Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-20 08:14 UTC

google-research / timesfm

TimesFM (Time Series Foundation Model) is a pretrained time-series foundation model developed by Google Research for time-series forecasting.

Python · HTML · Jupyter NotebookApache-2.0★ 33,264 stars⑂ 3,204 forkssince Apr 2024View on GitHub ↗

KindLibraryCommand-line toolhow this is determined

google-research/timesfm holds a health index of 86 out of 100, placing it in the Excellent band. It scores highest on Vitality (83/100) and lowest on Security (58/100). It was last updated 4 days ago. 2 contributors account for most of its recent work.

overall / 100

Excellent

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met

Excellent80-92Strong across the board; minor gaps

Good65-79Healthy; gaps are limited and manageable

Moderate50-64Acceptable with notable gaps; review recommended

Weak35-49Material weaknesses across several areas

At Risk20-34Significant weaknesses; adoption warrants caution

Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)

Score profile

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

The weighted overall 72 is calibrated to 86 on the published index scale (record calibration 2026-08-02).

Ownership

Google ResearchOrganization

17,539 followers359 public repossince Oct 2018

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	timesfm	3.0.2	217,896	41	10 days ago

Metrics by category

Vitality

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

83Excellent · 21% of overall

Development activity

82Excellent

How it's scored

36/36	Push recency — last push 4 days ago
18/36	Commit cadence — 26/52 weeks with commits
18/18	Commit volume — 153 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10

Inputs used

commits_last_year	153
human_commit_share	1
days_since_last_push	4
active_weeks_last_year	26

Release discipline

84Excellent

How it's scored

27/27	Ships releases — 5 releases published
36/36	Release recency — latest release 22 days ago
12.6/27	Release cadence — a release every ~169.8 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	5
latest_release_tag	v3.0.0
releases_from_tags	no
days_since_latest_release	22
mean_days_between_releases	169.8

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?

76Good · 17% of overall

Popularity & adoption

98Exceptional

How it's scored

60/60	Stars — 33,264 stars
25/25	Forks — 3,204 forks
13/15	Watchers — 221 watchers

Inputs used

forks	3,204
stars	33,264
watchers	221
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

50Moderate

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
0/6.3	PR template

Inputs used

has_readme	yes
has_license	yes
readme_badges	0
has_contributing	no
has_issue_template	no
has_code_of_conduct	no
readme_badge_services	—
has_pull_request_template	no

Sustainability & Governance

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

71Good · 23% of overall

Maintainer resilience (bus factor)

62Moderate

How it's scored

25.2/54	Bus factor — 2 contributor(s) cover half of all commits
13.4/22.5	Commit distribution — top contributor authored 40% of commits
13.5/13.5	Contributor breadth — 27 contributors
10/10	OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations

Inputs used

bus_factor	2
contributors_sampled	27
top_contributor_share	0.404

Issue & PR responsiveness

51Moderate

How it's scored

14.2/42	Issue resolution — 34% of issues closed
18/30	PR acceptance — 90/150 decided PRs merged
9.8/13	Newcomer PR acceptance — 6/8 first-time contributors' PRs merged in 30d
9/15	OpenSSF Scorecard: Code-Review — Found 6/10 approved changesets -- score normalized to 6

Inputs used

merged_prs	90
open_issues	156
closed_issues	80
prs_merged_7d	2
prs_decided_7d	2
prs_merged_30d	11
prs_decided_30d	13
issue_closed_ratio	0.339
closed_unmerged_prs	60
first_time_authors_30d	6
first_time_prs_merged_30d	6
first_time_prs_decided_30d	8

Ownership & stewardship

80Excellent

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain
25/25	Owner reach — 17,539 followers of google-research
25/25	Track record — 359 public repos, account ~7 yr old

Inputs used

followers	17,539
owner_type	Organization
is_verified	no
owner_login	google-research
public_repos	359
account_age_days	2,908

Package maintenance

100Exceptional

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 10 days ago
20/20	Version history — 41 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	timesfm
ecosystems	pypi
any_deprecated	no
min_days_since_publish	10

Engineering Quality

Are baseline engineering and documentation practices in place?

72Good · 19% of overall

Engineering practices

84Excellent

How it's scored

24/24	CI workflows — 2 workflow(s)
24/24	Tests present
16/16	Linter config — pyproject.toml ([tool.ruff])
0/9.6	Pre-commit hooks
0/6.4	.editorconfig
20/20	OpenSSF Scorecard: CI-Tests — 7 out of 7 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	no

Documentation

55Moderate

How it's scored

30/30	README
0/25	Documentation directory
15/15	Documentation / homepage site — https://research.google/blog/a-decoder-only-foundation-model-for-time-series-forecasting/
10/10	Repository description
0/10	Topics
0/10	Wiki

Inputs used

topics	—
has_wiki	no
homepage	https://research.google/blog/a-decoder-only-foundation-model-for-time-series-forecasting/
docs_site	https://research.google/blog/a-decoder-only-foundation-model-for-time-series-forecasting/
has_readme	yes
has_docs_dir	no
has_description	yes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

58Moderate · 16% of overall

Security posture

48Weak

How it's scored

7.5/7.5	Binary-Artifacts — no binaries found in the repo
0/7.5	Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5	CI-Tests — 7 out of 7 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
4.5/7.5	Code-Review — Found 6/10 approved changesets -- score normalized to 6
2.5/2.5	Contributors — project has 8 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 5 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 — 263 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	16
scorecard_version	v5.5.0
checks_inconclusive	2
scorecard_aggregate	4.8

Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional

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	17
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:timesfm@3.0.2 runtime dependency closure — what installing the published package pulls in — 17 packages. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

66Good · 4% of overall

Agent context & guidance

85Excellent

How it's scored

45/45	Agent instructions — AGENTS.md
0/15	Machine-readable docs (llms.txt)
40/40	Legible commit history — 79 of 100 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	no
llms_txt_url	—
legible_history_share	0.79
agent_instruction_files	AGENTS.md
agent_instruction_max_bytes	854

Verify loop (build / test / typecheck)

43Weak

How it's scored

0/18	One-command bootstrap
22/22	Automated tests
11/11	Lint / format config — pyproject.toml ([tool.ruff])
0/11	Static type checking
10/10	Reproducible environment — lockfile
0/10	Demonstrated agent practice — no agent-authored commits among the last 100
0/8	Automated maintenance — no automated dependency updates observed
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	no
typed_language	no
bootstrap_files	—
has_devcontainer	no
has_linter_config	yes
typecheck_configs	—
agent_commit_share	0
toolchain_manifests	—
dependency_bot_commit_share	0

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 — 0/101 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	27,305
source_files_sampled	101
oversized_source_files	0

Machine-readable interfaces

100Exceptional

How it's scored

0/40	API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
0/20	MCP server — not applicable to this kind of software
40/40	Runnable examples — examples, notebooks

Inputs used

example_dirs	examples, notebooks
has_mcp_signal	no
api_schema_files	—
interfaces_expected_of	—

Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto), MCP server. Remaining weights renormalized.

Key facts

33,264GitHub stars

27contributors

153commits, last 12 months

4days since last push

5releases

2bus factor

156open 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 ★ / 3,204 ⇿

0Stars

3,204Forks

2Releases

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.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

Major 1Minor 0Patch 1

OpenSSF Scorecard 4.8 / 10

4.8aggregate

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 · 2026-09-20 08:13 UTC

10	Binary-Artifacts	no binaries found in the repo
0	Branch-Protection	branch protection not enabled on development/release branches
10	CI-Tests	7 out of 7 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
6	Code-Review	Found 6/10 approved changesets -- score normalized to 6
10	Contributors	project has 8 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 5 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	263 existing vulnerabilities detected

Direct dependencies 17

Registry	Package	Version constraint	Manifest
PyPI	numpy	`>=1.26.4`	pyproject.toml
PyPI	huggingface_hub	`>=0.28.0`	pyproject.toml
PyPI	safetensors	`>=0.5.3`	pyproject.toml
PyPI	einshape	`>=1.0.0`	v1/pyproject.toml
PyPI	numpy	`>=1.26.4`	v1/pyproject.toml
PyPI	pandas	`>=2.0.0`	v1/pyproject.toml
PyPI	utilsforecast	`>=0.1.10`	v1/pyproject.toml
PyPI	huggingface_hub	`>=0.23.0`	v1/pyproject.toml
PyPI	scikit-learn	`>=1.2.2`	v1/pyproject.toml
PyPI	typer	`>=0.12.3`	v1/pyproject.toml
PyPI	wandb	`>=0.17.5`	v1/pyproject.toml
PyPI	absl-py	`>=1.4.0`	v1/pyproject.toml
PyPI	safetensors	`^0.5.3`	v1/pyproject.toml
PyPI	paxml	`>=1.4.0`	v1/pyproject.toml
PyPI	jax	`>=0.4.26`	v1/pyproject.toml
PyPI	jaxlib	`>=0.4.26`	v1/pyproject.toml
PyPI	torch	`>=2.0.0`	v1/pyproject.toml

All dependencies 289

Full resolved dependency set from the GitHub dependency graph: 21 direct and 268 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	absl-py	`1.4.0`	direct
PyPI	einshape	`1.0`	direct
PyPI	huggingface-hub	`—`	direct
PyPI	huggingface-hub	`0.27.0`	direct
PyPI	huggingface-hub	`1.0.1`	direct
PyPI	jax	`0.4.26`	direct
PyPI	jaxlib	`0.4.26`	direct
PyPI	numpy	`—`	direct
PyPI	numpy	`1.26.4`	direct
PyPI	numpy	`2.2.6`	direct
PyPI	pandas	`2.2.3`	direct
PyPI	paxml	`1.4.0`	direct
PyPI	safetensors	`—`	direct
PyPI	safetensors	`0.4.5`	direct
PyPI	safetensors	`0.6.2`	direct
PyPI	scikit-learn	`1.6.0`	direct
PyPI	torch	`—`	direct
PyPI	torch	`2.3.1`	direct
PyPI	typer	`0.15.1`	direct
PyPI	utilsforecast	`0.2.10`	direct
PyPI	wandb	`0.19.1`	direct
PyPI	annotated-types	`0.7.0`	indirect
PyPI	anyio	`4.11.0`	indirect
PyPI	anyio	`4.7.0`	indirect
PyPI	appnope	`0.1.4`	indirect
PyPI	argon2-cffi	`23.1.0`	indirect
PyPI	argon2-cffi-bindings	`21.2.0`	indirect
PyPI	array-record	`0.6.0`	indirect
PyPI	arrow	`1.3.0`	indirect
PyPI	asttokens	`3.0.0`	indirect
PyPI	astunparse	`1.6.3`	indirect
PyPI	async-lru	`2.0.4`	indirect
PyPI	attrs	`24.3.0`	indirect
PyPI	babel	`2.16.0`	indirect
PyPI	beautifulsoup4	`4.12.3`	indirect
PyPI	bleach	`6.2.0`	indirect
PyPI	cachetools	`5.5.0`	indirect
PyPI	certifi	`2024.12.14`	indirect
PyPI	certifi	`2025.10.5`	indirect
PyPI	cffi	`1.17.1`	indirect
PyPI	charset-normalizer	`3.4.1`	indirect
PyPI	chex	`0.1.86`	indirect
PyPI	click	`8.1.8`	indirect
PyPI	click	`8.3.0`	indirect
PyPI	clu	`0.0.11`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	comm	`0.2.2`	indirect
PyPI	contourpy	`1.3.1`	indirect
PyPI	cycler	`0.12.1`	indirect
PyPI	debugpy	`1.8.11`	indirect
PyPI	decorator	`5.1.1`	indirect
PyPI	defusedxml	`0.7.1`	indirect
PyPI	dm-tree	`0.1.8`	indirect
PyPI	docker-pycreds	`0.4.0`	indirect
PyPI	docstring-parser	`0.16`	indirect
PyPI	editdistance	`0.8.1`	indirect
PyPI	einops	`0.7.0`	indirect
PyPI	etils	`1.7.0`	indirect
PyPI	exceptiongroup	`1.2.2`	indirect
PyPI	executing	`2.1.0`	indirect
PyPI	fastjsonschema	`2.21.1`	indirect
PyPI	fiddle	`0.3.0`	indirect
PyPI	filelock	`3.16.1`	indirect
PyPI	filelock	`3.19.1`	indirect
PyPI	flatbuffers	`1.12`	indirect
PyPI	flax	`0.8.2`	indirect
PyPI	fonttools	`4.55.3`	indirect
PyPI	fqdn	`1.5.1`	indirect
PyPI	fsspec	`2024.12.0`	indirect
PyPI	fsspec	`2025.9.0`	indirect
PyPI	future	`1.0.0`	indirect
PyPI	gast	`0.4.0`	indirect
PyPI	gin-config	`0.5.0`	indirect
PyPI	gitdb	`4.0.11`	indirect
PyPI	gitpython	`3.1.43`	indirect
PyPI	google-auth	`2.37.0`	indirect
PyPI	google-auth-oauthlib	`0.4.6`	indirect
PyPI	google-pasta	`0.2.0`	indirect
PyPI	googleapis-common-protos	`1.63.1`	indirect
PyPI	graph-compression-google-research	`0.0.4`	indirect
PyPI	graphviz	`0.20.1`	indirect
PyPI	grpcio	`1.68.1`	indirect
PyPI	h11	`0.14.0`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	h5py	`3.12.1`	indirect
PyPI	hf-xet	`1.2.0`	indirect
PyPI	httpcore	`1.0.7`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httpx	`0.28.1`	indirect
PyPI	idna	`3.10`	indirect
PyPI	immutabledict	`4.2.1`	indirect
PyPI	importlib-resources	`6.4.5`	indirect
PyPI	iniconfig	`2.0.0`	indirect
PyPI	inquirerpy	`0.3.4`	indirect
PyPI	intel-openmp	`2021.4.0`	indirect
PyPI	ipykernel	`6.29.5`	indirect
PyPI	ipython	`8.31.0`	indirect
PyPI	ipywidgets	`8.1.5`	indirect
PyPI	isoduration	`20.11.0`	indirect
PyPI	jax-bitempered-loss	`0.0.2`	indirect
PyPI	jax-cuda12-pjrt	`0.4.26`	indirect
PyPI	jax-cuda12-plugin	`0.4.26`	indirect
PyPI	jaxtyping	`0.2.28`	indirect
PyPI	jedi	`0.19.2`	indirect
PyPI	jinja2	`3.1.5`	indirect
PyPI	joblib	`1.4.2`	indirect
PyPI	json5	`0.10.0`	indirect
PyPI	jsonpointer	`3.0.0`	indirect
PyPI	jsonschema	`4.23.0`	indirect
PyPI	jsonschema-specifications	`2024.10.1`	indirect
PyPI	jupyter	`1.1.1`	indirect
PyPI	jupyter-client	`8.6.3`	indirect
PyPI	jupyter-console	`6.6.3`	indirect
PyPI	jupyter-core	`5.7.2`	indirect
PyPI	jupyter-events	`0.11.0`	indirect
PyPI	jupyter-http-over-ws	`0.0.8`	indirect
PyPI	jupyter-lsp	`2.2.5`	indirect
PyPI	jupyter-server	`2.15.0`	indirect
PyPI	jupyter-server-terminals	`0.5.3`	indirect
PyPI	jupyterlab	`4.3.4`	indirect
PyPI	jupyterlab-pygments	`0.3.0`	indirect
PyPI	jupyterlab-server	`2.27.3`	indirect
PyPI	jupyterlab-widgets	`3.0.13`	indirect
PyPI	keras	`2.9.0`	indirect
PyPI	keras-preprocessing	`1.1.2`	indirect
PyPI	kiwisolver	`1.4.8`	indirect
PyPI	libclang	`18.1.1`	indirect
PyPI	libcst	`1.5.1`	indirect
PyPI	lingvo	`0.12.7`	indirect
PyPI	lxml	`5.3.0`	indirect
PyPI	markdown	`3.7`	indirect
PyPI	markdown-it-py	`3.0.0`	indirect
PyPI	markupsafe	`3.0.2`	indirect
PyPI	matplotlib	`3.10.0`	indirect
PyPI	matplotlib-inline	`0.1.7`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	mesh-tensorflow	`0.1.21`	indirect
PyPI	mistune	`3.1.0`	indirect
PyPI	mkl	`2021.4.0`	indirect
PyPI	ml-collections	`1.0.0`	indirect
PyPI	ml-dtypes	`0.5.0`	indirect
PyPI	mlx	`—`	indirect
PyPI	model-pruning-google-research	`0.0.5`	indirect
PyPI	mpmath	`1.3.0`	indirect
PyPI	msgpack	`1.1.0`	indirect
PyPI	nbclient	`0.10.2`	indirect
PyPI	nbconvert	`7.16.4`	indirect
PyPI	nbformat	`5.10.4`	indirect
PyPI	nest-asyncio	`1.6.0`	indirect
PyPI	networkx	`3.4.2`	indirect
PyPI	nltk	`3.9.1`	indirect
PyPI	notebook	`7.3.2`	indirect
PyPI	notebook-shim	`0.2.4`	indirect
PyPI	nvidia-cublas-cu12	`12.1.3.1`	indirect
PyPI	nvidia-cublas-cu12	`12.6.4.1`	indirect
PyPI	nvidia-cuda-cupti-cu12	`12.1.105`	indirect
PyPI	nvidia-cuda-cupti-cu12	`12.6.80`	indirect
PyPI	nvidia-cuda-nvcc-cu12	`12.6.85`	indirect
PyPI	nvidia-cuda-nvrtc-cu12	`12.1.105`	indirect
PyPI	nvidia-cuda-nvrtc-cu12	`12.6.85`	indirect
PyPI	nvidia-cuda-runtime-cu12	`12.1.105`	indirect
PyPI	nvidia-cuda-runtime-cu12	`12.6.77`	indirect
PyPI	nvidia-cudnn-cu12	`8.9.2.26`	indirect
PyPI	nvidia-cudnn-cu12	`8.9.7.29`	indirect
PyPI	nvidia-cufft-cu12	`11.0.2.54`	indirect
PyPI	nvidia-cufft-cu12	`11.3.0.4`	indirect
PyPI	nvidia-curand-cu12	`10.3.2.106`	indirect
PyPI	nvidia-cusolver-cu12	`11.4.5.107`	indirect
PyPI	nvidia-cusolver-cu12	`11.7.1.2`	indirect
PyPI	nvidia-cusparse-cu12	`12.1.0.106`	indirect
PyPI	nvidia-cusparse-cu12	`12.5.4.2`	indirect
PyPI	nvidia-nccl-cu12	`2.20.5`	indirect
PyPI	nvidia-nccl-cu12	`2.23.4`	indirect
PyPI	nvidia-nvjitlink-cu12	`12.6.85`	indirect
PyPI	nvidia-nvtx-cu12	`12.1.105`	indirect
PyPI	oauthlib	`3.2.2`	indirect
PyPI	opt-einsum	`3.3.0`	indirect
PyPI	optax	`0.2.2`	indirect
PyPI	optax-shampoo	`0.0.6`	indirect
PyPI	orbax-checkpoint	`0.5.9`	indirect
PyPI	overrides	`7.7.0`	indirect
PyPI	packaging	`24.2`	indirect
PyPI	packaging	`25.0`	indirect
PyPI	pandocfilters	`1.5.1`	indirect
PyPI	parso	`0.8.4`	indirect
PyPI	pexpect	`4.9.0`	indirect
PyPI	pfzy	`0.3.4`	indirect
PyPI	pillow	`11.0.0`	indirect
PyPI	platformdirs	`4.3.6`	indirect
PyPI	pluggy	`1.5.0`	indirect
PyPI	portalocker	`3.0.0`	indirect
PyPI	praxis	`1.4.0`	indirect
PyPI	prometheus-client	`0.21.1`	indirect
PyPI	promise	`2.3`	indirect
PyPI	prompt-toolkit	`3.0.48`	indirect
PyPI	protobuf	`3.19.6`	indirect
PyPI	psutil	`6.1.1`	indirect
PyPI	ptyprocess	`0.7.0`	indirect
PyPI	pure-eval	`0.2.3`	indirect
PyPI	pyasn1	`0.6.1`	indirect
PyPI	pyasn1-modules	`0.4.1`	indirect
PyPI	pycparser	`2.22`	indirect
PyPI	pydantic	`2.10.4`	indirect
PyPI	pydantic-core	`2.27.2`	indirect
PyPI	pyglove	`0.4.4`	indirect
PyPI	pygments	`2.18.0`	indirect
PyPI	pyparsing	`3.2.0`	indirect
PyPI	pytest	`8.3.4`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-json-logger	`3.2.1`	indirect
PyPI	pytz	`2024.2`	indirect
PyPI	pywin32	`308`	indirect
PyPI	pywinpty	`2.0.14`	indirect
PyPI	pyyaml	`6.0.2`	indirect
PyPI	pyyaml	`6.0.3`	indirect
PyPI	pyzmq	`26.2.0`	indirect
PyPI	referencing	`0.35.1`	indirect
PyPI	regex	`2024.11.6`	indirect
PyPI	requests	`2.32.3`	indirect
PyPI	requests-oauthlib	`2.0.0`	indirect
PyPI	rfc3339-validator	`0.1.4`	indirect
PyPI	rfc3986-validator	`0.1.1`	indirect
PyPI	rich	`13.9.4`	indirect
PyPI	rouge-score	`0.1.2`	indirect
PyPI	rpds-py	`0.22.3`	indirect
PyPI	rsa	`4.9`	indirect
PyPI	sacrebleu	`2.4.3`	indirect
PyPI	scipy	`1.14.1`	indirect
PyPI	send2trash	`1.8.3`	indirect
PyPI	sentencepiece	`0.1.99`	indirect
PyPI	sentry-sdk	`2.19.2`	indirect
PyPI	seqio-nightly	`0.0.17.dev20231010`	indirect
PyPI	setproctitle	`1.3.4`	indirect
PyPI	setuptools	`—`	indirect
PyPI	setuptools	`75.6.0`	indirect
PyPI	shellingham	`1.5.4`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	smmap	`5.0.1`	indirect
PyPI	sniffio	`1.3.1`	indirect
PyPI	soupsieve	`2.6`	indirect
PyPI	stack-data	`0.6.3`	indirect
PyPI	sympy	`1.13.3`	indirect
PyPI	t5	`0.9.4`	indirect
PyPI	tabulate	`0.9.0`	indirect
PyPI	tbb	`2021.13.1`	indirect
PyPI	tensorboard	`2.9.1`	indirect
PyPI	tensorboard-data-server	`0.6.1`	indirect
PyPI	tensorboard-plugin-wit	`1.8.1`	indirect
PyPI	tensorflow	`2.9.3`	indirect
PyPI	tensorflow-datasets	`4.8.3`	indirect
PyPI	tensorflow-estimator	`2.9.0`	indirect
PyPI	tensorflow-hub	`0.16.1`	indirect
PyPI	tensorflow-io-gcs-filesystem	`0.37.1`	indirect
PyPI	tensorflow-macos	`2.9.2`	indirect
PyPI	tensorflow-metadata	`1.12.0`	indirect
PyPI	tensorflow-text	`2.9.0`	indirect
PyPI	tensorstore	`0.1.55`	indirect
PyPI	termcolor	`2.5.0`	indirect
PyPI	terminado	`0.18.1`	indirect
PyPI	tf-keras	`2.15.0`	indirect
PyPI	tfds-nightly	`4.8.3.dev202303280045`	indirect
PyPI	threadpoolctl	`3.5.0`	indirect
PyPI	tinycss2	`1.4.0`	indirect
PyPI	tokenizers	`0.21.0`	indirect
PyPI	toml	`0.10.2`	indirect
PyPI	tomli	`2.2.1`	indirect
PyPI	toolz	`1.0.0`	indirect
PyPI	tornado	`6.4.2`	indirect
PyPI	tqdm	`4.67.1`	indirect
PyPI	traitlets	`5.14.3`	indirect
PyPI	transformers	`4.47.1`	indirect
PyPI	triton	`2.3.1`	indirect
PyPI	typeguard	`2.13.3`	indirect
PyPI	typer-slim	`0.20.0`	indirect
PyPI	types-python-dateutil	`2.9.0.20241206`	indirect
PyPI	typing-extensions	`4.12.2`	indirect
PyPI	typing-extensions	`4.15.0`	indirect
PyPI	tzdata	`2024.2`	indirect
PyPI	uri-template	`1.3.0`	indirect
PyPI	urllib3	`2.3.0`	indirect
PyPI	wcwidth	`0.2.13`	indirect
PyPI	webcolors	`24.11.1`	indirect
PyPI	webencodings	`0.5.1`	indirect
PyPI	websocket-client	`1.8.0`	indirect
PyPI	werkzeug	`3.1.3`	indirect
PyPI	wheel	`0.45.1`	indirect
PyPI	widgetsnbextension	`4.0.13`	indirect
PyPI	wrapt	`1.17.0`	indirect
PyPI	zipp	`3.21.0`	indirect

Dependency advisories 0

Installing pypi:timesfm@3.0.2 pulls in 17 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.

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

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

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

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