Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-17 05:15 UTC

UKGovernmentbeis / inspect_evals

Collection of evals for Inspect AI

PythonMIT★ 587 stars⑂ 380 forkssince Oct 2024View on GitHub ↗

UKGovernmentbeis/inspect_evals holds a health index of 84 out of 100, placing it in the Good band. It scores highest on Vitality (100/100) and lowest on Security (59/100). It was last updated today. 8 contributors account for most of its recent work.

overall / 100

Good

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; 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

Department of Business, Energy and Industrial StrategyOrganization

240 followers114 public repossince May 2016

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	inspect_evals	0.14.4	-	25	3 days ago

Metrics by category

Vitality

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

100Excellent · 22% of overall

Development activity

100Excellent

How it's scored

36/36	Push recency — last push 0 days ago
36/36	Commit cadence — 52/52 weeks with commits
18/18	Commit volume — 1,251 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10

Inputs used

commits_last_year	1,251
human_commit_share	—
days_since_last_push	0
active_weeks_last_year	52

Release discipline

100Excellent

How it's scored

27/27	Ships releases — 20 releases published
36/36	Release recency — latest release 3 days ago
27/27	Release cadence — a release every ~7.5 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	20
latest_release_tag	v0.14.4
releases_from_tags	no
days_since_latest_release	3
mean_days_between_releases	7.5

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?

73Good · 18% of overall

Popularity & adoption

70Good

How it's scored

44.9/60	Stars — 587 stars
21.5/25	Forks — 380 forks
3.9/15	Watchers — 6 watchers

Inputs used

forks	380
stars	587
watchers	6
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

77Good

How it's scored

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

Inputs used

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

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)

96Excellent

How it's scored

54/54	Bus factor — 8 contributor(s) cover half of all commits
18/22.5	Commit distribution — top contributor authored 20% of commits
13.5/13.5	Contributor breadth — 100 contributors
10/10	OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations

Inputs used

bus_factor	8
contributors_sampled	100
top_contributor_share	0.2

Issue & PR responsiveness

86Excellent

How it's scored

41.2/46.8	Issue resolution — 88% of issues closed
29.7/38.3	PR acceptance — 1,208/1,558 decided PRs merged
15/15	OpenSSF Scorecard: Code-Review — all changesets reviewed

Inputs used

merged_prs	1,208
open_issues	43
closed_issues	318
issue_closed_ratio	0.881
closed_unmerged_prs	350

Ownership & stewardship

72Good

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain
17.1/25	Owner reach — 240 followers of UKGovernmentBEIS
25/25	Track record — 114 public repos, account ~10 yr old

Inputs used

followers	240
owner_type	Organization
is_verified	—
owner_login	UKGovernmentBEIS
public_repos	114
account_age_days	3,723

Package maintenance

100Excellent

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 3 days ago
20/20	Version history — 25 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	inspect_evals
ecosystems	pypi
any_deprecated	no
min_days_since_publish	3

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 — 21 workflow(s)
24/24	Tests present
16/16	Linter config — tox.ini
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://ukgovernmentbeis.github.io/inspect_evals/
10/10	Repository description
0/10	Topics
10/10	Wiki

Inputs used

topics	—
has_wiki	yes
homepage	https://ukgovernmentbeis.github.io/inspect_evals/
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

59Moderate

How it's scored

0/7.5	Binary-Artifacts — binaries present in source code
0/7.5	Branch-Protection — no data
2.5/2.5	CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5	Code-Review — all changesets reviewed
2.5/2.5	Contributors — project has 7 contributing companies or organizations
10/10	Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5	Dependency-Update-Tool — update tool detected
0/5	Fuzzing — project is not fuzzed
2.5/2.5	License — license file detected
7.5/7.5	Maintained — 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10
5/5	Packaging — packaging workflow detected
0.5/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
0/5	SAST — SAST tool is not run on all commits -- score normalized to 0
0/5	Security-Policy — security policy file not detected
0/7.5	Signed-Releases — no data
7.5/7.5	Token-Permissions — GitHub workflow tokens follow principle of least privilege
0/7.5	Vulnerabilities — 363 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	16
scorecard_version	v5.5.0
checks_inconclusive	2
scorecard_aggregate	5.9

Excluded from scoring (no data or not applicable): branch_protection, 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.

76Good · 0% of overall

Agent context & guidance

75Good

How it's scored

45/45	Agent instructions — AGENTS.md, CLAUDE.md, src/inspect_evals/moru/CLAUDE.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	AGENTS.md, CLAUDE.md, src/inspect_evals/moru/CLAUDE.md
agent_instruction_max_bytes	7,758

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

Verify loop (build / test / typecheck)

87Excellent

How it's scored

18/18	One-command bootstrap — Makefile, src/inspect_evals/cybench/challenges/skilift/images/victim/chall/Makefile, src/inspect_evals/theagentcompany/tasks/hr_create_employee_manual/Makefile
22/22	Automated tests
11/11	Lint / format config — tox.ini
11/11	Static type checking — src/inspect_evals/py.typed
10/10	Reproducible environment — Dockerfile, lockfile
0/10	Demonstrated agent practice — no data
5/8	Automated maintenance — dependency automation configured, none observed in the sampled commits
1/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1

Inputs used

has_nix	no
has_tests	yes
lockfiles	uv.lock
has_dockerfile	yes
typed_language	no
bootstrap_files	Makefile, src/inspect_evals/cybench/challenges/skilift/images/victim/chall/Makefile, src/inspect_evals/theagentcompany/tasks/hr_create_employee_manual/Makefile
has_devcontainer	no
has_linter_config	yes
typecheck_configs	src/inspect_evals/py.typed
agent_commit_share	—
toolchain_manifests	—
dependency_bot_commit_share	0

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

Code legibility for models

82Good

How it's scored

27/45	Type-checkable code — Python with type-check config (src/inspect_evals/py.typed)
54.8/55	Manageable file sizes — 7/1,944 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	145,971
source_files_sampled	1,944
oversized_source_files	7

Machine-readable interfaces

40At risk

How it's scored

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

Inputs used

example_dirs	example
has_mcp_signal	no
api_schema_files	—

Key facts

587GitHub stars

100contributors

1,251commits, last 12 months

0days since last push

20releases

8bus factor

43open issues

PyPIpackage ecosystems

More detail

OpenSSF Scorecard 5.9 / 10

5.9aggregate

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 · 2026-07-17 05:12 UTC

0	Binary-Artifacts	binaries present in source code
n/a	Branch-Protection	internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10	CI-Tests	30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
10	Code-Review	all changesets reviewed
10	Contributors	project has 7 contributing companies or organizations
10	Dangerous-Workflow	no dangerous workflow patterns detected
10	Dependency-Update-Tool	update tool detected
0	Fuzzing	project is not fuzzed
10	License	license file detected
10	Maintained	30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10
10	Packaging	packaging workflow detected
1	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 1
0	SAST	SAST tool is not run on all commits -- score normalized to 0
0	Security-Policy	security policy file not detected
n/a	Signed-Releases	no releases found
10	Token-Permissions	GitHub workflow tokens follow principle of least privilege
0	Vulnerabilities	363 existing vulnerabilities detected

Direct dependencies 13

Registry	Package	Version constraint	Manifest
PyPI	backoff	`>=2.2.0`	pyproject.toml
PyPI	datasets	`>=4.8.5`	pyproject.toml
PyPI	huggingface_hub	`>=1.2.0`	pyproject.toml
PyPI	hf_xet	`—`	pyproject.toml
PyPI	inspect_ai	`>= 0.3.221`	pyproject.toml
PyPI	jinja2	`—`	pyproject.toml
PyPI	numpy	`>=1.26.0`	pyproject.toml
PyPI	pillow	`>=11.3.0`	pyproject.toml
PyPI	pydantic	`>=2.10.0`	pyproject.toml
PyPI	pyyaml	`>=5.1.0`	pyproject.toml
PyPI	requests	`>=2.32.0`	pyproject.toml
PyPI	tiktoken	`>=0.11.0`	pyproject.toml
PyPI	toml	`>=0.10.2`	pyproject.toml

All dependencies 952

Full resolved dependency set from the GitHub dependency graph: 34 direct and 918 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	backoff	`2.2.1`	direct
PyPI	datasets	`4.8.5`	direct
PyPI	hf-xet	`1.4.3`	direct
PyPI	hf-xet	`1.5.0`	direct
PyPI	huggingface-hub	`—`	direct
PyPI	huggingface-hub	`1.10.1`	direct
PyPI	huggingface-hub	`1.12.0`	direct
PyPI	huggingface-hub	`1.14.0`	direct
PyPI	inspect-ai	`0.3.232`	direct
PyPI	inspect-ai	`0.3.233`	direct
PyPI	jinja2	`3.1.2`	direct
PyPI	jinja2	`3.1.6`	direct
PyPI	numpy	`—`	direct
PyPI	numpy	`1.21.2`	direct
PyPI	numpy	`1.24.0`	direct
PyPI	numpy	`1.26.4`	direct
PyPI	numpy	`2.4.4`	direct
PyPI	pillow	`—`	direct
PyPI	pillow	`10.0.1`	direct
PyPI	pillow	`10.3.0`	direct
PyPI	pillow	`12.2.0`	direct
PyPI	pydantic	`—`	direct
PyPI	pydantic	`1.10.2`	direct
PyPI	pydantic	`2.13.3`	direct
PyPI	pydantic	`2.13.4`	direct
PyPI	pyyaml	`6.0`	direct
PyPI	pyyaml	`6.0.1`	direct
PyPI	pyyaml	`6.0.2`	direct
PyPI	pyyaml	`6.0.3`	direct
PyPI	requests	`—`	direct
PyPI	requests	`2.31.0`	direct
PyPI	requests	`2.33.1`	direct
PyPI	tiktoken	`0.12.0`	direct
PyPI	toml	`0.10.2`	direct
crates.io	hex	`—`	indirect
crates.io	rand	`—`	indirect
Maven	org.apache.maven.plugins:maven-assembly-plugin	`—`	indirect
Maven	org.apache.velocity:velocity	`1.7`	indirect
Maven	org.springframework.boot:spring-boot-maven-plugin	`—`	indirect
Maven	org.springframework.boot:spring-boot-starter-web	`—`	indirect
PyPI	absl-py	`2.4.0`	indirect
PyPI	accelerate	`1.13.0`	indirect
PyPI	actionlint-py	`—`	indirect
PyPI	actionlint-py	`1.7.12.24`	indirect
PyPI	agent-client-protocol	`0.10.1`	indirect
PyPI	aioboto3	`13.4.0`	indirect
PyPI	aioboto3	`15.5.0`	indirect
PyPI	aiobotocore	`2.18.0`	indirect
PyPI	aiobotocore	`2.25.1`	indirect
PyPI	aiofiles	`25.1.0`	indirect
PyPI	aiohappyeyeballs	`2.6.1`	indirect
PyPI	aiohttp	`3.13.5`	indirect
PyPI	aiohttp	`3.9.5`	indirect
PyPI	aioitertools	`0.13.0`	indirect
PyPI	aiosignal	`1.4.0`	indirect
PyPI	annotated-doc	`0.0.4`	indirect
PyPI	annotated-types	`0.7.0`	indirect
PyPI	anthropic	`—`	indirect
PyPI	anthropic	`0.100.0`	indirect
PyPI	anthropic	`0.99.0`	indirect
PyPI	antlr4-python3-runtime	`—`	indirect
PyPI	antlr4-python3-runtime	`4.11.0`	indirect
PyPI	anyio	`4.13.0`	indirect
PyPI	anytree	`2.8.0`	indirect
PyPI	appdirs	`1.4.4`	indirect
PyPI	appnope	`0.1.4`	indirect
PyPI	apscheduler	`3.11.2`	indirect
PyPI	argon2-cffi	`25.1.0`	indirect
PyPI	argon2-cffi-bindings	`25.1.0`	indirect
PyPI	arrow	`1.4.0`	indirect
PyPI	aspose-words	`25.8.0`	indirect
PyPI	ast-serialize	`0.5.0`	indirect
PyPI	asttokens	`3.0.1`	indirect
PyPI	astunparse	`1.6.3`	indirect
PyPI	async-lru	`2.3.0`	indirect
PyPI	async-timeout	`5.0.1`	indirect
PyPI	attrs	`26.1.0`	indirect
PyPI	av	`11.0.0`	indirect
PyPI	azure-core	`1.41.0`	indirect
PyPI	azure-identity	`1.25.3`	indirect
PyPI	azure-storage-blob	`12.28.0`	indirect
PyPI	babel	`2.18.0`	indirect
PyPI	backports-tarfile	`1.2.0`	indirect
PyPI	backports-zstd	`1.4.0`	indirect
PyPI	basemap	`1.3.9`	indirect
PyPI	bashlex	`0.18`	indirect
PyPI	beautifulsoup4	`4.14.3`	indirect
PyPI	beautifulsoup4	`4.8.2`	indirect
PyPI	bioc	`—`	indirect
PyPI	bioc	`2.1`	indirect
PyPI	biopython	`1.84`	indirect
PyPI	blake3	`0.4.1`	indirect
PyPI	bleach	`6.3.0`	indirect
PyPI	blinker	`1.6.2`	indirect
PyPI	blinker	`1.9.0`	indirect
PyPI	bokeh	`2.4.0`	indirect
PyPI	boltons	`21.0.0`	indirect
PyPI	boto3	`1.36.0`	indirect
PyPI	boto3	`1.40.61`	indirect
PyPI	botocore	`1.36.1`	indirect
PyPI	botocore	`1.40.61`	indirect
PyPI	bracex	`2.6`	indirect
PyPI	brotli	`1.2.0`	indirect
PyPI	brotlicffi	`1.2.0.1`	indirect
PyPI	bs4	`—`	indirect
PyPI	bs4	`0.0.2`	indirect
PyPI	build	`—`	indirect
PyPI	build	`1.5.0`	indirect
PyPI	cachetools	`7.1.4`	indirect
PyPI	cadquery	`2.4.0`	indirect
PyPI	cadquery-ocp	`7.7.0`	indirect
PyPI	cairosvg	`2.5.2`	indirect
PyPI	camelot-py	`0.10.1`	indirect
PyPI	catboost	`—`	indirect
PyPI	cbor2	`5.9.0`	indirect
PyPI	cbor2	`6.0.1`	indirect
PyPI	certifi	`2023.5.7`	indirect
PyPI	certifi	`2026.2.25`	indirect
PyPI	certifi	`2026.4.22`	indirect
PyPI	cffi	`1.15.1`	indirect
PyPI	cffi	`2.0.0`	indirect
PyPI	cfgv	`3.5.0`	indirect
PyPI	chardet	`3.0.4`	indirect
PyPI	chardet	`5.2.0`	indirect
PyPI	chardet	`7.4.1`	indirect
PyPI	charset-normalizer	`3.1.0`	indirect
PyPI	charset-normalizer	`3.4.7`	indirect
PyPI	cje-eval	`—`	indirect
PyPI	cje-eval	`0.2.1`	indirect
PyPI	click	`8.1.3`	indirect
PyPI	click	`8.1.8`	indirect
PyPI	click	`8.2.1`	indirect
PyPI	click-log	`0.4.0`	indirect
PyPI	click-option-group	`0.5.9`	indirect
PyPI	cloudpickle	`3.1.2`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	comm	`0.2.3`	indirect
PyPI	contourpy	`1.3.3`	indirect
PyPI	countryinfo	`0.1.2`	indirect
PyPI	coverage	`—`	indirect
PyPI	coverage	`7.13.5`	indirect
PyPI	cramjam	`2.11.0`	indirect
PyPI	croniter	`6.2.2`	indirect
PyPI	cryptography	`38.0.0`	indirect
PyPI	cryptography	`41.0.1`	indirect
PyPI	cryptography	`43.0.3`	indirect
PyPI	cryptography	`46.0.5`	indirect
PyPI	cryptography	`48.0.0`	indirect
PyPI	cuda-bindings	`13.2.0`	indirect
PyPI	cuda-pathfinder	`1.5.2`	indirect
PyPI	cuda-pathfinder	`1.5.4`	indirect
PyPI	cuda-toolkit	`13.0.2`	indirect
PyPI	cvebench	`0.2.0`	indirect
PyPI	cycler	`0.12.1`	indirect
PyPI	cyclopts	`4.11.2`	indirect
PyPI	dataclasses-json	`0.6.7`	indirect
PyPI	datadog	`—`	indirect
PyPI	datetime	`5.5`	indirect
PyPI	ddtrace	`—`	indirect
PyPI	debugpy	`1.8.20`	indirect
PyPI	decorator	`5.2.1`	indirect
PyPI	deepdiff	`—`	indirect
PyPI	deepdiff	`9.0.0`	indirect
PyPI	defusedxml	`0.7.1`	indirect
PyPI	detect-agent	`0.2.0`	indirect
PyPI	detoxify	`0.5.2`	indirect
PyPI	dill	`0.3.9`	indirect
PyPI	dill	`0.4.0`	indirect
PyPI	dill	`0.4.1`	indirect
PyPI	diskcache	`5.6.3`	indirect
PyPI	distlib	`0.4.0`	indirect
PyPI	distro	`1.9.0`	indirect
PyPI	django	`4.2.7`	indirect
PyPI	dlib-bin	`19.24.6`	indirect
PyPI	dnspython	`2.6.1`	indirect
PyPI	dnspython	`2.8.0`	indirect
PyPI	docker	`—`	indirect
PyPI	docker	`7.1.0`	indirect
PyPI	docopt	`0.6.2`	indirect
PyPI	docstring-parser	`0.17.0`	indirect
PyPI	docstring-parser	`0.18.0`	indirect
PyPI	docutils	`0.22.4`	indirect
PyPI	docx2txt	`0.8`	indirect
PyPI	docxtpl	`0.11.5`	indirect
PyPI	drain3	`—`	indirect
PyPI	drain3	`0.9.1`	indirect
PyPI	duckdb	`1.4.4`	indirect
PyPI	durationpy	`0.10`	indirect
PyPI	einops	`0.3.2`	indirect
PyPI	einops	`0.8.2`	indirect
PyPI	email-validator	`2.3.0`	indirect
PyPI	et-xmlfile	`2.0.0`	indirect
PyPI	exceptiongroup	`1.2.2`	indirect
PyPI	exchange-calendars	`3.4`	indirect
PyPI	execnet	`2.1.2`	indirect
PyPI	executing	`2.2.1`	indirect
PyPI	face	`26.0.0`	indirect
PyPI	faker	`20.1.0`	indirect
PyPI	faker	`40.13.0`	indirect
PyPI	faker	`8.13.2`	indirect
PyPI	fastapi	`0.100.0`	indirect
PyPI	fastapi	`0.136.1`	indirect
PyPI	fastapi	`0.136.3`	indirect
PyPI	fastapi	`0.95.2`	indirect
PyPI	fastapi-sso	`0.16.0`	indirect
PyPI	fastchat	`0.1.0`	indirect
PyPI	fastcore	`1.12.38`	indirect
PyPI	fastjsonschema	`2.21.2`	indirect
PyPI	fastparquet	`2026.3.0`	indirect
PyPI	fastuuid	`0.14.0`	indirect
PyPI	ffmpeg-python	`0.2.0`	indirect
PyPI	filelock	`3.25.2`	indirect
PyPI	filelock	`3.29.0`	indirect
PyPI	fiona	`1.9.2`	indirect
PyPI	flask	`—`	indirect
PyPI	flask	`2.3.2`	indirect
PyPI	flask	`3.0.3`	indirect
PyPI	flask	`3.1.3`	indirect
PyPI	flask-login	`0.6.3`	indirect
PyPI	flask-mail	`0.9.1`	indirect
PyPI	flask-restful	`—`	indirect
PyPI	flask-restful	`0.3.10`	indirect
PyPI	flask-wtf	`1.2.1`	indirect
PyPI	flatbuffers	`25.12.19`	indirect
PyPI	folium	`0.12.1`	indirect
PyPI	folium	`0.16.0`	indirect
PyPI	fonttools	`4.62.1`	indirect
PyPI	fpdf2	`2.8.3`	indirect
PyPI	fqdn	`1.5.1`	indirect
PyPI	frozenlist	`1.8.0`	indirect
PyPI	fschat	`0.2.36`	indirect
PyPI	fsspec	`2025.9.0`	indirect
PyPI	fuzzywuzzy	`0.18.0`	indirect
PyPI	gast	`0.7.0`	indirect
PyPI	gdown	`—`	indirect
PyPI	gdown	`5.2.1`	indirect
PyPI	gdown	`6.0.0`	indirect
PyPI	gensim	`—`	indirect
PyPI	gensim	`4.3.1`	indirect
PyPI	gensim	`4.3.2`	indirect
PyPI	gensim	`4.4.0`	indirect
PyPI	geopandas	`0.10.2`	indirect
PyPI	geopandas	`0.13.2`	indirect
PyPI	geopy	`2.2.0`	indirect
PyPI	geopy	`2.4.1`	indirect
PyPI	ghapi	`1.0.13`	indirect
PyPI	gitdb	`4.0.12`	indirect
PyPI	gitpython	`3.1.49`	indirect
PyPI	gitpython	`3.1.50`	indirect
PyPI	glom	`25.12.0`	indirect
PyPI	google-auth	`2.49.2`	indirect
PyPI	google-auth	`2.52.0`	indirect
PyPI	google-genai	`—`	indirect
PyPI	google-genai	`1.73.1`	indirect
PyPI	google-genai	`2.0.0`	indirect
PyPI	google-pasta	`0.2.0`	indirect
PyPI	googleapis-common-protos	`1.74.0`	indirect
PyPI	gradio	`2.2.15`	indirect
PyPI	graphviz	`0.17`	indirect
PyPI	grpcio	`1.80.0`	indirect
PyPI	grpclib	`0.4.9`	indirect
PyPI	gtts	`2.2.3`	indirect
PyPI	gunicorn	`20.1.0`	indirect
PyPI	gunicorn	`23.0.0`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	h2	`4.3.0`	indirect
PyPI	h5py	`—`	indirect
PyPI	h5py	`3.14.0`	indirect
PyPI	h5py	`3.8.0`	indirect
PyPI	holidays	`0.29`	indirect
PyPI	hpack	`4.1.0`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httpx	`0.28.1`	indirect
PyPI	httpx-sse	`0.4.3`	indirect
PyPI	hydra-core	`1.4.0.dev1`	indirect
PyPI	hypercorn	`0.14.3`	indirect
PyPI	hyperframe	`6.1.0`	indirect
PyPI	id	`1.6.1`	indirect
PyPI	identify	`2.6.18`	indirect
PyPI	idna	`3.11`	indirect
PyPI	idna	`3.13`	indirect
PyPI	idna	`3.4`	indirect
PyPI	ijson	`3.5.0`	indirect
PyPI	imbalanced-learn	`—`	indirect
PyPI	imblearn	`0.0`	indirect
PyPI	imgkit	`1.2.2`	indirect
PyPI	immutabledict	`—`	indirect
PyPI	immutabledict	`4.3.1`	indirect
PyPI	importlib-metadata	`6.7.0`	indirect
PyPI	importlib-metadata	`8.7.1`	indirect
PyPI	importlib-metadata	`9.0.0`	indirect
PyPI	inflate64	`1.0.4`	indirect
PyPI	iniconfig	`2.3.0`	indirect
PyPI	inspect-cyber	`0.1.0`	indirect
PyPI	inspect-evals	`—`	indirect
PyPI	inspect-evals-abstention-bench	`0.1.0`	indirect
PyPI	inspect-evals-bold	`0.1.0`	indirect
PyPI	inspect-evals-cve-bench	`0.1.0`	indirect
PyPI	inspect-evals-kernelbench	`0.1.0`	indirect
PyPI	inspect-evals-livebench	`0.1.0`	indirect
PyPI	inspect-evals-mle-bench	`0.1.0`	indirect
PyPI	inspect-evals-novelty-bench	`0.1.0`	indirect
PyPI	inspect-k8s-sandbox	`0.5.0`	indirect
PyPI	inspect-scout	`—`	indirect
PyPI	inspect-scout	`0.4.27`	indirect
PyPI	inspect-swe	`—`	indirect
PyPI	inspect-swe	`0.2.46`	indirect
PyPI	instruction-following-eval	`—`	indirect
PyPI	instruction-following-eval	`0.1.0`	indirect
PyPI	intervaltree	`3.2.1`	indirect
PyPI	ipykernel	`7.2.0`	indirect
PyPI	ipython	`9.10.1`	indirect
PyPI	ipython	`9.12.0`	indirect
PyPI	ipython	`9.13.0`	indirect
PyPI	ipython-pygments-lexers	`1.1.1`	indirect
PyPI	ipywidgets	`8.1.8`	indirect
PyPI	isodate	`0.7.2`	indirect
PyPI	isoduration	`20.11.0`	indirect
PyPI	itsdangerous	`2.1.2`	indirect
PyPI	itsdangerous	`2.2.0`	indirect
PyPI	jaraco-classes	`3.4.0`	indirect
PyPI	jaraco-context	`6.1.2`	indirect
PyPI	jaraco-functools	`4.4.0`	indirect
PyPI	jax	`0.2.28`	indirect
PyPI	jedi	`0.19.2`	indirect
PyPI	jedi	`0.20.0`	indirect
PyPI	jeepney	`0.9.0`	indirect
PyPI	jieba	`0.42.1`	indirect
PyPI	jiter	`0.14.0`	indirect
PyPI	jmespath	`1.1.0`	indirect
PyPI	joblib	`1.5.3`	indirect
PyPI	json5	`0.14.0`	indirect
PyPI	jsonlines	`4.0.0`	indirect
PyPI	jsonpatch	`1.33`	indirect
PyPI	jsonpath-ng	`1.8.0`	indirect
PyPI	jsonpickle	`1.4.1`	indirect
PyPI	jsonpointer	`3.1.1`	indirect
PyPI	jsonref	`1.1.0`	indirect
PyPI	jsonschema	`4.25.1`	indirect
PyPI	jsonschema	`4.26.0`	indirect
PyPI	jsonschema-specifications	`2025.9.1`	indirect
PyPI	jupyter	`—`	indirect
PyPI	jupyter	`1.1.1`	indirect
PyPI	jupyter-client	`8.6.1`	indirect
PyPI	jupyter-client	`8.8.0`	indirect
PyPI	jupyter-console	`6.6.3`	indirect
PyPI	jupyter-core	`5.5.1`	indirect
PyPI	jupyter-core	`5.9.1`	indirect
PyPI	jupyter-events	`0.12.0`	indirect
PyPI	jupyter-lsp	`2.3.1`	indirect
PyPI	jupyter-server	`2.14.0`	indirect
PyPI	jupyter-server	`2.17.0`	indirect
PyPI	jupyter-server-terminals	`0.5.4`	indirect
PyPI	jupyterlab	`4.1.8`	indirect
PyPI	jupyterlab	`4.5.7`	indirect
PyPI	jupyterlab-pygments	`0.3.0`	indirect
PyPI	jupyterlab-server	`2.27.1`	indirect
PyPI	jupyterlab-server	`2.28.0`	indirect
PyPI	jupyterlab-widgets	`3.0.16`	indirect
PyPI	kaggle	`1.6.17`	indirect
PyPI	keras	`2.11.0`	indirect
PyPI	keras	`3.13.2`	indirect
PyPI	keras	`3.14.0`	indirect
PyPI	keras	`3.14.1`	indirect
PyPI	kernelbench	`0.2.0.dev0`	indirect
PyPI	kerykeion	`2.1.16`	indirect
PyPI	keyring	`25.7.0`	indirect
PyPI	kiwisolver	`1.5.0`	indirect
PyPI	kubernetes	`35.0.0`	indirect
PyPI	langchain	`1.2.17`	indirect
PyPI	langchain-core	`1.3.3`	indirect
PyPI	langchain-protocol	`0.0.15`	indirect
PyPI	langdetect	`—`	indirect
PyPI	langdetect	`1.0.9`	indirect
PyPI	langgraph	`1.1.10`	indirect
PyPI	langgraph-checkpoint	`4.0.3`	indirect
PyPI	langgraph-prebuilt	`1.0.13`	indirect
PyPI	langgraph-sdk	`0.3.14`	indirect
PyPI	langsmith	`0.8.3`	indirect
PyPI	lark	`1.3.1`	indirect
PyPI	latex2mathml	`3.81.0`	indirect
PyPI	levenshtein	`0.25.0`	indirect
PyPI	levenshtein	`0.27.3`	indirect
PyPI	libclang	`18.1.1`	indirect
PyPI	libcst	`1.8.6`	indirect
PyPI	librosa	`0.10.1`	indirect
PyPI	librosa	`0.8.1`	indirect
PyPI	librt	`0.11.0`	indirect
PyPI	libtmux	`0.55.1`	indirect
PyPI	lightgbm	`—`	indirect
PyPI	linkify-it-py	`2.1.0`	indirect
PyPI	litellm	`1.81.0`	indirect
PyPI	litellm	`1.83.0`	indirect
PyPI	litellm-enterprise	`0.1.27`	indirect
PyPI	litellm-proxy-extras	`0.4.23`	indirect
PyPI	livebench	`0.0.4`	indirect
PyPI	loguru	`0.5.3`	indirect
PyPI	loguru	`0.7.3`	indirect
PyPI	lxml	`—`	indirect
PyPI	lxml	`4.9.3`	indirect
PyPI	lxml	`6.0.3`	indirect
PyPI	lxml	`6.1.0`	indirect
PyPI	lxml-stubs	`—`	indirect
PyPI	lxml-stubs	`0.5.1`	indirect
PyPI	markdown-it-py	`4.0.0`	indirect
PyPI	markdown-it-py	`4.2.0`	indirect
PyPI	markdown2	`2.5.5`	indirect
PyPI	markdownify	`0.9.3`	indirect
PyPI	markupsafe	`2.1.3`	indirect
PyPI	markupsafe	`3.0.3`	indirect
PyPI	marshmallow	`3.26.2`	indirect
PyPI	matplotlib	`—`	indirect
PyPI	matplotlib	`3.10.8`	indirect
PyPI	matplotlib	`3.6.3`	indirect
PyPI	matplotlib	`3.7.0`	indirect
PyPI	matplotlib	`3.8.4`	indirect
PyPI	matplotlib-inline	`0.2.1`	indirect
PyPI	matplotlib-venn	`0.11.6`	indirect
PyPI	mcp	`1.23.3`	indirect
PyPI	mcp	`1.27.0`	indirect
PyPI	mdit-py-plugins	`0.5.0`	indirect
PyPI	mdit-py-plugins	`0.6.0`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	mechanize	`0.4.9`	indirect
PyPI	mistune	`3.2.0`	indirect
PyPI	mistune	`3.2.1`	indirect
PyPI	ml-dtypes	`0.5.4`	indirect
PyPI	mlebench	`1.0.0`	indirect
PyPI	mmh3	`5.2.1`	indirect
PyPI	mne	`0.23.4`	indirect
PyPI	modal	`1.4.1`	indirect
PyPI	modal	`1.4.2`	indirect
PyPI	more-itertools	`11.0.2`	indirect
PyPI	moviepy	`1.0.3`	indirect
PyPI	mpmath	`—`	indirect
PyPI	mpmath	`1.3.0`	indirect
PyPI	msal	`1.36.0`	indirect
PyPI	msal-extensions	`1.3.1`	indirect
PyPI	msgpack	`1.1.2`	indirect
PyPI	mtcnn	`0.1.1`	indirect
PyPI	multidict	`6.7.1`	indirect
PyPI	multiprocess	`0.70.17`	indirect
PyPI	multiprocess	`0.70.18`	indirect
PyPI	multivolumefile	`0.2.3`	indirect
PyPI	mutagen	`1.45.1`	indirect
PyPI	mypy	`2.1.0`	indirect
PyPI	mypy-extensions	`1.1.0`	indirect
PyPI	namex	`0.1.0`	indirect
PyPI	narwhals	`2.19.0`	indirect
PyPI	nashpy	`0.0.35`	indirect
PyPI	natsort	`7.1.1`	indirect
PyPI	nbclassic	`0.4.5`	indirect
PyPI	nbclient	`0.10.4`	indirect
PyPI	nbconvert	`7.17.1`	indirect
PyPI	nbformat	`5.10.4`	indirect
PyPI	nest-asyncio	`1.6.0`	indirect
PyPI	nest-asyncio2	`1.7.2`	indirect
PyPI	networkx	`2.6.3`	indirect
PyPI	networkx	`2.8.8`	indirect
PyPI	networkx	`3.6.1`	indirect
PyPI	nh3	`0.3.4`	indirect
PyPI	nh3	`0.3.5`	indirect
PyPI	ninja	`1.13.0`	indirect
PyPI	nltk	`—`	indirect
PyPI	nltk	`3.8`	indirect
PyPI	nltk	`3.9.1`	indirect
PyPI	nltk	`3.9.4`	indirect
PyPI	nodeenv	`1.10.0`	indirect
PyPI	notebook	`6.5.1`	indirect
PyPI	notebook	`7.5.6`	indirect
PyPI	notebook-shim	`0.2.4`	indirect
PyPI	numba	`0.55.0`	indirect
PyPI	numpy-financial	`1.0.0`	indirect
PyPI	nvidia-cublas	`13.1.0.3`	indirect
PyPI	nvidia-cublas-cu12	`12.8.4.1`	indirect
PyPI	nvidia-cuda-cupti	`13.0.85`	indirect
PyPI	nvidia-cuda-cupti-cu12	`12.8.90`	indirect
PyPI	nvidia-cuda-nvrtc	`13.0.88`	indirect
PyPI	nvidia-cuda-nvrtc-cu12	`12.8.93`	indirect
PyPI	nvidia-cuda-runtime	`13.0.96`	indirect
PyPI	nvidia-cuda-runtime-cu12	`12.8.90`	indirect
PyPI	nvidia-cudnn-cu12	`9.10.2.21`	indirect
PyPI	nvidia-cudnn-cu13	`9.19.0.56`	indirect
PyPI	nvidia-cufft	`12.0.0.61`	indirect
PyPI	nvidia-cufft-cu12	`11.3.3.83`	indirect
PyPI	nvidia-cufile	`1.15.1.6`	indirect
PyPI	nvidia-cufile-cu12	`1.13.1.3`	indirect
PyPI	nvidia-curand	`10.4.0.35`	indirect
PyPI	nvidia-curand-cu12	`10.3.9.90`	indirect
PyPI	nvidia-cusolver	`12.0.4.66`	indirect
PyPI	nvidia-cusolver-cu12	`11.7.3.90`	indirect
PyPI	nvidia-cusparse	`12.6.3.3`	indirect
PyPI	nvidia-cusparse-cu12	`12.5.8.93`	indirect
PyPI	nvidia-cusparselt-cu12	`0.7.1`	indirect
PyPI	nvidia-cusparselt-cu13	`0.8.0`	indirect
PyPI	nvidia-nccl-cu12	`2.27.5`	indirect
PyPI	nvidia-nccl-cu13	`2.28.9`	indirect
PyPI	nvidia-nvjitlink	`13.0.88`	indirect
PyPI	nvidia-nvjitlink-cu12	`12.8.93`	indirect
PyPI	nvidia-nvshmem-cu12	`3.3.20`	indirect
PyPI	nvidia-nvshmem-cu13	`3.4.5`	indirect
PyPI	nvidia-nvtx	`13.0.85`	indirect
PyPI	nvidia-nvtx-cu12	`12.8.90`	indirect
PyPI	oauthlib	`3.3.1`	indirect
PyPI	odfpy	`—`	indirect
PyPI	odfpy	`1.4.1`	indirect
PyPI	omegaconf	`2.4.0.dev10`	indirect
PyPI	openai	`—`	indirect
PyPI	openai	`2.31.0`	indirect
PyPI	openai	`2.36.0`	indirect
PyPI	opencv-python	`4.5.5.62`	indirect
PyPI	opencv-python-headless	`4.9.0.80`	indirect
PyPI	openpyxl	`—`	indirect
PyPI	openpyxl	`3.0.10`	indirect
PyPI	openpyxl	`3.1.2`	indirect
PyPI	openpyxl	`3.1.5`	indirect
PyPI	opentelemetry-api	`1.37.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-common	`1.37.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-http	`1.37.0`	indirect
PyPI	opentelemetry-instrumentation	`0.58b0`	indirect
PyPI	opentelemetry-instrumentation-requests	`0.58b0`	indirect
PyPI	opentelemetry-instrumentation-threading	`0.58b0`	indirect
PyPI	opentelemetry-proto	`1.37.0`	indirect
PyPI	opentelemetry-sdk	`1.37.0`	indirect
PyPI	opentelemetry-semantic-conventions	`0.58b0`	indirect
PyPI	opentelemetry-util-http	`0.58b0`	indirect
PyPI	opt-einsum	`3.4.0`	indirect
PyPI	optree	`0.19.0`	indirect
PyPI	optree	`0.19.1`	indirect
PyPI	orderly-set	`5.5.0`	indirect
PyPI	orjson	`3.11.9`	indirect
PyPI	ormsgpack	`1.12.2`	indirect
PyPI	outcome	`1.3.0.post0`	indirect
PyPI	overrides	`7.7.0`	indirect
PyPI	packaging	`26.0`	indirect
PyPI	packaging	`26.2`	indirect
PyPI	pandas	`—`	indirect
PyPI	pandas	`1.5.3`	indirect
PyPI	pandas	`2.0.3`	indirect
PyPI	pandas	`2.2.2`	indirect
PyPI	pandas	`2.2.3`	indirect
PyPI	pandas	`3.0.2`	indirect
PyPI	pandas-stubs	`—`	indirect
PyPI	pandas-stubs	`3.0.3.260530`	indirect
PyPI	pandocfilters	`1.5.1`	indirect
PyPI	parso	`0.8.6`	indirect
PyPI	parso	`0.8.7`	indirect
PyPI	pathlib-abc	`0.5.2`	indirect
PyPI	pathspec	`1.0.4`	indirect
PyPI	patsy	`1.0.2`	indirect
PyPI	pdf2image	`—`	indirect
PyPI	pdf2image	`1.16.3`	indirect
PyPI	pdf2image	`1.17.0`	indirect
PyPI	pdfkit	`0.6.1`	indirect
PyPI	pdfplumber	`0.6.2`	indirect
PyPI	pdfrw	`0.4`	indirect
PyPI	pedalboard	`0.9.9`	indirect
PyPI	peewee	`3.19.0`	indirect
PyPI	peft	`0.19.1`	indirect
PyPI	pexpect	`4.9.0`	indirect
PyPI	pip	`—`	indirect
PyPI	pip	`26.1`	indirect
PyPI	platformdirs	`4.9.6`	indirect
PyPI	plotly	`5.3.0`	indirect
PyPI	plotly	`6.7.0`	indirect
PyPI	plotly-express	`—`	indirect
PyPI	plotly-express	`0.4.1`	indirect
PyPI	plotnine	`0.10.1`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	polars	`—`	indirect
PyPI	polars	`1.40.1`	indirect
PyPI	polars	`1.42.1`	indirect
PyPI	polars-runtime-32	`1.40.1`	indirect
PyPI	polars-runtime-32	`1.42.1`	indirect
PyPI	polyfactory	`—`	indirect
PyPI	polyfactory	`3.3.0`	indirect
PyPI	portalocker	`3.2.0`	indirect
PyPI	pre-commit	`—`	indirect
PyPI	pre-commit	`4.6.0`	indirect
PyPI	prettytable	`3.10.0`	indirect
PyPI	prometheus-client	`0.25.0`	indirect
PyPI	prompt-toolkit	`3.0.52`	indirect
PyPI	pronouncing	`0.2.0`	indirect
PyPI	propcache	`0.4.1`	indirect
PyPI	protobuf	`6.33.6`	indirect
PyPI	protobuf	`7.34.1`	indirect
PyPI	psutil	`—`	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	py7zr	`1.1.0`	indirect
PyPI	pyarrow	`23.0.1`	indirect
PyPI	pyarrow	`24.0.0`	indirect
PyPI	pyasn1	`0.6.3`	indirect
PyPI	pyasn1-modules	`0.4.2`	indirect
PyPI	pybcj	`1.0.7`	indirect
PyPI	pycocotools	`2.0.11`	indirect
PyPI	pycountry	`20.7.3`	indirect
PyPI	pycparser	`2.21`	indirect
PyPI	pycparser	`3.0`	indirect
PyPI	pycryptodome	`3.14.1`	indirect
PyPI	pycryptodomex	`3.23.0`	indirect
PyPI	pydantic-core	`2.46.3`	indirect
PyPI	pydantic-core	`2.46.4`	indirect
PyPI	pydantic-settings	`2.13.1`	indirect
PyPI	pydantic-settings	`2.14.0`	indirect
PyPI	pydot	`1.4.2`	indirect
PyPI	pydra-config	`0.0.17.post1`	indirect
PyPI	pydub	`0.25.1`	indirect
PyPI	pyfakefs	`5.4.1`	indirect
PyPI	pygithub	`—`	indirect
PyPI	pygithub	`2.9.1`	indirect
PyPI	pygments	`2.20.0`	indirect
PyPI	pygraphviz	`1.7`	indirect
PyPI	pyjwt	`2.12.1`	indirect
PyPI	pyjwt	`2.7.0`	indirect
PyPI	pylog	`1.1`	indirect
PyPI	pyloudnorm	`0.1.1`	indirect
PyPI	pymc	`4.0.1`	indirect
PyPI	pymongo	`4.17.0`	indirect
PyPI	pymupdf	`1.21.1`	indirect
PyPI	pynacl	`1.6.2`	indirect
PyPI	pyopenssl	`21.0.0`	indirect
PyPI	pypandoc	`1.6.3`	indirect
PyPI	pyparsing	`3.3.2`	indirect
PyPI	pypdf	`—`	indirect
PyPI	pypdf	`6.10.0`	indirect
PyPI	pypdf2	`—`	indirect
PyPI	pyppmd	`1.3.1`	indirect
PyPI	pyproject-api	`1.10.1`	indirect
PyPI	pyproject-hooks	`1.2.0`	indirect
PyPI	pyprover	`0.5.6`	indirect
PyPI	pyquaternion	`0.9.9`	indirect
PyPI	pyquery	`1.4.3`	indirect
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Raw JSON report machine-readable

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        {
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 7 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 86,
            "inputs": {
              "merged_prs": 1208,
              "open_issues": 43,
              "closed_issues": 318,
              "issue_closed_ratio": 0.881,
              "closed_unmerged_prs": 350
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "88% of issues closed",
                "points": 41.2,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 88
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "1208/1558 decided PRs merged",
                "points": 29.7,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 1208,
                      "decided": 1558
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "followers": 240,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "UKGovernmentBEIS",
              "public_repos": 114,
              "account_age_days": 3723
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "240 followers of UKGovernmentBEIS",
                "points": 17.1,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 240,
                      "login": "UKGovernmentBEIS"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "114 public repos, account ~10 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 114
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 10
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "inspect_evals"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 3
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 3 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 3
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "25 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 25
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 92,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "21 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 21
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": "tox.ini",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": "https://ukgovernmentbeis.github.io/inspect_evals/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://ukgovernmentbeis.github.io/inspect_evals/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 59,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 59,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.9
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 7 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 1",
                "points": 0.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "GitHub workflow tokens follow principle of least privilege",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "363 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
        "value": 76,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 75,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md",
                "src/inspect_evals/moru/CLAUDE.md"
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              "agent_instruction_max_bytes": 7758
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md, src/inspect_evals/moru/CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md, src/inspect_evals/moru/CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "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": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 87,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
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              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
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              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
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              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, src/inspect_evals/cybench/challenges/skilift/images/victim/chall/Makefile, src/inspect_evals/theagentcompany/tasks/hr_create_employee_manual/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, src/inspect_evals/cybench/challenges/skilift/images/victim/chall/Makefile, src/inspect_evals/theagentcompany/tasks/hr_create_employee_manual/Makefile"
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                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": "tox.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
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                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "src/inspect_evals/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "src/inspect_evals/py.typed"
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                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 1",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 145971,
              "source_files_sampled": 1944,
              "oversized_source_files": 7
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (src/inspect_evals/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "src/inspect_evals/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "7/1944 source files over 60KB",
                "points": 54.8,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 1944,
                      "oversized": 7
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "example"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "example",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "example"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "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": "2026-07-17T05:15:26.522017Z",
  "schema_version": "0.11.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/u/UKGovernmentbeis/inspect_evals.svg",
  "full_name": "UKGovernmentbeis/inspect_evals",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v0.11.0 — full methodology · metrics wiki.

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

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