	indirect
PyPI	sqlalchemy	`2.0.48`	indirect
PyPI	sqlalchemy	`2.0.49`	indirect
PyPI	sqlalchemy	`2.0.50`	indirect
PyPI	sqlalchemy-spanner	`1.17.2`	indirect
PyPI	sqlparse	`0.5.5`	indirect
PyPI	srsly	`2.5.2`	indirect
PyPI	srsly	`2.5.3`	indirect
PyPI	sse-starlette	`3.0.3`	indirect
PyPI	sse-starlette	`3.2.0`	indirect
PyPI	sse-starlette	`3.4.4`	indirect
PyPI	stack-data	`0.6.3`	indirect
PyPI	starlette	`0.52.1`	indirect
PyPI	starlette	`1.0.0`	indirect
PyPI	starlette	`1.2.1`	indirect
PyPI	stdlib-list	`0.11.1`	indirect
PyPI	strands-agents	`1.27.0`	indirect
PyPI	strands-agents	`1.34.1`	indirect
PyPI	strands-agents	`1.35.0`	indirect
PyPI	strands-agents-tools	`0.2.21`	indirect
PyPI	striprtf	`0.0.26`	indirect
PyPI	sympy	`1.14.0`	indirect
PyPI	tabulate	`0.10.0`	indirect
PyPI	tabulate	`0.9.0`	indirect
PyPI	tavily-python	`0.7.25`	indirect
PyPI	tblib	`3.2.2`	indirect
PyPI	tenacity	`8.3.0`	indirect
PyPI	tenacity	`9.1.2`	indirect
PyPI	tenacity	`9.1.3`	indirect
PyPI	tenacity	`9.1.4`	indirect
PyPI	textual	`8.2.6`	indirect
PyPI	thinc	`8.3.10`	indirect
PyPI	thinc	`8.3.13`	indirect
PyPI	threadpoolctl	`3.6.0`	indirect
PyPI	tiktoken	`0.12.0`	indirect
PyPI	tiktoken	`0.13.0`	indirect
PyPI	tinycss2	`1.4.0`	indirect
PyPI	tinytag	`2.2.0`	indirect
PyPI	tinytag	`2.2.1`	indirect
PyPI	tld	`0.13.1`	indirect
PyPI	tldextract	`5.3.1`	indirect
PyPI	tokenizers	`0.22.2`	indirect
PyPI	tokenizers	`0.23.1`	indirect
PyPI	tomli	`2.0.2`	indirect
PyPI	tomli	`2.4.0`	indirect
PyPI	tomli	`2.4.1`	indirect
PyPI	tomli-w	`1.1.0`	indirect
PyPI	tomli-w	`1.2.0`	indirect
PyPI	toolz	`1.1.0`	indirect
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PyPI	tqdm	`4.67.2`	indirect
PyPI	tqdm	`4.67.3`	indirect
PyPI	tqdm	`4.68.1`	indirect
PyPI	trafilatura	`2.0.0`	indirect
PyPI	traitlets	`5.14.3`	indirect
PyPI	transformers	`5.12.1`	indirect
PyPI	twine	`6.2.0`	indirect
PyPI	typer	`0.23.1`	indirect
PyPI	typer	`0.24.0`	indirect
PyPI	typer	`0.24.1`	indirect
PyPI	typer	`0.25.1`	indirect
PyPI	typer	`0.26.7`	indirect
PyPI	typer-slim	`0.24.0`	indirect
PyPI	typing-extensions	`4.15.0`	indirect
PyPI	typing-inspect	`0.9.0`	indirect
PyPI	typing-inspection	`0.4.2`	indirect
PyPI	tzdata	`2025.3`	indirect
PyPI	tzdata	`2026.2`	indirect
PyPI	tzlocal	`5.3.1`	indirect
PyPI	uc-micro-py	`2.0.0`	indirect
PyPI	uncalled-for	`0.3.2`	indirect
PyPI	uritemplate	`4.2.0`	indirect
PyPI	urllib3	`2.6.3`	indirect
PyPI	urllib3	`2.7.0`	indirect
PyPI	usearch	`2.21.0`	indirect
PyPI	usearch	`2.23.0`	indirect
PyPI	uuid-utils	`0.14.0`	indirect
PyPI	uuid-utils	`0.14.1`	indirect
PyPI	uuid-utils	`0.16.0`	indirect
PyPI	uv	`0.9.28`	indirect
PyPI	uv	`0.9.30`	indirect
PyPI	uvicorn	`0.40.0`	indirect
PyPI	uvicorn	`0.41.0`	indirect
PyPI	uvicorn	`0.46.0`	indirect
PyPI	uvicorn	`0.47.0`	indirect
PyPI	uvicorn	`0.48.0`	indirect
PyPI	uvloop	`0.21.0`	indirect
PyPI	uvloop	`0.22.1`	indirect
PyPI	vale	`3.13.0.0`	indirect
PyPI	virtualenv	`20.38.0`	indirect
PyPI	wandb	`0.25.0`	indirect
PyPI	wasabi	`1.1.3`	indirect
PyPI	watchdog	`6.0.0`	indirect
PyPI	watchfiles	`1.1.1`	indirect
PyPI	watchfiles	`1.2.0`	indirect
PyPI	wcwidth	`0.5.3`	indirect
PyPI	wcwidth	`0.6.0`	indirect
PyPI	wcwidth	`0.7.0`	indirect
PyPI	weasel	`0.4.3`	indirect
PyPI	weasel	`1.0.0`	indirect
PyPI	weave	`0.52.28`	indirect
PyPI	weave	`0.52.36`	indirect
PyPI	webencodings	`0.5.1`	indirect
PyPI	websocket-client	`1.9.0`	indirect
PyPI	websockets	`15.0.1`	indirect
PyPI	websockets	`16.0`	indirect
PyPI	werkzeug	`3.1.5`	indirect
PyPI	werkzeug	`3.1.6`	indirect
PyPI	werkzeug	`3.1.8`	indirect
PyPI	wikipedia	`1.4.0`	indirect
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PyPI	wrapt	`2.2.0`	indirect
PyPI	wrapt	`2.2.1`	indirect
PyPI	xxhash	`3.6.0`	indirect
PyPI	xxhash	`3.7.0`	indirect
PyPI	yapf	`0.43.0`	indirect
PyPI	yarl	`1.22.0`	indirect
PyPI	yarl	`1.23.0`	indirect
PyPI	yarl	`1.24.2`	indirect
PyPI	zep-cloud	`3.16.0`	indirect
PyPI	zict	`3.0.0`	indirect
PyPI	zipp	`3.23.0`	indirect
PyPI	zipp	`4.1.0`	indirect
PyPI	zstandard	`0.25.0`	indirect

Raw JSON report machine-readable

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          {
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            "name": "win32-setctime",
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        "truncated": false,
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          "avatar_url": "https://avatars.githubusercontent.com/u/9770524?v=4"
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        {
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          "avatar_url": "https://avatars.githubusercontent.com/u/238536690?v=4"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
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            "name": "Dependency-Update-Tool",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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  "source": {
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      "note": null,
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                "key": "watchers",
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                "status": "partial",
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                "max_points": 15
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          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
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            "inputs": {
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            "components": [
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                "key": "readme",
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                "points": 22.5,
                "status": "met",
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                "key": "license",
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                "points": 22.5,
                "status": "met",
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                "key": "contributing_guide",
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                "status": "met",
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              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
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              {
                "key": "issue_template",
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                "points": 0,
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                "key": "pr_template",
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          {
            "key": "ecosystem_adoption",
            "band": "excellent",
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            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
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                "code": "excluded_no_data",
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                  "components": [
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              {
                "code": "weights_renormalized",
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            "value": 87,
            "inputs": {
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                "key": "fuzzing",
                "name": "Fuzzing",
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                "key": "maintained",
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                "key": "vulnerabilities",
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                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
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          },
          {
            "key": "ai_verify_loop",
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            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
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                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
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              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
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                "key": "one_command_bootstrap",
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                "points": 18,
                "status": "met",
                "details": [
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                    "code": "file_list",
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              },
              {
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                "points": 11,
                "status": "met",
                "details": [],
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              },
              {
                "key": "static_type_checking",
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                "points": 0,
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              },
              {
                "key": "reproducible_environment",
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                "points": 10,
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              },
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                "key": "demonstrated_agent_practice",
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                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
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                "status": "excluded",
                "details": [
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                    "params": {}
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                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 2",
                "points": 2,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
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              "source_files_sampled": 1643,
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            },
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                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_typecheck_config_language",
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                ],
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              },
              {
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          },
          {
            "key": "ai_interfaces",
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            "notes": [],
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            },
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                "points": 0,
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                "status": "met",
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              },
              {
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                "points": 40,
                "status": "met",
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            ]
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        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-20T09:03:50.162869Z",
  "schema_version": "0.15.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/n/NVIDIA/NeMo-Agent-Toolkit.svg",
  "full_name": "NVIDIA/NeMo-Agent-Toolkit",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.15.0 — full methodology · metrics wiki.

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

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