公开记录
软件健康报告模式 0.11.0 · 指标 2.10.0 · 2026-07-15 16:53 UTC

empirical-run / empirical

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

TypeScriptMIT★ 167 星标⑂ 11 复刻始于 2024年3月在 GitHub 上查看 ↗
#evaluation-framework#llm-inference#llmops#llm#test-automation#testing#testing-framework

empirical-run/empirical 的健康指数为 100 分中的 50 分，处于「中等」区间。 其得分最高的类别是Engineering Quality（74/100），最低的是Vitality（25/100）。 最近一次更新在 694 天前。 近期的大部分工作由 2 位贡献者完成。

50
总分 / 100
中等

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，再依据公开记录的分布进行校准，使各等级具有百分位含义；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 34（存在风险）的上限。

50
卓越93-100公开记录中的最高层级（约前 5%）；基本满足所有检验标准
优秀80-92各方面均表现强劲；仅有少量不足
良好65-79健康；不足之处有限且可控
中等50-64可接受，但存在明显不足；建议进行审查
薄弱35-49多个领域存在实质性薄弱环节
存在风险20-34存在重大薄弱环节；采用时应保持审慎
危急1-19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。

加权总体分 50 经校准后在公布的指数量表上为 50（记录校准 2026-08-02）。

所有权

Empirical组织
10 关注者9 个公开仓库始于 2023年12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。

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？

25存在风险 · 占总体的 21%

开发活跃度

1危急
评分方式
0/36推送新近度 — 最近一次推送于 694 天前
0/36提交节奏 — 52 周中有 0 周有提交
0/18提交量 — 最近一年 0 次提交
0/10OpenSSF Scorecard：Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
所用输入
commits_last_year0
human_commit_share—
days_since_last_push694
active_weeks_last_year0

发布纪律

60中等
评分方式
27/27有发布版本 — 已发布 23 个发布版本
0/36发布时效 — 最近一次发布版本于 784 天前
27/27发布节奏 — 约每 2.5 天发布一次
0/10OpenSSF Scorecard：Signed-Releases — 无数据
所用输入
releases_count23
latest_release_tagempiricalrun@0.14.0
releases_from_tags否
days_since_latest_release784
mean_days_between_releases2.5
已排除计分（无数据或不适用）：OpenSSF Scorecard：Signed-Releases。 其余权重已重新归一化。

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？

49薄弱 · 占总体的 17%

流行度与采用

49薄弱
评分方式
36/60星标 — 167 个星标
8.3/25复刻 — 11 个复刻
4.3/15关注者 — 7 位关注者
所用输入
forks11
stars167
watchers7
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

50中等
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证（MIT）
0/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme是
has_license是
readme_badges—
has_contributing否
has_issue_template否
has_code_of_conduct否
readme_badge_services—
has_pull_request_template否

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？

60中等 · 占总体的 23%

维护者韧性（巴士系数）

59中等
评分方式
25.2/54巴士系数 — 2 位贡献者贡献了半数提交
13.2/22.5提交分布 — 头号贡献者编写了 41% 的提交
10.8/13.5贡献者广度 — 8 位贡献者
10/10OpenSSF Scorecard：Contributors — project has 4 contributing companies or organizations
所用输入
bus_factor2
contributors_sampled8
top_contributor_share0.413

议题与 PR 响应能力

58中等
评分方式
18.6/42议题解决 — 44% 的议题已关闭
28.7/30PR 接受 — 已裁定的 PR 中 217/227 已合并
0/13Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决
3/15OpenSSF Scorecard：Code-Review — Found 6/21 approved changesets -- score normalized to 2
所用输入
merged_prs217
open_issues5
closed_issues4
prs_merged_7d—
prs_decided_7d—
prs_merged_30d—
prs_decided_30d—
issue_closed_ratio0.444
closed_unmerged_prs10
first_time_authors_30d—
first_time_prs_merged_30d—
first_time_prs_decided_30d—
已排除计分（无数据或不适用）：Newcomer PR acceptance。 其余权重已重新归一化。

所有权与托管责任

62中等
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名 — 未读取该组织的域名验证状态
7.5/25所有者影响力 — empirical-run 有 10 位关注者
12.5/25既往记录 — 9 个公开仓库，账户约 2 年
所用输入
followers10
owner_typeOrganization
is_verified—
owner_loginempirical-run
public_repos9
account_age_days946
已排除计分（无数据或不适用）：已验证域名。 其余权重已重新归一化。

工程质量

基础的工程与文档实践是否到位？

74良好 · 占总体的 19%

工程实践

64中等
评分方式
24/24CI 工作流 — 6 个工作流
24/24存在测试
16/16Linter 配置 — .eslintrc.js
0/9.6Pre-commit 钩子
0/6.4.editorconfig
0/20OpenSSF Scorecard：CI-Tests — 0 out of 29 merged PRs checked by a CI test -- score normalized to 0
所用输入
has_ci是
has_tests是
has_editorconfig否
has_linter_config是
has_precommit_config否

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.empirical.run
10/10仓库描述
10/10主题标签 — 7 个主题标签
0/10Wiki
所用输入
topicsevaluation-framework, llm-inference, llmops, llm, test-automation, testing, testing-framework
has_wiki否
homepagehttps://docs.empirical.run
docs_sitehttps://docs.empirical.run
has_readme是
has_docs_dir是
has_description是

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？

37薄弱 · 占总体的 16%

安全态势

37薄弱
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
0/2.5CI-Tests — 0 out of 29 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
1.5/7.5Code-Review — Found 6/21 approved changesets -- score normalized to 2
2.5/2.5Contributors — project has 4 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
0/7.5Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
0/5Packaging — 无数据
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 — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 322 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate3.7
已排除计分（无数据或不适用）：Branch-Protection, Packaging, Signed-Releases。 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？权重刻意设小（4%）：代理工具链是一项真实的维护信号，但完全不具备的仓库仍可达到 100/100。

57中等 · 占总体的 4%

AI 代理上下文与指引

1危急
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否
llms_txt_url—
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。

验证循环（构建 / 测试 / 类型检查）

66良好
评分方式
0/18一条命令的引导启动
22/22自动化测试
11/11Lint / 格式化配置 — .eslintrc.js
11/11静态类型检查 — apps/web/tsconfig.json, packages/ai/tsconfig.json, packages/create-empiricalrun/tsconfig.json, packages/empiricalrun/tsconfig.json, packages/fetch/tsconfig.json, packages/json-schema/tsconfig.json, packages/scorer/tsconfig.json, packages/types/tsconfig.json, tsconfig.json
10/10可复现环境 — 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否
has_tests是
lockfilespackage-lock.json, pnpm-lock.yaml, poetry.lock
has_dockerfile否
typed_language是
bootstrap_files—
has_devcontainer否
has_linter_config是
typecheck_configsapps/web/tsconfig.json, packages/ai/tsconfig.json, packages/create-empiricalrun/tsconfig.json, packages/empiricalrun/tsconfig.json, packages/fetch/tsconfig.json, packages/json-schema/tsconfig.json, packages/scorer/tsconfig.json, packages/types/tsconfig.json, tsconfig.json
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share—
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。

面向模型的代码可读性

100卓越
评分方式
45/45可类型检查的代码 — TypeScript（静态类型）
55/55可控的文件大小 — 采样的 175 个源文件中有 0 个超过 60KB
所用输入
primary_languageTypeScript
largest_source_bytes10,619
source_files_sampled175
oversized_source_files0

机器可读接口

100卓越
评分方式
0/40API 模式（OpenAPI/GraphQL/proto） — 不适用于此类软件
0/20MCP 服务器 — 不适用于此类软件
40/40可运行示例 — examples
所用输入
example_dirsexamples
has_mcp_signal否
api_schema_files—
interfaces_expected_of—
已排除计分（无数据或不适用）：API 模式（OpenAPI/GraphQL/proto）, MCP 服务器。 其余权重已重新归一化。

关键数据

167GitHub 星标
8贡献者
0最近 12 个月提交数
694距最近推送天数
23发布版本数
2巴士系数（bus factor）
5开放议题
npm软件包生态系统数

数据采集警告

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

更多细节

OpenSSF Scorecard 3.7 / 10
3.7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 · 2026-07-15 16:52 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
0CI-Tests0 out of 29 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
2Code-ReviewFound 6/21 approved changesets -- score normalized to 2
10Contributorsproject has 4 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintained0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
不适用Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities322 existing vulnerabilities detected
直接依赖 1
注册表软件包版本约束清单文件
npmmintlify^4.0.158docs/package.json
全部依赖 1,677

来自 GitHub 依赖图的完整解析依赖集合：1 个直接依赖与 1,676 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
npmmintlify4.0.158直接
npm@aashutoshrathi/word-wrap1.2.6间接
npm@alloc/quick-lru5.2.0间接
npm@ampproject/remapping2.2.1间接
npm@anthropic-ai/sdk0.20.8间接
npm@anthropic-ai/sdk0.20.9间接
npm@anthropic-ai/sdk^0.20.8间接
npm@apidevtools/json-schema-ref-parser9.0.6间接
npm@apidevtools/openapi-schemas2.1.0间接
npm@apidevtools/swagger-methods3.0.2间接
npm@apidevtools/swagger-parser10.1.0间接
npm@babel/code-frame7.22.13间接
npm@babel/compat-data7.23.3间接
npm@babel/core7.23.3间接
npm@babel/eslint-parser7.23.3间接
npm@babel/generator7.23.3间接
npm@babel/helper-compilation-targets7.22.15间接
npm@babel/helper-environment-visitor7.22.20间接
npm@babel/helper-function-name7.23.0间接
npm@babel/helper-hoist-variables7.22.5间接
npm@babel/helper-module-imports7.22.15间接
npm@babel/helper-module-transforms7.23.3间接
npm@babel/helper-simple-access7.22.5间接
npm@babel/helper-split-export-declaration7.22.6间接
npm@babel/helper-string-parser7.22.5间接
npm@babel/helper-validator-identifier7.22.20间接
npm@babel/helper-validator-option7.22.15间接
npm@babel/helpers7.23.2间接
npm@babel/highlight7.22.20间接
npm@babel/parser7.23.3间接
npm@babel/runtime7.23.2间接
npm@babel/runtime7.24.0间接
npm@babel/template7.22.15间接
npm@babel/traverse7.23.3间接
npm@babel/types7.23.3间接
npm@changesets/apply-release-plan7.0.0间接
npm@changesets/assemble-release-plan6.0.0间接
npm@changesets/changelog-git0.2.0间接
npm@changesets/cli2.27.1间接
npm@changesets/config3.0.0间接
npm@changesets/errors0.2.0间接
npm@changesets/get-dependents-graph2.0.0间接
npm@changesets/get-release-plan4.0.0间接
npm@changesets/get-version-range-type0.4.0间接
npm@changesets/git3.0.0间接
npm@changesets/logger0.1.0间接
npm@changesets/parse0.4.0间接
npm@changesets/pre2.0.0间接
npm@changesets/read0.6.0间接
npm@changesets/types4.1.0间接
npm@changesets/types6.0.0间接
npm@changesets/write0.3.0间接
npm@cspotcode/source-map-support0.8.1间接
npm@emnapi/runtime1.1.1间接
npm@empiricalrun/ai0.10.1间接
npm@empiricalrun/fetch0.3.1间接
npm@empiricalrun/scorer0.3.1间接
npm@empiricalrun/types0.10.0间接
npm@esbuild/aix-ppc640.19.12间接
npm@esbuild/aix-ppc640.20.2间接
npm@esbuild/android-arm0.19.12间接
npm@esbuild/android-arm0.20.2间接
npm@esbuild/android-arm640.19.12间接
npm@esbuild/android-arm640.20.2间接
npm@esbuild/android-x640.19.12间接
npm@esbuild/android-x640.20.2间接
npm@esbuild/darwin-arm640.19.12间接
npm@esbuild/darwin-arm640.20.2间接
npm@esbuild/darwin-x640.19.12间接
npm@esbuild/darwin-x640.20.2间接
npm@esbuild/freebsd-arm640.19.12间接
npm@esbuild/freebsd-arm640.20.2间接
npm@esbuild/freebsd-x640.19.12间接
npm@esbuild/freebsd-x640.20.2间接
npm@esbuild/linux-arm0.19.12间接
npm@esbuild/linux-arm0.20.2间接
npm@esbuild/linux-arm640.19.12间接
npm@esbuild/linux-arm640.20.2间接
npm@esbuild/linux-ia320.19.12间接
npm@esbuild/linux-ia320.20.2间接
npm@esbuild/linux-loong640.19.12间接
npm@esbuild/linux-loong640.20.2间接
npm@esbuild/linux-mips64el0.19.12间接
npm@esbuild/linux-mips64el0.20.2间接
npm@esbuild/linux-ppc640.19.12间接
npm@esbuild/linux-ppc640.20.2间接
npm@esbuild/linux-riscv640.19.12间接
npm@esbuild/linux-riscv640.20.2间接
npm@esbuild/linux-s390x0.19.12间接
npm@esbuild/linux-s390x0.20.2间接
npm@esbuild/linux-x640.19.12间接
npm@esbuild/linux-x640.20.2间接
npm@esbuild/netbsd-x640.19.12间接
npm@esbuild/netbsd-x640.20.2间接
npm@esbuild/openbsd-x640.19.12间接
npm@esbuild/openbsd-x640.20.2间接
npm@esbuild/sunos-x640.19.12间接
npm@esbuild/sunos-x640.20.2间接
npm@esbuild/win32-arm640.19.12间接
npm@esbuild/win32-arm640.20.2间接
npm@esbuild/win32-ia320.19.12间接
npm@esbuild/win32-ia320.20.2间接
npm@esbuild/win32-x640.19.12间接
npm@esbuild/win32-x640.20.2间接
npm@eslint-community/eslint-utils4.4.0间接
npm@eslint-community/regexpp4.10.0间接
npm@eslint/eslintrc2.1.4间接
npm@eslint/js8.57.0间接
npm@floating-ui/core1.6.0间接
npm@floating-ui/dom1.6.3间接
npm@floating-ui/react-dom2.0.8间接
npm@floating-ui/utils0.2.1间接
npm@gar/promisify1.1.3间接
npm@google/generative-ai0.11.2间接
npm@google/generative-ai0.11.3间接
npm@google/generative-ai^0.11.2间接
npm@humanwhocodes/config-array0.11.14间接
npm@humanwhocodes/module-importer1.0.1间接
npm@humanwhocodes/object-schema2.0.2间接
npm@img/sharp-darwin-arm640.33.3间接
npm@img/sharp-darwin-x640.33.3间接
npm@img/sharp-libvips-darwin-arm641.0.2间接
npm@img/sharp-libvips-darwin-x641.0.2间接
npm@img/sharp-libvips-linux-arm1.0.2间接
npm@img/sharp-libvips-linux-arm641.0.2间接
npm@img/sharp-libvips-linux-s390x1.0.2间接
npm@img/sharp-libvips-linux-x641.0.2间接
npm@img/sharp-libvips-linuxmusl-arm641.0.2间接
npm@img/sharp-libvips-linuxmusl-x641.0.2间接
npm@img/sharp-linux-arm0.33.3间接
npm@img/sharp-linux-arm640.33.3间接
npm@img/sharp-linux-s390x0.33.3间接
npm@img/sharp-linux-x640.33.3间接
npm@img/sharp-linuxmusl-arm640.33.3间接
npm@img/sharp-linuxmusl-x640.33.3间接
npm@img/sharp-wasm320.33.3间接
npm@img/sharp-win32-ia320.33.3间接
npm@img/sharp-win32-x640.33.3间接
npm@isaacs/cliui8.0.2间接
npm@jest/schemas29.6.3间接
npm@jridgewell/gen-mapping0.3.3间接
npm@jridgewell/resolve-uri3.1.1间接
npm@jridgewell/set-array1.1.2间接
npm@jridgewell/sourcemap-codec1.4.15间接
npm@jridgewell/trace-mapping0.3.20间接
npm@jridgewell/trace-mapping0.3.9间接
npm@jsdevtools/ono7.1.3间接
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npmreact-spinners^0.13.8间接
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npmtsx^4.10.2间接
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npmturbo-windows-641.13.3间接
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npmwcwidth1.0.1间接
npmweb-namespaces2.0.1间接
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npmweb-streams-polyfill4.0.0-beta.3间接
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PyPIbeautifulsoup44.12.3间接
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PyPIfrozenlist1.4.1间接
PyPIfsspec2024.3.1间接
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PyPIhuggingface-hub0.20.3间接
PyPIidna3.7间接
PyPIjinja23.1.4间接
PyPIjoblib1.3.2间接
PyPIjsonpatch1.33间接
PyPIjsonpointer2.4间接
PyPIlangchain0.1.13间接
PyPIlangchain-community0.0.29间接
PyPIlangchain-core0.1.35间接
PyPIlangchain-openai0.1.0间接
PyPIlangchain-text-splitters0.0.1间接
PyPIlangsmith0.1.31间接
PyPIllama-index0.10.20间接
PyPIllama-index-agent-openai0.1.6间接
PyPIllama-index-cli0.1.11间接
PyPIllama-index-core0.10.24间接
PyPIllama-index-embeddings-openai0.1.7间接
PyPIllama-index-indices-managed-llama-cloud0.1.4间接
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相关记录

与 empirical-run/empirical 共享目录标签或生态系统的已检测仓库。 并排阅读 →

96promptfoo/promptfooTest your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI and Anthropic.卓越96bentoml/BentoMLThe easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!卓越96karatelabs/karateTest Automation Made Simple卓越99microsoft/playwrightPlaywright is a framework for Web Testing and Automation. It allows testing Chromium, Firefox and WebKit with a single API. 卓越98ComposioHQ/composioComposio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.卓越98langwatch/langwatchThe platform for LLM evaluations and AI agent testing卓越

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 v2.10.0、模式 v0.11.0—— 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.