Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-27 02:42 UTC

ucbds-infra / otter-grader

A Python and R autograding solution

PythonBSD-3-Clause★ 157 stars⑂ 78 forkssince Sep 2019View on GitHub ↗

#python #jupyter-notebooks #jupyter #jupyter-notebook #autograder #autograding #rmd

ucbds-infra/otter-grader holds a health index of 70 out of 100, placing it in the Good band. It scores highest on Vitality (80/100) and lowest on AI Readiness (43/100). It was last updated today. A single contributor accounts 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

Infrastructure TeamOrganization

10 followers14 public repossince Sep 2019

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	otter-grader	7.0.0	-	197	0 days ago

Metrics by category

Vitality

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

80Good · 22% of overall

Development activity

78Good

How it's scored

36/36	Push recency — last push 0 days ago
16.6/36	Commit cadence — 24/52 weeks with commits
15.3/18	Commit volume — 50 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 19 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10

Inputs used

commits_last_year	50
human_commit_share	0.53
days_since_last_push	0
active_weeks_last_year	24

Release discipline

83Good

How it's scored

27/27	Ships releases — 100 releases published
36/36	Release recency — latest release 0 days ago
19.8/27	Release cadence — a release every ~69.7 days
0/10	OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.

Inputs used

releases_count	100
latest_release_tag	v7.0.0
releases_from_tags	no
days_since_latest_release	0
mean_days_between_releases	69.7

Community & Adoption

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

68Moderate · 18% of overall

Popularity & adoption

54Moderate

How it's scored

35.6/60	Stars — 157 stars
15.7/25	Forks — 78 forks
2.7/15	Watchers — 4 watchers

Inputs used

forks	78
stars	157
watchers	4
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

85Excellent

How it's scored

22.5/22.5	README
22.5/22.5	License — recognized license (BSD-3-Clause)
18/18	CONTRIBUTING guide
13.5/13.5	Code of conduct
0/7.2	Issue template
0/6.3	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	no

Sustainability & Governance

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

65Moderate · 24% of overall

Maintainer resilience (bus factor)

34At risk

How it's scored

9/54	Bus factor — 1 contributor(s) cover half of all commits
1.6/22.5	Commit distribution — top contributor authored 93% of commits
13.5/13.5	Contributor breadth — 37 contributors
10/10	OpenSSF Scorecard: Contributors — project has 20 contributing companies or organizations

Inputs used

bus_factor	1
contributors_sampled	37
top_contributor_share	0.929

Issue & PR responsiveness

80Good

How it's scored

44.7/46.8	Issue resolution — 96% of issues closed
35.3/38.3	PR acceptance — 519/562 decided PRs merged
0/15	OpenSSF Scorecard: Code-Review — Found 0/7 approved changesets -- score normalized to 0

Inputs used

merged_prs	519
open_issues	19
closed_issues	417
issue_closed_ratio	0.956
closed_unmerged_prs	43

Ownership & stewardship

58Moderate

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain
7.5/25	Owner reach — 10 followers of ucbds-infra
20.6/25	Track record — 14 public repos, account ~6 yr old

Inputs used

followers	10
owner_type	Organization
is_verified	—
owner_login	ucbds-infra
public_repos	14
account_age_days	2,514

Package maintenance

100Excellent

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 0 days ago
20/20	Version history — 197 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	otter-grader
ecosystems	pypi
any_deprecated	no
min_days_since_publish	0

Engineering Quality

Are baseline engineering and documentation practices in place?

76Good · 20% of overall

Engineering practices

66Moderate

How it's scored

24/24	CI workflows — 5 workflow(s)
24/24	Tests present
0/16	Linter config
0/9.6	Pre-commit hooks
0/6.4	.editorconfig
18/20	OpenSSF Scorecard: CI-Tests — 24 out of 25 merged PRs checked by a CI test -- score normalized to 9

Inputs used

has_ci	yes
has_tests	yes
has_editorconfig	no
has_linter_config	no
has_precommit_config	no

Documentation

90Excellent

How it's scored

30/30	README
25/25	Documentation directory
15/15	Documentation / homepage site — https://otter-grader.readthedocs.io
10/10	Repository description
10/10	Topics — 8 topics
0/10	Wiki

Inputs used

topics	python, jupyter-notebooks, jupyter, jupyter-notebook, autograder, autograding, r, rmd
has_wiki	no
homepage	https://otter-grader.readthedocs.io
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

49At risk

How it's scored

7.5/7.5	Binary-Artifacts — no binaries found in the repo
0/7.5	Branch-Protection — no data
2.2/2.5	CI-Tests — 24 out of 25 merged PRs checked by a CI test -- score normalized to 9
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5	Code-Review — Found 0/7 approved changesets -- score normalized to 0
2.5/2.5	Contributors — project has 20 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 — 19 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
0/5	Packaging — no data
0/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
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 — Project has not signed or included provenance with any releases.
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
6/7.5	Vulnerabilities — 2 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	16
scorecard_version	v5.5.0
checks_inconclusive	2
scorecard_aggregate	4.9

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

Dependency advisories

100Excellent

How it's scored

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

Inputs used

source	osv
advisories	3
affected_packages	1
assessed_packages	166
unassessed_packages	4
affected_by_severity	critical 1
direct_affected_packages	0

Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 166 resolved dependencies against OSV. 4 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

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

43At risk · 0% of overall

Agent context & guidance

20Critical

How it's scored

0/45	Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15	Machine-readable docs (llms.txt)
20.1/40	Legible commit history — 20 of 53 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	no
legible_history_share	0.377
agent_instruction_files	—
agent_instruction_max_bytes	—

Verify loop (build / test / typecheck)

58Moderate

How it's scored

18/18	One-command bootstrap — Makefile, docs/Makefile
22/22	Automated tests
0/11	Lint / format config
0/11	Static type checking
10/10	Reproducible environment — Dockerfile, lockfile
0/10	Demonstrated agent practice — no agent-authored commits among the last 100
8/8	Automated maintenance — 39 of the last 100 commits are automated dependency updates
0/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0

Inputs used

has_nix	no
has_tests	yes
lockfiles	poetry.lock
has_dockerfile	yes
typed_language	no
bootstrap_files	Makefile, docs/Makefile
has_devcontainer	no
has_linter_config	no
typecheck_configs	—
agent_commit_share	0
toolchain_manifests	—
dependency_bot_commit_share	0.39

Code legibility for models

55Moderate

How it's scored

0/45	Type-checkable code — Python without a type-check config
55/55	Manageable file sizes — 0/213 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	30,176
source_files_sampled	213
oversized_source_files	0

Machine-readable interfaces

40At risk

How it's scored

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

Inputs used

example_dirs	examples, notebooks
has_mcp_signal	no
api_schema_files	—

Key facts

157GitHub stars

37contributors

50commits, last 12 months

0days since last push

100releases

1bus factor

19open issues

PyPIpackage ecosystems

Data collection warnings

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
deps.dev does not index pypi:otter-grader@7.0.0; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 78 ⇿

0Stars

78Forks

99Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

Major 5Minor 17Patch 66

Each point covers 6 days.

OpenSSF Scorecard 4.9 / 10

4.9aggregate

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 · 2026-07-27 02:42 UTC

10	Binary-Artifacts	no binaries found in the repo
n/a	Branch-Protection	internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
9	CI-Tests	24 out of 25 merged PRs checked by a CI test -- score normalized to 9
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
0	Code-Review	Found 0/7 approved changesets -- score normalized to 0
10	Contributors	project has 20 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	19 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
n/a	Packaging	packaging workflow not detected
0	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 0
0	SAST	SAST tool is not run on all commits -- score normalized to 0
0	Security-Policy	security policy file not detected
0	Signed-Releases	Project has not signed or included provenance with any releases.
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
8	Vulnerabilities	2 existing vulnerabilities detected

Direct dependencies 24

Registry	Package	Version constraint	Manifest
PyPI	click	`^8.1.7`	pyproject.toml
PyPI	dill	`>=0.3.0`	pyproject.toml
PyPI	fica	`>=0.4.1`	pyproject.toml
PyPI	google-api-python-client	`*`	pyproject.toml
PyPI	google-auth-oauthlib	`*`	pyproject.toml
PyPI	six	`*`	pyproject.toml
PyPI	gspread	`*`	pyproject.toml
PyPI	ipykernel	`*`	pyproject.toml
PyPI	ipylab	`^1.0.0`	pyproject.toml
PyPI	ipython	`*`	pyproject.toml
PyPI	ipywidgets	`^8.1.5`	pyproject.toml
PyPI	jinja2	`^3.1`	pyproject.toml
PyPI	jupyter_client	`*`	pyproject.toml
PyPI	jupytext	`^1.19.3`	pyproject.toml
PyPI	nbconvert	`>=6.0.0`	pyproject.toml
PyPI	nbformat	`>=5.0.0`	pyproject.toml
PyPI	pandas	`>=2.0.0`	pyproject.toml
PyPI	pypdf	`*`	pyproject.toml
PyPI	python-frontmatter	`^1.3.0`	pyproject.toml
PyPI	python-on-whales	`>=0.72.0,<1.0.0`	pyproject.toml
PyPI	pyyaml	`^6`	pyproject.toml
PyPI	requests	`^2.31`	pyproject.toml
PyPI	rpy2	`^3.5.16`	pyproject.toml
PyPI	wrapt	`^1.16.0`	pyproject.toml

All dependencies 170

Full resolved dependency set from the GitHub dependency graph: 24 direct and 146 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	click	`8.4.2`	direct
PyPI	dill	`0.4.1`	direct
PyPI	fica	`0.4.1`	direct
PyPI	google-api-python-client	`2.198.0`	direct
PyPI	google-auth-oauthlib	`1.4.0`	direct
PyPI	gspread	`6.2.1`	direct
PyPI	ipykernel	`7.3.0`	direct
PyPI	ipylab	`1.1.0`	direct
PyPI	ipython	`8.39.0`	direct
PyPI	ipywidgets	`8.1.8`	direct
PyPI	jinja2	`3.1.6`	direct
PyPI	jupyter-client	`8.9.1`	direct
PyPI	jupytext	`1.19.5`	direct
PyPI	nbconvert	`7.17.1`	direct
PyPI	nbformat	`5.10.4`	direct
PyPI	pandas	`2.3.3`	direct
PyPI	pypdf	`6.14.2`	direct
PyPI	python-frontmatter	`1.3.0`	direct
PyPI	python-on-whales	`0.81.0`	direct
PyPI	pyyaml	`6.0.3`	direct
PyPI	requests	`2.34.2`	direct
PyPI	rpy2	`3.6.7`	direct
PyPI	six	`1.17.0`	direct
PyPI	wrapt	`1.17.3`	direct
PyPI	accessible-pygments	`0.0.5`	indirect
PyPI	alabaster	`1.0.0`	indirect
PyPI	annotated-types	`0.8.0`	indirect
PyPI	appnope	`0.1.4`	indirect
PyPI	asttokens	`3.0.2`	indirect
PyPI	attrs	`26.1.0`	indirect
PyPI	babel	`2.18.0`	indirect
PyPI	backports-tarfile	`1.2.0`	indirect
PyPI	beautifulsoup4	`4.15.0`	indirect
PyPI	black	`24.10.0`	indirect
PyPI	bleach	`6.4.0`	indirect
PyPI	certifi	`2026.7.22`	indirect
PyPI	cffi	`2.1.0`	indirect
PyPI	charset-normalizer	`3.4.9`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	comm	`0.2.3`	indirect
PyPI	contourpy	`1.3.2`	indirect
PyPI	coverage	`7.15.2`	indirect
PyPI	cryptography	`49.0.0`	indirect
PyPI	cycler	`0.12.1`	indirect
PyPI	debugpy	`1.8.21`	indirect
PyPI	decorator	`5.3.1`	indirect
PyPI	defusedxml	`0.7.1`	indirect
PyPI	docutils	`0.21.2`	indirect
PyPI	exceptiongroup	`1.3.1`	indirect
PyPI	executing	`2.2.1`	indirect
PyPI	fastjsonschema	`2.22.0`	indirect
PyPI	fonttools	`4.63.0`	indirect
PyPI	google-api-core	`2.33.0`	indirect
PyPI	google-auth	`2.56.2`	indirect
PyPI	google-auth-httplib2	`0.4.0`	indirect
PyPI	googleapis-common-protos	`1.75.0`	indirect
PyPI	greenlet	`3.5.4`	indirect
PyPI	httplib2	`0.32.0`	indirect
PyPI	id	`1.6.1`	indirect
PyPI	idna	`3.18`	indirect
PyPI	imagesize	`1.5.0`	indirect
PyPI	importlib-metadata	`9.0.0`	indirect
PyPI	iniconfig	`2.3.0`	indirect
PyPI	isort	`5.13.2`	indirect
PyPI	jaraco-classes	`3.4.0`	indirect
PyPI	jaraco-context	`6.1.2`	indirect
PyPI	jaraco-functools	`4.6.0`	indirect
PyPI	jedi	`0.20.0`	indirect
PyPI	jeepney	`0.9.0`	indirect
PyPI	jsonschema	`4.26.0`	indirect
PyPI	jsonschema-specifications	`2025.9.1`	indirect
PyPI	jupyter-core	`5.9.1`	indirect
PyPI	jupyterlab-pygments	`0.3.0`	indirect
PyPI	jupyterlab-widgets	`3.0.16`	indirect
PyPI	keyring	`25.7.0`	indirect
PyPI	kiwisolver	`1.5.0`	indirect
PyPI	markdown	`3.10.2`	indirect
PyPI	markdown-it-py	`4.2.0`	indirect
PyPI	markupsafe	`3.0.3`	indirect
PyPI	matplotlib	`—`	indirect
PyPI	matplotlib	`3.10.9`	indirect
PyPI	matplotlib-inline	`0.2.2`	indirect
PyPI	mdit-py-plugins	`0.6.1`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	mistune	`3.3.4`	indirect
PyPI	more-itertools	`11.1.0`	indirect
PyPI	mypy-extensions	`1.1.0`	indirect
PyPI	nbclient	`0.11.0`	indirect
PyPI	nest-asyncio2	`1.7.2`	indirect
PyPI	nh3	`0.3.6`	indirect
PyPI	numpy	`—`	indirect
PyPI	numpy	`2.2.6`	indirect
PyPI	oauthlib	`3.3.1`	indirect
PyPI	packaging	`26.2`	indirect
PyPI	pandocfilters	`1.5.1`	indirect
PyPI	parso	`0.8.7`	indirect
PyPI	pathspec	`1.1.1`	indirect
PyPI	pbr	`7.0.3`	indirect
PyPI	pexpect	`4.9.0`	indirect
PyPI	pillow	`12.3.0`	indirect
PyPI	platformdirs	`4.11.0`	indirect
PyPI	playwright	`1.61.0`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	prompt-toolkit	`3.0.53`	indirect
PyPI	proto-plus	`1.28.2`	indirect
PyPI	protobuf	`7.35.1`	indirect
PyPI	psutil	`7.2.2`	indirect
PyPI	ptyprocess	`0.7.0`	indirect
PyPI	pure-eval	`0.2.3`	indirect
PyPI	pyasn1	`0.6.4`	indirect
PyPI	pyasn1-modules	`0.4.2`	indirect
PyPI	pycparser	`3.0`	indirect
PyPI	pydantic	`2.13.4`	indirect
PyPI	pydantic-core	`2.46.4`	indirect
PyPI	pydata-sphinx-theme	`0.19.0`	indirect
PyPI	pyee	`13.0.1`	indirect
PyPI	pygments	`2.20.0`	indirect
PyPI	pyparsing	`3.3.2`	indirect
PyPI	pytest	`9.1.1`	indirect
PyPI	pytest-html	`4.2.0`	indirect
PyPI	pytest-metadata	`3.1.1`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	pytz	`2026.3.post1`	indirect
PyPI	pywin32-ctypes	`0.2.3`	indirect
PyPI	pyzmq	`27.1.0`	indirect
PyPI	readme-renderer	`45.0`	indirect
PyPI	referencing	`0.37.0`	indirect
PyPI	requests-oauthlib	`2.0.0`	indirect
PyPI	requests-toolbelt	`1.0.0`	indirect
PyPI	responses	`0.26.2`	indirect
PyPI	rfc3986	`2.0.0`	indirect
PyPI	rich	`15.0.0`	indirect
PyPI	ripgrep-python	`0.1.0`	indirect
PyPI	rpds-py	`0.30.0`	indirect
PyPI	rpy2-rinterface	`3.6.6`	indirect
PyPI	rpy2-robjects	`3.6.5`	indirect
PyPI	secretstorage	`3.5.0`	indirect
PyPI	setuptools	`83.0.0`	indirect
PyPI	snowballstemmer	`3.1.1`	indirect
PyPI	soupsieve	`2.9.1`	indirect
PyPI	sphinx	`8.1.3`	indirect
PyPI	sphinx-book-theme	`1.1.0`	indirect
PyPI	sphinx-click	`6.2.0`	indirect
PyPI	sphinx-markdown-tables	`0.0.17`	indirect
PyPI	sphinxcontrib-apidoc	`0.6.0`	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	stack-data	`0.6.3`	indirect
PyPI	statsmodels	`—`	indirect
PyPI	tinycss2	`1.5.1`	indirect
PyPI	tomli	`2.4.1`	indirect
PyPI	tornado	`6.5.7`	indirect
PyPI	tqdm	`—`	indirect
PyPI	tqdm	`4.69.1`	indirect
PyPI	traitlets	`5.15.1`	indirect
PyPI	twine	`6.2.0`	indirect
PyPI	typing-extensions	`4.16.0`	indirect
PyPI	typing-inspection	`0.4.2`	indirect
PyPI	tzdata	`2026.3`	indirect
PyPI	tzlocal	`5.4.4`	indirect
PyPI	uritemplate	`4.2.0`	indirect
PyPI	urllib3	`2.7.0`	indirect
PyPI	wcwidth	`0.8.2`	indirect
PyPI	webencodings	`0.5.1`	indirect
PyPI	widgetsnbextension	`4.0.15`	indirect
PyPI	zipp	`4.1.0`	indirect

Dependency advisories 1

This repository publishes no package the index resolves, so its own dependency graph was assessed — 166 packages, which also include development and test pins that never ship: 1 carry known advisories, of which 0 are direct. 4 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

Package	Version	Relation	Severity	Advisories	Fixed in
black	`24.10.0`	indirect	critical	3	`26.3.1`

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable

{
  "data": {
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          "headline": "Bump pyasn1 from 0.6.3 to 0.6.4 (#1009)",
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        {
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          "body": "Bumps [soupsieve](https://github.com/facelessuser/soupsieve) from 2.6 to 2.8.4.\n- [Release notes](https://github.com/facelessuser/soupsieve/releases)\n- [Commits](https://github.com/facelessuser/soupsieve/compare/2.6...2.8.4)\n\n---\nupdated-dependencies:\n- dependency-name: soupsieve\n  dependency-version: 2.8.4\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump soupsieve from 2.6 to 2.8.4 (#1004)",
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        {
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          "headline": "Bump mistune from 3.2.1 to 3.3.0 (#1005)",
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          "headline": "Bump pypdf from 6.12.0 to 6.13.3 (#997)",
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          "committed_at": "2026-06-18T16:50:41Z",
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        {
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          "is_bot": true,
          "headline": "Bump tornado from 6.5.5 to 6.5.6 (#994)",
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        {
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          "is_bot": true,
          "headline": "Bump idna from 3.10 to 3.15 (#992)",
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          "is_bot": true,
          "headline": "Bump mistune from 3.0.2 to 3.2.1 (#991)",
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          "headline": "Bump nbconvert from 7.17.0 to 7.17.1 (#990)",
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          "is_bot": true,
          "headline": "Bump pypdf from 6.9.2 to 6.10.0 (#986)",
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          "is_bot": true,
          "headline": "Bump pygments from 2.18.0 to 2.20.0 (#984)",
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          "headline": "Bump pypdf from 6.9.1 to 6.9.2 (#983)",
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          "is_bot": true,
          "headline": "Bump pyasn1 from 0.6.2 to 0.6.3 (#981)",
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          "is_bot": true,
          "headline": "Bump tornado from 6.5.1 to 6.5.5 (#979)",
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          "is_bot": true,
          "headline": "Bump pypdf from 6.7.4 to 6.9.1 (#982)",
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        {
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          "is_bot": true,
          "headline": "Bump markdown from 3.7 to 3.8.1 (#976)",
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          "is_bot": true,
          "headline": "Bump protobuf from 5.29.5 to 5.29.6 (#967)",
          "author_name": "dependabot[bot]",
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          "committed_at": "2026-02-10T02:29:42Z",
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        {
          "oid": "f901672e2e0038efdf1478a9d283fc6e594c0daf",
          "body": "* Bump pyasn1 from 0.6.1 to 0.6.2\n\nBumps [pyasn1](https://github.com/pyasn1/pyasn1) from 0.6.1 to 0.6.2.\n- [Release notes](https://github.com/pyasn1/pyasn1/releases)\n- [Changelog](https://github.com/pyasn1/pyasn1/blob/main/CHANGES.rst)\n- [Commits](https://github.com/pyasn1/pyasn1/compare/v0.6.1...v0\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Chris Pyles <40970945+chrispyles@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pyasn1 from 0.6.1 to 0.6.2 (#963)",
          "author_name": "dependabot[bot]",
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        {
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          "is_bot": true,
          "headline": "Bump nbconvert from 7.16.4 to 7.17.0 (#970)",
          "author_name": "dependabot[bot]",
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          "committed_at": "2026-02-10T02:20:30Z",
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        {
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          "body": "* trying to fix check formatting workflow\n\n* still trying to fix check formatting\n\n* debugging\n\n* fix typo",
          "is_bot": false,
          "headline": "trying to fix check formatting workflow (#968)",
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          "author_login": "chrispyles",
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        {
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          "body": "Bumps [pypdf](https://github.com/py-pdf/pypdf) from 6.6.0 to 6.6.2.\n- [Release notes](https://github.com/py-pdf/pypdf/releases)\n- [Changelog](https://github.com/py-pdf/pypdf/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/py-pdf/pypdf/compare/6.6.0...6.6.2)\n\n---\nupdated-dependencies:\n- depend\n[…]\nendency-version: 6.6.2\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypdf from 6.6.0 to 6.6.2 (#965)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-28T03:51:40Z",
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        {
          "oid": "c9879e9f5ca95e6bd6735a1a119d6fddb2911bda",
          "body": "… (#962)",
          "is_bot": false,
          "headline": "fix: Correct multiple typos across documentation and changelog files.…",
          "author_name": "Mohit Singh Sinsniwal",
          "author_login": "sinsniwal",
          "committed_at": "2026-01-16T15:18:10Z",
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        {
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          "is_bot": true,
          "headline": "Bump pypdf from 6.4.0 to 6.6.0 (#961)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-09T20:55:15Z",
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        {
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        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
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      {
        "key": "community",
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        "metrics": [
          {
            "key": "popularity",
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            "notes": [],
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                "key": "stars",
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              {
                "key": "forks",
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              {
                "key": "watchers",
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                    "code": "watchers",
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                      "count": 4
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                ],
                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
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            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_readme": true,
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              "has_contributing": true,
              "has_issue_template": false,
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              {
                "key": "license",
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                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
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                  },
                  {
                    "code": "license_spdx",
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              {
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              {
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        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
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      {
        "key": "governance",
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        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
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                "key": "bus_factor",
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              {
                "key": "commit_distribution",
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                    "code": "top_contributor_share",
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                "max_points": 22.5
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              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "37 contributors",
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                "status": "met",
                "details": [
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                    "code": "contributors_sampled",
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                ],
                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 20 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
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            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "merged_prs": 519,
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              "closed_issues": 417,
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            "components": [
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                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "96% of issues closed",
                "points": 44.7,
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                  {
                    "code": "issues_closed_share",
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                      "share": 96
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                  }
                ],
                "max_points": 46.75
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "519/562 decided PRs merged",
                "points": 35.3,
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                "details": [
                  {
                    "code": "decided_prs_merged",
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                      "merged": 519,
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                ],
                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/7 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
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                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
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            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "followers": 10,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "ucbds-infra",
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              "account_age_days": 2514
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
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                ],
                "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": "10 followers of ucbds-infra",
                "points": 7.5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
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                      "count": 10,
                      "login": "ucbds-infra"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "14 public repos, account ~6 yr old",
                "points": 20.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 14
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 6
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                  }
                ],
                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "otter-grader"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "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"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
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                ],
                "max_points": 35
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              {
                "key": "version_history",
                "name": "Version history",
                "detail": "197 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 197
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                  }
                ],
                "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
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 76,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "note": null,
            "notes": [],
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            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "5 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 5
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                ],
                "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": null,
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
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                "points": 0,
                "status": "missed",
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                "max_points": 6.4
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              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "24 out of 25 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
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            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
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              "has_wiki": false,
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            "components": [
              {
                "key": "readme",
                "name": "README",
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                "points": 30,
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              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
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              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://otter-grader.readthedocs.io",
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              },
              {
                "key": "repository_description",
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              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "8 topics",
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                "details": [
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                    "code": "topics_count",
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                ],
                "max_points": 10
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              {
                "key": "wiki",
                "name": "Wiki",
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                "points": 0,
                "status": "missed",
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 59,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 49,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.9
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            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "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": [
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                    "code": "no_data",
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                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "24 out of 25 merged PRs checked by a CI test -- score normalized to 9",
                "points": 2.2,
                "status": "partial",
                "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": "Found 0/7 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 20 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": "19 commit(s) and 3 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 not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "2 existing vulnerabilities detected",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 166 resolved dependencies against OSV; 4 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 166
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 4
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 3,
              "affected_packages": 1,
              "assessed_packages": 166,
              "unassessed_packages": 4,
              "affected_by_severity": "critical 1",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 166,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "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": 8
            },
            "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": "at_risk",
        "name": "AI Readiness",
        "value": 43,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 20,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.377,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "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": "20 of 53 human commits state their intent (structured subject or explanatory body)",
                "points": 20.1,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 20,
                      "sampled": 53
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "poetry.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile",
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.39
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, docs/Makefile"
                    }
                  }
                ],
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "39 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 39,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 30176,
              "source_files_sampled": 213,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/213 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 213,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "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": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:otter-grader@7.0.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T02:42:38.682519Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/u/ucbds-infra/otter-grader.svg",
  "full_name": "ucbds-infra/otter-grader",
  "license_state": "standard",
  "license_spdx": "BSD-3-Clause"
}

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 v0.27.0 — full methodology · metrics wiki.

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

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