Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-26 07:19 UTC

iiasa / message-ix-models

Tools for the MESSAGEix-GLOBIOM family of models

PythonApache-2.0★ 32 stars⑂ 57 forkssince Jan 2021View on GitHub ↗

iiasa/message-ix-models holds a health index of 71 out of 100, placing it in the Good band. It scores highest on Vitality (89/100) and lowest on AI Readiness (50/100). It was last updated 1 day ago. 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

IIASAOrganization

212 followers202 public repossince Oct 2015

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	message-ix-models	2026.4.17	-	59	99 days ago

Metrics by category

Vitality

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

89Excellent · 22% of overall

Development activity

94Excellent

How it's scored

36/36	Push recency — last push 1 days ago
29.8/36	Commit cadence — 43/52 weeks with commits
18/18	Commit volume — 840 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10

Inputs used

commits_last_year	840
human_commit_share	0.99
days_since_last_push	1
active_weeks_last_year	43

Release discipline

82Good

How it's scored

27/27	Ships releases — 39 releases published
27/36	Release recency — latest release 99 days ago
19.8/27	Release cadence — a release every ~80.6 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	39
latest_release_tag	v2026.4.17
releases_from_tags	no
days_since_latest_release	99
mean_days_between_releases	80.6

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?

51Moderate · 18% of overall

Popularity & adoption

46At risk

How it's scored

24.2/60	Stars — 32 stars
14.6/25	Forks — 57 forks
6.8/15	Watchers — 18 watchers

Inputs used

forks	57
stars	32
watchers	18
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

57Moderate

How it's scored

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

Inputs used

has_readme	yes
has_license	yes
has_contributing	no
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?

64Moderate · 24% of overall

Maintainer resilience (bus factor)

42At risk

How it's scored

9/54	Bus factor — 1 contributor(s) cover half of all commits
9.7/22.5	Commit distribution — top contributor authored 57% of commits
13.5/13.5	Contributor breadth — 31 contributors
10/10	OpenSSF Scorecard: Contributors — project has 13 contributing companies or organizations

Inputs used

bus_factor	1
contributors_sampled	31
top_contributor_share	0.567

Issue & PR responsiveness

54Moderate

How it's scored

17.9/46.8	Issue resolution — 38% of issues closed
32.9/38.3	PR acceptance — 280/326 decided PRs merged
3/15	OpenSSF Scorecard: Code-Review — Found 1/4 approved changesets -- score normalized to 2

Inputs used

merged_prs	280
open_issues	97
closed_issues	60
issue_closed_ratio	0.382
closed_unmerged_prs	46

Ownership & stewardship

72Good

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain
16.7/25	Owner reach — 212 followers of iiasa
25/25	Track record — 202 public repos, account ~10 yr old

Inputs used

followers	212
owner_type	Organization
is_verified	—
owner_login	iiasa
public_repos	202
account_age_days	3,930

Package maintenance

100Excellent

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 99 days ago
20/20	Version history — 59 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	message-ix-models
ecosystems	pypi
any_deprecated	no
min_days_since_publish	99

Engineering Quality

Are baseline engineering and documentation practices in place?

88Excellent · 20% of overall

Engineering practices

94Excellent

How it's scored

24/24	CI workflows — 4 workflow(s)
24/24	Tests present
16/16	Linter config
9.6/9.6	Pre-commit hooks
0/6.4	.editorconfig
20/20	OpenSSF Scorecard: CI-Tests — 5 out of 5 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

80Good

How it's scored

30/30	README
25/25	Documentation directory
15/15	Documentation / homepage site — https://docs.messageix.org/models
10/10	Repository description
0/10	Topics
0/10	Wiki

Inputs used

topics	—
has_wiki	no
homepage	https://docs.messageix.org/models
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
3.8/7.5	Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5	CI-Tests — 5 out of 5 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
1.5/7.5	Code-Review — Found 1/4 approved changesets -- score normalized to 2
2.5/2.5	Contributors — project has 13 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 7 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 — no data
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5	Vulnerabilities — 80 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): packaging, signed_releases. 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
25/25	Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40	No advisories left outstanding — no advisory carries a publication date

Inputs used

source	osv
advisories	0
affected_packages	0
assessed_packages	112
unassessed_packages	0
affected_by_severity	none
direct_affected_packages	0

Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:message-ix-models@2026.4.17 runtime dependency closure — what installing the published package pulls in — 112 packages. 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.

50Moderate · 0% of overall

Agent context & guidance

13Critical

How it's scored

0/45	Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15	Machine-readable docs (llms.txt)
12.9/40	Legible commit history — 24 of 99 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	no
legible_history_share	0.242
agent_instruction_files	—
agent_instruction_max_bytes	—

Verify loop (build / test / typecheck)

70Good

How it's scored

18/18	One-command bootstrap — doc/Makefile
22/22	Automated tests
11/11	Lint / format config
11/11	Static type checking — message_ix_models/py.typed
0/10	Reproducible environment
0/10	Demonstrated agent practice — no agent-authored commits among the last 100
8/8	Automated maintenance — 1 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	—
has_dockerfile	no
typed_language	no
bootstrap_files	doc/Makefile
has_devcontainer	no
has_linter_config	yes
typecheck_configs	message_ix_models/py.typed
agent_commit_share	0
toolchain_manifests	—
dependency_bot_commit_share	0.01

Code legibility for models

81Good

How it's scored

27/45	Type-checkable code — Python with type-check config (message_ix_models/py.typed)
54.3/55	Manageable file sizes — 5/374 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	290,980
source_files_sampled	374
oversized_source_files	5

Machine-readable interfaces

40At risk

How it's scored

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

Inputs used

example_dirs	notebooks
has_mcp_signal	no
api_schema_files	—

Key facts

32GitHub stars

31contributors

840commits, last 12 months

1days since last push

39releases

1bus factor

97open issues

PyPIpackage ecosystems

Data collection warnings

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

Star and fork history 0 ★ / 57 ⇿

0Stars

57Forks

37Releases

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

Major 0Minor 0Patch 37

Each point covers 5 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 · 2026-07-26 07:18 UTC

10	Binary-Artifacts	no binaries found in the repo
5	Branch-Protection	branch protection is not maximal on development and all release branches
10	CI-Tests	5 out of 5 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
2	Code-Review	Found 1/4 approved changesets -- score normalized to 2
10	Contributors	project has 13 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 7 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
n/a	Signed-Releases	no releases found
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
0	Vulnerabilities	80 existing vulnerabilities detected

Direct dependencies 13

Registry	Package	Version constraint	Manifest
PyPI	click	`—`	pyproject.toml
PyPI	colorama	`—`	pyproject.toml
PyPI	genno	`>= 1.25`	pyproject.toml
PyPI	iam_units	`>= 2023.9.11`	pyproject.toml
PyPI	message_ix	`>= 3.8`	pyproject.toml
PyPI	pooch	`—`	pyproject.toml
PyPI	pyam-iamc	`>= 0.6`	pyproject.toml
PyPI	pyarrow	`—`	pyproject.toml
PyPI	pycountry	`—`	pyproject.toml
PyPI	PyYAML	`—`	pyproject.toml
PyPI	sdmx1	`>= 2.22.0`	pyproject.toml
PyPI	tqdm	`—`	pyproject.toml
PyPI	pyxlsb	`>= 1.0.10`	pyproject.toml

All dependencies 239

Full resolved dependency set from the GitHub dependency graph: 25 direct and 214 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	click	`—`	direct
PyPI	click	`8.4.0`	direct
PyPI	colorama	`—`	direct
PyPI	colorama	`0.4.6`	direct
PyPI	genno	`—`	direct
PyPI	genno	`1.30.1`	direct
PyPI	iam-units	`—`	direct
PyPI	iam-units	`2026.5.18`	direct
PyPI	message-ix	`—`	direct
PyPI	pooch	`—`	direct
PyPI	pooch	`1.9.0`	direct
PyPI	pyam-iamc	`—`	direct
PyPI	pyam-iamc	`3.3.0`	direct
PyPI	pyarrow	`—`	direct
PyPI	pyarrow	`24.0.0`	direct
PyPI	pycountry	`—`	direct
PyPI	pycountry	`26.2.16`	direct
PyPI	pyxlsb	`—`	direct
PyPI	pyxlsb	`1.0.10`	direct
PyPI	pyyaml	`—`	direct
PyPI	pyyaml	`6.0.3`	direct
PyPI	sdmx1	`—`	direct
PyPI	sdmx1	`2.26.0`	direct
PyPI	tqdm	`—`	direct
PyPI	tqdm	`4.67.3`	direct
PyPI	alabaster	`1.0.0`	indirect
PyPI	alembic	`1.18.4`	indirect
PyPI	annotated-doc	`0.0.4`	indirect
PyPI	annotated-types	`0.7.0`	indirect
PyPI	anyio	`4.13.0`	indirect
PyPI	argon2-cffi	`25.1.0`	indirect
PyPI	argon2-cffi-bindings	`25.1.0`	indirect
PyPI	arrow	`1.4.0`	indirect
PyPI	ast-serialize	`0.5.0`	indirect
PyPI	asttokens	`3.0.1`	indirect
PyPI	async-lru	`2.3.0`	indirect
PyPI	attrs	`26.1.0`	indirect
PyPI	babel	`2.16.0`	indirect
PyPI	beautifulsoup4	`4.14.3`	indirect
PyPI	bleach	`6.3.0`	indirect
PyPI	cattrs	`26.1.0`	indirect
PyPI	certifi	`2023.7.22`	indirect
PyPI	cffi	`2.0.0`	indirect
PyPI	charset-normalizer	`3.2.0`	indirect
PyPI	cloudpickle	`3.1.2`	indirect
PyPI	comm	`0.2.3`	indirect
PyPI	contourpy	`1.3.3`	indirect
PyPI	coverage	`7.14.0`	indirect
PyPI	cramjam	`2.11.0`	indirect
PyPI	cycler	`0.12.1`	indirect
PyPI	dask	`2026.3.0`	indirect
PyPI	debugpy	`1.8.20`	indirect
PyPI	decorator	`5.3.1`	indirect
PyPI	defusedxml	`0.7.1`	indirect
PyPI	docutils	`0.21.2`	indirect
PyPI	et-xmlfile	`2.0.0`	indirect
PyPI	execnet	`2.1.2`	indirect
PyPI	executing	`2.2.1`	indirect
PyPI	fastapi	`0.136.1`	indirect
PyPI	fastjsonschema	`2.21.2`	indirect
PyPI	fastparquet	`2026.5.0`	indirect
PyPI	flexcache	`0.3`	indirect
PyPI	flexparser	`0.4`	indirect
PyPI	fonttools	`4.63.0`	indirect
PyPI	fqdn	`1.5.1`	indirect
PyPI	fsspec	`2026.4.0`	indirect
PyPI	gamsapi	`53.5.0`	indirect
PyPI	gitdb	`4.0.12`	indirect
PyPI	gitpython	`3.1.50`	indirect
PyPI	graphviz	`0.21`	indirect
PyPI	greenlet	`3.5.0`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	h2	`4.3.0`	indirect
PyPI	hpack	`4.1.0`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httpx	`0.28.1`	indirect
PyPI	hyperframe	`6.1.0`	indirect
PyPI	idna	`3.4`	indirect
PyPI	imagesize	`1.4.1`	indirect
PyPI	iniconfig	`2.3.0`	indirect
PyPI	ipykernel	`7.2.0`	indirect
PyPI	ipython	`9.13.0`	indirect
PyPI	ipython-pygments-lexers	`1.1.1`	indirect
PyPI	ipywidgets	`8.1.8`	indirect
PyPI	isoduration	`20.11.0`	indirect
PyPI	ixmp	`—`	indirect
PyPI	ixmp4	`0.14.0`	indirect
PyPI	jaydebeapi	`1.2.3`	indirect
PyPI	jedi	`0.20.0`	indirect
PyPI	jinja2	`3.1.2`	indirect
PyPI	jpype1	`1.7.1`	indirect
PyPI	json5	`0.14.0`	indirect
PyPI	jsonpointer	`3.1.1`	indirect
PyPI	jsonschema	`4.26.0`	indirect
PyPI	jsonschema-specifications	`2025.9.1`	indirect
PyPI	jupyter	`1.1.1`	indirect
PyPI	jupyter-client	`8.8.0`	indirect
PyPI	jupyter-console	`6.6.3`	indirect
PyPI	jupyter-core	`5.9.1`	indirect
PyPI	jupyter-events	`0.12.1`	indirect
PyPI	jupyter-lsp	`2.3.1`	indirect
PyPI	jupyter-server	`2.18.2`	indirect
PyPI	jupyter-server-terminals	`0.5.4`	indirect
PyPI	jupyterlab	`4.5.7`	indirect
PyPI	jupyterlab-pygments	`0.3.0`	indirect
PyPI	jupyterlab-server	`2.28.0`	indirect
PyPI	jupyterlab-widgets	`3.0.16`	indirect
PyPI	kiwisolver	`1.5.0`	indirect
PyPI	lark	`1.3.1`	indirect
PyPI	latexcodec	`3.0.1`	indirect
PyPI	librt	`0.11.0`	indirect
PyPI	locket	`1.0.0`	indirect
PyPI	lxml	`6.1.1`	indirect
PyPI	mako	`1.3.12`	indirect
PyPI	markdown-it-py	`4.2.0`	indirect
PyPI	markupsafe	`2.1.3`	indirect
PyPI	matplotlib	`3.10.9`	indirect
PyPI	matplotlib-inline	`0.2.2`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	memory-profiler	`0.61.0`	indirect
PyPI	mistune	`3.2.1`	indirect
PyPI	mizani	`0.14.4`	indirect
PyPI	mypy	`2.1.0`	indirect
PyPI	mypy-extensions	`1.1.0`	indirect
PyPI	narwhals	`2.21.2`	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	notebook	`7.5.6`	indirect
PyPI	notebook-shim	`0.2.4`	indirect
PyPI	numpy	`2.3.0`	indirect
PyPI	numpydoc	`1.10.0`	indirect
PyPI	openpyxl	`3.1.5`	indirect
PyPI	packaging	`26.2`	indirect
PyPI	pandas	`2.2.3`	indirect
PyPI	pandera	`0.31.1`	indirect
PyPI	pandocfilters	`1.5.1`	indirect
PyPI	parso	`0.8.7`	indirect
PyPI	partd	`1.4.2`	indirect
PyPI	pathspec	`1.1.1`	indirect
PyPI	patsy	`1.0.2`	indirect
PyPI	pexpect	`4.9.0`	indirect
PyPI	pillow	`12.2.0`	indirect
PyPI	pint	`0.25.3`	indirect
PyPI	platformdirs	`4.9.6`	indirect
PyPI	plotly	`6.7.0`	indirect
PyPI	plotnine	`0.15.4`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	ply	`3.11`	indirect
PyPI	prometheus-client	`0.25.0`	indirect
PyPI	prompt-toolkit	`3.0.52`	indirect
PyPI	psutil	`7.2.2`	indirect
PyPI	psycopg	`3.3.4`	indirect
PyPI	psycopg-binary	`3.3.4`	indirect
PyPI	ptyprocess	`0.7.0`	indirect
PyPI	pure-eval	`0.2.3`	indirect
PyPI	py-cpuinfo	`9.0.0`	indirect
PyPI	pybtex	`0.26.1`	indirect
PyPI	pybtex-docutils	`1.0.3`	indirect
PyPI	pycparser	`3.0`	indirect
PyPI	pydantic	`2.13.4`	indirect
PyPI	pydantic-core	`2.46.4`	indirect
PyPI	pydantic-settings	`2.14.1`	indirect
PyPI	pygments	`2.18.0`	indirect
PyPI	pyjwt	`2.12.1`	indirect
PyPI	pyparsing	`3.3.2`	indirect
PyPI	pytest	`9.0.3`	indirect
PyPI	pytest-benchmark	`5.2.3`	indirect
PyPI	pytest-cov	`7.1.0`	indirect
PyPI	pytest-httpserver	`1.1.5`	indirect
PyPI	pytest-rerunfailures	`16.2`	indirect
PyPI	pytest-timeout	`2.4.0`	indirect
PyPI	pytest-xdist	`3.8.0`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-dotenv	`1.2.2`	indirect
PyPI	python-json-logger	`4.1.0`	indirect
PyPI	pytz	`2025.2`	indirect
PyPI	pyzmq	`27.1.0`	indirect
PyPI	referencing	`0.37.0`	indirect
PyPI	requests	`2.31.0`	indirect
PyPI	requests-cache	`1.3.2`	indirect
PyPI	rfc3339-validator	`0.1.4`	indirect
PyPI	rfc3986-validator	`0.1.1`	indirect
PyPI	rfc3987-syntax	`1.1.0`	indirect
PyPI	rich	`15.0.0`	indirect
PyPI	roman-numerals	`4.1.0`	indirect
PyPI	rpds-py	`0.30.0`	indirect
PyPI	scgraph	`2.15.0`	indirect
PyPI	scipy	`1.17.1`	indirect
PyPI	seaborn	`0.13.2`	indirect
PyPI	send2trash	`2.1.0`	indirect
PyPI	setuptools	`82.0.1`	indirect
PyPI	shellingham	`1.5.4`	indirect
PyPI	six	`1.16.0`	indirect
PyPI	smmap	`5.0.3`	indirect
PyPI	snowballstemmer	`2.2.0`	indirect
PyPI	soupsieve	`2.8.3`	indirect
PyPI	sphinx	`9.1.0`	indirect
PyPI	sphinx-rtd-theme	`3.1.0`	indirect
PyPI	sphinxcontrib-applehelp	`2.0.0`	indirect
PyPI	sphinxcontrib-bibtex	`2.7.0`	indirect
PyPI	sphinxcontrib-devhelp	`2.0.0`	indirect
PyPI	sphinxcontrib-htmlhelp	`2.1.0`	indirect
PyPI	sphinxcontrib-jquery	`4.1`	indirect
PyPI	sphinxcontrib-jsmath	`1.0.1`	indirect
PyPI	sphinxcontrib-qthelp	`2.0.0`	indirect
PyPI	sphinxcontrib-serializinghtml	`2.0.0`	indirect
PyPI	sqlalchemy	`2.0.49`	indirect
PyPI	sqlalchemy-utils	`0.42.1`	indirect
PyPI	stack-data	`0.6.3`	indirect
PyPI	starlette	`1.0.0`	indirect
PyPI	statsmodels	`0.14.6`	indirect
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PyPI	tinycss2	`1.4.0`	indirect
PyPI	toml	`0.10.2`	indirect
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PyPI	transport-energy	`2025.3.31`	indirect
PyPI	typeguard	`4.5.2`	indirect
PyPI	typer	`0.25.1`	indirect
PyPI	typing-extensions	`4.15.0`	indirect
PyPI	typing-inspect	`0.9.0`	indirect
PyPI	typing-inspection	`0.4.2`	indirect
PyPI	tzdata	`2025.2`	indirect
PyPI	uri-template	`1.3.0`	indirect
PyPI	url-normalize	`3.0.0`	indirect
PyPI	urllib3	`2.0.4`	indirect
PyPI	wcwidth	`0.7.0`	indirect
PyPI	webcolors	`25.10.0`	indirect
PyPI	webencodings	`0.5.1`	indirect
PyPI	websocket-client	`1.9.0`	indirect
PyPI	werkzeug	`3.1.8`	indirect
PyPI	widgetsnbextension	`4.0.15`	indirect
PyPI	wquantiles	`0.6`	indirect
PyPI	xarray	`2026.4.0`	indirect
PyPI	xlrd	`2.0.2`	indirect
PyPI	xlsxwriter	`3.2.9`	indirect

Dependency advisories 0

Installing pypi:message-ix-models@2026.4.17 pulls in 112 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

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

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        "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": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 49,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.9
            },
            "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": "branch protection is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "5 out of 5 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": "Found 1/4 approved changesets -- score normalized to 2",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 13 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 7 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": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "80 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:message-ix-models@2026.4.17 runtime dependency closure — what installing the published package pulls in — 112 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:message-ix-models@2026.4.17",
                  "assessed": 112
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 112,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "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": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "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": 112,
              "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": "moderate",
        "name": "AI Readiness",
        "value": 50,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 13,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.242,
              "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": "24 of 99 human commits state their intent (structured subject or explanatory body)",
                "points": 12.9,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 24,
                      "sampled": 99
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "doc/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "message_ix_models/py.typed"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.01
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "doc/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "doc/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": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "message_ix_models/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "message_ix_models/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "1 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 1,
                      "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": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 290980,
              "source_files_sampled": 374,
              "oversized_source_files": 5
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (message_ix_models/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "message_ix_models/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "5/374 source files over 60KB",
                "points": 54.3,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 374,
                      "oversized": 5
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "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": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "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"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T07:19:01.949318Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/i/iiasa/message-ix-models.svg",
  "full_name": "iiasa/message-ix-models",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.

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

Software health index

Score profile

Ownership

Package ecosystems

Metrics by category

Key facts

Data collection warnings

More detail

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