Public record
Software health reportschema 0.11.0 · metrics 2.10.0 · 2026-07-16 00:59 UTC

arcforgelabs / dictate

Desktop dictation that types into the focused app. Configurable push-to-talk, local/API transcription, tray settings, and recent history.

Python · JavaScriptMIT★ 0 stars⑂ 1 forksince Feb 2026View on GitHub ↗
KindLibraryWeb interfacehow this is determined
#desktop-app#dictation#linux#push-to-talk#python#speech-to-text#transcription#whisper#windows

arcforgelabs/dictate holds a health index of 63 out of 100, placing it in the Moderate band. It scores highest on Vitality (80/100) and lowest on AI Readiness (32/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.

63
overall / 100
Moderate

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.

63
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 59 is calibrated to 63 on the published index scale (record calibration 2026-08-02).

Ownership

Arc ForgeOrganization
1 follower2 public repossince May 2026

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
npm@arcforgelabs/dictate2026.7.48,1615611 days ago
PyPIdictate0.2.07233381 days ago

Metrics by category

Vitality

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

80Excellent · 21% of overall

Development activity

73Good
How it's scored
36/36Push recency — last push 1 days ago
9/36Commit cadence — 13/52 weeks with commits
18/18Commit volume — 441 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year441
human_commit_share—
days_since_last_push1
active_weeks_last_year13

Release discipline

90Excellent
How it's scored
27/27Ships releases — 20 releases published
36/36Release recency — latest release 1 days ago
27/27Release cadence — a release every ~1.3 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count20
latest_release_tagv2026.7.4-unstable.67.1
releases_from_tagsno
days_since_latest_release1
mean_days_between_releases1.3

Community & Adoption

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

44Weak · 17% of overall

Popularity & adoption

1Critical
How it's scored
0/60Stars — 0 stars
0/25Forks — 1 forks
0/15Watchers — 0 watchers
Inputs used
forks1
stars0
watchers0
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 (MIT)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges—
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateyes

Ecosystem adoption (downloads)

65Good
How it's scored
52.2/80Monthly downloads — 8,161 downloads/month across npm
0/20Registry dependents — not reported by this ecosystem
Inputs used
packages@arcforgelabs/dictate
dependents—
ecosystemsnpm
total_downloads—
monthly_downloads8,161
unverified_packages_excludeddictate
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

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

50Moderate · 23% of overall

Maintainer resilience (bus factor)

16Critical
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0.2/22.5Commit distribution — top contributor authored 99% of commits
4.1/13.5Contributor breadth — 3 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled3
top_contributor_share0.989

Issue & PR responsiveness

56Moderate
How it's scored
28/42Issue resolution — 67% of issues closed
20.6/30PR acceptance — 11/16 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/27 approved changesets -- score normalized to 0
Inputs used
merged_prs11
open_issues2
closed_issues4
prs_merged_7d—
prs_decided_7d—
prs_merged_30d—
prs_decided_30d—
issue_closed_ratio0.667
closed_unmerged_prs5
first_time_authors_30d—
first_time_prs_merged_30d—
first_time_prs_decided_30d—
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

45Weak
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain — verified-domain status not read for this organization
2.2/25Owner reach — 1 followers of arcforgelabs
3.8/25Track record — 2 public repos, account ~0 yr old
Inputs used
followers1
owner_typeOrganization
is_verified—
owner_loginarcforgelabs
public_repos2
account_age_days67
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 2 package(s) on npm, pypi
35/35Publish recency — latest publish 11 days ago
20/20Version history — 56 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packages@arcforgelabs/dictate, dictate
ecosystemsnpm, pypi
any_deprecatedno
min_days_since_publish11

Engineering Quality

Are baseline engineering and documentation practices in place?

71Good · 19% of overall

Engineering practices

68Good
How it's scored
24/24CI workflows — 11 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 5 out of 5 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

75Good
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
10/10Topics — 9 topics
0/10Wiki
Inputs used
topicsdesktop-app, dictation, linux, push-to-talk, python, speech-to-text, transcription, whisper, windows
has_wikino
homepage—
docs_site—
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

50Moderate · 16% of overall

Security posture

50Moderate
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 5 out of 5 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/27 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
3.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
2/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 30 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate5

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.

32At Risk · 4% of overall

Agent context & guidance

1Critical
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share—
agent_instruction_files—
agent_instruction_max_bytes—
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

48Weak
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
0/11Static type checking
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
7/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, uv.lock
has_dockerfileno
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configno
typecheck_configs—
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share—
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.

Code legibility for models

53Moderate
How it's scored
0/45Type-checkable code — Python without a type-check config
53/55Manageable file sizes — 7/188 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes114,176
source_files_sampled188
oversized_source_files7

Key facts

0GitHub stars
3contributors
441commits, last 12 months
1days since last push
20releases
1bus factor
2open issues
npm, PyPIpackage ecosystems

More detail

OpenSSF Scorecard 5.0 / 10
5.0aggregate

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 · 2026-07-16 00:58 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests5 out of 5 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/27 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
7Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 7
0SASTSAST tool is not run on all commits -- score normalized to 0
4Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities30 existing vulnerabilities detected
Direct dependencies 10
RegistryPackageVersion constraintManifest
PyPIfaster-whisper>=1.1.0pyproject.toml
PyPInumpy>=1.26.0pyproject.toml
PyPIPyYAML>=6.0.0pyproject.toml
PyPIcryptography>=42.0.0pyproject.toml
PyPIsounddevice>=0.5.0pyproject.toml
PyPIwebrtc-noise-gain>=1.3.0pyproject.toml
PyPIonnx-asr>=0.11.0pyproject.toml
PyPIonnxruntime>=1.19,<1.24pyproject.toml
npmreact^18.3.1ui/package.json
npmreact-dom^18.3.1ui/package.json
All dependencies 439

Full resolved dependency set from the GitHub dependency graph: 14 direct and 425 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
npmreact18.3.1direct
npmreact-dom18.3.1direct
PyPIcryptography49.0.0direct
PyPIfaster-whisper—direct
PyPIfaster-whisper1.2.1direct
PyPInumpy—direct
PyPInumpy2.4.6direct
PyPIonnx-asr0.11.0direct
PyPIonnxruntime1.23.2direct
PyPIpyyaml—direct
PyPIpyyaml6.0.3direct
PyPIsounddevice—direct
PyPIsounddevice0.5.5direct
PyPIwebrtc-noise-gain1.3.0direct
crates.ioserde—indirect
crates.ioserde_json—indirect
crates.iotauri—indirect
crates.iotauri-build—indirect
crates.iotauri-plugin-dialog—indirect
crates.iotauri-plugin-os—indirect
crates.iotauri-plugin-single-instance—indirect
npm@adobe/css-tools4.5.0indirect
npm@asamuzakjp/css-color3.2.0indirect
npm@babel/code-frame7.29.7indirect
npm@babel/helper-validator-identifier7.29.7indirect
npm@babel/runtime7.29.7indirect
npm@csstools/color-helpers5.1.0indirect
npm@csstools/css-calc2.1.4indirect
npm@csstools/css-color-parser3.1.0indirect
npm@csstools/css-parser-algorithms3.0.5indirect
npm@csstools/css-tokenizer3.0.4indirect
npm@emnapi/core1.10.0indirect
npm@emnapi/runtime1.10.0indirect
npm@emnapi/wasi-threads1.2.1indirect
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npm@rolldown/binding-android-arm641.0.3indirect
npm@rolldown/binding-darwin-arm641.0.3indirect
npm@rolldown/binding-darwin-x641.0.3indirect
npm@rolldown/binding-freebsd-x641.0.3indirect
npm@rolldown/binding-linux-arm-gnueabihf1.0.3indirect
npm@rolldown/binding-linux-arm64-gnu1.0.3indirect
npm@rolldown/binding-linux-arm64-musl1.0.3indirect
npm@rolldown/binding-linux-ppc64-gnu1.0.3indirect
npm@rolldown/binding-linux-s390x-gnu1.0.3indirect
npm@rolldown/binding-linux-x64-gnu1.0.3indirect
npm@rolldown/binding-linux-x64-musl1.0.3indirect
npm@rolldown/binding-openharmony-arm641.0.3indirect
npm@rolldown/binding-wasm32-wasi1.0.3indirect
npm@rolldown/binding-win32-arm64-msvc1.0.3indirect
npm@rolldown/binding-win32-x64-msvc1.0.3indirect
npm@rolldown/pluginutils1.0.1indirect
npm@standard-schema/spec1.1.0indirect
npm@tauri-apps/cli2.11.3indirect
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npm@tauri-apps/cli-darwin-x642.11.3indirect
npm@tauri-apps/cli-linux-arm-gnueabihf2.11.3indirect
npm@tauri-apps/cli-linux-arm64-gnu2.11.3indirect
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npm@tauri-apps/cli-linux-riscv64-gnu2.11.3indirect
npm@tauri-apps/cli-linux-x64-gnu2.11.3indirect
npm@tauri-apps/cli-linux-x64-musl2.11.3indirect
npm@tauri-apps/cli-win32-arm64-msvc2.11.3indirect
npm@tauri-apps/cli-win32-ia32-msvc2.11.3indirect
npm@tauri-apps/cli-win32-x64-msvc2.11.3indirect
npm@testing-library/dom10.4.1indirect
npm@testing-library/jest-dom6.9.1indirect
npm@testing-library/react16.3.2indirect
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npm@types/chai5.2.3indirect
npm@types/deep-eql4.0.2indirect
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npm@vitest/snapshot4.1.8indirect
npm@vitest/spy4.1.8indirect
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PyPIevdev—indirect
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PyPIfonttools4.63.0indirect
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PyPIhf-xet1.5.1indirect
PyPIhttpcore1.0.9indirect
PyPIhttpx0.28.1indirect
PyPIhuggingface-hub0.36.2indirect
PyPIhumanfriendly10.0indirect
PyPIhydra-core1.3.2indirect
PyPIidna3.18indirect
PyPIindic-numtowords1.1.0indirect
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PyPIiniconfig2.3.0indirect
PyPIintervaltree3.2.1indirect
PyPIipython9.15.0indirect
PyPIipython-pygments-lexers1.1.1indirect
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PyPIjiwer3.1.0indirect
PyPIjoblib1.5.3indirect
PyPIjulius0.2.8indirect
PyPIkaldi-python-io1.2.2indirect
PyPIkaldialign0.9.1indirect
PyPIkiwisolver1.5.0indirect
PyPIlazy-loader0.5indirect
PyPIlhotse1.31.1indirect
PyPIlibcst1.8.6indirect
PyPIlibrosa0.11.0indirect
PyPIlightning2.4.0indirect
PyPIlightning-utilities0.15.3indirect
PyPIlilcom1.8.2indirect
PyPIllvmlite0.48.0indirect
PyPImako1.3.12indirect
PyPImarkdown3.10.2indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImarshmallow4.3.0indirect
PyPImatplotlib3.11.0indirect
PyPImatplotlib-inline0.2.2indirect
PyPImdurl0.1.2indirect
PyPImediapy1.1.6indirect
PyPIml-dtypes0.5.4indirect
PyPImore-itertools11.1.0indirect
PyPImpmath1.3.0indirect
PyPImsgpack1.2.1indirect
PyPImultidict6.7.1indirect
PyPImultiprocess0.70.19indirect
PyPInarwhals2.22.1indirect
PyPInemo-toolkit—indirect
PyPInemo-toolkit2.6.2indirect
PyPInetworkx3.6.1indirect
PyPInltk3.9.4indirect
PyPInumba0.66.0indirect
PyPInumba-cuda0.15.1indirect
PyPInumexpr2.13.1indirect
PyPInv-one-logger-core2.3.1indirect
PyPInv-one-logger-pytorch-lightning-integration2.3.1indirect
PyPInv-one-logger-training-telemetry2.3.1indirect
PyPInvidia-cublas-cu1212.8.4.1indirect
PyPInvidia-cuda-cupti-cu1212.8.90indirect
PyPInvidia-cuda-nvrtc-cu1212.8.93indirect
PyPInvidia-cuda-runtime-cu1212.8.90indirect
PyPInvidia-cudnn-cu129.10.2.21indirect
PyPInvidia-cufft-cu1211.3.3.83indirect
PyPInvidia-cufile-cu121.13.1.3indirect
PyPInvidia-curand-cu1210.3.9.90indirect
PyPInvidia-cusolver-cu1211.7.3.90indirect
PyPInvidia-cusparse-cu1212.5.8.93indirect
PyPInvidia-cusparselt-cu120.7.1indirect
PyPInvidia-nccl-cu122.27.3indirect
PyPInvidia-nvjitlink-cu1212.8.93indirect
PyPInvidia-nvtx-cu1212.8.90indirect
PyPIomegaconf2.3.0indirect
PyPIonnx1.22.0indirect
PyPIonnxruntime-directml1.23.0indirect
PyPIonnxruntime-gpu1.23.2indirect
PyPIopentelemetry-api1.43.0indirect
PyPIopentelemetry-exporter-otlp1.43.0indirect
PyPIopentelemetry-exporter-otlp-proto-common1.43.0indirect
PyPIopentelemetry-exporter-otlp-proto-grpc1.43.0indirect
PyPIopentelemetry-exporter-otlp-proto-http1.43.0indirect
PyPIopentelemetry-proto1.43.0indirect
PyPIopentelemetry-sdk1.43.0indirect
PyPIopentelemetry-semantic-conventions0.64b0indirect
PyPIoptuna4.9.0indirect
PyPIoverrides7.7.0indirect
PyPIpackaging24.2indirect
PyPIpandas3.0.3indirect
PyPIparso0.8.7indirect
PyPIpeft0.19.1indirect
PyPIpexpect4.9.0indirect
PyPIpillow12.2.0indirect
PyPIplatformdirs4.10.0indirect
PyPIpluggy1.6.0indirect
PyPIpooch1.9.0indirect
PyPIprimepy1.3indirect
PyPIprompt-toolkit3.0.52indirect
PyPIpropcache0.5.2indirect
PyPIprotobuf5.29.6indirect
PyPIpsutil7.2.2indirect
PyPIptyprocess0.7.0indirect
PyPIpure-eval0.2.3indirect
PyPIpyannote-audio4.0.5indirect
PyPIpyannote-core6.0.1indirect
PyPIpyannote-database6.1.1indirect
PyPIpyannote-metrics4.1indirect
PyPIpyannote-pipeline4.0.0indirect
PyPIpyannoteai-sdk0.4.0indirect
PyPIpyarrow24.0.0indirect
PyPIpycparser3.0indirect
PyPIpydantic2.13.4indirect
PyPIpydantic-core2.46.4indirect
PyPIpydub0.25.1indirect
PyPIpygments2.20.0indirect
PyPIpyloudnorm0.2.0indirect
PyPIpynput—indirect
PyPIpynput1.8.2indirect
PyPIpyobjc-core12.2.1indirect
PyPIpyobjc-framework-applicationservices12.2.1indirect
PyPIpyobjc-framework-cocoa12.2.1indirect
PyPIpyobjc-framework-coretext12.2.1indirect
PyPIpyobjc-framework-quartz12.2.1indirect
PyPIpyparsing3.3.2indirect
PyPIpyperclip—indirect
PyPIpyperclip1.11.0indirect
PyPIpyreadline33.5.6indirect
PyPIpytest9.1.1indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-xlib0.33indirect
PyPIpytorch-lightning2.6.5indirect
PyPIpytorch-metric-learning2.9.0indirect
PyPIrapidfuzz3.14.5indirect
PyPIregex2026.5.9indirect
PyPIrequests2.34.2indirect
PyPIresampy0.4.3indirect
PyPIrich15.0.0indirect
PyPIruamel-yaml0.19.1indirect
PyPIruff0.15.21indirect
PyPIsacremoses0.1.1indirect
PyPIsafetensors0.8.0indirect
PyPIscikit-learn1.9.0indirect
PyPIscipy1.17.1indirect
PyPIscipy1.18.0indirect
PyPIsentencepiece0.2.1indirect
PyPIsentry-sdk2.64.0indirect
PyPIsetuptools81.0.0indirect
PyPIsix1.17.0indirect
PyPIsmmap5.0.3indirect
PyPIsortedcontainers2.4.0indirect
PyPIsoundfile0.14.0indirect
PyPIsox1.5.0indirect
PyPIsoxr1.1.0indirect
PyPIsqlalchemy2.0.51indirect
PyPIstack-data0.6.3indirect
PyPIstrenum0.4.15indirect
PyPIsympy1.14.0indirect
PyPItabulate0.10.0indirect
PyPItensorboard2.20.0indirect
PyPItensorboard-data-server0.7.2indirect
PyPItext-unidecode1.3indirect
PyPIthreadpoolctl3.6.0indirect
PyPItinycss21.5.1indirect
PyPItokenizers0.21.4indirect
PyPItoml0.10.2indirect
PyPItoolz1.1.0indirect
PyPItorch—indirect
PyPItorch2.8.0indirect
PyPItorch-audiomentations0.12.0indirect
PyPItorch-pitch-shift1.2.5indirect
PyPItorchaudio2.8.0indirect
PyPItorchcodec0.7.0indirect
PyPItorchmetrics1.9.0indirect
PyPItorchvision0.23.0indirect
PyPItqdm4.68.3indirect
PyPItraitlets5.15.1indirect
PyPItransformers4.53.3indirect
PyPItriton3.4.0indirect
PyPItypeguard4.5.2indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.2indirect
PyPIurllib32.7.0indirect
PyPIwandb0.28.0indirect
PyPIwcwidth0.8.2indirect
PyPIwebdataset1.0.2indirect
PyPIwebencodings0.5.1indirect
PyPIwerkzeug3.1.8indirect
PyPIwget3.2indirect
PyPIwhisper-normalizer0.1.12indirect
PyPIwhisperx3.8.6indirect
PyPIwrapt2.2.2indirect
PyPIxxhash3.8.0indirect
PyPIyarl1.24.2indirect
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Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.11.0 — full methodology · metrics wiki.

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