Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-17 15:49 UTC

NVIDIA-NeMo / Speech

A scalable generative AI framework built for researchers and developers working on Large Language Models, Multimodal, and Speech AI (Automatic Speech Recognition and Text-to-Speech)

Python · Jupyter NotebookApache-2.0★ 18,467 stars⑂ 3,611 forkssince Aug 2019View on GitHub ↗
KindPluginLibraryCommand-line toolhow this is determined
#machine-translation#speaker-recognition#asr#tts#generative-ai#deeplearning#neural-networks#speaker-diariazation#speech-translation#speech-synthesis

NVIDIA-NeMo/Speech holds a health index of 100 out of 100, placing it in the Exceptional band. It scores highest on Vitality (100/100) and lowest on Security (80/100). It was last updated today. 11 contributors account for most of its recent work.

100
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.

100
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)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

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 91 is calibrated to 100 on the published index scale (record calibration 2026-08-02).

Ownership

NVIDIA-NeMoOrganization · verified domain
1,880 followers28 public repossince May 2025

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPInemo-toolkitpoints to another repo — not scored3.0.0-10941 days agonlpnemodeepgpulanguagelearningmachinenvidiapytorchspeechtorchtts

Metrics by category

Vitality

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

100Exceptional · 21% of overall

Development activity

100Exceptional
How it's scored
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 599 commits in the last year
0/10OpenSSF Scorecard: Maintained — no data
Inputs used
commits_last_year599
human_commit_share1
days_since_last_push0
active_weeks_last_year52

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 87 releases published
36/36Release recency — latest release 41 days ago
27/27Release cadence — a release every ~31.4 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count87
latest_release_tagv3.0.0
releases_from_tagsno
days_since_latest_release41
mean_days_between_releases31.4

Community & Adoption

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

88Excellent · 17% of overall

Popularity & adoption

98Exceptional
How it's scored
60/60Stars — 18,467 stars
25/25Forks — 3,611 forks
13.2/15Watchers — 235 watchers
Inputs used
forks3,611
stars18,467
watchers235
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

77Good
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges5
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_servicesbadge.fury.io, github.com, shields.io
has_pull_request_templateyes

Sustainability & Governance

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

89Excellent · 23% of overall

Maintainer resilience (bus factor)

97Exceptional
How it's scored
54/54Bus factor — 11 contributor(s) cover half of all commits
20/22.5Commit distribution — top contributor authored 11% of commits
13.5/13.5Contributor breadth — 99 contributors
0/10OpenSSF Scorecard: Contributors — no data
Inputs used
bus_factor11
contributors_sampled99
top_contributor_share0.112

Issue & PR responsiveness

83Excellent
How it's scored
40.2/42Issue resolution — 96% of issues closed
22.6/30PR acceptance — 9,197/12,195 decided PRs merged
7.4/13Newcomer PR acceptance — 4/7 first-time contributors' PRs merged in 30d
0/15OpenSSF Scorecard: Code-Review — no data
Inputs used
merged_prs9,197
open_issues136
closed_issues2,922
prs_merged_7d28
prs_decided_7d36
prs_merged_30d44
prs_decided_30d60
issue_closed_ratio0.956
closed_unmerged_prs2,998
first_time_authors_30d5
first_time_prs_merged_30d4
first_time_prs_decided_30d7

Ownership & stewardship

87Excellent
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
23.5/25Owner reach — 1,880 followers of NVIDIA-NeMo
13.3/25Track record — 28 public repos, account ~1 yr old
Inputs used
followers1,880
owner_typeOrganization
is_verifiedyes
owner_loginNVIDIA-NeMo
public_repos28
account_age_days477

Engineering Quality

Are baseline engineering and documentation practices in place?

95Exceptional · 19% of overall

Engineering practices

92Excellent
How it's scored
24/24CI workflows — 28 workflow(s)
24/24Tests present
16/16Linter config — .flake8, .pylintrc, pyproject.toml ([tool.black], [tool.isort])
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://docs.nvidia.com/nemo/speech/nightly/index.html
10/10Repository description
10/10Topics — 10 topics
10/10Wiki
Inputs used
topicsmachine-translation, speaker-recognition, asr, tts, generative-ai, deeplearning, neural-networks, speaker-diariazation, speech-translation, speech-synthesis
has_wikiyes
homepagehttps://docs.nvidia.com/nemo/speech/nightly/index.html
docs_sitehttps://docs.nvidia.com/nemo/speech/nightly/index.html
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

80Excellent · 16% of overall

Security posture

75Good
How it's scored
30/30Security policy (SECURITY.md)
0/25Dependabot config
25/25Dependency lockfiles — package-lock.json, uv.lock
20/20CodeQL workflow
Inputs used
sourcefile_signals
lockfilespackage-lock.json, uv.lock
manifestspyproject.toml, setup.py
has_codeql_workflowyes
has_security_policyyes
has_dependabot_configno

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages77
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:nemo-toolkit@3.0.0 runtime dependency closure — what installing the published package pulls in — 77 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.

92Excellent · 4% of overall

Agent context & guidance

100Exceptional
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://docs.nvidia.com/llms.txt)
40/40Legible commit history — 97 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://docs.nvidia.com/llms.txt
legible_history_share0.97
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes8,473

Verify loop (build / test / typecheck)

87Excellent
How it's scored
18/18One-command bootstrap — docs/Makefile
22/22Automated tests
11/11Lint / format config — .flake8, .pylintrc, pyproject.toml ([tool.black], [tool.isort])
11/11Static type checking — examples/voice_agent/client/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
6/10Demonstrated agent practice — 3 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesdocs/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configsexamples/voice_agent/client/tsconfig.json
agent_commit_share0.03
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

80Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (examples/voice_agent/client/tsconfig.json)
52.7/55Manageable file sizes — 65/1,581 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes240,219
source_files_sampled1,581
oversized_source_files65

Machine-readable interfaces

100Exceptional
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
0/20MCP server — not applicable to this kind of software
40/40Runnable examples — examples, notebooks
Inputs used
example_dirsexamples, notebooks
has_mcp_signalno
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

18,467GitHub stars
99contributors
599commits, last 12 months
0days since last push
87releases
11bus factor
136open 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 25 authors (cap 12)
  • pypi package 'nemo-toolkit' points at a different repository (https://github.com/NVIDIA-NeMo/NeMo); excluded from ecosystem scoring
  • Could not fetch pypi package 'easymagpie-vllm-omni' from its registry
  • OpenSSF Scorecard did not return a usable result (killed by SIGKILL — most likely the container's memory limit; 2026/09/17 15:48:40 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

More detail

Star and fork history 0 ★ / 3,611 ⇿
0Stars
3,611Forks
29Releases

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.

2,5002,7503,0003,2503,5003,7503,611252025-032025-122026-09
Major 1Minor 6Patch 13

Each point covers 2 days.

Direct dependencies 14
RegistryPackageVersion constraintManifest
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Full resolved dependency set from the GitHub dependency graph: 35 direct and 662 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIfrozenlist1.8.0indirect
PyPIfsspec—indirect
PyPIfsspec2025.12.0indirect
PyPIgitdb4.0.12indirect
PyPIgitpython3.1.50indirect
PyPIgoogle-auth2.49.1indirect
PyPIgoogleapis-common-protos1.75.3indirect
PyPIgraphene3.4.3indirect
PyPIgraphql-core3.2.8indirect
PyPIgraphql-relay3.2.0indirect
PyPIgreenlet3.4.0indirect
PyPIgrpcio1.80.0indirect
PyPIgunicorn23.0.0indirect
PyPIh110.16.0indirect
PyPIhf-xet1.4.3indirect
PyPIhf-xet1.6.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttpcore22.13.0indirect
PyPIhttptools0.8.0indirect
PyPIhttpx0.28.1indirect
PyPIhttpx22.13.0indirect
PyPIhuey3.0.1indirect
PyPIhumanize4.15.0indirect
PyPIhumming-kernels0.1.12indirect
PyPIhydra-core—indirect
PyPIhydra-core1.3.2indirect
PyPIidna3.11indirect
PyPIidna3.19indirect
PyPIijson3.5.1indirect
PyPIimagesize2.0.0indirect
PyPIimportlib-metadata8.7.1indirect
PyPIindic-numtowords1.1.0indirect
PyPIinflect—indirect
PyPIinflect7.5.0indirect
PyPIiniconfig2.3.0indirect
PyPIinteregular0.3.3indirect
PyPIintervaltree3.2.1indirect
PyPIisort—indirect
PyPIisort5.13.2indirect
PyPIitsdangerous2.2.0indirect
PyPIjanome—indirect
PyPIjanome0.5.0indirect
PyPIjieba—indirect
PyPIjieba0.42.1indirect
PyPIjinja2—indirect
PyPIjinja23.1.6indirect
PyPIjiter0.17.0indirect
PyPIjiwer—indirect
PyPIjmespath1.1.0indirect
PyPIjoblib1.5.3indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIkaldi-python-io—indirect
PyPIkaldialign—indirect
PyPIkaldialign0.9.3indirect
PyPIkiwisolver1.5.0indirect
PyPIkornia—indirect
PyPIlark1.2.2indirect
PyPIlatexcodec—indirect
PyPIlatexcodec3.0.1indirect
PyPIlazy-loader0.5indirect
PyPIlhotse—indirect
PyPIlhotse2.0.0a6indirect
PyPIlibrosa—indirect
PyPIlibrosa0.11.0indirect
PyPIlightning—indirect
PyPIlightning2.4.0indirect
PyPIlightning-utilities0.15.3indirect
PyPIllguidance1.7.6indirect
PyPIllvmlite0.47.0indirect
PyPIlm-format-enforcer0.11.3indirect
PyPIloguru0.7.3indirect
PyPIlxml6.1.1indirect
PyPImako1.3.12indirect
PyPImamba-ssm2.3.2.post1indirect
PyPImarkdown3.10.2indirect
PyPImarkdown-it-py3.0.0indirect
PyPImarkdown-it-py4.0.0indirect
PyPImarkupsafe3.0.3indirect
PyPImarshmallow—indirect
PyPImatplotlib—indirect
PyPImatplotlib3.10.8indirect
PyPImcp2.2.0indirect
PyPImcp-types2.2.0indirect
PyPImdit-py-plugins0.5.0indirect
PyPImdurl0.1.2indirect
PyPImediapy1.1.6indirect
PyPImegatron-fsdp0.5.0indirect
PyPImistral-common1.11.0indirect
PyPImistral-common1.11.7indirect
PyPImistral-common1.9.1indirect
PyPIml-dtypes0.5.4indirect
PyPImlflow3.13.0indirect
PyPImlflow-skinny3.13.0indirect
PyPImlflow-tracing3.13.0indirect
PyPImodel-hosting-container-standards0.1.16indirect
PyPImore-itertools11.0.1indirect
PyPImpmath1.3.0indirect
PyPImsgpack1.1.2indirect
PyPImsgspec0.21.1indirect
PyPImultidict6.7.1indirect
PyPImultiprocess0.70.19indirect
PyPImypy-extensions1.1.0indirect
PyPImyst-parser4.0.1indirect
PyPImyst-parser5.0.0indirect
PyPInccl4py0.5.0indirect
PyPInemo-automodel—indirect
PyPInemo-automodel0.5.0+cb03cf61indirect
PyPInemo-run—indirect
PyPInemo-text-processing—indirect
PyPInemo-text-processing1.1.0indirect
PyPInemo-toolkit—indirect
PyPInetworkx3.4.2indirect
PyPInetworkx3.6.1indirect
PyPIninja1.13.0indirect
PyPInltk—indirect
PyPInltk3.10.0indirect
PyPInum2words—indirect
PyPInumba-cuda—indirect
PyPInumba-cuda0.13.0indirect
PyPInumba-cuda0.30.0indirect
PyPInumexpr—indirect
PyPInv-grouped-gemm1.1.4.post8indirect
PyPInv-one-logger-core—indirect
PyPInv-one-logger-core2.3.1indirect
PyPInv-one-logger-pytorch-lightning-integration—indirect
PyPInv-one-logger-pytorch-lightning-integration2.3.1indirect
PyPInv-one-logger-training-telemetry—indirect
PyPInv-one-logger-training-telemetry2.3.1indirect
PyPInvdlfw-inspect0.2.2indirect
PyPInvidia-cublas13.1.1.3indirect
PyPInvidia-cublas13.4.0.1indirect
PyPInvidia-cublas-cu1212.9.1.4indirect
PyPInvidia-cuda-cccl13.2.75indirect
PyPInvidia-cuda-cccl-cu1212.9.27indirect
PyPInvidia-cuda-crt13.4.59indirect
PyPInvidia-cuda-cupti13.0.85indirect
PyPInvidia-cuda-cupti13.2.75indirect
PyPInvidia-cuda-cupti-cu1212.9.79indirect
PyPInvidia-cuda-nvcc13.4.59indirect
PyPInvidia-cuda-nvcc-cu1212.9.86indirect
PyPInvidia-cuda-nvdisasm13.3.73indirect
PyPInvidia-cuda-nvrtc13.0.88indirect
PyPInvidia-cuda-nvrtc13.2.78indirect
PyPInvidia-cuda-nvrtc-cu1212.9.86indirect
PyPInvidia-cuda-runtime13.0.96indirect
PyPInvidia-cuda-runtime13.2.75indirect
PyPInvidia-cuda-runtime-cu1212.9.79indirect
PyPInvidia-cudnn-cu129.17.1.4indirect
PyPInvidia-cudnn-cu139.20.0.48indirect
PyPInvidia-cudnn-frontend1.29.0indirect
PyPInvidia-cufft12.0.0.61indirect
PyPInvidia-cufft12.2.0.46indirect
PyPInvidia-cufft-cu1211.4.1.4indirect
PyPInvidia-cufile1.15.1.6indirect
PyPInvidia-cufile1.17.1.22indirect
PyPInvidia-cufile-cu121.14.1.1indirect
PyPInvidia-curand10.4.0.35indirect
PyPInvidia-curand10.4.2.55indirect
PyPInvidia-curand-cu1210.3.10.19indirect
PyPInvidia-cusolver12.0.4.66indirect
PyPInvidia-cusolver12.2.0.1indirect
PyPInvidia-cusolver-cu1211.7.5.82indirect
PyPInvidia-cusparse12.6.3.3indirect
PyPInvidia-cusparse12.7.10.1indirect
PyPInvidia-cusparse-cu1212.5.10.65indirect
PyPInvidia-cusparselt-cu120.7.1indirect
PyPInvidia-cusparselt-cu130.8.1indirect
PyPInvidia-cutlass-dsl4.6.0indirect
PyPInvidia-cutlass-dsl4.6.2indirect
PyPInvidia-cutlass-dsl-libs-base4.6.0indirect
PyPInvidia-cutlass-dsl-libs-base4.6.2indirect
PyPInvidia-cutlass-dsl-libs-core4.6.0indirect
PyPInvidia-cutlass-dsl-libs-core4.6.2indirect
PyPInvidia-cutlass-dsl-libs-cu124.6.0indirect
PyPInvidia-cutlass-dsl-libs-cu124.6.2indirect
PyPInvidia-cutlass-dsl-libs-cu134.6.2indirect
PyPInvidia-ml-py13.610.43indirect
PyPInvidia-nccl-cu122.28.9indirect
PyPInvidia-nccl-cu132.29.7indirect
PyPInvidia-nvjitlink13.3.33indirect
PyPInvidia-nvjitlink-cu1212.9.86indirect
PyPInvidia-nvshmem-cu123.4.5indirect
PyPInvidia-nvshmem-cu133.4.5indirect
PyPInvidia-nvtx13.0.85indirect
PyPInvidia-nvtx13.2.75indirect
PyPInvidia-nvtx-cu1212.9.79indirect
PyPInvidia-nvvm13.2.78indirect
PyPInvidia-sphinx-theme—indirect
PyPInvidia-sphinx-theme0.0.9.post1indirect
PyPInvtx0.2.15indirect
PyPIomegaconf—indirect
PyPIomegaconf2.3.0indirect
PyPIonnx-ir0.2.1indirect
PyPIonnxscript0.7.0indirect
PyPIopenai3.13.0indirect
PyPIopenai-harmony0.0.8indirect
PyPIopentelemetry-api1.40.0indirect
PyPIopentelemetry-exporter-otlp1.40.0indirect
PyPIopentelemetry-exporter-otlp-proto-common1.40.0indirect
PyPIopentelemetry-exporter-otlp-proto-grpc1.40.0indirect
PyPIopentelemetry-exporter-otlp-proto-http1.40.0indirect
PyPIopentelemetry-proto1.40.0indirect
PyPIopentelemetry-proto1.42.1indirect
PyPIopentelemetry-sdk1.40.0indirect
PyPIopentelemetry-semantic-conventions0.61b0indirect
PyPIopentelemetry-semantic-conventions-ai0.5.1indirect
PyPIoptuna—indirect
PyPIoutlines-core0.2.14indirect
PyPIoverrides7.7.0indirect
PyPIpackaging—indirect
PyPIpackaging24.2indirect
PyPIpandas—indirect
PyPIpandas2.3.3indirect
PyPIparameterized—indirect
PyPIparameterized0.9.0indirect
PyPIparamiko—indirect
PyPIpartial-json-parser0.2.1.1.post7indirect
PyPIpathspec1.0.4indirect
PyPIpeft—indirect
PyPIpeft0.20.0indirect
PyPIpesq—indirect
PyPIpesq0.0.4indirect
PyPIpillow12.3.0indirect
PyPIplatformdirs4.9.4indirect
PyPIplotly—indirect
PyPIpluggy1.6.0indirect
PyPIpooch1.9.0indirect
PyPIportalocker3.2.0indirect
PyPIprettyprinter—indirect
PyPIprettytable3.17.0indirect
PyPIprogress—indirect
PyPIprometheus-client0.26.0indirect
PyPIprometheus-fastapi-instrumentator8.1.0indirect
PyPIpropcache0.4.1indirect
PyPIprotobuf6.33.6indirect
PyPIpsutil7.2.2indirect
PyPIpy-cpuinfo9.0.0indirect
PyPIpyannote-core—indirect
PyPIpyannote-metrics—indirect
PyPIpyarrow24.0.0indirect
PyPIpyasn10.6.3indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpybase641.5.0indirect
PyPIpybind113.0.3indirect
PyPIpybtex0.26.1indirect
PyPIpybtex-docutils1.0.3indirect
PyPIpycountry26.2.16indirect
PyPIpycparser3.0indirect
PyPIpydantic2.12.5indirect
PyPIpydantic-core2.41.5indirect
PyPIpydantic-extra-types2.11.2indirect
PyPIpydantic-settings2.15.0indirect
PyPIpydata-sphinx-theme—indirect
PyPIpydata-sphinx-theme0.17.0indirect
PyPIpydub—indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.14.0indirect
PyPIpyloudnorm—indirect
PyPIpynini2.1.6.post1indirect
PyPIpynvml13.0.1indirect
PyPIpynvvideocodec2.0.4indirect
PyPIpyopenjtalk—indirect
PyPIpyopenjtalk0.4.1indirect
PyPIpyparsing3.3.2indirect
PyPIpypinyin—indirect
PyPIpypinyin0.55.0indirect
PyPIpypinyin-dict—indirect
PyPIpypinyin-dict0.9.0indirect
PyPIpystoi—indirect
PyPIpystoi0.4.1indirect
PyPIpytest—indirect
PyPIpytest9.0.3indirect
PyPIpytest-httpserver—indirect
PyPIpytest-httpserver1.1.5indirect
PyPIpytest-mock—indirect
PyPIpytest-mock3.15.1indirect
PyPIpytest-runner—indirect
PyPIpytest-runner6.0.1indirect
PyPIpytest-shard—indirect
PyPIpytest-shard0.1.2indirect
PyPIpython-dateutil—indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-json-logger4.2.0indirect
PyPIpython-multipart0.0.32indirect
PyPIpytokens0.4.1indirect
PyPIpytorch-lightning2.6.1indirect
PyPIpytz2026.1.post1indirect
PyPIpywin32311indirect
PyPIpyyaml—indirect
PyPIpyyaml6.0.3indirect
PyPIpyzmq27.2.0indirect
PyPIquack-kernels0.6.1indirect
PyPIquack-kernels0.6.4indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.4.4indirect
PyPIrequests—indirect
PyPIrequests2.33.1indirect
PyPIresampy—indirect
PyPIrich14.3.3indirect
PyPIrich-toolkit0.20.5indirect
PyPIrignore0.8.1indirect
PyPIroman-numerals4.1.0indirect
PyPIrpds-py0.30.0indirect
PyPIruamel-yaml—indirect
PyPIs3transfer0.17.0indirect
PyPIsacrebleu—indirect
PyPIsacrebleu2.6.0indirect
PyPIsacremoses—indirect
PyPIsacremoses0.1.1indirect
PyPIsafetensors—indirect
PyPIsafetensors0.7.0indirect
PyPIscipy—indirect
PyPIscipy1.15.3indirect
PyPIscipy1.17.1indirect
PyPIseaborn—indirect
PyPIsentencepiece—indirect
PyPIsentencepiece0.2.1indirect
PyPIsentry-sdk2.57.0indirect
PyPIsetproctitle1.3.7indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIskops0.14.0indirect
PyPIsmmap5.0.3indirect
PyPIsniffio1.3.1indirect
PyPIsnowballstemmer3.0.1indirect
PyPIsortedcontainers2.4.0indirect
PyPIsoundfile—indirect
PyPIsoundfile0.13.1indirect
PyPIsoupsieve2.8.3indirect
PyPIsox—indirect
PyPIsoxr1.0.0indirect
PyPIsphinx—indirect
PyPIsphinx8.1.3indirect
PyPIsphinx9.0.4indirect
PyPIsphinx9.1.0indirect
PyPIsphinx-autobuild2024.10.3indirect
PyPIsphinx-autobuild2025.8.25indirect
PyPIsphinx-autodoc20.5.0indirect
PyPIsphinx-book-theme—indirect
PyPIsphinx-book-theme1.1.3indirect
PyPIsphinx-copybutton—indirect
PyPIsphinx-copybutton0.5.2indirect
PyPIsphinxcontrib-applehelp2.0.0indirect
PyPIsphinxcontrib-bibtex—indirect
PyPIsphinxcontrib-bibtex2.6.5indirect
PyPIsphinxcontrib-devhelp2.0.0indirect
PyPIsphinxcontrib-htmlhelp2.1.0indirect
PyPIsphinxcontrib-jsmath1.0.1indirect
PyPIsphinxcontrib-mermaid2.0.1indirect
PyPIsphinxcontrib-qthelp2.0.0indirect
PyPIsphinxcontrib-serializinghtml2.0.0indirect
PyPIsphinxext-opengraph—indirect
PyPIsphinxext-opengraph0.13.0indirect
PyPIsqlalchemy2.0.49indirect
PyPIsqlparse0.5.5indirect
PyPIsse-starlette3.4.11indirect
PyPIstandard-aifc3.13.0indirect
PyPIstandard-chunk3.13.0indirect
PyPIstandard-sunau3.13.0indirect
PyPIstarlette1.0.0indirect
PyPIstarlette1.6.0indirect
PyPIstrenum0.4.15indirect
PyPIsupervisor4.3.0indirect
PyPIsympy1.14.0indirect
PyPItabulate—indirect
PyPItabulate0.10.0indirect
PyPItenacity9.1.4indirect
PyPItensorboard-data-server0.7.2indirect
PyPItextdistance—indirect
PyPIthreadpoolctl3.6.0indirect
PyPItiktoken0.12.0indirect
PyPItilelang0.1.12indirect
PyPItilelang0.1.8indirect
PyPItokenizers—indirect
PyPItokenizers0.22.2indirect
PyPItokenspeed-mla0.1.8indirect
PyPItokenspeed-triton3.8.10.post20260906indirect
PyPItoml0.10.2indirect
PyPItomli2.4.1indirect
PyPItoolz1.1.0indirect
PyPItorch-c-dlpack-ext0.1.5indirect
PyPItorchao0.17.0indirect
PyPItorchaudio2.11.0indirect
PyPItorchcodec0.16.0indirect
PyPItorchdata0.11.0indirect
PyPItorchmetrics—indirect
PyPItorchmetrics1.9.0indirect
PyPItorchvision0.28.0indirect
PyPItransformer-engine2.15.0+42b84005indirect
PyPItransformers—indirect
PyPItransformers5.12.1indirect
PyPItriton3.6.0indirect
PyPItriton3.7.0indirect
PyPItriton3.7.1indirect
PyPItruststore0.10.4indirect
PyPItypeguard4.5.1indirect
PyPItyper0.24.1indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.1indirect
PyPIurllib3—indirect
PyPIurllib32.7.0indirect
PyPIuvicorn0.44.0indirect
PyPIuvloop0.22.1indirect
PyPIvllm0.24.0indirect
PyPIvllm0.28.0indirect
PyPIvllm-omni0.24.0indirect
PyPIwaitress3.0.2indirect
PyPIwandb—indirect
PyPIwandb0.28.1indirect
PyPIwatchfiles1.1.1indirect
PyPIwcwidth0.7.0indirect
PyPIwebdataset—indirect
PyPIwebdataset1.0.2indirect
PyPIwebsockets16.0indirect
PyPIwerkzeug3.1.8indirect
PyPIwget—indirect
PyPIwget3.2indirect
PyPIwhisper-normalizer—indirect
PyPIwhisper-normalizer0.1.12indirect
PyPIxgrammar0.2.6indirect
PyPIxxhash3.6.0indirect
PyPIyarl1.23.0indirect
PyPIz3-solver4.15.4.0indirect
PyPIzipp3.23.0indirect
Dependency advisories 0

Installing pypi:nemo-toolkit@3.0.0 pulls in 77 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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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.