Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-05 20:32 UTC

TransformerLensOrg / TransformerLens

A library for mechanistic interpretability of GPT-style language models

PythonMIT★ 3,854 stars⑂ 682 forkssince Aug 2022View on GitHub ↗

KindCommand-line toolLibraryhow this is determined

TransformerLensOrg/TransformerLens holds a health index of 94 out of 100, placing it in the Exceptional band. It scores highest on Vitality (98/100) and lowest on Security (53/100). It was last updated today. 3 contributors account for most of its recent work.

overall / 100

Exceptional

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 80 is calibrated to 94 on the published index scale (record calibration 2026-08-02).

Ownership

TransformerLensOrgOrganization

93 followers3 public repossince May 2024

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	transformer-lens	3.8.1	-	79	4 days ago

Metrics by category

Vitality

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

98Exceptional · 21% of overall

Development activity

96Exceptional

How it's scored

36/36	Push recency — last push 0 days ago
31.8/36	Commit cadence — 46/52 weeks with commits
18/18	Commit volume — 582 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 19 issue activity found in the last 90 days -- score normalized to 10

Inputs used

commits_last_year	582
human_commit_share	1
days_since_last_push	0
active_weeks_last_year	46

Release discipline

100Exceptional

How it's scored

27/27	Ships releases — 90 releases published
36/36	Release recency — latest release 2 days ago
27/27	Release cadence — a release every ~7 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	90
latest_release_tag	v4.0.0b2
releases_from_tags	no
days_since_latest_release	2
mean_days_between_releases	7

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?

75Good · 17% of overall

Popularity & adoption

90Excellent

How it's scored

58.2/60	Stars — 3,854 stars
23.6/25	Forks — 682 forks
7.8/15	Watchers — 26 watchers

Inputs used

forks	682
stars	3,854
watchers	26
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 (MIT)
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
readme_badges	8
has_contributing	no
has_issue_template	no
has_code_of_conduct	no
readme_badge_services	github.com, shields.io
has_pull_request_template	yes

Sustainability & Governance

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

78Good · 23% of overall

Maintainer resilience (bus factor)

78Good

How it's scored

36/54	Bus factor — 3 contributor(s) cover half of all commits
18/22.5	Commit distribution — top contributor authored 20% of commits
13.5/13.5	Contributor breadth — 100 contributors
10/10	OpenSSF Scorecard: Contributors — project has 24 contributing companies or organizations

Inputs used

bus_factor	3
contributors_sampled	100
top_contributor_share	0.2

Issue & PR responsiveness

84Excellent

How it's scored

41.2/42	Issue resolution — 98% of issues closed
26.4/30	PR acceptance — 1,114/1,266 decided PRs merged
12/13	Newcomer PR acceptance — 12/13 first-time contributors' PRs merged in 30d
4.5/15	OpenSSF Scorecard: Code-Review — Found 8/21 approved changesets -- score normalized to 3

Inputs used

merged_prs	1,114
open_issues	9
closed_issues	465
prs_merged_7d	15
prs_decided_7d	15
prs_merged_30d	55
prs_decided_30d	58
issue_closed_ratio	0.981
closed_unmerged_prs	152
first_time_authors_30d	5
first_time_prs_merged_30d	12
first_time_prs_decided_30d	13

Ownership & stewardship

53Moderate

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain
14.2/25	Owner reach — 93 followers of TransformerLensOrg
9/25	Track record — 3 public repos, account ~2 yr old

Inputs used

followers	93
owner_type	Organization
is_verified	no
owner_login	TransformerLensOrg
public_repos	3
account_age_days	848

Package maintenance

100Exceptional

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 4 days ago
20/20	Version history — 79 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	transformer-lens
ecosystems	pypi
any_deprecated	no
min_days_since_publish	4

Engineering Quality

Are baseline engineering and documentation practices in place?

86Excellent · 19% of overall

Engineering practices

84Excellent

How it's scored

24/24	CI workflows — 3 workflow(s)
24/24	Tests present
16/16	Linter config — pyproject.toml ([tool.pylint], [tool.black], [tool.isort])
0/9.6	Pre-commit hooks
0/6.4	.editorconfig
20/20	OpenSSF Scorecard: CI-Tests — 21 out of 21 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

90Excellent

How it's scored

30/30	README
25/25	Documentation directory
15/15	Documentation / homepage site — https://transformerlensorg.github.io/TransformerLens/
10/10	Repository description
0/10	Topics
10/10	Wiki

Inputs used

topics	—
has_wiki	yes
homepage	https://transformerlensorg.github.io/TransformerLens/
docs_site	https://transformerlensorg.github.io/TransformerLens/
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?

53Moderate · 16% of overall

Security posture

41Weak

How it's scored

7.5/7.5	Binary-Artifacts — no binaries found in the repo
0/7.5	Branch-Protection — no data
2.5/2.5	CI-Tests — 21 out of 21 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
2.2/7.5	Code-Review — Found 8/21 approved changesets -- score normalized to 3
2.5/2.5	Contributors — project has 24 contributing companies or organizations
10/10	Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5	Dependency-Update-Tool — no update tool detected
0/5	Fuzzing — project is not fuzzed
2.5/2.5	License — license file detected
7.5/7.5	Maintained — 30 commit(s) and 19 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 — 182 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	15
scorecard_version	v5.5.0
checks_inconclusive	3
scorecard_aggregate	4.1

Excluded from scoring (no data or not applicable): Branch-Protection, 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	92
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:transformer-lens@3.8.1 runtime dependency closure — what installing the published package pulls in — 92 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.

86Excellent · 4% of overall

Agent context & guidance

85Excellent

How it's scored

45/45	Agent instructions — .cursor/rules/transformerlens.mdc, .github/copilot-instructions.md, AGENTS.md, CLAUDE.md, tests/AGENTS.md, transformer_lens/benchmarks/AGENTS.md, transformer_lens/config/AGENTS.md, transformer_lens/model_bridge/sources/AGENTS.md, transformer_lens/model_bridge/supported_architectures/AGENTS.md, transformer_lens/tools/model_registry/AGENTS.md
0/15	Machine-readable docs (llms.txt)
40/40	Legible commit history — 97 of 100 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	no
llms_txt_url	—
legible_history_share	0.97
agent_instruction_files	.cursor/rules/transformerlens.mdc, .github/copilot-instructions.md, AGENTS.md, CLAUDE.md, tests/AGENTS.md, transformer_lens/benchmarks/AGENTS.md, transformer_lens/config/AGENTS.md, transformer_lens/model_bridge/sources/AGENTS.md, transformer_lens/model_bridge/supported_architectures/AGENTS.md, transformer_lens/tools/model_registry/AGENTS.md
agent_instruction_max_bytes	24,579

Verify loop (build / test / typecheck)

82Excellent

How it's scored

18/18	One-command bootstrap — docs/Makefile, makefile
22/22	Automated tests
11/11	Lint / format config — pyproject.toml ([tool.pylint], [tool.black], [tool.isort])
11/11	Static type checking — transformer_lens/py.typed
10/10	Reproducible environment — devcontainer, Dockerfile, lockfile
10/10	Demonstrated agent practice — 13 of the last 100 commits agent-authored or agent-credited
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	uv.lock
has_dockerfile	yes
typed_language	no
bootstrap_files	docs/Makefile, makefile
has_devcontainer	yes
has_linter_config	yes
typecheck_configs	transformer_lens/py.typed
agent_commit_share	0.13
toolchain_manifests	—
dependency_bot_commit_share	0

Code legibility for models

82Excellent

How it's scored

27/45	Type-checkable code — Python with type-check config (transformer_lens/py.typed)
54.5/55	Manageable file sizes — 9/940 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	271,550
source_files_sampled	940
oversized_source_files	9

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 — demos, notebooks

Inputs used

example_dirs	demos, 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

3,854GitHub stars

100contributors

582commits, last 12 months

0days since last push

90releases

3bus factor

9open issues

PyPIpackage ecosystems

Data collection warnings

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
First-time contributor figures cover 12 of 13 authors (cap 12)
pypi download statistics for 'transformer-lens' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced

More detail

Star and fork history 0 ★ / 682 ⇿

0Stars

682Forks

89Releases

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 3Minor 45Patch 27

Each point covers 4 days.

OpenSSF Scorecard 4.1 / 10

4.1aggregate

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 · 2026-09-05 20:31 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
10	CI-Tests	21 out of 21 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
3	Code-Review	Found 8/21 approved changesets -- score normalized to 3
10	Contributors	project has 24 contributing companies or organizations
10	Dangerous-Workflow	no dangerous workflow patterns detected
0	Dependency-Update-Tool	no update tool detected
0	Fuzzing	project is not fuzzed
10	License	license file detected
10	Maintained	30 commit(s) and 19 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	182 existing vulnerabilities detected

Direct dependencies 22

Registry	Package	Version constraint	Manifest
PyPI	accelerate	`>=0.23.0`	pyproject.toml
PyPI	beartype	`>=0.14.1`	pyproject.toml
PyPI	better-abc	`>=0.0.3`	pyproject.toml
PyPI	datasets	`>=2.7.1`	pyproject.toml
PyPI	einops	`>=0.6.0`	pyproject.toml
PyPI	fancy-einsum	`>=0.0.3`	pyproject.toml
PyPI	huggingface-hub	`>=0.23.2`	pyproject.toml
PyPI	jaxtyping	`>=0.2.11`	pyproject.toml
PyPI	numpy	`>=1.24`	pyproject.toml
PyPI	numpy	`>=1.26`	pyproject.toml
PyPI	packaging	`>=23.0`	pyproject.toml
PyPI	pandas	`>=1.1.5`	pyproject.toml
PyPI	protobuf	`>=3.20.0`	pyproject.toml
PyPI	rich	`>=12.6.0`	pyproject.toml
PyPI	sentencepiece	`—`	pyproject.toml
PyPI	torch	`>=2.6`	pyproject.toml
PyPI	tqdm	`>=4.64.1`	pyproject.toml
PyPI	transformers-stream-generator	`>=0.0.5,<0.1`	pyproject.toml
PyPI	transformers	`>=5.9.0`	pyproject.toml
PyPI	typeguard	`>=4.2,<5`	pyproject.toml
PyPI	typing-extensions	`—`	pyproject.toml
PyPI	wandb	`>=0.13.5`	pyproject.toml

All dependencies 321

Full resolved dependency set from the GitHub dependency graph: 21 direct and 300 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	accelerate	`1.9.0`	direct
PyPI	beartype	`0.14.1`	direct
PyPI	better-abc	`0.0.3`	direct
PyPI	datasets	`4.0.0`	direct
PyPI	einops	`0.8.1`	direct
PyPI	fancy-einsum	`0.0.3`	direct
PyPI	huggingface-hub	`1.15.0`	direct
PyPI	jaxtyping	`0.2.19`	direct
PyPI	numpy	`1.26.4`	direct
PyPI	packaging	`25.0`	direct
PyPI	pandas	`2.3.1`	direct
PyPI	protobuf	`6.31.1`	direct
PyPI	rich	`14.1.0`	direct
PyPI	sentencepiece	`0.2.1`	direct
PyPI	torch	`2.10.0`	direct
PyPI	tqdm	`4.67.1`	direct
PyPI	transformers	`5.13.0`	direct
PyPI	transformers-stream-generator	`0.0.5`	direct
PyPI	typeguard	`4.4.4`	direct
PyPI	typing-extensions	`4.14.1`	direct
PyPI	wandb	`0.21.0`	direct
PyPI	absl-py	`2.4.0`	indirect
PyPI	aiohappyeyeballs	`2.6.1`	indirect
PyPI	aiohttp	`3.12.14`	indirect
PyPI	aiosignal	`1.4.0`	indirect
PyPI	alabaster	`0.7.16`	indirect
PyPI	annotated-doc	`0.0.4`	indirect
PyPI	annotated-types	`0.7.0`	indirect
PyPI	annoy	`1.17.3`	indirect
PyPI	anyio	`4.9.0`	indirect
PyPI	appnope	`0.1.4`	indirect
PyPI	argon2-cffi	`25.1.0`	indirect
PyPI	argon2-cffi-bindings	`21.2.0`	indirect
PyPI	arrow	`1.3.0`	indirect
PyPI	asttokens	`3.0.1`	indirect
PyPI	async-lru	`2.3.0`	indirect
PyPI	async-timeout	`5.0.1`	indirect
PyPI	attrs	`25.3.0`	indirect
PyPI	audioop-lts	`0.2.2`	indirect
PyPI	babel	`2.17.0`	indirect
PyPI	beautifulsoup4	`4.13.4`	indirect
PyPI	bitsandbytes	`0.49.2`	indirect
PyPI	black	`23.12.1`	indirect
PyPI	bleach	`6.2.0`	indirect
PyPI	brotli	`1.2.0`	indirect
PyPI	certifi	`2025.7.14`	indirect
PyPI	cffi	`2.0.0`	indirect
PyPI	chardet	`5.2.0`	indirect
PyPI	charset-normalizer	`3.4.2`	indirect
PyPI	circuitsvis	`1.43.3`	indirect
PyPI	click	`8.2.1`	indirect
PyPI	cloudpickle	`3.1.2`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	comm	`0.2.3`	indirect
PyPI	contourpy	`1.3.2`	indirect
PyPI	contourpy	`1.3.3`	indirect
PyPI	coverage	`7.10.1`	indirect
PyPI	cryptography	`46.0.7`	indirect
PyPI	cuda-bindings	`12.9.4`	indirect
PyPI	cuda-pathfinder	`1.5.5`	indirect
PyPI	cycler	`0.12.1`	indirect
PyPI	dataproperty	`1.1.0`	indirect
PyPI	debugpy	`1.8.15`	indirect
PyPI	decorator	`5.2.1`	indirect
PyPI	defusedxml	`0.7.1`	indirect
PyPI	dill	`0.3.8`	indirect
PyPI	docutils	`0.20.1`	indirect
PyPI	etils	`1.13.0`	indirect
PyPI	etils	`1.14.0`	indirect
PyPI	evaluate	`0.4.6`	indirect
PyPI	exceptiongroup	`1.3.0`	indirect
PyPI	execnet	`2.1.1`	indirect
PyPI	executing	`2.2.1`	indirect
PyPI	fastapi	`0.136.0`	indirect
PyPI	fastjsonschema	`2.21.1`	indirect
PyPI	filelock	`3.18.0`	indirect
PyPI	fonttools	`4.62.1`	indirect
PyPI	fqdn	`1.5.1`	indirect
PyPI	frozenlist	`1.7.0`	indirect
PyPI	fsspec	`2025.3.0`	indirect
PyPI	furo	`2023.9.10`	indirect
PyPI	gitdb	`4.0.12`	indirect
PyPI	gitpython	`3.1.45`	indirect
PyPI	google-api-core	`2.30.3`	indirect
PyPI	google-auth	`2.49.2`	indirect
PyPI	google-cloud-core	`2.5.1`	indirect
PyPI	google-cloud-translate	`3.26.0`	indirect
PyPI	googleapis-common-protos	`1.74.0`	indirect
PyPI	gradio	`6.12.0`	indirect
PyPI	gradio-client	`2.4.1`	indirect
PyPI	groovy	`0.1.2`	indirect
PyPI	grpc-google-iam-v1	`0.14.4`	indirect
PyPI	grpcio	`1.80.0`	indirect
PyPI	grpcio-status	`1.80.0`	indirect
PyPI	h11	`0.16.0`	indirect
PyPI	hf-gradio	`0.3.2`	indirect
PyPI	hf-xet	`1.5.0`	indirect
PyPI	httpcore	`1.0.9`	indirect
PyPI	httpx	`0.28.1`	indirect
PyPI	idna	`3.10`	indirect
PyPI	imageio	`2.37.3`	indirect
PyPI	imagesize	`1.4.1`	indirect
PyPI	importlib-metadata	`8.7.0`	indirect
PyPI	importlib-resources	`7.1.0`	indirect
PyPI	iniconfig	`2.1.0`	indirect
PyPI	ipykernel	`7.3.0`	indirect
PyPI	ipython	`8.38.0`	indirect
PyPI	ipython	`9.10.0`	indirect
PyPI	ipython-pygments-lexers	`1.1.1`	indirect
PyPI	ipywidgets	`8.1.7`	indirect
PyPI	isoduration	`20.11.0`	indirect
PyPI	isort	`5.8.0`	indirect
PyPI	jedi	`0.19.2`	indirect
PyPI	jinja2	`3.1.6`	indirect
PyPI	joblib	`1.5.3`	indirect
PyPI	json5	`0.12.0`	indirect
PyPI	jsonlines	`4.0.0`	indirect
PyPI	jsonpointer	`3.0.0`	indirect
PyPI	jsonschema	`4.25.0`	indirect
PyPI	jsonschema-specifications	`2025.4.1`	indirect
PyPI	jupyter	`1.1.1`	indirect
PyPI	jupyter-builder	`1.0.2`	indirect
PyPI	jupyter-client	`8.9.1`	indirect
PyPI	jupyter-console	`6.6.3`	indirect
PyPI	jupyter-core	`5.8.1`	indirect
PyPI	jupyter-events	`0.12.0`	indirect
PyPI	jupyter-lsp	`2.3.1`	indirect
PyPI	jupyter-server	`2.20.0`	indirect
PyPI	jupyter-server-terminals	`0.5.3`	indirect
PyPI	jupyterlab	`4.6.1`	indirect
PyPI	jupyterlab-pygments	`0.3.0`	indirect
PyPI	jupyterlab-server	`2.28.0`	indirect
PyPI	jupyterlab-widgets	`3.0.15`	indirect
PyPI	kiwisolver	`1.5.0`	indirect
PyPI	lark	`1.2.2`	indirect
PyPI	lazy-loader	`0.5`	indirect
PyPI	levenshtein	`0.27.3`	indirect
PyPI	libcst	`1.8.2`	indirect
PyPI	lit-nlp	`1.3.1`	indirect
PyPI	livereload	`2.7.1`	indirect
PyPI	llvmlite	`0.47.0`	indirect
PyPI	lm-eval	`0.4.11`	indirect
PyPI	lxml	`6.0.4`	indirect
PyPI	markdown-it-py	`3.0.0`	indirect
PyPI	markupsafe	`3.0.2`	indirect
PyPI	matplotlib	`3.10.8`	indirect
PyPI	matplotlib-inline	`0.1.7`	indirect
PyPI	mbstrdecoder	`1.1.5`	indirect
PyPI	mdit-py-plugins	`0.5.0`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	mistune	`3.1.3`	indirect
PyPI	ml-collections	`1.1.0`	indirect
PyPI	more-itertools	`11.0.2`	indirect
PyPI	mpmath	`1.3.0`	indirect
PyPI	multidict	`6.6.3`	indirect
PyPI	multiprocess	`0.70.16`	indirect
PyPI	muutils	`0.8.11`	indirect
PyPI	mypy	`1.17.0`	indirect
PyPI	mypy-extensions	`1.1.0`	indirect
PyPI	myst-parser	`2.0.0`	indirect
PyPI	narwhals	`1.48.1`	indirect
PyPI	nbclient	`0.10.2`	indirect
PyPI	nbconvert	`7.16.6`	indirect
PyPI	nbformat	`5.10.4`	indirect
PyPI	nbsphinx	`0.9.7`	indirect
PyPI	nbval	`0.10.0`	indirect
PyPI	nest-asyncio2	`1.7.2`	indirect
PyPI	networkx	`3.4.2`	indirect
PyPI	networkx	`3.5`	indirect
PyPI	ninja	`1.13.0`	indirect
PyPI	nltk	`3.9.4`	indirect
PyPI	notebook	`7.6.0`	indirect
PyPI	notebook-shim	`0.2.4`	indirect
PyPI	numba	`0.65.0`	indirect
PyPI	nvidia-cublas-cu12	`12.8.4.1`	indirect
PyPI	nvidia-cuda-cupti-cu12	`12.8.90`	indirect
PyPI	nvidia-cuda-nvrtc-cu12	`12.8.93`	indirect
PyPI	nvidia-cuda-runtime-cu12	`12.8.90`	indirect
PyPI	nvidia-cudnn-cu12	`9.10.2.21`	indirect
PyPI	nvidia-cufft-cu12	`11.3.3.83`	indirect
PyPI	nvidia-cufile-cu12	`1.13.1.3`	indirect
PyPI	nvidia-curand-cu12	`10.3.9.90`	indirect
PyPI	nvidia-cusolver-cu12	`11.7.3.90`	indirect
PyPI	nvidia-cusparse-cu12	`12.5.8.93`	indirect
PyPI	nvidia-cusparselt-cu12	`0.7.1`	indirect
PyPI	nvidia-nccl-cu12	`2.27.5`	indirect
PyPI	nvidia-nvjitlink-cu12	`12.8.93`	indirect
PyPI	nvidia-nvshmem-cu12	`3.4.5`	indirect
PyPI	nvidia-nvtx-cu12	`12.8.90`	indirect
PyPI	optimum-quanto	`0.2.7`	indirect
PyPI	orjson	`3.11.8`	indirect
PyPI	overrides	`7.7.0`	indirect
PyPI	pandoc	`2.4`	indirect
PyPI	pandocfilters	`1.5.1`	indirect
PyPI	parso	`0.8.4`	indirect
PyPI	pathspec	`0.12.1`	indirect
PyPI	pathvalidate	`3.3.1`	indirect
PyPI	pexpect	`4.9.0`	indirect
PyPI	pillow	`12.2.0`	indirect
PyPI	platformdirs	`4.3.8`	indirect
PyPI	plotly	`6.2.0`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	plumbum	`1.9.0`	indirect
PyPI	ply	`3.11`	indirect
PyPI	pockets	`0.9.1`	indirect
PyPI	portalocker	`3.2.0`	indirect
PyPI	portpicker	`1.6.0`	indirect
PyPI	prometheus-client	`0.22.1`	indirect
PyPI	prompt-toolkit	`3.0.51`	indirect
PyPI	propcache	`0.3.2`	indirect
PyPI	proto-plus	`1.27.2`	indirect
PyPI	psutil	`7.0.0`	indirect
PyPI	ptyprocess	`0.7.0`	indirect
PyPI	pure-eval	`0.2.3`	indirect
PyPI	pyarrow	`21.0.0`	indirect
PyPI	pyasn1	`0.6.3`	indirect
PyPI	pyasn1-modules	`0.4.2`	indirect
PyPI	pycln	`2.5.0`	indirect
PyPI	pycparser	`2.22`	indirect
PyPI	pydantic	`2.11.7`	indirect
PyPI	pydantic-core	`2.33.2`	indirect
PyPI	pydub	`0.25.1`	indirect
PyPI	pygments	`2.19.2`	indirect
PyPI	pyparsing	`3.3.2`	indirect
PyPI	pytablewriter	`1.2.1`	indirect
PyPI	pytest	`8.4.1`	indirect
PyPI	pytest-cov	`6.2.1`	indirect
PyPI	pytest-doctestplus	`1.4.0`	indirect
PyPI	pytest-rerunfailures	`16.1`	indirect
PyPI	pytest-xdist	`3.8.0`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	python-json-logger	`3.3.0`	indirect
PyPI	python-multipart	`0.0.26`	indirect
PyPI	pytz	`2025.2`	indirect
PyPI	pywin32	`311`	indirect
PyPI	pywinpty	`2.0.15`	indirect
PyPI	pyyaml	`6.0.2`	indirect
PyPI	pyyaml-ft	`8.0.0`	indirect
PyPI	pyzmq	`27.0.0`	indirect
PyPI	rapidfuzz	`3.14.5`	indirect
PyPI	referencing	`0.36.2`	indirect
PyPI	regex	`2026.5.9`	indirect
PyPI	requests	`2.32.4`	indirect
PyPI	rfc3339-validator	`0.1.4`	indirect
PyPI	rfc3986-validator	`0.1.1`	indirect
PyPI	rfc3987-syntax	`1.1.0`	indirect
PyPI	rouge-score	`0.1.2`	indirect
PyPI	rpds-py	`0.26.0`	indirect
PyPI	sacrebleu	`2.6.0`	indirect
PyPI	safehttpx	`0.1.7`	indirect
PyPI	safetensors	`0.8.0`	indirect
PyPI	saliency	`0.2.1`	indirect
PyPI	scikit-image	`0.25.2`	indirect
PyPI	scikit-image	`0.26.0`	indirect
PyPI	scikit-learn	`1.7.2`	indirect
PyPI	scikit-learn	`1.8.0`	indirect
PyPI	scipy	`1.15.3`	indirect
PyPI	scipy	`1.17.1`	indirect
PyPI	semantic-version	`2.10.0`	indirect
PyPI	send2trash	`1.8.3`	indirect
PyPI	sentry-sdk	`2.33.2`	indirect
PyPI	setuptools	`80.9.0`	indirect
PyPI	shap	`0.45.1`	indirect
PyPI	shellingham	`1.5.4`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	slicer	`0.0.8`	indirect
PyPI	smmap	`5.0.2`	indirect
PyPI	sniffio	`1.3.1`	indirect
PyPI	snowballstemmer	`3.0.1`	indirect
PyPI	soupsieve	`2.7`	indirect
PyPI	sphinx	`7.4.7`	indirect
PyPI	sphinx-autobuild	`2021.3.14`	indirect
PyPI	sphinx-basic-ng	`1.0.0b2`	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-napoleon	`0.7`	indirect
PyPI	sphinxcontrib-qthelp	`2.0.0`	indirect
PyPI	sphinxcontrib-serializinghtml	`2.0.0`	indirect
PyPI	sqlitedict	`2.1.0`	indirect
PyPI	stack-data	`0.6.3`	indirect
PyPI	starlette	`1.0.0`	indirect
PyPI	sympy	`1.14.0`	indirect
PyPI	tabledata	`1.3.4`	indirect
PyPI	tabulate	`0.9.0`	indirect
PyPI	tcolorpy	`0.1.7`	indirect
PyPI	termcolor	`3.3.0`	indirect
PyPI	terminado	`0.18.1`	indirect
PyPI	threadpoolctl	`3.6.0`	indirect
PyPI	tifffile	`2025.5.10`	indirect
PyPI	tifffile	`2026.3.3`	indirect
PyPI	timm	`1.0.27`	indirect
PyPI	tinycss2	`1.4.0`	indirect
PyPI	tokenizers	`0.22.1`	indirect
PyPI	tomli	`2.2.1`	indirect
PyPI	tomlkit	`0.13.3`	indirect
PyPI	torchvision	`0.25.0`	indirect
PyPI	tornado	`6.5.1`	indirect
PyPI	traitlets	`5.14.3`	indirect
PyPI	transformer-lens	`0.0.0`	indirect
PyPI	triton	`3.6.0`	indirect
PyPI	typepy	`1.3.5`	indirect
PyPI	typer	`0.25.1`	indirect
PyPI	types-python-dateutil	`2.9.0.20250708`	indirect
PyPI	typing-inspection	`0.4.2`	indirect
PyPI	tzdata	`2025.2`	indirect
PyPI	uri-template	`1.3.0`	indirect
PyPI	urllib3	`2.5.0`	indirect
PyPI	uvicorn	`0.44.0`	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	`3.1.8`	indirect
PyPI	widgetsnbextension	`4.0.14`	indirect
PyPI	word2number	`1.1`	indirect
PyPI	xxhash	`3.5.0`	indirect
PyPI	yarl	`1.20.1`	indirect
PyPI	zipp	`3.23.0`	indirect
PyPI	zstandard	`0.25.0`	indirect

Dependency advisories 0

Installing pypi:transformer-lens@3.8.1 pulls in 92 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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