Public record
Software health reportschema 0.15.0 · metrics 1.13.0 · 2026-07-19 17:59 UTC

embeddings-benchmark / mteb

MTEB: State-of-the-art evaluation of embeddings across languages and modalities

Python · Jupyter NotebookApache-2.0★ 3,362 stars⑂ 645 forkssince Apr 2022View on GitHub ↗
#benchmark#clustering#information-retrieval#sentence-transformers#sts#text-embedding#retrieval#neural-search#semantic-search#sbert#text-classification#bitext-mining#reranking#multilingual-nlp#mteb#low-resource-nlp#multimodal#embeddings#evaluation

embeddings-benchmark/mteb holds a health index of 82 out of 100, placing it in the Good band. It scores highest on Vitality (96/100) and lowest on Security (51/100). It was last updated today. 3 contributors account for most of its recent work.

82
overall / 100
Good

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

82
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe 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.

Ownership

Massive Text Embedding BenchmarkOrganization
232 followers10 public repossince Apr 2022

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPImteb2.18.4-7610 days agodeep-learningtext-embeddingsembeddingsmultimodalbenchmarkretrievalinformation-retrieval

Metrics by category

Vitality

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

96Excellent · 22% of overall

Development activity

100Excellent
How it's scored
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 1,172 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,172
human_commit_share—
days_since_last_push0
active_weeks_last_year52

Release discipline

90Excellent
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~3.1 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tag2.18.4
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases3.1

Community & Adoption

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

82Good · 18% of overall

Popularity & adoption

87Excellent
How it's scored
57.2/60Stars — 3,362 stars
23.4/25Forks — 645 forks
6.7/15Watchers — 17 watchers
Inputs used
forks645
stars3,362
watchers17
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
has_contributingyes
has_issue_templateno
has_code_of_conductno
has_pull_request_templateyes

Sustainability & Governance

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

80Good · 24% of overall

Maintainer resilience (bus factor)

76Good
How it's scored
36/54Bus factor — 3 contributor(s) cover half of all commits
16.2/22.5Commit distribution — top contributor authored 28% of commits
13.5/13.5Contributor breadth — 100 contributors
10/10OpenSSF Scorecard: Contributors — project has 36 contributing companies or organizations
Inputs used
bus_factor3
contributors_sampled100
top_contributor_share0.278

Issue & PR responsiveness

84Good
How it's scored
39.7/46.8Issue resolution — 85% of issues closed
33.9/38.3PR acceptance — 2,661/3,004 decided PRs merged
10.5/15OpenSSF Scorecard: Code-Review — Found 21/30 approved changesets -- score normalized to 7
Inputs used
merged_prs2,661
open_issues270
closed_issues1,531
issue_closed_ratio0.85
closed_unmerged_prs343

Ownership & stewardship

63Moderate
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
17/25Owner reach — 232 followers of embeddings-benchmark
16.2/25Track record — 10 public repos, account ~4 yr old
Inputs used
followers232
owner_typeOrganization
is_verified—
owner_loginembeddings-benchmark
public_repos10
account_age_days1,566

Package maintenance

100Excellent
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 761 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesmteb
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 20% of overall

Engineering practices

94Excellent
How it's scored
24/24CI workflows — 15 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 25 out of 25 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://docs.mteb.org
10/10Repository description
10/10Topics — 19 topics
0/10Wiki
Inputs used
topicsbenchmark, clustering, information-retrieval, sentence-transformers, sts, text-embedding, retrieval, neural-search, semantic-search, sbert, text-classification, bitext-mining, reranking, multilingual-nlp, mteb, low-resource-nlp, multimodal, embeddings, evaluation
has_wikino
homepagehttps://docs.mteb.org
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

51Moderate · 16% of overall

Security posture

51Moderate
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.5/2.5CI-Tests — 25 out of 25 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
5.2/7.5Code-Review — Found 21/30 approved changesets -- score normalized to 7
2.5/2.5Contributors — project has 36 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
7.5/7.5Maintained — 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
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 — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.2
Excluded from scoring (no data or not applicable): branch_protection. Remaining weights renormalized.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

54Moderate · 0% 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
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)

88Excellent
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config
11/11Static type checking — mteb/py.typed
10/10Reproducible environment — Dockerfile, 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
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configsmteb/py.typed
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

82Good
How it's scored
27/45Type-checkable code — Python with type-check config (mteb/py.typed)
54.7/55Manageable file sizes — 8/1,717 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes305,351
source_files_sampled1,717
oversized_source_files8

Machine-readable interfaces

40At risk
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — notebooks
Inputs used
example_dirsnotebooks
has_mcp_signalno
api_schema_files—

Key facts

3,362GitHub stars
100contributors
1,172commits, last 12 months
0days since last push
100releases
3bus factor
270open issues
PyPIpackage ecosystems

More detail

OpenSSF Scorecard 5.2 / 10
5.2aggregate

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 · 2026-07-19 17:58 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
10CI-Tests25 out of 25 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 21/30 approved changesets -- score normalized to 7
10Contributorsproject has 36 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow 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
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 14
RegistryPackageVersion constraintManifest
PyPIdatasets>=2.19.0pyproject.toml
PyPInumpy>=1.23.0,<3.0.0pyproject.toml
PyPIrequests>=2.26.0pyproject.toml
PyPIscikit-learn>=1.4.0pyproject.toml
PyPIscipy>=1.14.0pyproject.toml
PyPIsentence_transformers>=3.0.0pyproject.toml
PyPItransformers>=4.40.0,<6.0.0pyproject.toml
PyPItyping-extensions>=4.5.0pyproject.toml
PyPItorch>=2.0.0pyproject.toml
PyPItqdm>1.0.0pyproject.toml
PyPIrich>=13.0.0pyproject.toml
PyPIpytrec-eval-terrier>=0.5.6pyproject.toml
PyPIpydantic>=2.11.0pyproject.toml
PyPIpolars>=1.0.0pyproject.toml
All dependencies 544

Full resolved dependency set from the GitHub dependency graph: 26 direct and 518 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIdatasets5.0.0direct
PyPInumpy1.26.4direct
PyPInumpy2.2.6direct
PyPInumpy2.3.5direct
PyPInumpy2.4.6direct
PyPIpolars1.41.2direct
PyPIpydantic2.12.4direct
PyPIpytrec-eval-terrier0.5.10direct
PyPIrequests2.34.2direct
PyPIrich15.0.0direct
PyPIscikit-learn1.7.2direct
PyPIscikit-learn1.9.0direct
PyPIscipy1.15.3direct
PyPIscipy1.17.1direct
PyPIsentence-transformers5.3.0direct
PyPIsentence-transformers5.5.1direct
PyPItorch2.11.0direct
PyPItorch2.8.0direct
PyPItqdm4.68.2direct
PyPItransformers4.44.2direct
PyPItransformers4.49.0direct
PyPItransformers4.51.0direct
PyPItransformers4.52.4direct
PyPItransformers5.0.0direct
PyPItransformers5.10.2direct
PyPItyping-extensions4.15.0direct
PyPIaccelerate1.13.0indirect
PyPIaiofiles24.1.0indirect
PyPIaiohappyeyeballs2.6.2indirect
PyPIaiohttp3.14.1indirect
PyPIaiolimiter1.2.1indirect
PyPIaiosignal1.4.0indirect
PyPIaltair6.2.1indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.7.0indirect
PyPIanthropic0.109.1indirect
PyPIantlr4-python3-runtime4.9.3indirect
PyPIanyio4.13.0indirect
PyPIapache-tvm-ffi0.1.9indirect
PyPIarrow1.4.0indirect
PyPIasgiref3.11.1indirect
PyPIast-serialize0.5.0indirect
PyPIastor0.8.1indirect
PyPIasttokens3.0.1indirect
PyPIasync-timeout5.0.1indirect
PyPIattrs26.1.0indirect
PyPIaudioop-lts0.2.2indirect
PyPIaudioread3.1.0indirect
PyPIav17.1.0indirect
PyPIbackports-strenum1.3.1indirect
PyPIbeartype0.22.9indirect
PyPIbeautifulsoup44.15.0indirect
PyPIbibtexparser1.4.4indirect
PyPIblake31.0.8indirect
PyPIbleach6.4.0indirect
PyPIblinker1.9.0indirect
PyPIblis1.3.3indirect
PyPIbm25s0.3.9indirect
PyPIbraceexpand0.1.7indirect
PyPIbrotli1.2.0indirect
PyPIcachetools7.1.4indirect
PyPIcatalogue2.0.10indirect
PyPIcbor1.0.0indirect
PyPIcbor26.1.2indirect
PyPIcertifi2026.5.20indirect
PyPIcffi2.0.0indirect
PyPIcfgv3.5.0indirect
PyPIcharset-normalizer3.4.7indirect
PyPIclick8.4.1indirect
PyPIcloudpathlib0.24.0indirect
PyPIcloudpickle3.1.2indirect
PyPIcodecarbon2.7.1indirect
PyPIcohere5.14.0indirect
PyPIcolorama0.4.6indirect
PyPIcolpali-engine0.3.17indirect
PyPIcompressed-tensors0.15.0.1indirect
PyPIconfection1.3.3indirect
PyPIcontexttimer0.3.3indirect
PyPIcontourpy1.3.2indirect
PyPIcontourpy1.3.3indirect
PyPIcoverage7.14.1indirect
PyPIcryptography43.0.3indirect
PyPIcuda-bindings13.3.1indirect
PyPIcuda-core1.0.1indirect
PyPIcuda-pathfinder1.5.5indirect
PyPIcuda-python13.3.1indirect
PyPIcuda-tile1.4.0indirect
PyPIcuda-toolkit13.0.2indirect
PyPIcycler0.12.1indirect
PyPIcymem2.0.13indirect
PyPIdecorator5.3.1indirect
PyPIdecord0.6.0indirect
PyPIdeepmerge2.0indirect
PyPIdepyf0.20.0indirect
PyPIdetect-installer0.1.0indirect
PyPIdill0.4.1indirect
PyPIdiskcache5.6.3indirect
PyPIdistlib0.4.2indirect
PyPIdistro1.9.0indirect
PyPIdnspython2.8.0indirect
PyPIdocstring-parser0.18.0indirect
PyPIeasydict1.13indirect
PyPIeinops0.8.2indirect
PyPIemail-validator2.3.0indirect
PyPIevaluate0.4.6indirect
PyPIexceptiongroup1.3.1indirect
PyPIexecnet2.1.2indirect
PyPIexecuting2.2.1indirect
PyPIfairscale0.4.4indirect
PyPIfaiss-cpu1.14.2indirect
PyPIfast-plaid1.4.6.2110indirect
PyPIfastapi0.136.3indirect
PyPIfastapi-cli0.0.24indirect
PyPIfastapi-cloud-cli0.19.0indirect
PyPIfastar0.11.0indirect
PyPIfastavro1.12.2indirect
PyPIfastjsonschema2.21.2indirect
PyPIfastkmeans0.5.0indirect
PyPIfastsafetensors0.3.2indirect
PyPIffmpeg-python0.2.0indirect
PyPIffmpy1.0.0indirect
PyPIfilelock3.29.1indirect
PyPIflagembedding1.3.4indirect
PyPIflash-attn2.8.3indirect
PyPIflashinfer-cubin0.6.11.post2indirect
PyPIflashinfer-python0.6.11.post2indirect
PyPIfonttools4.63.0indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2026.4.0indirect
PyPIftfy6.3.1indirect
PyPIfuture1.0.0indirect
PyPIgguf0.19.0indirect
PyPIghp-import2.1.0indirect
PyPIgitdb4.0.12indirect
PyPIgitpython3.1.50indirect
PyPIgoogle-api-core2.25.2indirect
PyPIgoogle-auth2.53.0indirect
PyPIgoogle-cloud-aiplatform1.71.1indirect
PyPIgoogle-cloud-bigquery3.41.0indirect
PyPIgoogle-cloud-core2.6.0indirect
PyPIgoogle-cloud-resource-manager1.17.0indirect
PyPIgoogle-cloud-storage2.19.0indirect
PyPIgoogle-crc32c1.8.0indirect
PyPIgoogle-genai2.8.0indirect
PyPIgoogle-resumable-media2.10.0indirect
PyPIgoogleapis-common-protos1.75.0indirect
PyPIgradio6.0.1indirect
PyPIgradio-client2.0.0indirect
PyPIgreenlet3.5.1indirect
PyPIgriffelib2.0.2indirect
PyPIgritlm1.0.2indirect
PyPIgroovy0.1.2indirect
PyPIgrpc-google-iam-v10.14.4indirect
PyPIgrpcio1.81.0indirect
PyPIgrpcio-status1.71.2indirect
PyPIh110.16.0indirect
PyPIh24.3.0indirect
PyPIhf-transfer0.1.9indirect
PyPIhf-xet1.5.1indirect
PyPIhpack4.1.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttptools0.8.0indirect
PyPIhttpx0.28.1indirect
PyPIhttpx-sse0.4.0indirect
PyPIhuggingface-hub0.36.2indirect
PyPIhuggingface-hub1.18.0indirect
PyPIhumming-kernels0.1.2indirect
PyPIhyperframe6.1.0indirect
PyPIhyperpyyaml1.2.3indirect
PyPIidentify2.6.19indirect
PyPIidna3.18indirect
PyPIijson3.5.0indirect
PyPIimageio2.37.3indirect
PyPIiniconfig2.3.0indirect
PyPIinscriptis2.7.1indirect
PyPIinteregular0.3.3indirect
PyPIiopath0.1.10indirect
PyPIipython8.39.0indirect
PyPIipython9.14.1indirect
PyPIipython-pygments-lexers1.1.1indirect
PyPIir-datasets0.5.11indirect
PyPIiso6390.1.4indirect
PyPIitsdangerous2.2.0indirect
PyPIjedi0.20.0indirect
PyPIjinja23.1.6indirect
PyPIjiter0.15.0indirect
PyPIjmespath1.1.0indirect
PyPIjoblib1.5.3indirect
PyPIjsonpatch1.33indirect
PyPIjsonpointer3.1.1indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIjupyter-core5.9.1indirect
PyPIjupytext1.19.3indirect
PyPIkaggle1.7.4.5indirect
PyPIkaggle2.2.1indirect
PyPIkagglesdk0.1.28indirect
PyPIkiwisolver1.5.0indirect
PyPIlangchain-core1.4.3indirect
PyPIlangchain-protocol0.0.16indirect
PyPIlangchain-text-splitters1.1.2indirect
PyPIlangsmith0.8.11indirect
PyPIlark1.2.2indirect
PyPIlazy-loader0.5indirect
PyPIlibrosa0.10.2.post1indirect
PyPIlibrosa0.11.0indirect
PyPIlibrt0.11.0indirect
PyPIllguidance1.7.6indirect
PyPIllm2vec0.2.3indirect
PyPIllvmlite0.47.0indirect
PyPIlm-format-enforcer0.11.3indirect
PyPIloguru0.7.3indirect
PyPIlxml6.0.4indirect
PyPIlz44.4.5indirect
PyPImarkdown3.10.2indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImatplotlib3.10.9indirect
PyPImatplotlib-inline0.2.2indirect
PyPImaturin1.13.3indirect
PyPImcp1.27.2indirect
PyPImdit-py-plugins0.6.1indirect
PyPImdurl0.1.2indirect
PyPImergedeep1.3.4indirect
PyPImistral-common1.11.3indirect
PyPImkdocs1.6.1indirect
PyPImkdocs-autorefs1.4.4indirect
PyPImkdocs-get-deps0.2.2indirect
PyPImkdocstrings1.0.4indirect
PyPImkdocstrings-python2.0.4indirect
PyPIml-dtypes0.5.4indirect
PyPImodel-hosting-container-standards0.1.15indirect
PyPImodel2vec0.8.2indirect
PyPImpmath1.3.0indirect
PyPImsclap1.3.4indirect
PyPImsgpack1.1.2indirect
PyPImsgspec0.21.1indirect
PyPImteb2.18.1indirect
PyPImultidict6.7.1indirect
PyPImultiprocess0.70.19indirect
PyPImuq0.1.0indirect
PyPImurmurhash1.0.15indirect
PyPImypy2.1.0indirect
PyPImypy-extensions1.1.0indirect
PyPInarwhals2.22.1indirect
PyPInbformat5.10.4indirect
PyPInetworkx3.4.2indirect
PyPInetworkx3.6.1indirect
PyPIninja1.11.1.4indirect
PyPIninja1.13.0indirect
PyPInnaudio0.3.4indirect
PyPInodeenv1.10.0indirect
PyPInumba0.65.0indirect
PyPInumkong7.7.0indirect
PyPInumpy-typing-compat20251206.1.25indirect
PyPInumpy-typing-compat20251206.2.3indirect
PyPInumpy-typing-compat20251206.2.4indirect
PyPInvidia-cublas13.1.0.3indirect
PyPInvidia-cublas-cu1212.8.4.1indirect
PyPInvidia-cuda-cccl13.3.3.3.1indirect
PyPInvidia-cuda-crt13.3.33indirect
PyPInvidia-cuda-cupti13.0.85indirect
PyPInvidia-cuda-cupti-cu1212.8.90indirect
PyPInvidia-cuda-nvcc13.3.33indirect
PyPInvidia-cuda-nvrtc13.0.88indirect
PyPInvidia-cuda-nvrtc-cu1212.8.93indirect
PyPInvidia-cuda-runtime13.0.96indirect
PyPInvidia-cuda-runtime-cu1212.8.90indirect
PyPInvidia-cudnn-cu129.10.2.21indirect
PyPInvidia-cudnn-cu139.19.0.56indirect
PyPInvidia-cudnn-frontend1.18.0indirect
PyPInvidia-cufft12.0.0.61indirect
PyPInvidia-cufft-cu1211.3.3.83indirect
PyPInvidia-cufile1.15.1.6indirect
PyPInvidia-cufile-cu121.13.1.3indirect
PyPInvidia-curand10.4.0.35indirect
PyPInvidia-curand-cu1210.3.9.90indirect
PyPInvidia-cusolver12.0.4.66indirect
PyPInvidia-cusolver-cu1211.7.3.90indirect
PyPInvidia-cusparse12.6.3.3indirect
PyPInvidia-cusparse-cu1212.5.8.93indirect
PyPInvidia-cusparselt-cu120.7.1indirect
PyPInvidia-cusparselt-cu130.8.0indirect
PyPInvidia-cutlass-dsl4.5.2indirect
PyPInvidia-cutlass-dsl-libs-base4.5.2indirect
PyPInvidia-cutlass-dsl-libs-cu134.5.2indirect
PyPInvidia-ml-py13.610.43indirect
PyPInvidia-nccl-cu122.27.3indirect
PyPInvidia-nccl-cu132.28.9indirect
PyPInvidia-nvjitlink13.0.88indirect
PyPInvidia-nvjitlink-cu1212.8.93indirect
PyPInvidia-nvshmem-cu133.4.5indirect
PyPInvidia-nvtx13.0.85indirect
PyPInvidia-nvtx-cu1212.8.90indirect
PyPInvidia-nvvm13.3.33indirect
PyPIocten0.4.0indirect
PyPIomegaconf2.3.0indirect
PyPIopen-clip-torch2.31.0indirect
PyPIopenai2.41.0indirect
PyPIopenai-harmony0.0.8indirect
PyPIopencv-python-headless4.13.0.92indirect
PyPIopencv-python-headless4.5.5.64indirect
PyPIopendatasets0.1.22indirect
PyPIopentelemetry-api1.42.1indirect
PyPIopentelemetry-exporter-otlp1.42.1indirect
PyPIopentelemetry-exporter-otlp-proto-common1.42.1indirect
PyPIopentelemetry-exporter-otlp-proto-grpc1.42.1indirect
PyPIopentelemetry-exporter-otlp-proto-http1.42.1indirect
PyPIopentelemetry-instrumentation0.63b1indirect
PyPIopentelemetry-instrumentation-asgi0.63b1indirect
PyPIopentelemetry-instrumentation-fastapi0.63b1indirect
PyPIopentelemetry-proto1.42.1indirect
PyPIopentelemetry-sdk1.42.1indirect
PyPIopentelemetry-semantic-conventions0.63b1indirect
PyPIopentelemetry-semantic-conventions-ai0.5.1indirect
PyPIopentelemetry-util-http0.63b1indirect
PyPIoptype0.17.1indirect
PyPIoptype0.9.3indirect
PyPIorjson3.11.9indirect
PyPIoutlines-core0.2.14indirect
PyPIpackaging26.2indirect
PyPIpandas2.3.3indirect
PyPIpandas-stubs2.3.3.260113indirect
PyPIpandas-stubs3.0.3.260530indirect
PyPIparso0.8.7indirect
PyPIpartial-json-parser0.2.1.1.post7indirect
PyPIpathspec1.1.1indirect
PyPIpeft0.17.1indirect
PyPIpeft0.19.1indirect
PyPIpexpect4.9.0indirect
PyPIpillow12.2.0indirect
PyPIplatformdirs4.10.0indirect
PyPIplaywright1.60.0indirect
PyPIplotly5.24.1indirect
PyPIpluggy1.6.0indirect
PyPIpolars-runtime-321.41.2indirect
PyPIpooch1.9.0indirect
PyPIportalocker3.2.0indirect
PyPIpre-commit4.6.0indirect
PyPIpreshed3.0.13indirect
PyPIprometheus-client0.25.0indirect
PyPIprometheus-fastapi-instrumentator7.1.0indirect
PyPIprompt-toolkit3.0.52indirect
PyPIpropcache0.5.2indirect
PyPIproto-plus1.28.0indirect
PyPIprotobuf5.29.6indirect
PyPIpsutil7.2.2indirect
PyPIptyprocess0.7.0indirect
PyPIpure-eval0.2.3indirect
PyPIpy-cpuinfo9.0.0indirect
PyPIpyarrow24.0.0indirect
PyPIpyasn10.6.3indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpybase641.4.3indirect
PyPIpycocoevalcap1.2indirect
PyPIpycocotools2.0.11indirect
PyPIpycountry26.2.16indirect
PyPIpycparser3.0indirect
PyPIpydantic-core2.41.5indirect
PyPIpydantic-extra-types2.11.1indirect
PyPIpydantic-settings2.14.1indirect
PyPIpydeck0.9.2indirect
PyPIpydub0.25.1indirect
PyPIpyee13.0.1indirect
PyPIpyelftools0.33indirect
PyPIpygithub2.9.1indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.13.0indirect
PyPIpylate1.5.1indirect
PyPIpymdown-extensions10.21.3indirect
PyPIpymongo4.17.0indirect
PyPIpynacl1.6.2indirect
PyPIpynvml13.0.1indirect
PyPIpyparsing3.3.2indirect
PyPIpystemmer3.1.0indirect
PyPIpytest8.3.5indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-cover3.0.0indirect
PyPIpytest-coverage0.0indirect
PyPIpytest-rerunfailures15.1indirect
PyPIpytest-xdist3.6.1indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.4.0indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-json-logger4.1.0indirect
PyPIpython-magic0.4.27indirect
PyPIpython-multipart0.0.32indirect
PyPIpython-slugify8.0.4indirect
PyPIpytz2026.2indirect
PyPIpywin32312indirect
PyPIpyyaml6.0.3indirect
PyPIpyyaml-env-tag1.1indirect
PyPIpyzmq27.1.0indirect
PyPIquack-kernels0.5.0indirect
PyPIquestionary2.1.1indirect
PyPIqwen-omni-utils0.0.9indirect
PyPIqwen-vl-utils0.0.14indirect
PyPIrapidfuzz3.14.5indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.5.9indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrich-toolkit0.20.1indirect
PyPIrignore0.7.6indirect
PyPIrpds-py0.30.0indirect
PyPIrpds-py2026.5.1indirect
PyPIruamel-yaml0.18.17indirect
PyPIruamel-yaml-clib0.2.15indirect
PyPIruff0.14.0indirect
PyPIsafehttpx0.1.7indirect
PyPIsafetensors0.8.0indirect
PyPIsalesforce-lavis1.0.0indirect
PyPIsauerkrautlm-colpali0.1.0indirect
PyPIscikit-image0.25.2indirect
PyPIscikit-image0.26.0indirect
PyPIscipy-stubs1.15.3.0indirect
PyPIscipy-stubs1.17.1.5indirect
PyPIsemantic-version2.10.0indirect
PyPIsentencepiece0.2.1indirect
PyPIsentry-sdk2.62.0indirect
PyPIsetproctitle1.3.7indirect
PyPIsetuptools80.10.2indirect
PyPIshapely2.1.2indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIsmart-open7.6.1indirect
PyPIsmmap5.0.3indirect
PyPIsniffio1.3.1indirect
PyPIsoundfile0.14.0indirect
PyPIsoupsieve2.8.4indirect
PyPIsoxr1.1.0indirect
PyPIspacy3.8.14indirect
PyPIspacy-legacy3.0.12indirect
PyPIspacy-loggers1.0.5indirect
PyPIspeechbrain1.1.0indirect
PyPIsrsly2.5.3indirect
PyPIsse-starlette3.4.4indirect
PyPIstack-data0.6.3indirect
PyPIstandard-aifc3.13.0indirect
PyPIstandard-chunk3.13.0indirect
PyPIstandard-sunau3.13.0indirect
PyPIstarlette0.52.1indirect
PyPIstreamlit1.58.0indirect
PyPIsupervisor4.3.0indirect
PyPIsympy1.14.0indirect
PyPItabulate0.10.0indirect
PyPItenacity9.1.4indirect
PyPItencentcloud-sdk-python-common3.1.111indirect
PyPItencentcloud-sdk-python-lkeap3.1.102indirect
PyPItext-unidecode1.3indirect
PyPIthinc8.3.13indirect
PyPIthreadpoolctl3.6.0indirect
PyPItifffile2025.5.10indirect
PyPItifffile2026.3.3indirect
PyPItifffile2026.6.1indirect
PyPItiktoken0.13.0indirect
PyPItilelang0.1.9indirect
PyPItimm0.4.12indirect
PyPItimm1.0.27indirect
PyPItokenizers0.19.1indirect
PyPItokenizers0.21.4indirect
PyPItokenizers0.22.2indirect
PyPItokenspeed-mla0.1.2indirect
PyPItokenspeed-triton3.7.10.post20260531indirect
PyPItoml0.10.2indirect
PyPItomli2.4.1indirect
PyPItomlkit0.13.3indirect
PyPItorch-c-dlpack-ext0.1.5indirect
PyPItorch-vggish-yamnet0.2.1indirect
PyPItorchaudio2.11.0indirect
PyPItorchcodec0.14.0indirect
PyPItorchlibrosa0.1.0indirect
PyPItorchvision0.23.0indirect
PyPItorchvision0.26.0indirect
PyPItraitlets5.15.1indirect
PyPItrec-car-tools2.6indirect
PyPItriton3.4.0indirect
PyPItriton3.6.0indirect
PyPItyper0.25.1indirect
PyPItyper-slim0.24.0indirect
PyPItypes-cachetools7.0.0.20260518indirect
PyPItypes-colorama0.4.15.20260508indirect
PyPItypes-defusedxml0.7.0.20260504indirect
PyPItypes-docutils0.22.3.20260518indirect
PyPItypes-gevent26.4.0.20260518indirect
PyPItypes-greenlet3.5.0.20260518indirect
PyPItypes-networkx3.6.1.20260518indirect
PyPItypes-openpyxl3.1.5.20260518indirect
PyPItypes-protobuf7.34.1.20260518indirect
PyPItypes-psutil7.2.2.20260518indirect
PyPItypes-pygments2.20.0.20260518indirect
PyPItypes-pysocks1.7.1.20260518indirect
PyPItypes-python-dateutil2.9.0.20260518indirect
PyPItypes-pytz2026.2.0.20260518indirect
PyPItypes-pywin32312.0.0.20260609indirect
PyPItypes-pyyaml6.0.12.20260518indirect
PyPItypes-regex2026.5.9.20260518indirect
PyPItypes-requests2.33.0.20260518indirect
PyPItypes-setuptools82.0.0.20260518indirect
PyPItypes-simplejson3.20.0.20260518indirect
PyPItypes-tabulate0.10.0.20260508indirect
PyPItypes-tensorflow2.18.0.20260610indirect
PyPItypes-tqdm4.68.0.20260608indirect
PyPItypes-xlrd2.0.0.20260518indirect
PyPItyping-inspection0.4.2indirect
PyPItypos1.47.2indirect
PyPItzdata2026.2indirect
PyPIujson5.12.0indirect
PyPIunlzw30.2.3indirect
PyPIurllib32.7.0indirect
PyPIusearch2.25.3indirect
PyPIuuid-utils0.16.0indirect
PyPIuvicorn0.49.0indirect
PyPIuvloop0.22.1indirect
PyPIvertexai1.71.1indirect
PyPIvirtualenv21.4.2indirect
PyPIvllm0.22.1indirect
PyPIvolcengine-python-sdk3.0.2indirect
PyPIvoyageai0.3.2indirect
PyPIvoyageai0.4.0indirect
PyPIwandb0.27.2indirect
PyPIwarc3-wet0.2.5indirect
PyPIwarc3-wet-clueweb090.2.5indirect
PyPIwasabi1.1.3indirect
PyPIwatchdog6.0.0indirect
PyPIwatchfiles1.2.0indirect
PyPIwav2clip0.1.0indirect
PyPIwcwidth0.8.1indirect
PyPIweasel1.0.0indirect
PyPIwebdataset1.0.2indirect
PyPIwebencodings0.5.1indirect
PyPIwebsockets16.0indirect
PyPIwheel0.47.0indirect
PyPIwin32-setctime1.2.0indirect
PyPIwrapt2.2.1indirect
PyPIx-clip0.14.4indirect
PyPIxformers0.0.32.post2indirect
PyPIxformers0.0.35indirect
PyPIxgrammar0.2.1indirect
PyPIxxhash3.7.0indirect
PyPIyarl1.24.2indirect
PyPIz3-solver4.15.4.0indirect
PyPIzensical0.0.45indirect
PyPIzlib-state0.1.12indirect
PyPIzstandard0.25.0indirect
Raw JSON report machine-readable
{
  "data": {
    "repo": {
      "topics": [
        "benchmark",
        "clustering",
        "information-retrieval",
        "sentence-transformers",
        "sts",
        "text-embedding",
        "retrieval",
        "neural-search",
        "semantic-search",
        "sbert",
        "text-classification",
        "bitext-mining",
        "reranking",
        "multilingual-nlp",
        "mteb",
        "low-resource-nlp",
        "multimodal",
        "embeddings",
        "evaluation"
      ],
      "is_fork": false,
      "size_kb": 57754,
      "has_wiki": false,
      "homepage": "https://docs.mteb.org",
      "languages": {
        "HTML": 7056,
        "Shell": 1347,
        "Python": 7912908,
        "Makefile": 3632,
        "Dockerfile": 5247,
        "Jupyter Notebook": 5827385
      },
      "pushed_at": "2026-07-19T17:55:28Z",
      "created_at": "2022-04-05T08:25:47Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-19T17:55:33Z",
      "description": "MTEB: State-of-the-art evaluation of embeddings across languages and modalities",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python",
        "Jupyter Notebook"
      ]
    },
    "owner": {
      "blog": null,
      "name": "Massive Text Embedding Benchmark",
      "type": "Organization",
      "login": "embeddings-benchmark",
      "company": null,
      "location": null,
      "followers": 232,
      "avatar_url": "https://avatars.githubusercontent.com/u/103029531?v=4",
      "created_at": "2022-04-05T08:24:00Z",
      "is_verified": null,
      "public_repos": 10,
      "account_age_days": 1566
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases_count": 100,
      "commits_last_year": 1172,
      "latest_release_at": "2026-07-19T17:55:21Z",
      "latest_release_tag": "2.18.4",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 52,
      "days_since_latest_release": 0,
      "mean_days_between_releases": 3.1
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 62,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "mteb",
          "exists": true,
          "license": "Apache-2.0",
          "keywords": [
            "deep learning",
            "text embeddings",
            "embeddings",
            "multimodal",
            "benchmark",
            "retrieval",
            "information retrieval",
            "Development Status :: 5 - Production/Stable",
            "Environment :: Console",
            "Intended Audience :: Developers",
            "Intended Audience :: Information Technology",
            "Operating System :: OS Independent",
            "Programming Language :: Python"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/mteb/",
          "is_deprecated": false,
          "latest_version": "2.18.4",
          "repository_url": "https://github.com/embeddings-benchmark/mteb",
          "versions_count": 761,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2022-06-30T19:58:46.040295Z",
          "latest_published_at": "2026-07-19T17:55:39.641695Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        }
      ]
    },
    "popularity": {
      "forks": 645,
      "stars": 3362,
      "watchers": 17,
      "open_issues_and_prs": 312
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [
        "mteb/py.typed"
      ],
      "largest_source_bytes": 305351,
      "source_files_sampled": 1717,
      "oversized_source_files": 8,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "datasets",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.19.0"
        },
        {
          "name": "numpy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.23.0,<3.0.0"
        },
        {
          "name": "requests",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.26.0"
        },
        {
          "name": "scikit-learn",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.4.0"
        },
        {
          "name": "scipy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.14.0"
        },
        {
          "name": "sentence_transformers",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.0.0"
        },
        {
          "name": "transformers",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.40.0,<6.0.0"
        },
        {
          "name": "typing-extensions",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.5.0"
        },
        {
          "name": "torch",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.0.0"
        },
        {
          "name": "tqdm",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">1.0.0"
        },
        {
          "name": "rich",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=13.0.0"
        },
        {
          "name": "pytrec-eval-terrier",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.5.6"
        },
        {
          "name": "pydantic",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.11.0"
        },
        {
          "name": "polars",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.0.0"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "datasets",
            "direct": true,
            "version": "5.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "1.26.4",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "2.2.6",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "2.3.5",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "2.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "polars",
            "direct": true,
            "version": "1.41.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": true,
            "version": "2.12.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pytrec-eval-terrier",
            "direct": true,
            "version": "0.5.10",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": true,
            "version": "2.34.2",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": true,
            "version": "15.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": true,
            "version": "1.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": true,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": true,
            "version": "1.15.3",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": true,
            "version": "1.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sentence-transformers",
            "direct": true,
            "version": "5.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sentence-transformers",
            "direct": true,
            "version": "5.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "torch",
            "direct": true,
            "version": "2.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "torch",
            "direct": true,
            "version": "2.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": true,
            "version": "4.68.2",
            "ecosystem": "pypi"
          },
          {
            "name": "transformers",
            "direct": true,
            "version": "4.44.2",
            "ecosystem": "pypi"
          },
          {
            "name": "transformers",
            "direct": true,
            "version": "4.49.0",
            "ecosystem": "pypi"
          },
          {
            "name": "transformers",
            "direct": true,
            "version": "4.51.0",
            "ecosystem": "pypi"
          },
          {
            "name": "transformers",
            "direct": true,
            "version": "4.52.4",
            "ecosystem": "pypi"
          },
          {
            "name": "transformers",
            "direct": true,
            "version": "5.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "transformers",
            "direct": true,
            "version": "5.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": true,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "accelerate",
            "direct": false,
            "version": "1.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiofiles",
            "direct": false,
            "version": "24.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohappyeyeballs",
            "direct": false,
            "version": "2.6.2",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohttp",
            "direct": false,
            "version": "3.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiolimiter",
            "direct": false,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiosignal",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "altair",
            "direct": false,
            "version": "6.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-doc",
            "direct": false,
            "version": "0.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anthropic",
            "direct": false,
            "version": "0.109.1",
            "ecosystem": "pypi"
          },
          {
            "name": "antlr4-python3-runtime",
            "direct": false,
            "version": "4.9.3",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "apache-tvm-ffi",
            "direct": false,
            "version": "0.1.9",
            "ecosystem": "pypi"
          },
          {
            "name": "arrow",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "asgiref",
            "direct": false,
            "version": "3.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ast-serialize",
            "direct": false,
            "version": "0.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "astor",
            "direct": false,
            "version": "0.8.1",
            "ecosystem": "pypi"
          },
          {
            "name": "asttokens",
            "direct": false,
            "version": "3.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "async-timeout",
            "direct": false,
            "version": "5.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "26.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "audioop-lts",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "audioread",
            "direct": false,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "av",
            "direct": false,
            "version": "17.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "backports-strenum",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "beartype",
            "direct": false,
            "version": "0.22.9",
            "ecosystem": "pypi"
          },
          {
            "name": "beautifulsoup4",
            "direct": false,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "bibtexparser",
            "direct": false,
            "version": "1.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "blake3",
            "direct": false,
            "version": "1.0.8",
            "ecosystem": "pypi"
          },
          {
            "name": "bleach",
            "direct": false,
            "version": "6.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "blinker",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "blis",
            "direct": false,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "bm25s",
            "direct": false,
            "version": "0.3.9",
            "ecosystem": "pypi"
          },
          {
            "name": "braceexpand",
            "direct": false,
            "version": "0.1.7",
            "ecosystem": "pypi"
          },
          {
            "name": "brotli",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cachetools",
            "direct": false,
            "version": "7.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "catalogue",
            "direct": false,
            "version": "2.0.10",
            "ecosystem": "pypi"
          },
          {
            "name": "cbor",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cbor2",
            "direct": false,
            "version": "6.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2026.5.20",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cfgv",
            "direct": false,
            "version": "3.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.7",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cloudpathlib",
            "direct": false,
            "version": "0.24.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cloudpickle",
            "direct": false,
            "version": "3.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "codecarbon",
            "direct": false,
            "version": "2.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cohere",
            "direct": false,
            "version": "5.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "colpali-engine",
            "direct": false,
            "version": "0.3.17",
            "ecosystem": "pypi"
          },
          {
            "name": "compressed-tensors",
            "direct": false,
            "version": "0.15.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "confection",
            "direct": false,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "contexttimer",
            "direct": false,
            "version": "0.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "contourpy",
            "direct": false,
            "version": "1.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "contourpy",
            "direct": false,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": "7.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": "43.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "cuda-bindings",
            "direct": false,
            "version": "13.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cuda-core",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cuda-pathfinder",
            "direct": false,
            "version": "1.5.5",
            "ecosystem": "pypi"
          },
          {
            "name": "cuda-python",
            "direct": false,
            "version": "13.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cuda-tile",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cuda-toolkit",
            "direct": false,
            "version": "13.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "cycler",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cymem",
            "direct": false,
            "version": "2.0.13",
            "ecosystem": "pypi"
          },
          {
            "name": "decorator",
            "direct": false,
            "version": "5.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "decord",
            "direct": false,
            "version": "0.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "deepmerge",
            "direct": false,
            "version": "2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "depyf",
            "direct": false,
            "version": "0.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "detect-installer",
            "direct": false,
            "version": "0.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dill",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "diskcache",
            "direct": false,
            "version": "5.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "distlib",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "distro",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dnspython",
            "direct": false,
            "version": "2.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docstring-parser",
            "direct": false,
            "version": "0.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "easydict",
            "direct": false,
            "version": "1.13",
            "ecosystem": "pypi"
          },
          {
            "name": "einops",
            "direct": false,
            "version": "0.8.2",
            "ecosystem": "pypi"
          },
          {
            "name": "email-validator",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "evaluate",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "exceptiongroup",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "execnet",
            "direct": false,
            "version": "2.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "executing",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fairscale",
            "direct": false,
            "version": "0.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "faiss-cpu",
            "direct": false,
            "version": "1.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "fast-plaid",
            "direct": false,
            "version": "1.4.6.2110",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": false,
            "version": "0.136.3",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi-cli",
            "direct": false,
            "version": "0.0.24",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi-cloud-cli",
            "direct": false,
            "version": "0.19.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fastar",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fastavro",
            "direct": false,
            "version": "1.12.2",
            "ecosystem": "pypi"
          },
          {
            "name": "fastjsonschema",
            "direct": false,
            "version": "2.21.2",
            "ecosystem": "pypi"
          },
          {
            "name": "fastkmeans",
            "direct": false,
            "version": "0.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fastsafetensors",
            "direct": false,
            "version": "0.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ffmpeg-python",
            "direct": false,
            "version": "0.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ffmpy",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.29.1",
            "ecosystem": "pypi"
          },
          {
            "name": "flagembedding",
            "direct": false,
            "version": "1.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "flash-attn",
            "direct": false,
            "version": "2.8.3",
            "ecosystem": "pypi"
          },
          {
            "name": "flashinfer-cubin",
            "direct": false,
            "version": "0.6.11.post2",
            "ecosystem": "pypi"
          },
          {
            "name": "flashinfer-python",
            "direct": false,
            "version": "0.6.11.post2",
            "ecosystem": "pypi"
          },
          {
            "name": "fonttools",
            "direct": false,
            "version": "4.63.0",
            "ecosystem": "pypi"
          },
          {
            "name": "frozenlist",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": false,
            "version": "2026.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ftfy",
            "direct": false,
            "version": "6.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "future",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gguf",
            "direct": false,
            "version": "0.19.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ghp-import",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gitdb",
            "direct": false,
            "version": "4.0.12",
            "ecosystem": "pypi"
          },
          {
            "name": "gitpython",
            "direct": false,
            "version": "3.1.50",
            "ecosystem": "pypi"
          },
          {
            "name": "google-api-core",
            "direct": false,
            "version": "2.25.2",
            "ecosystem": "pypi"
          },
          {
            "name": "google-auth",
            "direct": false,
            "version": "2.53.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-cloud-aiplatform",
            "direct": false,
            "version": "1.71.1",
            "ecosystem": "pypi"
          },
          {
            "name": "google-cloud-bigquery",
            "direct": false,
            "version": "3.41.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-cloud-core",
            "direct": false,
            "version": "2.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-cloud-resource-manager",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-cloud-storage",
            "direct": false,
            "version": "2.19.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-crc32c",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-genai",
            "direct": false,
            "version": "2.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-resumable-media",
            "direct": false,
            "version": "2.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "googleapis-common-protos",
            "direct": false,
            "version": "1.75.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gradio",
            "direct": false,
            "version": "6.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "gradio-client",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "greenlet",
            "direct": false,
            "version": "3.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "griffelib",
            "direct": false,
            "version": "2.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "gritlm",
            "direct": false,
            "version": "1.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "groovy",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "grpc-google-iam-v1",
            "direct": false,
            "version": "0.14.4",
            "ecosystem": "pypi"
          },
          {
            "name": "grpcio",
            "direct": false,
            "version": "1.81.0",
            "ecosystem": "pypi"
          },
          {
            "name": "grpcio-status",
            "direct": false,
            "version": "1.71.2",
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "h2",
            "direct": false,
            "version": "4.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hf-transfer",
            "direct": false,
            "version": "0.1.9",
            "ecosystem": "pypi"
          },
          {
            "name": "hf-xet",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "hpack",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "httpcore",
            "direct": false,
            "version": "1.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "httptools",
            "direct": false,
            "version": "0.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": false,
            "version": "0.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx-sse",
            "direct": false,
            "version": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "huggingface-hub",
            "direct": false,
            "version": "0.36.2",
            "ecosystem": "pypi"
          },
          {
            "name": "huggingface-hub",
            "direct": false,
            "version": "1.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "humming-kernels",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "hyperframe",
            "direct": false,
            "version": "6.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hyperpyyaml",
            "direct": false,
            "version": "1.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "identify",
            "direct": false,
            "version": "2.6.19",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.18",
            "ecosystem": "pypi"
          },
          {
            "name": "ijson",
            "direct": false,
            "version": "3.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "imageio",
            "direct": false,
            "version": "2.37.3",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "inscriptis",
            "direct": false,
            "version": "2.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "interegular",
            "direct": false,
            "version": "0.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "iopath",
            "direct": false,
            "version": "0.1.10",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": false,
            "version": "8.39.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": false,
            "version": "9.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython-pygments-lexers",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ir-datasets",
            "direct": false,
            "version": "0.5.11",
            "ecosystem": "pypi"
          },
          {
            "name": "iso639",
            "direct": false,
            "version": "0.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "itsdangerous",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jedi",
            "direct": false,
            "version": "0.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": false,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "jiter",
            "direct": false,
            "version": "0.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jmespath",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": "1.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonpatch",
            "direct": false,
            "version": "1.33",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonpointer",
            "direct": false,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2025.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-core",
            "direct": false,
            "version": "5.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupytext",
            "direct": false,
            "version": "1.19.3",
            "ecosystem": "pypi"
          },
          {
            "name": "kaggle",
            "direct": false,
            "version": "1.7.4.5",
            "ecosystem": "pypi"
          },
          {
            "name": "kaggle",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "kagglesdk",
            "direct": false,
            "version": "0.1.28",
            "ecosystem": "pypi"
          },
          {
            "name": "kiwisolver",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-core",
            "direct": false,
            "version": "1.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-protocol",
            "direct": false,
            "version": "0.0.16",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-text-splitters",
            "direct": false,
            "version": "1.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "langsmith",
            "direct": false,
            "version": "0.8.11",
            "ecosystem": "pypi"
          },
          {
            "name": "lark",
            "direct": false,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "lazy-loader",
            "direct": false,
            "version": "0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "librosa",
            "direct": false,
            "version": "0.10.2.post1",
            "ecosystem": "pypi"
          },
          {
            "name": "librosa",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "librt",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "llguidance",
            "direct": false,
            "version": "1.7.6",
            "ecosystem": "pypi"
          },
          {
            "name": "llm2vec",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "llvmlite",
            "direct": false,
            "version": "0.47.0",
            "ecosystem": "pypi"
          },
          {
            "name": "lm-format-enforcer",
            "direct": false,
            "version": "0.11.3",
            "ecosystem": "pypi"
          },
          {
            "name": "loguru",
            "direct": false,
            "version": "0.7.3",
            "ecosystem": "pypi"
          },
          {
            "name": "lxml",
            "direct": false,
            "version": "6.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "lz4",
            "direct": false,
            "version": "4.4.5",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown",
            "direct": false,
            "version": "3.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": false,
            "version": "3.10.9",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib-inline",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "maturin",
            "direct": false,
            "version": "1.13.3",
            "ecosystem": "pypi"
          },
          {
            "name": "mcp",
            "direct": false,
            "version": "1.27.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mdit-py-plugins",
            "direct": false,
            "version": "0.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mergedeep",
            "direct": false,
            "version": "1.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "mistral-common",
            "direct": false,
            "version": "1.11.3",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs",
            "direct": false,
            "version": "1.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-autorefs",
            "direct": false,
            "version": "1.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-get-deps",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocstrings",
            "direct": false,
            "version": "1.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocstrings-python",
            "direct": false,
            "version": "2.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "ml-dtypes",
            "direct": false,
            "version": "0.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "model-hosting-container-standards",
            "direct": false,
            "version": "0.1.15",
            "ecosystem": "pypi"
          },
          {
            "name": "model2vec",
            "direct": false,
            "version": "0.8.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mpmath",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "msclap",
            "direct": false,
            "version": "1.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "msgpack",
            "direct": false,
            "version": "1.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "msgspec",
            "direct": false,
            "version": "0.21.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mteb",
            "direct": false,
            "version": "2.18.1",
            "ecosystem": "pypi"
          },
          {
            "name": "multidict",
            "direct": false,
            "version": "6.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "multiprocess",
            "direct": false,
            "version": "0.70.19",
            "ecosystem": "pypi"
          },
          {
            "name": "muq",
            "direct": false,
            "version": "0.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "murmurhash",
            "direct": false,
            "version": "1.0.15",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy-extensions",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "narwhals",
            "direct": false,
            "version": "2.22.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nbformat",
            "direct": false,
            "version": "5.10.4",
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": false,
            "version": "3.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": false,
            "version": "3.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ninja",
            "direct": false,
            "version": "1.11.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "ninja",
            "direct": false,
            "version": "1.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nnaudio",
            "direct": false,
            "version": "0.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "nodeenv",
            "direct": false,
            "version": "1.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "numba",
            "direct": false,
            "version": "0.65.0",
            "ecosystem": "pypi"
          },
          {
            "name": "numkong",
            "direct": false,
            "version": "7.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy-typing-compat",
            "direct": false,
            "version": "20251206.1.25",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy-typing-compat",
            "direct": false,
            "version": "20251206.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy-typing-compat",
            "direct": false,
            "version": "20251206.2.4",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cublas",
            "direct": false,
            "version": "13.1.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cublas-cu12",
            "direct": false,
            "version": "12.8.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-cccl",
            "direct": false,
            "version": "13.3.3.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-crt",
            "direct": false,
            "version": "13.3.33",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-cupti",
            "direct": false,
            "version": "13.0.85",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-cupti-cu12",
            "direct": false,
            "version": "12.8.90",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-nvcc",
            "direct": false,
            "version": "13.3.33",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-nvrtc",
            "direct": false,
            "version": "13.0.88",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-nvrtc-cu12",
            "direct": false,
            "version": "12.8.93",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-runtime",
            "direct": false,
            "version": "13.0.96",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-runtime-cu12",
            "direct": false,
            "version": "12.8.90",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cudnn-cu12",
            "direct": false,
            "version": "9.10.2.21",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cudnn-cu13",
            "direct": false,
            "version": "9.19.0.56",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cudnn-frontend",
            "direct": false,
            "version": "1.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cufft",
            "direct": false,
            "version": "12.0.0.61",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cufft-cu12",
            "direct": false,
            "version": "11.3.3.83",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cufile",
            "direct": false,
            "version": "1.15.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cufile-cu12",
            "direct": false,
            "version": "1.13.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-curand",
            "direct": false,
            "version": "10.4.0.35",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-curand-cu12",
            "direct": false,
            "version": "10.3.9.90",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cusolver",
            "direct": false,
            "version": "12.0.4.66",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cusolver-cu12",
            "direct": false,
            "version": "11.7.3.90",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cusparse",
            "direct": false,
            "version": "12.6.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cusparse-cu12",
            "direct": false,
            "version": "12.5.8.93",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cusparselt-cu12",
            "direct": false,
            "version": "0.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cusparselt-cu13",
            "direct": false,
            "version": "0.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cutlass-dsl",
            "direct": false,
            "version": "4.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cutlass-dsl-libs-base",
            "direct": false,
            "version": "4.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cutlass-dsl-libs-cu13",
            "direct": false,
            "version": "4.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-ml-py",
            "direct": false,
            "version": "13.610.43",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nccl-cu12",
            "direct": false,
            "version": "2.27.3",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nccl-cu13",
            "direct": false,
            "version": "2.28.9",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nvjitlink",
            "direct": false,
            "version": "13.0.88",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nvjitlink-cu12",
            "direct": false,
            "version": "12.8.93",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nvshmem-cu13",
            "direct": false,
            "version": "3.4.5",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nvtx",
            "direct": false,
            "version": "13.0.85",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nvtx-cu12",
            "direct": false,
            "version": "12.8.90",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nvvm",
            "direct": false,
            "version": "13.3.33",
            "ecosystem": "pypi"
          },
          {
            "name": "octen",
            "direct": false,
            "version": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "omegaconf",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "open-clip-torch",
            "direct": false,
            "version": "2.31.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openai",
            "direct": false,
            "version": "2.41.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openai-harmony",
            "direct": false,
            "version": "0.0.8",
            "ecosystem": "pypi"
          },
          {
            "name": "opencv-python-headless",
            "direct": false,
            "version": "4.13.0.92",
            "ecosystem": "pypi"
          },
          {
            "name": "opencv-python-headless",
            "direct": false,
            "version": "4.5.5.64",
            "ecosystem": "pypi"
          },
          {
            "name": "opendatasets",
            "direct": false,
            "version": "0.1.22",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-api",
            "direct": false,
            "version": "1.42.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp",
            "direct": false,
            "version": "1.42.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-common",
            "direct": false,
            "version": "1.42.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-grpc",
            "direct": false,
            "version": "1.42.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-http",
            "direct": false,
            "version": "1.42.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation",
            "direct": false,
            "version": "0.63b1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation-asgi",
            "direct": false,
            "version": "0.63b1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation-fastapi",
            "direct": false,
            "version": "0.63b1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-proto",
            "direct": false,
            "version": "1.42.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-sdk",
            "direct": false,
            "version": "1.42.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-semantic-conventions",
            "direct": false,
            "version": "0.63b1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-semantic-conventions-ai",
            "direct": false,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-util-http",
            "direct": false,
            "version": "0.63b1",
            "ecosystem": "pypi"
          },
          {
            "name": "optype",
            "direct": false,
            "version": "0.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "optype",
            "direct": false,
            "version": "0.9.3",
            "ecosystem": "pypi"
          },
          {
            "name": "orjson",
            "direct": false,
            "version": "3.11.9",
            "ecosystem": "pypi"
          },
          {
            "name": "outlines-core",
            "direct": false,
            "version": "0.2.14",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "26.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": false,
            "version": "2.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas-stubs",
            "direct": false,
            "version": "2.3.3.260113",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas-stubs",
            "direct": false,
            "version": "3.0.3.260530",
            "ecosystem": "pypi"
          },
          {
            "name": "parso",
            "direct": false,
            "version": "0.8.7",
            "ecosystem": "pypi"
          },
          {
            "name": "partial-json-parser",
            "direct": false,
            "version": "0.2.1.1.post7",
            "ecosystem": "pypi"
          },
          {
            "name": "pathspec",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "peft",
            "direct": false,
            "version": "0.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "peft",
            "direct": false,
            "version": "0.19.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pexpect",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "12.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "playwright",
            "direct": false,
            "version": "1.60.0",
            "ecosystem": "pypi"
          },
          {
            "name": "plotly",
            "direct": false,
            "version": "5.24.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "polars-runtime-32",
            "direct": false,
            "version": "1.41.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pooch",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "portalocker",
            "direct": false,
            "version": "3.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pre-commit",
            "direct": false,
            "version": "4.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "preshed",
            "direct": false,
            "version": "3.0.13",
            "ecosystem": "pypi"
          },
          {
            "name": "prometheus-client",
            "direct": false,
            "version": "0.25.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prometheus-fastapi-instrumentator",
            "direct": false,
            "version": "7.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prompt-toolkit",
            "direct": false,
            "version": "3.0.52",
            "ecosystem": "pypi"
          },
          {
            "name": "propcache",
            "direct": false,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "proto-plus",
            "direct": false,
            "version": "1.28.0",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "5.29.6",
            "ecosystem": "pypi"
          },
          {
            "name": "psutil",
            "direct": false,
            "version": "7.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ptyprocess",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pure-eval",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "py-cpuinfo",
            "direct": false,
            "version": "9.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow",
            "direct": false,
            "version": "24.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1-modules",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pybase64",
            "direct": false,
            "version": "1.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pycocoevalcap",
            "direct": false,
            "version": "1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pycocotools",
            "direct": false,
            "version": "2.0.11",
            "ecosystem": "pypi"
          },
          {
            "name": "pycountry",
            "direct": false,
            "version": "26.2.16",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.41.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-extra-types",
            "direct": false,
            "version": "2.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-settings",
            "direct": false,
            "version": "2.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pydeck",
            "direct": false,
            "version": "0.9.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pydub",
            "direct": false,
            "version": "0.25.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyee",
            "direct": false,
            "version": "13.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyelftools",
            "direct": false,
            "version": "0.33",
            "ecosystem": "pypi"
          },
          {
            "name": "pygithub",
            "direct": false,
            "version": "2.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": false,
            "version": "2.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pylate",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pymdown-extensions",
            "direct": false,
            "version": "10.21.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pymongo",
            "direct": false,
            "version": "4.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pynacl",
            "direct": false,
            "version": "1.6.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pynvml",
            "direct": false,
            "version": "13.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyparsing",
            "direct": false,
            "version": "3.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pystemmer",
            "direct": false,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "8.3.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": "7.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cover",
            "direct": false,
            "version": "3.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-coverage",
            "direct": false,
            "version": "0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-rerunfailures",
            "direct": false,
            "version": "15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-xdist",
            "direct": false,
            "version": "3.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-discovery",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": false,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "python-json-logger",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-magic",
            "direct": false,
            "version": "0.4.27",
            "ecosystem": "pypi"
          },
          {
            "name": "python-multipart",
            "direct": false,
            "version": "0.0.32",
            "ecosystem": "pypi"
          },
          {
            "name": "python-slugify",
            "direct": false,
            "version": "8.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pytz",
            "direct": false,
            "version": "2026.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32",
            "direct": false,
            "version": "312",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml-env-tag",
            "direct": false,
            "version": "1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyzmq",
            "direct": false,
            "version": "27.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "quack-kernels",
            "direct": false,
            "version": "0.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "questionary",
            "direct": false,
            "version": "2.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "qwen-omni-utils",
            "direct": false,
            "version": "0.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "qwen-vl-utils",
            "direct": false,
            "version": "0.0.14",
            "ecosystem": "pypi"
          },
          {
            "name": "rapidfuzz",
            "direct": false,
            "version": "3.14.5",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": false,
            "version": "0.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "regex",
            "direct": false,
            "version": "2026.5.9",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-toolbelt",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich-toolkit",
            "direct": false,
            "version": "0.20.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rignore",
            "direct": false,
            "version": "0.7.6",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "0.30.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "2026.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ruamel-yaml",
            "direct": false,
            "version": "0.18.17",
            "ecosystem": "pypi"
          },
          {
            "name": "ruamel-yaml-clib",
            "direct": false,
            "version": "0.2.15",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "safehttpx",
            "direct": false,
            "version": "0.1.7",
            "ecosystem": "pypi"
          },
          {
            "name": "safetensors",
            "direct": false,
            "version": "0.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "salesforce-lavis",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sauerkrautlm-colpali",
            "direct": false,
            "version": "0.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-image",
            "direct": false,
            "version": "0.25.2",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-image",
            "direct": false,
            "version": "0.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy-stubs",
            "direct": false,
            "version": "1.15.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy-stubs",
            "direct": false,
            "version": "1.17.1.5",
            "ecosystem": "pypi"
          },
          {
            "name": "semantic-version",
            "direct": false,
            "version": "2.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sentencepiece",
            "direct": false,
            "version": "0.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sentry-sdk",
            "direct": false,
            "version": "2.62.0",
            "ecosystem": "pypi"
          },
          {
            "name": "setproctitle",
            "direct": false,
            "version": "1.3.7",
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": "80.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "shapely",
            "direct": false,
            "version": "2.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "shellingham",
            "direct": false,
            "version": "1.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "smart-open",
            "direct": false,
            "version": "7.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "smmap",
            "direct": false,
            "version": "5.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "sniffio",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "soundfile",
            "direct": false,
            "version": "0.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "soupsieve",
            "direct": false,
            "version": "2.8.4",
            "ecosystem": "pypi"
          },
          {
            "name": "soxr",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "spacy",
            "direct": false,
            "version": "3.8.14",
            "ecosystem": "pypi"
          },
          {
            "name": "spacy-legacy",
            "direct": false,
            "version": "3.0.12",
            "ecosystem": "pypi"
          },
          {
            "name": "spacy-loggers",
            "direct": false,
            "version": "1.0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "speechbrain",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "srsly",
            "direct": false,
            "version": "2.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "sse-starlette",
            "direct": false,
            "version": "3.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "stack-data",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "standard-aifc",
            "direct": false,
            "version": "3.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "standard-chunk",
            "direct": false,
            "version": "3.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "standard-sunau",
            "direct": false,
            "version": "3.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "0.52.1",
            "ecosystem": "pypi"
          },
          {
            "name": "streamlit",
            "direct": false,
            "version": "1.58.0",
            "ecosystem": "pypi"
          },
          {
            "name": "supervisor",
            "direct": false,
            "version": "4.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sympy",
            "direct": false,
            "version": "1.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tabulate",
            "direct": false,
            "version": "0.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tenacity",
            "direct": false,
            "version": "9.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "tencentcloud-sdk-python-common",
            "direct": false,
            "version": "3.1.111",
            "ecosystem": "pypi"
          },
          {
            "name": "tencentcloud-sdk-python-lkeap",
            "direct": false,
            "version": "3.1.102",
            "ecosystem": "pypi"
          },
          {
            "name": "text-unidecode",
            "direct": false,
            "version": "1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "thinc",
            "direct": false,
            "version": "8.3.13",
            "ecosystem": "pypi"
          },
          {
            "name": "threadpoolctl",
            "direct": false,
            "version": "3.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tifffile",
            "direct": false,
            "version": "2025.5.10",
            "ecosystem": "pypi"
          },
          {
            "name": "tifffile",
            "direct": false,
            "version": "2026.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "tifffile",
            "direct": false,
            "version": "2026.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tiktoken",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tilelang",
            "direct": false,
            "version": "0.1.9",
            "ecosystem": "pypi"
          },
          {
            "name": "timm",
            "direct": false,
            "version": "0.4.12",
            "ecosystem": "pypi"
          },
          {
            "name": "timm",
            "direct": false,
            "version": "1.0.27",
            "ecosystem": "pypi"
          },
          {
            "name": "tokenizers",
            "direct": false,
            "version": "0.19.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tokenizers",
            "direct": false,
            "version": "0.21.4",
            "ecosystem": "pypi"
          },
          {
            "name": "tokenizers",
            "direct": false,
            "version": "0.22.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tokenspeed-mla",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tokenspeed-triton",
            "direct": false,
            "version": "3.7.10.post20260531",
            "ecosystem": "pypi"
          },
          {
            "name": "toml",
            "direct": false,
            "version": "0.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tomlkit",
            "direct": false,
            "version": "0.13.3",
            "ecosystem": "pypi"
          },
          {
            "name": "torch-c-dlpack-ext",
            "direct": false,
            "version": "0.1.5",
            "ecosystem": "pypi"
          },
          {
            "name": "torch-vggish-yamnet",
            "direct": false,
            "version": "0.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "torchaudio",
            "direct": false,
            "version": "2.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "torchcodec",
            "direct": false,
            "version": "0.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "torchlibrosa",
            "direct": false,
            "version": "0.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "torchvision",
            "direct": false,
            "version": "0.23.0",
            "ecosystem": "pypi"
          },
          {
            "name": "torchvision",
            "direct": false,
            "version": "0.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "traitlets",
            "direct": false,
            "version": "5.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "trec-car-tools",
            "direct": false,
            "version": "2.6",
            "ecosystem": "pypi"
          },
          {
            "name": "triton",
            "direct": false,
            "version": "3.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "triton",
            "direct": false,
            "version": "3.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": false,
            "version": "0.25.1",
            "ecosystem": "pypi"
          },
          {
            "name": "typer-slim",
            "direct": false,
            "version": "0.24.0",
            "ecosystem": "pypi"
          },
          {
            "name": "types-cachetools",
            "direct": false,
            "version": "7.0.0.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "types-colorama",
            "direct": false,
            "version": "0.4.15.20260508",
            "ecosystem": "pypi"
          },
          {
            "name": "types-defusedxml",
            "direct": false,
            "version": "0.7.0.20260504",
            "ecosystem": "pypi"
          },
          {
            "name": "types-docutils",
            "direct": false,
            "version": "0.22.3.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "types-gevent",
            "direct": false,
            "version": "26.4.0.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "types-greenlet",
            "direct": false,
            "version": "3.5.0.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "types-networkx",
            "direct": false,
            "version": "3.6.1.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "types-openpyxl",
            "direct": false,
            "version": "3.1.5.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "types-protobuf",
            "direct": false,
            "version": "7.34.1.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "types-psutil",
            "direct": false,
            "version": "7.2.2.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "types-pygments",
            "direct": false,
            "version": "2.20.0.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "types-pysocks",
            "direct": false,
            "version": "1.7.1.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "types-python-dateutil",
            "direct": false,
            "version": "2.9.0.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "types-pytz",
            "direct": false,
            "version": "2026.2.0.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "types-pywin32",
            "direct": false,
            "version": "312.0.0.20260609",
            "ecosystem": "pypi"
          },
          {
            "name": "types-pyyaml",
            "direct": false,
            "version": "6.0.12.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "types-regex",
            "direct": false,
            "version": "2026.5.9.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "types-requests",
            "direct": false,
            "version": "2.33.0.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "types-setuptools",
            "direct": false,
            "version": "82.0.0.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "types-simplejson",
            "direct": false,
            "version": "3.20.0.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "types-tabulate",
            "direct": false,
            "version": "0.10.0.20260508",
            "ecosystem": "pypi"
          },
          {
            "name": "types-tensorflow",
            "direct": false,
            "version": "2.18.0.20260610",
            "ecosystem": "pypi"
          },
          {
            "name": "types-tqdm",
            "direct": false,
            "version": "4.68.0.20260608",
            "ecosystem": "pypi"
          },
          {
            "name": "types-xlrd",
            "direct": false,
            "version": "2.0.0.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "typos",
            "direct": false,
            "version": "1.47.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2026.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ujson",
            "direct": false,
            "version": "5.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "unlzw3",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "usearch",
            "direct": false,
            "version": "2.25.3",
            "ecosystem": "pypi"
          },
          {
            "name": "uuid-utils",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": false,
            "version": "0.49.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uvloop",
            "direct": false,
            "version": "0.22.1",
            "ecosystem": "pypi"
          },
          {
            "name": "vertexai",
            "direct": false,
            "version": "1.71.1",
            "ecosystem": "pypi"
          },
          {
            "name": "virtualenv",
            "direct": false,
            "version": "21.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "vllm",
            "direct": false,
            "version": "0.22.1",
            "ecosystem": "pypi"
          },
          {
            "name": "volcengine-python-sdk",
            "direct": false,
            "version": "3.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "voyageai",
            "direct": false,
            "version": "0.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "voyageai",
            "direct": false,
            "version": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wandb",
            "direct": false,
            "version": "0.27.2",
            "ecosystem": "pypi"
          },
          {
            "name": "warc3-wet",
            "direct": false,
            "version": "0.2.5",
            "ecosystem": "pypi"
          },
          {
            "name": "warc3-wet-clueweb09",
            "direct": false,
            "version": "0.2.5",
            "ecosystem": "pypi"
          },
          {
            "name": "wasabi",
            "direct": false,
            "version": "1.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "watchdog",
            "direct": false,
            "version": "6.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "watchfiles",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wav2clip",
            "direct": false,
            "version": "0.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.8.1",
            "ecosystem": "pypi"
          },
          {
            "name": "weasel",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "webdataset",
            "direct": false,
            "version": "1.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "webencodings",
            "direct": false,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "websockets",
            "direct": false,
            "version": "16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wheel",
            "direct": false,
            "version": "0.47.0",
            "ecosystem": "pypi"
          },
          {
            "name": "win32-setctime",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "x-clip",
            "direct": false,
            "version": "0.14.4",
            "ecosystem": "pypi"
          },
          {
            "name": "xformers",
            "direct": false,
            "version": "0.0.32.post2",
            "ecosystem": "pypi"
          },
          {
            "name": "xformers",
            "direct": false,
            "version": "0.0.35",
            "ecosystem": "pypi"
          },
          {
            "name": "xgrammar",
            "direct": false,
            "version": "0.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "xxhash",
            "direct": false,
            "version": "3.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "yarl",
            "direct": false,
            "version": "1.24.2",
            "ecosystem": "pypi"
          },
          {
            "name": "z3-solver",
            "direct": false,
            "version": "4.15.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "zensical",
            "direct": false,
            "version": "0.0.45",
            "ecosystem": "pypi"
          },
          {
            "name": "zlib-state",
            "direct": false,
            "version": "0.1.12",
            "ecosystem": "pypi"
          },
          {
            "name": "zstandard",
            "direct": false,
            "version": "0.25.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 544,
        "direct_count": 26,
        "indirect_count": 518
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 42,
        "merged_prs": 2661,
        "open_issues": 270,
        "closed_ratio": 0.85,
        "closed_issues": 1531,
        "closed_unmerged_prs": 343
      },
      "bus_factor": 3,
      "top_contributors": [
        {
          "type": "Bot",
          "login": "github-actions[bot]",
          "commits": 907,
          "avatar_url": "https://avatars.githubusercontent.com/in/15368?v=4"
        },
        {
          "type": "User",
          "login": "KennethEnevoldsen",
          "commits": 451,
          "avatar_url": "https://avatars.githubusercontent.com/u/23721977?v=4"
        },
        {
          "type": "User",
          "login": "Samoed",
          "commits": 353,
          "avatar_url": "https://avatars.githubusercontent.com/u/36135455?v=4"
        },
        {
          "type": "User",
          "login": "Muennighoff",
          "commits": 270,
          "avatar_url": "https://avatars.githubusercontent.com/u/62820084?v=4"
        },
        {
          "type": "User",
          "login": "nmntz",
          "commits": 173,
          "avatar_url": "https://avatars.githubusercontent.com/u/29777165?v=4"
        },
        {
          "type": "User",
          "login": "isaac-chung",
          "commits": 171,
          "avatar_url": "https://avatars.githubusercontent.com/u/48971969?v=4"
        },
        {
          "type": "User",
          "login": "ayush1298",
          "commits": 76,
          "avatar_url": "https://avatars.githubusercontent.com/u/115063727?v=4"
        },
        {
          "type": "User",
          "login": "x-tabdeveloping",
          "commits": 68,
          "avatar_url": "https://avatars.githubusercontent.com/u/13087737?v=4"
        },
        {
          "type": "User",
          "login": "loicmagne",
          "commits": 62,
          "avatar_url": "https://avatars.githubusercontent.com/u/53355258?v=4"
        },
        {
          "type": "User",
          "login": "fzoll",
          "commits": 48,
          "avatar_url": "https://avatars.githubusercontent.com/u/5575946?v=4"
        }
      ],
      "contributors_sampled": 100,
      "top_contributor_share": 0.278
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "api_docker.yml",
        "dataset_loading.yml",
        "documentation.yml",
        "leaderboard_build.yml",
        "leaderboard_healthcheck.yml",
        "leaderboard_refresh.yaml",
        "lint.yml",
        "model_loading.yml",
        "reference_models.yml",
        "release.yml",
        "stale_pr.yml",
        "test.yml",
        "test_lowest.yml",
        "typechecking.yml",
        "update_leaderboard_models.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": null,
            "reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "25 out of 25 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 7,
            "reason": "Found 21/30 approved changesets -- score normalized to 7",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 36 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": 0,
            "reason": "Project has not signed or included provenance with any releases.",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "023b0b110d796761bd536c0d60ee16b746659f1f",
        "ran_at": "2026-07-19T17:58:44Z",
        "aggregate_score": 5.2,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/embeddings-benchmark/mteb",
    "host": "github.com",
    "name": "mteb",
    "owner": "embeddings-benchmark"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 82,
      "inputs": {
        "security": 51,
        "vitality": 96,
        "community": 82,
        "governance": 80,
        "engineering": 92
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 96,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "commits_last_year": 1172,
              "human_commit_share": null,
              "days_since_last_push": 0,
              "active_weeks_last_year": 52
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "52/52 weeks with commits",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 52
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "1172 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 1172
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "releases_count": 100,
              "latest_release_tag": "2.18.4",
              "releases_from_tags": false,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 3.1
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "100 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 100
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~3.1 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 3.1
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "no_commit_sample",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 82,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "excellent",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 87,
            "inputs": {
              "forks": 645,
              "stars": 3362,
              "watchers": 17,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "3,362 stars",
                "points": 57.2,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 3362
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "645 forks",
                "points": 23.4,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 645
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "17 watchers",
                "points": 6.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 17
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 80,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "good",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 76,
            "inputs": {
              "bus_factor": 3,
              "contributors_sampled": 100,
              "top_contributor_share": 0.278
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "3 contributor(s) cover half of all commits",
                "points": 36,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 28% of commits",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 28
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "100 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 100
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 36 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "merged_prs": 2661,
              "open_issues": 270,
              "closed_issues": 1531,
              "issue_closed_ratio": 0.85,
              "closed_unmerged_prs": 343
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "85% of issues closed",
                "points": 39.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 85
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "2661/3004 decided PRs merged",
                "points": 33.9,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 2661,
                      "decided": 3004
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 21/30 approved changesets -- score normalized to 7",
                "points": 10.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 63,
            "inputs": {
              "followers": 232,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "embeddings-benchmark",
              "public_repos": 10,
              "account_age_days": 1566
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "232 followers of embeddings-benchmark",
                "points": 17,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 232,
                      "login": "embeddings-benchmark"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "10 public repos, account ~4 yr old",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 10
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 4
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "mteb"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "761 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 761
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 92,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "15 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 15
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "25 out of 25 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "benchmark",
                "clustering",
                "information-retrieval",
                "sentence-transformers",
                "sts",
                "text-embedding",
                "retrieval",
                "neural-search",
                "semantic-search",
                "sbert",
                "text-classification",
                "bitext-mining",
                "reranking",
                "multilingual-nlp",
                "mteb",
                "low-resource-nlp",
                "multimodal",
                "embeddings",
                "evaluation"
              ],
              "has_wiki": false,
              "homepage": "https://docs.mteb.org",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://docs.mteb.org",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "19 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 19
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 51,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 51,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 5.2
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "25 out of 25 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 21/30 approved changesets -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 36 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 8
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 54,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 88,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "mteb/py.typed"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "mteb/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "mteb/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 305351,
              "source_files_sampled": 1717,
              "oversized_source_files": 8
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (mteb/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "mteb/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "8/1717 source files over 60KB",
                "points": 54.7,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 1717,
                      "oversized": 8
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-19T17:59:16.613785Z",
  "schema_version": "0.15.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/e/embeddings-benchmark/mteb.svg",
  "full_name": "embeddings-benchmark/mteb",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

Related records

Inspected repositories sharing catalogue tags or ecosystems with embeddings-benchmark/mteb. Read them side by side →

88weaviate/weaviateWeaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database​.Excellent87creativesoftwarefdn/weaviateWeaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database​.Excellent87semi-technologies/weaviateWeaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database​.Excellent93deepset-ai/haystackOpen-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.Excellent88eventual-inc/daftHigh-performance data engine for AI and multimodal workloads. Process images, audio, video, and structured data at any scaleExcellent87Unstructured-IO/unstructuredConvert documents to structured data effortlessly. Unstructured is open-source ETL solution for transforming complex documents into clean, structured formats for language models. Visit our website to learn more about our enterprise grade Platform product for production grade workflows, partitioning, enrichments, chunking and embedding.Excellent

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 v1.13.0, schema v0.15.0 — full methodology · metrics wiki.

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