Public record
Software health reportschema 0.11.0 · metrics 2.10.0 · 2026-07-15 16:53 UTC

empirical-run / empirical

Test and evaluate LLMs and model configurations, across all the scenarios that matter for your application

TypeScriptMIT★ 167 stars⑂ 11 forkssince Mar 2024View on GitHub ↗
#evaluation-framework#llm-inference#llmops#llm#test-automation#testing#testing-framework

empirical-run/empirical holds a health index of 50 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (74/100) and lowest on Vitality (25/100). It was last updated 694 days ago. 2 contributors account for most of its recent work.

50
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.

50
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 50 is calibrated to 50 on the published index scale (record calibration 2026-08-02).

Ownership

EmpiricalOrganization
10 followers9 public repossince Dec 2023

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

Metrics by category

Vitality

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

25At Risk · 21% of overall

Development activity

1Critical
How it's scored
0/36Push recency — last push 694 days ago
0/36Commit cadence — 0/52 weeks with commits
0/18Commit volume — 0 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_year0
human_commit_share—
days_since_last_push694
active_weeks_last_year0

Release discipline

60Moderate
How it's scored
27/27Ships releases — 23 releases published
0/36Release recency — latest release 784 days ago
27/27Release cadence — a release every ~2.5 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count23
latest_release_tagempiricalrun@0.14.0
releases_from_tagsno
days_since_latest_release784
mean_days_between_releases2.5
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?

49Weak · 17% of overall

Popularity & adoption

49Weak
How it's scored
36/60Stars — 167 stars
8.3/25Forks — 11 forks
4.3/15Watchers — 7 watchers
Inputs used
forks11
stars167
watchers7
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?

60Moderate · 23% of overall

Maintainer resilience (bus factor)

59Moderate
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
13.2/22.5Commit distribution — top contributor authored 41% of commits
10.8/13.5Contributor breadth — 8 contributors
10/10OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled8
top_contributor_share0.413

Issue & PR responsiveness

58Moderate
How it's scored
18.6/42Issue resolution — 44% of issues closed
28.7/30PR acceptance — 217/227 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
3/15OpenSSF Scorecard: Code-Review — Found 6/21 approved changesets -- score normalized to 2
Inputs used
merged_prs217
open_issues5
closed_issues4
prs_merged_7d—
prs_decided_7d—
prs_merged_30d—
prs_decided_30d—
issue_closed_ratio0.444
closed_unmerged_prs10
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

62Moderate
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain — verified-domain status not read for this organization
7.5/25Owner reach — 10 followers of empirical-run
12.5/25Track record — 9 public repos, account ~2 yr old
Inputs used
followers10
owner_typeOrganization
is_verified—
owner_loginempirical-run
public_repos9
account_age_days946
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Engineering Quality

Are baseline engineering and documentation practices in place?

74Good · 19% of overall

Engineering practices

64Moderate
How it's scored
24/24CI workflows — 6 workflow(s)
24/24Tests present
16/16Linter config — .eslintrc.js
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 29 merged PRs checked by a CI test -- score normalized to 0
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://docs.empirical.run
10/10Repository description
10/10Topics — 7 topics
0/10Wiki
Inputs used
topicsevaluation-framework, llm-inference, llmops, llm, test-automation, testing, testing-framework
has_wikino
homepagehttps://docs.empirical.run
docs_sitehttps://docs.empirical.run
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

37Weak · 16% of overall

Security posture

37Weak
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
0/2.5CI-Tests — 0 out of 29 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
1.5/7.5Code-Review — Found 6/21 approved changesets -- score normalized to 2
2.5/2.5Contributors — project has 4 contributing companies or organizations
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
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 — 322 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate3.7
Excluded from scoring (no data or not applicable): Branch-Protection, 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.

57Moderate · 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)

66Good
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — .eslintrc.js
11/11Static type checking — apps/web/tsconfig.json, packages/ai/tsconfig.json, packages/create-empiricalrun/tsconfig.json, packages/empiricalrun/tsconfig.json, packages/fetch/tsconfig.json, packages/json-schema/tsconfig.json, packages/scorer/tsconfig.json, packages/types/tsconfig.json, 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_testsyes
lockfilespackage-lock.json, pnpm-lock.yaml, poetry.lock
has_dockerfileno
typed_languageyes
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configsapps/web/tsconfig.json, packages/ai/tsconfig.json, packages/create-empiricalrun/tsconfig.json, packages/empiricalrun/tsconfig.json, packages/fetch/tsconfig.json, packages/json-schema/tsconfig.json, packages/scorer/tsconfig.json, packages/types/tsconfig.json, 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

100Exceptional
How it's scored
45/45Type-checkable code — TypeScript (statically typed)
55/55Manageable file sizes — 0/175 source files over 60KB
Inputs used
primary_languageTypeScript
largest_source_bytes10,619
source_files_sampled175
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 — examples
Inputs used
example_dirsexamples
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

167GitHub stars
8contributors
0commits, last 12 months
694days since last push
23releases
2bus factor
5open issues
npmpackage ecosystems

Data collection warnings

  • Could not fetch npm package 'empirical-docs' from its registry

More detail

OpenSSF Scorecard 3.7 / 10
3.7aggregate

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 · 2026-07-15 16:52 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal 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
0CI-Tests0 out of 29 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
2Code-ReviewFound 6/21 approved changesets -- score normalized to 2
10Contributorsproject has 4 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate 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
0Vulnerabilities322 existing vulnerabilities detected
Direct dependencies 1
RegistryPackageVersion constraintManifest
npmmintlify^4.0.158docs/package.json
All dependencies 1,677

Full resolved dependency set from the GitHub dependency graph: 1 direct and 1,676 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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npmspace-separated-tokens2.0.2indirect
npmspawndamnit2.0.0indirect
npmspdx-correct3.2.0indirect
npmspdx-exceptions2.3.0indirect
npmspdx-expression-parse3.0.1indirect
npmspdx-license-ids3.0.16indirect
npmsplit0.3.3indirect
npmsprintf-js1.0.3indirect
npmsprintf-js1.1.3indirect
npmsqlite35.1.7indirect
npmssri8.0.1indirect
npmssri9.0.1indirect
npmstackback0.0.2indirect
npmstate-local1.0.7indirect
npmstatuses2.0.1indirect
npmstd-env3.7.0indirect
npmstdin-discarder0.1.0indirect
npmstream-combiner0.0.4indirect
npmstream-transform2.1.3indirect
npmstreamsearch1.1.0indirect
npmstring1.3.0indirect
npmstring-width4.2.3indirect
npmstring-width5.1.2indirect
npmstring.prototype.matchall4.0.10indirect
npmstring.prototype.trim1.2.8indirect
npmstring.prototype.trimend1.0.7indirect
npmstring.prototype.trimstart1.0.7indirect
npmstring_decoder1.3.0indirect
npmstringify-entities4.0.4indirect
npmstrip-ansi6.0.1indirect
npmstrip-ansi7.1.0indirect
npmstrip-bom2.0.0indirect
npmstrip-bom3.0.0indirect
npmstrip-bom-string1.0.0indirect
npmstrip-final-newline2.0.0indirect
npmstrip-final-newline3.0.0indirect
npmstrip-indent3.0.0indirect
npmstrip-json-comments2.0.1indirect
npmstrip-json-comments3.1.1indirect
npmstrip-literal2.0.0indirect
npmstyle-to-object0.4.4indirect
npmstyled-jsx5.1.1indirect
npmsucrase3.35.0indirect
npmsupports-color5.5.0indirect
npmsupports-color7.2.0indirect
npmsupports-preserve-symlinks-flag1.0.0indirect
npmsynckit0.8.5indirect
npmsynckit0.8.8indirect
npmtable6.8.2indirect
npmtable^6.8.2indirect
npmtailwind-merge2.2.1indirect
npmtailwind-merge^2.2.1indirect
npmtailwindcss3.4.1indirect
npmtailwindcss^3.4.1indirect
npmtailwindcss-animate1.0.7indirect
npmtailwindcss-animate^1.0.7indirect
npmtapable2.2.1indirect
npmtar6.2.1indirect
npmtar-fs2.1.1indirect
npmtar-stream2.2.0indirect
npmterm-size2.2.1indirect
npmtext-table0.2.0indirect
npmthenify3.3.1indirect
npmthenify-all1.6.0indirect
npmthrottle-debounce5.0.0indirect
npmthrough2.3.8indirect
npmtinybench2.6.0indirect
npmtinypool0.8.2indirect
npmtinyspy2.2.1indirect
npmtitleize3.0.0indirect
npmtmp0.0.33indirect
npmto-fast-properties2.0.0indirect
npmto-regex-range5.0.1indirect
npmtoidentifier1.0.1indirect
npmtr460.0.3indirect
npmtr461.0.1indirect
npmtree-kill1.2.2indirect
npmtrim-lines3.0.1indirect
npmtrim-newlines3.0.1indirect
npmtrough2.2.0indirect
npmts-api-utils1.0.2indirect
npmts-custom-error3.3.1indirect
npmts-interface-checker0.1.13indirect
npmts-json-schema-generator1.5.0indirect
npmts-json-schema-generator^1.5.0indirect
npmts-node10.9.2indirect
npmts-node^10.9.2indirect
npmtsconfig-paths3.14.2indirect
npmtslib1.14.1indirect
npmtslib2.6.2indirect
npmtsup8.0.2indirect
npmtsutils3.21.0indirect
npmtsx4.10.2indirect
npmtsx4.10.5indirect
npmtsx^4.10.2indirect
npmtty-table4.2.3indirect
npmtunnel-agent0.6.0indirect
npmturbo1.13.3indirect
npmturbo-darwin-641.13.3indirect
npmturbo-darwin-arm641.13.3indirect
npmturbo-linux-641.13.3indirect
npmturbo-linux-arm641.13.3indirect
npmturbo-windows-641.13.3indirect
npmturbo-windows-arm641.13.3indirect
npmturbowatch2.29.4indirect
npmtype-check0.4.0indirect
npmtype-detect4.0.8indirect
npmtype-fest0.13.1indirect
npmtype-fest0.20.2indirect
npmtype-fest0.6.0indirect
npmtype-fest0.8.1indirect
npmtype-fest2.19.0indirect
npmtype-is1.6.18indirect
npmtyped-array-buffer1.0.0indirect
npmtyped-array-byte-length1.0.0indirect
npmtyped-array-byte-offset1.0.0indirect
npmtyped-array-length1.0.4indirect
npmtypescript5.3.3indirect
npmtypescript5.4.5indirect
npmtypescript^5.3.3indirect
npmufo1.4.0indirect
npmunbox-primitive1.0.2indirect
npmundici-types5.26.5indirect
npmunherit3.0.1indirect
npmunified10.1.2indirect
npmunique-filename1.1.1indirect
npmunique-filename2.0.1indirect
npmunique-slug2.0.2indirect
npmunique-slug3.0.0indirect
npmunist-builder3.0.1indirect
npmunist-util-find-after4.0.1indirect
npmunist-util-find-after5.0.0indirect
npmunist-util-generated2.0.1indirect
npmunist-util-is5.2.1indirect
npmunist-util-is6.0.0indirect
npmunist-util-map3.1.3indirect
npmunist-util-modify-children3.1.1indirect
npmunist-util-position4.0.4indirect
npmunist-util-position-from-estree1.1.2indirect
npmunist-util-position-from-estree2.0.0indirect
npmunist-util-remove3.1.1indirect
npmunist-util-remove-position4.0.2indirect
npmunist-util-remove-position5.0.0indirect
npmunist-util-stringify-position3.0.3indirect
npmunist-util-stringify-position4.0.0indirect
npmunist-util-visit4.1.2indirect
npmunist-util-visit5.0.0indirect
npmunist-util-visit-children2.0.2indirect
npmunist-util-visit-parents5.1.3indirect
npmunist-util-visit-parents6.0.1indirect
npmuniversal-user-agent6.0.1indirect
npmuniversalify0.1.2indirect
npmuniversalify2.0.0indirect
npmuniversalify2.0.1indirect
npmunpipe1.0.0indirect
npmuntildify4.0.0indirect
npmupdate-browserslist-db1.0.13indirect
npmuri-js4.4.1indirect
npmuse-callback-ref1.3.1indirect
npmuse-sidecar1.1.2indirect
npmuse-sync-external-store1.2.0indirect
npmutil-deprecate1.0.2indirect
npmutils-merge1.0.1indirect
npmuuid9.0.1indirect
npmuvu0.5.6indirect
npmv8-compile-cache-lib3.0.1indirect
npmvalidate-npm-package-license3.0.4indirect
npmvary1.1.2indirect
npmvfile5.3.7indirect
npmvfile6.0.1indirect
npmvfile-location4.1.0indirect
npmvfile-location5.0.2indirect
npmvfile-matter3.0.1indirect
npmvfile-message3.1.4indirect
npmvfile-message4.0.2indirect
npmvite5.2.8indirect
npmvite-node1.4.0indirect
npmvitest1.4.0indirect
npmwcwidth1.0.1indirect
npmweb-namespaces2.0.1indirect
npmweb-streams-polyfill3.3.3indirect
npmweb-streams-polyfill4.0.0-beta.3indirect
npmwebidl-conversions3.0.1indirect
npmwebidl-conversions4.0.2indirect
npmwebpod0.0.2indirect
npmwhatwg-url5.0.0indirect
npmwhatwg-url7.1.0indirect
npmwhich1.3.1indirect
npmwhich2.0.2indirect
npmwhich3.0.1indirect
npmwhich-boxed-primitive1.0.2indirect
npmwhich-builtin-type1.1.3indirect
npmwhich-collection1.0.1indirect
npmwhich-module2.0.1indirect
npmwhich-pm2.0.0indirect
npmwhich-typed-array1.1.13indirect
npmwhy-is-node-running2.2.2indirect
npmwide-align1.1.5indirect
npmwrap-ansi6.2.0indirect
npmwrap-ansi7.0.0indirect
npmwrap-ansi8.1.0indirect
npmwrappy1.0.2indirect
npmws8.11.0indirect
npmxml2js0.6.2indirect
npmxmlbuilder11.0.1indirect
npmy18n4.0.3indirect
npmy18n5.0.8indirect
npmyallist2.1.2indirect
npmyallist3.1.1indirect
npmyallist4.0.0indirect
npmyaml2.4.1indirect
npmyargs15.4.1indirect
npmyargs17.7.2indirect
npmyargs-parser18.1.3indirect
npmyargs-parser21.1.1indirect
npmyn3.1.1indirect
npmyocto-queue0.1.0indirect
npmyocto-queue1.0.0indirect
npmzod3.22.4indirect
npmzod-to-json-schema3.22.5indirect
npmzustand4.5.2indirect
npmzustand^4.5.2indirect
npmzwitch2.0.4indirect
npmzx7.2.3indirect
PyPIaccelerate0.28.0indirect
PyPIaiohttp3.9.4indirect
PyPIaiosignal1.3.1indirect
PyPIannotated-types0.6.0indirect
PyPIanyio4.3.0indirect
PyPIappdirs1.4.4indirect
PyPIattrs23.2.0indirect
PyPIbeautifulsoup44.12.3indirect
PyPIbs40.0.2indirect
PyPIcertifi2024.2.2indirect
PyPIcharset-normalizer3.3.2indirect
PyPIclick8.1.7indirect
PyPIcolorama0.4.6indirect
PyPIdataclasses-json0.6.4indirect
PyPIdatasets2.14.4indirect
PyPIdeprecated1.2.14indirect
PyPIdill0.3.7indirect
PyPIdirtyjson1.0.8indirect
PyPIdistro1.9.0indirect
PyPIfilelock3.13.1indirect
PyPIfrozenlist1.4.1indirect
PyPIfsspec2024.3.1indirect
PyPIgreenlet3.0.3indirect
PyPIh110.14.0indirect
PyPIhttpcore1.0.4indirect
PyPIhttpcore1.0.5indirect
PyPIhttpx0.27.0indirect
PyPIhuggingface-hub0.20.3indirect
PyPIidna3.7indirect
PyPIjinja23.1.4indirect
PyPIjoblib1.3.2indirect
PyPIjsonpatch1.33indirect
PyPIjsonpointer2.4indirect
PyPIlangchain0.1.13indirect
PyPIlangchain-community0.0.29indirect
PyPIlangchain-core0.1.35indirect
PyPIlangchain-openai0.1.0indirect
PyPIlangchain-text-splitters0.0.1indirect
PyPIlangsmith0.1.31indirect
PyPIllama-index0.10.20indirect
PyPIllama-index-agent-openai0.1.6indirect
PyPIllama-index-cli0.1.11indirect
PyPIllama-index-core0.10.24indirect
PyPIllama-index-embeddings-openai0.1.7indirect
PyPIllama-index-indices-managed-llama-cloud0.1.4indirect
PyPIllama-index-legacy0.9.48indirect
PyPIllama-index-llms-huggingface0.1.4indirect
PyPIllama-index-llms-openai0.1.12indirect
PyPIllama-index-multi-modal-llms-openai0.1.4indirect
PyPIllama-index-program-openai0.1.4indirect
PyPIllama-index-question-gen-openai0.1.3indirect
PyPIllama-index-readers-file0.1.11indirect
PyPIllama-index-readers-llama-parse0.1.3indirect
PyPIllama-parse0.3.9indirect
PyPIllamaindex-py-client0.1.13indirect
PyPImarkupsafe2.1.5indirect
PyPImarshmallow3.21.1indirect
PyPImpmath1.3.0indirect
PyPImultidict6.0.5indirect
PyPImultiprocess0.70.15indirect
PyPImypy-extensions1.0.0indirect
PyPInest-asyncio1.6.0indirect
PyPInetworkx3.2.1indirect
PyPInltk3.8.1indirect
PyPInumpy1.26.4indirect
PyPInvidia-cublas-cu1212.1.3.1indirect
PyPInvidia-cuda-cupti-cu1212.1.105indirect
PyPInvidia-cuda-nvrtc-cu1212.1.105indirect
PyPInvidia-cuda-runtime-cu1212.1.105indirect
PyPInvidia-cudnn-cu128.9.2.26indirect
PyPInvidia-cufft-cu1211.0.2.54indirect
PyPInvidia-curand-cu1210.3.2.106indirect
PyPInvidia-cusolver-cu1211.4.5.107indirect
PyPInvidia-cusparse-cu1212.1.0.106indirect
PyPInvidia-nccl-cu122.19.3indirect
PyPInvidia-nvjitlink-cu1212.4.99indirect
PyPInvidia-nvtx-cu1212.1.105indirect
PyPIopenai1.14.2indirect
PyPIopenai1.26.0indirect
PyPIorjson3.9.15indirect
PyPIpackaging23.2indirect
PyPIpandas2.2.1indirect
PyPIpillow10.3.0indirect
PyPIpsutil5.9.8indirect
PyPIpyarrow15.0.2indirect
PyPIpydantic2.6.4indirect
PyPIpydantic2.7.1indirect
PyPIpydantic-core2.16.3indirect
PyPIpydantic-core2.18.2indirect
PyPIpymupdf1.23.26indirect
PyPIpymupdfb1.23.22indirect
PyPIpypdf4.1.0indirect
PyPIpysbd0.3.4indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpytz2024.1indirect
PyPIpyyaml6.0.1indirect
PyPIragas0.1.5indirect
PyPIregex2023.12.25indirect
PyPIrequests2.32.0indirect
PyPIsafetensors0.4.2indirect
PyPIsix1.16.0indirect
PyPIsniffio1.3.1indirect
PyPIsoupsieve2.5indirect
PyPIsqlalchemy2.0.28indirect
PyPIstriprtf0.0.26indirect
PyPIsympy1.12indirect
PyPItenacity8.2.3indirect
PyPItiktoken0.6.0indirect
PyPItokenizers0.15.2indirect
PyPItorch2.2.1indirect
PyPItqdm4.66.3indirect
PyPItqdm4.66.4indirect
PyPItransformers4.39.0indirect
PyPItyping-extensions4.10.0indirect
PyPItyping-extensions4.11.0indirect
PyPItyping-inspect0.9.0indirect
PyPItzdata2024.1indirect
PyPIurllib32.2.1indirect
PyPIwrapt1.16.0indirect
PyPIxxhash3.4.1indirect
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