Public record
Software health reportschema 0.11.0 · metrics 2.10.0 · 2026-07-17 02:45 UTC

zhudotexe / fanoutqa

Companion code for FanOutQA: Multi-Hop, Multi-Document Question Answering for Large Language Models (ACL 2024)

Python · VueMIT★ 61 stars⑂ 7 forkssince Feb 2024View on GitHub ↗
KindLibraryWeb interfacehow this is determined
#benchmark#large-language-models#llms#natural-language-processing

zhudotexe/fanoutqa holds a health index of 42 out of 100, placing it in the Weak band. It scores highest on Engineering Quality (64/100) and lowest on Security (25/100). It was last updated 104 days ago. A single contributor accounts for most of its recent work.

42
overall / 100
Weak

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.

42
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 45 is calibrated to 42 on the published index scale (record calibration 2026-08-02).

Ownership

Andrew ZhuPersonal account
129 followers107 public repossince Sep 2014University of Pennsylvania

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIfanoutqa1.1.1-8644 days ago

Metrics by category

Vitality

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

40Weak · 21% of overall

Development activity

22At Risk
How it's scored
9.9/36Push recency — last push 104 days ago
2.8/36Commit cadence — 4/52 weeks with commits
9.4/18Commit volume — 10 commits in the last year
0/10OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
Inputs used
commits_last_year10
human_commit_share—
days_since_last_push104
active_weeks_last_year4

Release discipline

68Good
How it's scored
27/27Ships releases — 7 releases published
7.2/36Release recency — latest release 644 days ago
27/27Release cadence — a release every ~40 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count7
latest_release_tagv1.1.1
releases_from_tagsno
days_since_latest_release644
mean_days_between_releases40
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?

42Weak · 17% of overall

Popularity & adoption

35Weak
How it's scored
28.8/60Stars — 61 stars
6.5/25Forks — 7 forks
0/15Watchers — 1 watchers
Inputs used
forks7
stars61
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

50Moderate
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges—
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateno

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)

24At Risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0.7/22.5Commit distribution — top contributor authored 97% of commits
4.1/13.5Contributor breadth — 3 contributors
10/10OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled3
top_contributor_share0.969

Issue & PR responsiveness

47Weak
How it's scored
14/42Issue resolution — 33% of issues closed
25.7/30PR acceptance — 12/14 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
1.5/15OpenSSF Scorecard: Code-Review — Found 2/20 approved changesets -- score normalized to 1
Inputs used
merged_prs12
open_issues4
closed_issues2
prs_merged_7d—
prs_decided_7d—
prs_merged_30d—
prs_decided_30d—
issue_closed_ratio0.333
closed_unmerged_prs2
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

63Moderate
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
15.2/25Owner reach — 129 followers of zhudotexe
25/25Track record — 107 public repos, account ~11 yr old
Inputs used
followers129
owner_typeUser
is_verified—
owner_loginzhudotexe
public_repos107
account_age_days4,315
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

79Good
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
14/35Publish recency — latest publish 644 days ago
20/20Version history — 8 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesfanoutqa
ecosystemspypi
any_deprecatedno
min_days_since_publish644

Engineering Quality

Are baseline engineering and documentation practices in place?

64Moderate · 19% of overall

Engineering practices

40Weak
How it's scored
24/24CI workflows — 4 workflow(s)
0/24Tests present
16/16Linter config — .eslintrc.cjs
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 4 merged PRs checked by a CI test -- score normalized to 0
Inputs used
has_ciyes
has_testsno
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://fanoutqa.com/
10/10Repository description
10/10Topics — 4 topics
10/10Wiki
Inputs used
topicsbenchmark, large-language-models, llms, natural-language-processing
has_wikiyes
homepagehttps://fanoutqa.com/
docs_sitehttps://fanoutqa.com/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

25At Risk · 16% of overall

Security posture

25At Risk
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — 0 out of 4 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0.8/7.5Code-Review — Found 2/20 approved changesets -- score normalized to 1
2.5/2.5Contributors — project has 7 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
0/7.5Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 92 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate2.5
Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.

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.

52Moderate · 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)

61Moderate
How it's scored
18/18One-command bootstrap — docs/Makefile
0/22Automated tests
11/11Lint / format config — .eslintrc.cjs
11/11Static type checking — leaderboard/tsconfig.json
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsno
lockfilespackage-lock.json
has_dockerfileno
typed_languageno
bootstrap_filesdocs/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configsleaderboard/tsconfig.json
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

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (leaderboard/tsconfig.json)
55/55Manageable file sizes — 0/44 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes10,607
source_files_sampled44
oversized_source_files0

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 — notebooks
Inputs used
example_dirsnotebooks
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

61GitHub stars
3contributors
10commits, last 12 months
104days since last push
7releases
1bus factor
4open issues
npm, PyPIpackage ecosystems

More detail

OpenSSF Scorecard 2.5 / 10
2.5aggregate

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 · 2026-07-17 02:43 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 4 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
1Code-ReviewFound 2/20 approved changesets -- score normalized to 1
10Contributorsproject has 7 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintained0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities92 existing vulnerabilities detected
Direct dependencies 12
RegistryPackageVersion constraintManifest
npm@fortawesome/fontawesome-svg-core^6.1.2leaderboard/package.json
npm@fortawesome/free-brands-svg-icons^6.1.2leaderboard/package.json
npm@fortawesome/free-solid-svg-icons^6.1.2leaderboard/package.json
npm@fortawesome/vue-fontawesome^3.0.1leaderboard/package.json
npmbulma^0.9.4leaderboard/package.json
npmclick-outside-vue3^4.0.1leaderboard/package.json
npmvue^3.4.15leaderboard/package.json
PyPIftfy>=6.1.3,<=7.0.0pyproject.toml
PyPIhttpx>=0.26.0,<1.0.0pyproject.toml
PyPImarkdownify~=0.11.6pyproject.toml
PyPIpywikibot>=11.0.0,<12.0.0pyproject.toml
PyPIspacy>=3.7.2,<4.0.0pyproject.toml
All dependencies 283

Full resolved dependency set from the GitHub dependency graph: 12 direct and 271 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
npm@fortawesome/fontawesome-svg-core6.5.1direct
npm@fortawesome/free-brands-svg-icons6.5.1direct
npm@fortawesome/free-solid-svg-icons6.5.1direct
npm@fortawesome/vue-fontawesome3.0.6direct
npmbulma0.9.4direct
npmclick-outside-vue34.0.1direct
npmvue3.4.19direct
PyPIftfy—direct
PyPIhttpx—direct
PyPImarkdownify—direct
PyPIpywikibot—direct
PyPIspacy—direct
npm@aashutoshrathi/word-wrap1.2.6indirect
npm@babel/parser7.23.9indirect
npm@esbuild/aix-ppc640.19.12indirect
npm@esbuild/android-arm0.19.12indirect
npm@esbuild/android-arm640.19.12indirect
npm@esbuild/android-x640.19.12indirect
npm@esbuild/darwin-arm640.19.12indirect
npm@esbuild/darwin-x640.19.12indirect
npm@esbuild/freebsd-arm640.19.12indirect
npm@esbuild/freebsd-x640.19.12indirect
npm@esbuild/linux-arm0.19.12indirect
npm@esbuild/linux-arm640.19.12indirect
npm@esbuild/linux-ia320.19.12indirect
npm@esbuild/linux-loong640.19.12indirect
npm@esbuild/linux-mips64el0.19.12indirect
npm@esbuild/linux-ppc640.19.12indirect
npm@esbuild/linux-riscv640.19.12indirect
npm@esbuild/linux-s390x0.19.12indirect
npm@esbuild/linux-x640.19.12indirect
npm@esbuild/netbsd-x640.19.12indirect
npm@esbuild/openbsd-x640.19.12indirect
npm@esbuild/sunos-x640.19.12indirect
npm@esbuild/win32-arm640.19.12indirect
npm@esbuild/win32-ia320.19.12indirect
npm@esbuild/win32-x640.19.12indirect
npm@eslint-community/eslint-utils4.4.0indirect
npm@eslint-community/regexpp4.10.0indirect
npm@eslint/eslintrc2.1.4indirect
npm@eslint/js8.56.0indirect
npm@fortawesome/fontawesome-common-types6.5.1indirect
npm@humanwhocodes/config-array0.11.14indirect
npm@humanwhocodes/module-importer1.0.1indirect
npm@humanwhocodes/object-schema2.0.2indirect
npm@jridgewell/sourcemap-codec1.4.15indirect
npm@nodelib/fs.scandir2.1.5indirect
npm@nodelib/fs.stat2.0.5indirect
npm@nodelib/fs.walk1.2.8indirect
npm@pkgr/core0.1.1indirect
npm@rollup/rollup-android-arm-eabi4.11.0indirect
npm@rollup/rollup-android-arm644.11.0indirect
npm@rollup/rollup-darwin-arm644.11.0indirect
npm@rollup/rollup-darwin-x644.11.0indirect
npm@rollup/rollup-linux-arm-gnueabihf4.11.0indirect
npm@rollup/rollup-linux-arm64-gnu4.11.0indirect
npm@rollup/rollup-linux-arm64-musl4.11.0indirect
npm@rollup/rollup-linux-riscv64-gnu4.11.0indirect
npm@rollup/rollup-linux-x64-gnu4.11.0indirect
npm@rollup/rollup-linux-x64-musl4.11.0indirect
npm@rollup/rollup-win32-arm64-msvc4.11.0indirect
npm@rollup/rollup-win32-ia32-msvc4.11.0indirect
npm@rollup/rollup-win32-x64-msvc4.11.0indirect
npm@rushstack/eslint-patch1.7.2indirect
npm@tsconfig/node2020.1.2indirect
npm@types/estree1.0.5indirect
npm@types/json-schema7.0.15indirect
npm@types/node20.11.19indirect
npm@types/semver7.5.7indirect
npm@typescript-eslint/eslint-plugin6.21.0indirect
npm@typescript-eslint/parser6.21.0indirect
npm@typescript-eslint/scope-manager6.21.0indirect
npm@typescript-eslint/type-utils6.21.0indirect
npm@typescript-eslint/types6.21.0indirect
npm@typescript-eslint/typescript-estree6.21.0indirect
npm@typescript-eslint/utils6.21.0indirect
npm@typescript-eslint/visitor-keys6.21.0indirect
npm@ungap/structured-clone1.2.0indirect
npm@vitejs/plugin-vue5.0.4indirect
npm@volar/language-core1.11.1indirect
npm@volar/source-map1.11.1indirect
npm@volar/typescript1.11.1indirect
npm@vue/compiler-core3.4.19indirect
npm@vue/compiler-dom3.4.19indirect
npm@vue/compiler-sfc3.4.19indirect
npm@vue/compiler-ssr3.4.19indirect
npm@vue/eslint-config-prettier8.0.0indirect
npm@vue/eslint-config-typescript12.0.0indirect
npm@vue/language-core1.8.27indirect
npm@vue/reactivity3.4.19indirect
npm@vue/runtime-core3.4.19indirect
npm@vue/runtime-dom3.4.19indirect
npm@vue/server-renderer3.4.19indirect
npm@vue/shared3.4.19indirect
npm@vue/tsconfig0.5.1indirect
npmacorn8.11.3indirect
npmacorn-jsx5.3.2indirect
npmajv6.12.6indirect
npmansi-regex5.0.1indirect
npmansi-styles4.3.0indirect
npmansi-styles6.2.1indirect
npmanymatch3.1.3indirect
npmargparse2.0.1indirect
npmarray-union2.1.0indirect
npmbalanced-match1.0.2indirect
npmbinary-extensions2.2.0indirect
npmboolbase1.0.0indirect
npmbrace-expansion1.1.11indirect
npmbrace-expansion2.0.1indirect
npmbraces3.0.2indirect
npmcallsites3.1.0indirect
npmchalk4.1.2indirect
npmchokidar3.6.0indirect
npmcolor-convert2.0.1indirect
npmcolor-name1.1.4indirect
npmcomputeds0.0.1indirect
npmconcat-map0.0.1indirect
npmcross-spawn7.0.3indirect
npmcssesc3.0.0indirect
npmcsstype3.1.3indirect
npmde-indent1.0.2indirect
npmdebug4.3.4indirect
npmdeep-is0.1.4indirect
npmdir-glob3.0.1indirect
npmdoctrine3.0.0indirect
npmentities4.5.0indirect
npmesbuild0.19.12indirect
npmescape-string-regexp4.0.0indirect
npmeslint8.56.0indirect
npmeslint-config-prettier8.10.0indirect
npmeslint-plugin-prettier5.1.3indirect
npmeslint-plugin-vue9.21.1indirect
npmeslint-scope7.2.2indirect
npmeslint-visitor-keys3.4.3indirect
npmespree9.6.1indirect
npmesquery1.5.0indirect
npmesrecurse4.3.0indirect
npmestraverse5.3.0indirect
npmestree-walker2.0.2indirect
npmesutils2.0.3indirect
npmfast-deep-equal3.1.3indirect
npmfast-diff1.3.0indirect
npmfast-glob3.3.2indirect
npmfast-json-stable-stringify2.1.0indirect
npmfast-levenshtein2.0.6indirect
npmfastq1.17.1indirect
npmfile-entry-cache6.0.1indirect
npmfill-range7.0.1indirect
npmfind-up5.0.0indirect
npmflat-cache3.2.0indirect
npmflatted3.2.9indirect
npmfs.realpath1.0.0indirect
npmfsevents2.3.3indirect
npmglob7.2.3indirect
npmglob-parent5.1.2indirect
npmglob-parent6.0.2indirect
npmglobals13.24.0indirect
npmglobby11.1.0indirect
npmgraphemer1.4.0indirect
npmhas-flag4.0.0indirect
npmhe1.2.0indirect
npmignore5.3.1indirect
npmimmutable4.3.5indirect
npmimport-fresh3.3.0indirect
npmimurmurhash0.1.4indirect
npminflight1.0.6indirect
npminherits2.0.4indirect
npmis-binary-path2.1.0indirect
npmis-extglob2.1.1indirect
npmis-glob4.0.3indirect
npmis-number7.0.0indirect
npmis-path-inside3.0.3indirect
npmisexe2.0.0indirect
npmjs-yaml4.1.0indirect
npmjson-buffer3.0.1indirect
npmjson-parse-even-better-errors3.0.1indirect
npmjson-schema-traverse0.4.1indirect
npmjson-stable-stringify-without-jsonify1.0.1indirect
npmkeyv4.5.4indirect
npmlevn0.4.1indirect
npmlocate-path6.0.0indirect
npmlodash4.17.21indirect
npmlodash.merge4.6.2indirect
npmlru-cache6.0.0indirect
npmmagic-string0.30.7indirect
npmmemorystream0.3.1indirect
npmmerge21.4.1indirect
npmmicromatch4.0.5indirect
npmminimatch3.1.2indirect
npmminimatch9.0.3indirect
npmms2.1.2indirect
npmmuggle-string0.3.1indirect
npmnanoid3.3.7indirect
npmnatural-compare1.4.0indirect
npmnormalize-path3.0.0indirect
npmnpm-normalize-package-bin3.0.1indirect
npmnpm-run-all26.1.2indirect
npmnth-check2.1.1indirect
npmonce1.4.0indirect
npmoptionator0.9.3indirect
npmp-limit3.1.0indirect
npmp-locate5.0.0indirect
npmparent-module1.0.1indirect
npmpath-browserify1.0.1indirect
npmpath-exists4.0.0indirect
npmpath-is-absolute1.0.1indirect
npmpath-key3.1.1indirect
npmpath-type4.0.0indirect
npmpicocolors1.0.0indirect
npmpicomatch2.3.1indirect
npmpidtree0.6.0indirect
npmpostcss8.4.35indirect
npmpostcss-selector-parser6.0.15indirect
npmprelude-ls1.2.1indirect
npmprettier3.2.5indirect
npmprettier-linter-helpers1.0.0indirect
npmpunycode2.3.1indirect
npmqueue-microtask1.2.3indirect
npmread-package-json-fast3.0.2indirect
npmreaddirp3.6.0indirect
npmresolve-from4.0.0indirect
npmreusify1.0.4indirect
npmrimraf3.0.2indirect
npmrollup4.11.0indirect
npmrun-parallel1.2.0indirect
npmsass1.71.0indirect
npmsemver7.6.0indirect
npmshebang-command2.0.0indirect
npmshebang-regex3.0.0indirect
npmshell-quote1.8.1indirect
npmslash3.0.0indirect
npmsource-map-js1.0.2indirect
npmstrip-ansi6.0.1indirect
npmstrip-json-comments3.1.1indirect
npmsupports-color7.2.0indirect
npmsynckit0.8.8indirect
npmtext-table0.2.0indirect
npmto-regex-range5.0.1indirect
npmts-api-utils1.2.1indirect
npmtslib2.6.2indirect
npmtype-check0.4.0indirect
npmtype-fest0.20.2indirect
npmtypescript5.3.3indirect
npmundici-types5.26.5indirect
npmuri-js4.4.1indirect
npmutil-deprecate1.0.2indirect
npmvite5.1.3indirect
npmvue-eslint-parser9.4.2indirect
npmvue-template-compiler2.7.16indirect
npmvue-tsc1.8.27indirect
npmwhich2.0.2indirect
npmwrappy1.0.2indirect
npmxml-name-validator4.0.0indirect
npmyallist4.0.0indirect
npmyocto-queue0.1.0indirect
PyPIaccelerate—indirect
PyPIaiolimiter—indirect
PyPIanthropic—indirect
PyPIbeautifulsoup4—indirect
PyPIblack—indirect
PyPIbuild—indirect
PyPIfuro—indirect
PyPIisort—indirect
PyPIkani—indirect
PyPImatplotlib—indirect
PyPImyst-parser—indirect
PyPIopenai—indirect
PyPIprotobuf—indirect
PyPIpymediawiki—indirect
PyPIrank-bm25—indirect
PyPIrouge-score—indirect
PyPIsentencepiece—indirect
PyPIsphinx—indirect
PyPIsphinx-copybutton—indirect
PyPIsphinx-inline-tabs—indirect
PyPIsphinx-sitemap—indirect
PyPIsphinxemoji—indirect
PyPIsphinxext-opengraph—indirect
PyPItiktoken—indirect
PyPItorch—indirect
PyPItqdm—indirect
PyPItransformers—indirect
PyPItwine—indirect
Raw JSON report machine-readable

Feedback

Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

The message is kept through sign-in.

Related records

Inspected repositories sharing catalogue tags or ecosystems with zhudotexe/fanoutqa. Read them side by side →

96vllm-project/llm-compressorTransformers-compatible library for applying various compression algorithms to LLMs for optimized deployment with vLLMExceptional94fla-org/flash-linear-attention🚀 Efficient implementations for emerging model architecturesExceptional94datajuicer/data-juicerData processing for and with foundation models! 🍎 🍋 🌽 ➡️ ➡️🍸 🍹 🍷Exceptional93Lightning-AI/litgpt20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.Exceptional87urchade/GLiNERGeneralist and Lightweight Model for Named Entity Recognition (Extract any entity types from texts)Excellent63google-ai-edge/LiteRT-CLIA convenient CLI to streamline LiteRT related development workflows, including converting, quantizing, compiling, managing, running, benchmarking and visualizing LiteRT (TFLite) models on various hardwares (CPU / GPU / NPU) across platforms (desktop, mobile or cloud).Moderate

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 v0.11.0 — full methodology · metrics wiki.

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