公开记录
软件健康报告模式 0.15.0 · 指标 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 星标⑂ 645 复刻始于 2022年4月在 GitHub 上查看 ↗

embeddings-benchmark/mteb 的健康指数为 100 分中的 82 分,处于「良好」区间。 其得分最高的类别是Vitality(96/100),最低的是Security(51/100)。 最近一次更新在今天。 近期的大部分工作由 3 位贡献者完成。

82
总分 / 100
良好

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 49(有风险)的上限。AI 就绪度不计入总体分。

82
优秀85-100堪称典范;基本满足所有检验标准
良好70-84健康;仅有轻微不足
中等50-69可接受,但存在明显不足;建议进行审查
存在风险30-49存在重大薄弱环节;采用时应保持审慎
危急1-29问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形,而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。

所有权

232 关注者10 个公开仓库始于 2022年4月

该仓库由组织支持——共同承担、可问责的托管责任,可延续于任何单一维护者之后。

软件包生态系统

注册表软件包版本月下载量版本数最近发布标签
PyPImteb2.18.4-7610 天前deep-learningtext-embeddingsembeddingsmultimodalbenchmarkretrievalinformation-retrieval

按类别列示的指标

活力

项目是否仍有生命——是否仍在编写代码,是否仍在发布版本?

96优秀 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
36/36提交节奏 — 52 周中有 52 周有提交
18/18提交量 — 最近一年 1,172 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year1,172
human_commit_share
days_since_last_push0
active_weeks_last_year52

发布纪律

90优秀
评分方式
27/27有发布版本 — 已发布 100 个发布版本
36/36发布时效 — 最近一次发布版本于 0 天前
27/27发布节奏 — 约每 3.1 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — Project has not signed or included provenance with any releases.
所用输入
releases_count100
latest_release_tag2.18.4
releases_from_tags
days_since_latest_release0
mean_days_between_releases3.1

社区与采用

项目是否拥有用户、下载量与关注度,并具备欢迎贡献者参与的配置?

82良好 · 占总体的 18%
评分方式
57.2/60星标 — 3,362 个星标
23.4/25复刻 — 645 个复刻
6.7/15关注者 — 17 位关注者
所用输入
forks645
stars3,362
watchers17
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

77良好
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(Apache-2.0)
18/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
6.3/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template

可持续性与治理

项目能否在其成员之外延续——巴士系数、响应能力、由谁支持,以及软件包的维护状况?

80良好 · 占总体的 24%
评分方式
36/54巴士系数 — 3 位贡献者贡献了半数提交
16.2/22.5提交分布 — 头号贡献者编写了 28% 的提交
13.5/13.5贡献者广度 — 100 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 36 contributing companies or organizations
所用输入
bus_factor3
contributors_sampled100
top_contributor_share0.278
评分方式
39.7/46.8议题解决 — 85% 的议题已关闭
33.9/38.3PR 接受 — 已裁定的 PR 中 2,661/3,004 已合并
10.5/15OpenSSF Scorecard:Code-Review — Found 21/30 approved changesets -- score normalized to 7
所用输入
merged_prs2,661
open_issues270
closed_issues1,531
issue_closed_ratio0.85
closed_unmerged_prs343
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
17/25所有者影响力 — embeddings-benchmark 有 232 位关注者
16.2/25既往记录 — 10 个公开仓库,账户约 4 年
所用输入
followers232
owner_typeOrganization
is_verified
owner_loginembeddings-benchmark
public_repos10
account_age_days1,566
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
35/35发布时效 — 最近一次发布于 0 天前
20/20版本历史 — 761 个已发布版本
20/20未被弃用 — 活跃,未被弃用或撤回
所用输入
packagesmteb
ecosystemspypi
any_deprecated
min_days_since_publish0

工程质量

基础的工程与文档实践是否到位?

92优秀 · 占总体的 20%

工程实践

94优秀
评分方式
24/24CI 工作流 — 15 个工作流
24/24存在测试
16/16Linter 配置
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 25 out of 25 merged PRs checked by a CI test -- score normalized to 10
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

90优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://docs.mteb.org
10/10仓库描述
10/10主题标签 — 19 个主题标签
0/10Wiki
所用输入
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_wiki
homepagehttps://docs.mteb.org
has_readme
has_docs_dir
has_description

安全

可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?

51中等 · 占总体的 16%

安全态势

51中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
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
2.5/2.5许可证 — 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
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.2
已排除计分(无数据或不适用):branch_protection。 其余权重已重新归一化。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?这是一枚独立的实验性徽章——权重为 0.0,因此单独呈现,不影响总体健康评分。

54中等 · 占总体的 0%
评分方式
0/45代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则
0/15机器可读文档(llms.txt)
0/40可读的提交历史 — 无数据
所用输入
has_llms_txt
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
已排除计分(无数据或不适用):可读的提交历史。 其余权重已重新归一化。
评分方式
18/18一条命令的引导启动 — Makefile
22/22自动化测试
11/11Lint / 格式化配置
11/11静态类型检查 — mteb/py.typed
10/10可复现环境 — Dockerfile, lockfile
0/10已体现的代理实践 — 无数据
0/8自动化维护 — 无数据
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilesuv.lock
has_dockerfile
typed_language
bootstrap_filesMakefile
has_devcontainer
has_linter_config
typecheck_configsmteb/py.typed
agent_commit_share
toolchain_manifests
dependency_bot_commit_share
已排除计分(无数据或不适用):已体现的代理实践, 自动化维护。 其余权重已重新归一化。
评分方式
27/45可类型检查的代码 — Python,已配置类型检查(mteb/py.typed)
54.7/55可控的文件大小 — 采样的 1,717 个源文件中有 8 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes305,351
source_files_sampled1,717
oversized_source_files8

机器可读接口

40存在风险
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
0/20MCP 服务器
40/40可运行示例 — notebooks
所用输入
example_dirsnotebooks
has_mcp_signal
api_schema_files

关键数据

3,362GitHub 星标
100贡献者
1,172最近 12 个月提交数
0距最近推送天数
100发布版本数
3巴士系数(bus factor)
270开放议题
PyPI软件包生态系统数

更多细节

OpenSSF Scorecard 5.2 / 10
5.2综合

来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身,而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用,并从安全评分中剔除(绝不按零分计)。Scorecard v5.5.0 · 2026-07-19 17:58 UTC

10Binary-Artifactsno binaries found in the repo
不适用Branch-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
直接依赖 14
注册表软件包版本约束清单文件
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
全部依赖 544

来自 GitHub 依赖图的完整解析依赖集合:26 个直接依赖与 518 个间接(传递)软件包。仓库提交锁文件时,传递闭包才是完整的。

注册表软件包版本关系
PyPIdatasets5.0.0直接
PyPInumpy1.26.4直接
PyPInumpy2.2.6直接
PyPInumpy2.3.5直接
PyPInumpy2.4.6直接
PyPIpolars1.41.2直接
PyPIpydantic2.12.4直接
PyPIpytrec-eval-terrier0.5.10直接
PyPIrequests2.34.2直接
PyPIrich15.0.0直接
PyPIscikit-learn1.7.2直接
PyPIscikit-learn1.9.0直接
PyPIscipy1.15.3直接
PyPIscipy1.17.1直接
PyPIsentence-transformers5.3.0直接
PyPIsentence-transformers5.5.1直接
PyPItorch2.11.0直接
PyPItorch2.8.0直接
PyPItqdm4.68.2直接
PyPItransformers4.44.2直接
PyPItransformers4.49.0直接
PyPItransformers4.51.0直接
PyPItransformers4.52.4直接
PyPItransformers5.0.0直接
PyPItransformers5.10.2直接
PyPItyping-extensions4.15.0直接
PyPIaccelerate1.13.0间接
PyPIaiofiles24.1.0间接
PyPIaiohappyeyeballs2.6.2间接
PyPIaiohttp3.14.1间接
PyPIaiolimiter1.2.1间接
PyPIaiosignal1.4.0间接
PyPIaltair6.2.1间接
PyPIannotated-doc0.0.4间接
PyPIannotated-types0.7.0间接
PyPIanthropic0.109.1间接
PyPIantlr4-python3-runtime4.9.3间接
PyPIanyio4.13.0间接
PyPIapache-tvm-ffi0.1.9间接
PyPIarrow1.4.0间接
PyPIasgiref3.11.1间接
PyPIast-serialize0.5.0间接
PyPIastor0.8.1间接
PyPIasttokens3.0.1间接
PyPIasync-timeout5.0.1间接
PyPIattrs26.1.0间接
PyPIaudioop-lts0.2.2间接
PyPIaudioread3.1.0间接
PyPIav17.1.0间接
PyPIbackports-strenum1.3.1间接
PyPIbeartype0.22.9间接
PyPIbeautifulsoup44.15.0间接
PyPIbibtexparser1.4.4间接
PyPIblake31.0.8间接
PyPIbleach6.4.0间接
PyPIblinker1.9.0间接
PyPIblis1.3.3间接
PyPIbm25s0.3.9间接
PyPIbraceexpand0.1.7间接
PyPIbrotli1.2.0间接
PyPIcachetools7.1.4间接
PyPIcatalogue2.0.10间接
PyPIcbor1.0.0间接
PyPIcbor26.1.2间接
PyPIcertifi2026.5.20间接
PyPIcffi2.0.0间接
PyPIcfgv3.5.0间接
PyPIcharset-normalizer3.4.7间接
PyPIclick8.4.1间接
PyPIcloudpathlib0.24.0间接
PyPIcloudpickle3.1.2间接
PyPIcodecarbon2.7.1间接
PyPIcohere5.14.0间接
PyPIcolorama0.4.6间接
PyPIcolpali-engine0.3.17间接
PyPIcompressed-tensors0.15.0.1间接
PyPIconfection1.3.3间接
PyPIcontexttimer0.3.3间接
PyPIcontourpy1.3.2间接
PyPIcontourpy1.3.3间接
PyPIcoverage7.14.1间接
PyPIcryptography43.0.3间接
PyPIcuda-bindings13.3.1间接
PyPIcuda-core1.0.1间接
PyPIcuda-pathfinder1.5.5间接
PyPIcuda-python13.3.1间接
PyPIcuda-tile1.4.0间接
PyPIcuda-toolkit13.0.2间接
PyPIcycler0.12.1间接
PyPIcymem2.0.13间接
PyPIdecorator5.3.1间接
PyPIdecord0.6.0间接
PyPIdeepmerge2.0间接
PyPIdepyf0.20.0间接
PyPIdetect-installer0.1.0间接
PyPIdill0.4.1间接
PyPIdiskcache5.6.3间接
PyPIdistlib0.4.2间接
PyPIdistro1.9.0间接
PyPIdnspython2.8.0间接
PyPIdocstring-parser0.18.0间接
PyPIeasydict1.13间接
PyPIeinops0.8.2间接
PyPIemail-validator2.3.0间接
PyPIevaluate0.4.6间接
PyPIexceptiongroup1.3.1间接
PyPIexecnet2.1.2间接
PyPIexecuting2.2.1间接
PyPIfairscale0.4.4间接
PyPIfaiss-cpu1.14.2间接
PyPIfast-plaid1.4.6.2110间接
PyPIfastapi0.136.3间接
PyPIfastapi-cli0.0.24间接
PyPIfastapi-cloud-cli0.19.0间接
PyPIfastar0.11.0间接
PyPIfastavro1.12.2间接
PyPIfastjsonschema2.21.2间接
PyPIfastkmeans0.5.0间接
PyPIfastsafetensors0.3.2间接
PyPIffmpeg-python0.2.0间接
PyPIffmpy1.0.0间接
PyPIfilelock3.29.1间接
PyPIflagembedding1.3.4间接
PyPIflash-attn2.8.3间接
PyPIflashinfer-cubin0.6.11.post2间接
PyPIflashinfer-python0.6.11.post2间接
PyPIfonttools4.63.0间接
PyPIfrozenlist1.8.0间接
PyPIfsspec2026.4.0间接
PyPIftfy6.3.1间接
PyPIfuture1.0.0间接
PyPIgguf0.19.0间接
PyPIghp-import2.1.0间接
PyPIgitdb4.0.12间接
PyPIgitpython3.1.50间接
PyPIgoogle-api-core2.25.2间接
PyPIgoogle-auth2.53.0间接
PyPIgoogle-cloud-aiplatform1.71.1间接
PyPIgoogle-cloud-bigquery3.41.0间接
PyPIgoogle-cloud-core2.6.0间接
PyPIgoogle-cloud-resource-manager1.17.0间接
PyPIgoogle-cloud-storage2.19.0间接
PyPIgoogle-crc32c1.8.0间接
PyPIgoogle-genai2.8.0间接
PyPIgoogle-resumable-media2.10.0间接
PyPIgoogleapis-common-protos1.75.0间接
PyPIgradio6.0.1间接
PyPIgradio-client2.0.0间接
PyPIgreenlet3.5.1间接
PyPIgriffelib2.0.2间接
PyPIgritlm1.0.2间接
PyPIgroovy0.1.2间接
PyPIgrpc-google-iam-v10.14.4间接
PyPIgrpcio1.81.0间接
PyPIgrpcio-status1.71.2间接
PyPIh110.16.0间接
PyPIh24.3.0间接
PyPIhf-transfer0.1.9间接
PyPIhf-xet1.5.1间接
PyPIhpack4.1.0间接
PyPIhttpcore1.0.9间接
PyPIhttptools0.8.0间接
PyPIhttpx0.28.1间接
PyPIhttpx-sse0.4.0间接
PyPIhuggingface-hub0.36.2间接
PyPIhuggingface-hub1.18.0间接
PyPIhumming-kernels0.1.2间接
PyPIhyperframe6.1.0间接
PyPIhyperpyyaml1.2.3间接
PyPIidentify2.6.19间接
PyPIidna3.18间接
PyPIijson3.5.0间接
PyPIimageio2.37.3间接
PyPIiniconfig2.3.0间接
PyPIinscriptis2.7.1间接
PyPIinteregular0.3.3间接
PyPIiopath0.1.10间接
PyPIipython8.39.0间接
PyPIipython9.14.1间接
PyPIipython-pygments-lexers1.1.1间接
PyPIir-datasets0.5.11间接
PyPIiso6390.1.4间接
PyPIitsdangerous2.2.0间接
PyPIjedi0.20.0间接
PyPIjinja23.1.6间接
PyPIjiter0.15.0间接
PyPIjmespath1.1.0间接
PyPIjoblib1.5.3间接
PyPIjsonpatch1.33间接
PyPIjsonpointer3.1.1间接
PyPIjsonschema4.26.0间接
PyPIjsonschema-specifications2025.9.1间接
PyPIjupyter-core5.9.1间接
PyPIjupytext1.19.3间接
PyPIkaggle1.7.4.5间接
PyPIkaggle2.2.1间接
PyPIkagglesdk0.1.28间接
PyPIkiwisolver1.5.0间接
PyPIlangchain-core1.4.3间接
PyPIlangchain-protocol0.0.16间接
PyPIlangchain-text-splitters1.1.2间接
PyPIlangsmith0.8.11间接
PyPIlark1.2.2间接
PyPIlazy-loader0.5间接
PyPIlibrosa0.10.2.post1间接
PyPIlibrosa0.11.0间接
PyPIlibrt0.11.0间接
PyPIllguidance1.7.6间接
PyPIllm2vec0.2.3间接
PyPIllvmlite0.47.0间接
PyPIlm-format-enforcer0.11.3间接
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原始 JSON 报告 机器可读
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                "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"
}

评分是信号,而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计,也不是安全保证。

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v1.13.0、模式 v0.15.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计PyPI.