公开记录
软件健康报告模式 0.16.0 · 指标 1.13.0 · 2026-07-20 19:15 UTC

PFund-Software-Ltd / pfeed

Data Engine for AI/Algo Trading: Download/Stream -> Clean -> Store. Supports Data Lakehouse Architecture. Clean Once and Forget.

PythonApache-2.0★ 35 星标⑂ 9 复刻始于 2024年1月在 GitHub 上查看 ↗
#algo-trading#backtesting#data-pipeline#historical-data#pandas#data-storage#polars#data-lakehouse#delta-lake#streaming

PFund-Software-Ltd/pfeed 的健康指数为 100 分中的 61 分，处于「中等」区间。 其得分最高的类别是Vitality（86/100），最低的是Community & Adoption（43/100）。 最近一次更新在 4 天前。 近期的大部分工作由 1 位贡献者完成。

61
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；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。

61
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

PFund组织
13 关注者13 个公开仓库始于 2023年3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
PyPIpfeed0.0.181,064354 天前tradingalgo-tradingdata-pipelineetldata-lakedata-warehousedata-integrationhistorical-datalive-datadata-streamingdata-engineering

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？

86优秀 · 占总体的 22%

开发活跃度

83良好
评分方式
36/36推送新近度 — 最近一次推送于 4 天前
19.4/36提交节奏 — 52 周中有 28 周有提交
18/18提交量 — 最近一年 226 次提交
10/10OpenSSF Scorecard：Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year226
human_commit_share—
days_since_last_push4
active_weeks_last_year28

发布纪律

90优秀
评分方式
27/27有发布版本 — 已发布 13 个发布版本
36/36发布时效 — 最近一次发布版本于 4 天前
27/27发布节奏 — 约每 5.7 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_count13
latest_release_tagv0.0.18
releases_from_tags否
days_since_latest_release4
mean_days_between_releases5.7

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？

43存在风险 · 占总体的 18%

流行度与采用

32存在风险
评分方式
24.8/60星标 — 35 个星标
7.5/25复刻 — 9 个复刻
0/15关注者 — 1 位关注者
所用输入
forks9
stars35
watchers1
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（Apache-2.0）
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
has_contributing否
has_issue_template否
has_code_of_conduct否
has_pull_request_template否

生态采用（下载量）

50中等
评分方式
40.4/80月度下载量 — pypi 合计每月 1,064 次下载
0/20注册表被依赖数 — 该生态系统不报告此项
所用输入
packagespfeed
dependents—
ecosystemspypi
total_downloads—
monthly_downloads1,064
已排除计分（无数据或不适用）：注册表被依赖数。 其余权重已重新归一化。

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？

50中等 · 占总体的 24%

维护者韧性（巴士系数）

15危急
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
0.1/22.5提交分布 — 头号贡献者编写了 100% 的提交
2.7/13.5贡献者广度 — 2 位贡献者
3/10OpenSSF Scorecard：Contributors — project has 1 contributing companies or organizations -- score normalized to 3
所用输入
bus_factor1
contributors_sampled2
top_contributor_share0.996

议题与 PR 响应能力

48存在风险
评分方式
0/46.8议题解决 — 没有议题或无数据
25.5/38.3PR 接受 — 已裁定的 PR 中 2/3 已合并
0/15OpenSSF Scorecard：Code-Review — Found 0/28 approved changesets -- score normalized to 0
所用输入
merged_prs2
open_issues0
closed_issues0
issue_closed_ratio—
closed_unmerged_prs1
已排除计分（无数据或不适用）：议题解决。 其余权重已重新归一化。

所有权与托管责任

53中等
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
8.2/25所有者影响力 — PFund-Software-Ltd 有 13 位关注者
15/25既往记录 — 13 个公开仓库，账户约 3 年
所用输入
followers13
owner_typeOrganization
is_verified—
owner_loginPFund-Software-Ltd
public_repos13
account_age_days1,207

软件包维护

100优秀
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 4 天前
20/20版本历史 — 35 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
packagespfeed
ecosystemspypi
any_deprecated否
min_days_since_publish4

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 20%

工程实践

80良好
评分方式
24/24CI 工作流 — 3 个工作流
24/24存在测试
16/16Linter 配置 — eslint.config.js, ruff.toml
9.6/9.6Pre-commit 钩子
6.4/6.4.editorconfig
0/20OpenSSF Scorecard：CI-Tests — 0 out of 1 merged PRs checked by a CI test -- score normalized to 0
所用输入
has_ci是
has_tests是
has_editorconfig是
has_linter_config是
has_precommit_config是

文档

65中等
评分方式
30/30README
0/25文档目录
15/15文档 / 主页站点 — https://pfeed.pfund.ai
10/10仓库描述
10/10主题标签 — 10 个主题标签
0/10Wiki
所用输入
topicsalgo-trading, backtesting, data-pipeline, historical-data, pandas, data-storage, polars, data-lakehouse, delta-lake, streaming
has_wiki否
homepagehttps://pfeed.pfund.ai
has_readme是
has_docs_dir否
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？

49存在风险 · 占总体的 16%

安全态势

36存在风险
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — 0 out of 1 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/28 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
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
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
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 — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 72 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate3.6
已排除计分（无数据或不适用）：packaging。 其余权重已重新归一化。

依赖安全公告

100优秀
评分方式
35/35直接依赖不含已知公告 — 没有直接依赖携带已知公告
0/25间接依赖不含已知公告 — 在此范围内，传递依赖集合无法与开发和测试依赖区分
0/40没有长期未处理的公告 — 没有公告带有发布日期
所用输入
sourceosv
advisories118
affected_packages29
assessed_packages566
unassessed_packages3
affected_by_severitycritical 4, high 13, moderate 8, low 4
direct_affected_packages0
已排除计分（无数据或不适用）：间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 566 个已解析依赖与 OSV 比对。 有 3 项无法评估——没有已解析的版本、生态系统不受支持，或超出所报告的软件包清单。 该仓库未发布任何索引可解析的软件包，因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起，因此仅对声明的运行时依赖计分；传递性发现仅作为背景信息列出，不计入评分。 未对可达性进行分析。

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。

53中等 · 占总体的 0%

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
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）

86优秀
评分方式
18/18一条命令的引导启动 — afterpython/justfile
22/22自动化测试
11/11Lint / 格式化配置 — eslint.config.js, ruff.toml
11/11静态类型检查 — afterpython/_website/tsconfig.json, src/pfeed/py.typed
10/10可复现环境 — lockfile
0/10已体现的代理实践 — 无数据
5/8自动化维护 — 已配置依赖自动化，但在抽样提交中未观察到
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
lockfilespnpm-lock.yaml, uv.lock
has_dockerfile否
typed_language否
bootstrap_filesafterpython/justfile
has_devcontainer否
has_linter_config是
typecheck_configsafterpython/_website/tsconfig.json, src/pfeed/py.typed
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share0
已排除计分（无数据或不适用）：已体现的代理实践。 其余权重已重新归一化。

面向模型的代码可读性

82良好
评分方式
27/45可类型检查的代码 — Python，已配置类型检查（afterpython/_website/tsconfig.json, src/pfeed/py.typed）
55/55可控的文件大小 — 采样的 225 个源文件中有 0 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes42,253
source_files_sampled225
oversized_source_files0

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 — example, notebooks
所用输入
example_dirsexample, notebooks
has_mcp_signal否
api_schema_files—

关键数据

35GitHub 星标
2贡献者
226最近 12 个月提交数
4距最近推送天数
13发布版本数
1巴士系数（bus factor）
0开放议题
PyPI软件包生态系统数

数据采集警告

  • deps.dev does not index pypi:pfeed@0.0.18; advisories assessed against the repository dependency graph instead

更多细节

OpenSSF Scorecard 3.6 / 10
3.6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 · 2026-07-20 19:15 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 1 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/28 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
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
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities72 existing vulnerabilities detected
直接依赖 13
注册表软件包版本约束清单文件
PyPIpfund>=0.0.22pyproject.toml
PyPIpolars>=1.42.1pyproject.toml
PyPIpyarrow>=24.0.0pyproject.toml
PyPIpandera>=0.32.1pyproject.toml
PyPImsgspec>=0.21.1pyproject.toml
PyPIpydantic>=2.13.4pyproject.toml
PyPInarwhals>=2.24.0pyproject.toml
PyPIzstandard>=0.22.0pyproject.toml
PyPIcloudpathlib>=0.24.0pyproject.toml
PyPIbeautifulsoup4>=4.12.3pyproject.toml
PyPIray>=2.56.0pyproject.toml
PyPIpyzmq>=27.1.0pyproject.toml
PyPIdeltalake>=1.6.2pyproject.toml
全部依赖 569

来自 GitHub 依赖图的完整解析依赖集合：13 个直接依赖与 556 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
PyPIbeautifulsoup44.14.3直接
PyPIcloudpathlib0.24.0直接
PyPIdeltalake1.6.2直接
PyPImsgspec0.21.1直接
PyPInarwhals2.24.0直接
PyPIpandera0.32.1直接
PyPIpfund0.0.22直接
PyPIpolars1.42.1直接
PyPIpyarrow24.0.0直接
PyPIpydantic2.13.4直接
PyPIpyzmq27.1.0直接
PyPIray2.56.0直接
PyPIzstandard0.25.0直接
npm@adobe/css-tools4.4.3间接
npm@asamuzakjp/css-color5.1.11间接
npm@asamuzakjp/dom-selector7.1.1间接
npm@asamuzakjp/generational-cache1.0.1间接
npm@asamuzakjp/nwsapi2.3.9间接
npm@babel/code-frame7.27.1间接
npm@babel/helper-validator-identifier7.27.1间接
npm@babel/runtime7.27.6间接
npm@bramus/specificity2.4.2间接
npm@csstools/color-helpers6.0.2间接
npm@csstools/css-calc3.2.0间接
npm@csstools/css-color-parser4.1.0间接
npm@csstools/css-parser-algorithms4.0.0间接
npm@csstools/css-syntax-patches-for-csstree1.1.3间接
npm@csstools/css-tokenizer4.0.0间接
npm@emnapi/core1.10.0间接
npm@emnapi/runtime1.10.0间接
npm@emnapi/wasi-threads1.2.1间接
npm@esbuild/aix-ppc640.28.0间接
npm@esbuild/android-arm0.28.0间接
npm@esbuild/android-arm640.28.0间接
npm@esbuild/android-x640.28.0间接
npm@esbuild/darwin-arm640.28.0间接
npm@esbuild/darwin-x640.28.0间接
npm@esbuild/freebsd-arm640.28.0间接
npm@esbuild/freebsd-x640.28.0间接
npm@esbuild/linux-arm0.28.0间接
npm@esbuild/linux-arm640.28.0间接
npm@esbuild/linux-ia320.28.0间接
npm@esbuild/linux-loong640.28.0间接
npm@esbuild/linux-mips64el0.28.0间接
npm@esbuild/linux-ppc640.28.0间接
npm@esbuild/linux-riscv640.28.0间接
npm@esbuild/linux-s390x0.28.0间接
npm@esbuild/linux-x640.28.0间接
npm@esbuild/netbsd-arm640.28.0间接
npm@esbuild/netbsd-x640.28.0间接
npm@esbuild/openbsd-arm640.28.0间接
npm@esbuild/openbsd-x640.28.0间接
npm@esbuild/openharmony-arm640.28.0间接
npm@esbuild/sunos-x640.28.0间接
npm@esbuild/win32-arm640.28.0间接
npm@esbuild/win32-ia320.28.0间接
npm@esbuild/win32-x640.28.0间接
npm@eslint-community/eslint-utils4.9.0间接
npm@eslint-community/eslint-utils4.9.1间接
npm@eslint-community/regexpp4.12.2间接
npm@eslint/compat2.0.5间接
npm@eslint/config-array0.23.5间接
npm@eslint/config-helpers0.5.5间接
npm@eslint/core1.2.1间接
npm@eslint/js10.0.1间接
npm@eslint/object-schema3.0.5间接
npm@eslint/plugin-kit0.7.1间接
npm@exodus/bytes1.15.0间接
npm@humanfs/core0.19.1间接
npm@humanfs/node0.16.6间接
npm@humanwhocodes/module-importer1.0.1间接
npm@humanwhocodes/retry0.3.1间接
npm@humanwhocodes/retry0.4.3间接
npm@jridgewell/gen-mapping0.3.8间接
npm@jridgewell/remapping2.3.5间接
npm@jridgewell/resolve-uri3.1.2间接
npm@jridgewell/set-array1.2.1间接
npm@jridgewell/sourcemap-codec1.5.5间接
npm@jridgewell/trace-mapping0.3.25间接
npm@napi-rs/wasm-runtime1.1.4间接
npm@oxc-project/types0.127.0间接
npm@pagefind/component-ui1.5.2间接
npm@pagefind/darwin-arm641.5.2间接
npm@pagefind/darwin-x641.5.2间接
npm@pagefind/freebsd-x641.5.2间接
npm@pagefind/linux-arm641.5.2间接
npm@pagefind/linux-x641.5.2间接
npm@pagefind/windows-arm641.5.2间接
npm@pagefind/windows-x641.5.2间接
npm@polka/url1.0.0-next.29间接
npm@rolldown/binding-android-arm641.0.0-rc.17间接
npm@rolldown/binding-darwin-arm641.0.0-rc.17间接
npm@rolldown/binding-darwin-x641.0.0-rc.17间接
npm@rolldown/binding-freebsd-x641.0.0-rc.17间接
npm@rolldown/binding-linux-arm-gnueabihf1.0.0-rc.17间接
npm@rolldown/binding-linux-arm64-gnu1.0.0-rc.17间接
npm@rolldown/binding-linux-arm64-musl1.0.0-rc.17间接
npm@rolldown/binding-linux-ppc64-gnu1.0.0-rc.17间接
npm@rolldown/binding-linux-s390x-gnu1.0.0-rc.17间接
npm@rolldown/binding-linux-x64-gnu1.0.0-rc.17间接
npm@rolldown/binding-linux-x64-musl1.0.0-rc.17间接
npm@rolldown/binding-openharmony-arm641.0.0-rc.17间接
npm@rolldown/binding-wasm32-wasi1.0.0-rc.17间接
npm@rolldown/binding-win32-arm64-msvc1.0.0-rc.17间接
npm@rolldown/binding-win32-x64-msvc1.0.0-rc.17间接
npm@rolldown/pluginutils1.0.0-rc.17间接
npm@standard-schema/spec1.0.0间接
npm@standard-schema/spec1.1.0间接
npm@sveltejs/acorn-typescript1.0.5间接
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PyPIdocstring-parser0.17.0间接
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PyPIfakeredis2.35.1间接
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PyPIhpack4.1.0间接
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依赖安全公告 29

该仓库未发布可被索引解析的包，因此评估的是其自身的依赖图——共 566 个包，其中也包含从不交付的开发与测试版本固定：29 个存在已知公告，0 个为直接依赖。 有 3 个无法评估——没有已解析的版本、生态系统不受支持，或不在所列包清单之内。

软件包版本关系严重程度公告数修复版本
aiohttp3.13.3间接严重423.14.1
cryptography45.0.4间接严重748.0.1
flatted3.3.3间接严重23.4.2
lupa2.6间接严重2—
devalue5.8.0间接高15.8.1
mako1.3.10间接高41.3.12
markdown3.8间接高23.8.1
msgpack1.1.0间接高11.2.1
orjson3.10.18间接高23.11.6
picomatch4.0.3间接高24.0.4
protobuf6.33.2间接高26.33.5
pyasn10.6.1间接高40.6.3
soupsieve2.7间接高42.8.4
starlette1.2.1间接高41.3.1
undici7.25.0间接高78.5.0
urllib32.5.0间接高82.7.0
vite8.0.10间接高28.0.16
@sveltejs/kit2.59.0间接中12.60.1
brace-expansion5.0.5间接中15.0.6
filelock3.18.0间接中43.20.3
postcss8.5.6间接中18.5.10
requests2.32.4间接中22.33.0
svelte5.55.5间接中45.55.7
virtualenv20.35.4间接中220.36.1
yaml1.10.2间接中12.8.3
cookie0.6.0间接低10.7.0
esbuild0.28.0间接低10.28.1
h24.2.0间接低24.3.0
pygments2.19.1间接低22.20.0

公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析，且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。

原始 JSON 报告 机器可读
{
  "data": {
    "repo": {
      "topics": [
        "algo-trading",
        "backtesting",
        "data-pipeline",
        "historical-data",
        "pandas",
        "data-storage",
        "polars",
        "data-lakehouse",
        "delta-lake",
        "streaming"
      ],
      "is_fork": false,
      "size_kb": 14127,
      "has_wiki": false,
      "homepage": "https://pfeed.pfund.ai",
      "languages": {
        "CSS": 6288,
        "HTML": 682,
        "Just": 7452,
        "Shell": 1450,
        "Python": 601889,
        "Svelte": 44845,
        "JavaScript": 2156,
        "TypeScript": 10228
      },
      "pushed_at": "2026-07-16T01:14:20Z",
      "created_at": "2024-01-30T15:18:25Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-18T14:40:08Z",
      "description": "Data Engine for AI/Algo Trading: Download/Stream -> Clean -> Store. Supports Data Lakehouse Architecture. Clean Once and Forget.",
      "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"
      ]
    },
    "owner": {
      "blog": "https://pfund.ai",
      "name": "PFund",
      "type": "Organization",
      "login": "PFund-Software-Ltd",
      "company": null,
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                "points": 19.4,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
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                      "weeks": 28
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              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "226 commits in the last year",
                "points": 18,
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                "details": [
                  {
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                      "count": 226
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                  }
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                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "release_discipline",
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            "name": "Release discipline",
            "note": null,
            "notes": [],
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              "releases_count": 13,
              "latest_release_tag": "v0.0.18",
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              "mean_days_between_releases": 5.7
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            "components": [
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                "key": "ships_releases",
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                "detail": "13 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
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                      "count": 13
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                  }
                ],
                "max_points": 27
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              {
                "key": "release_recency",
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                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
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              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~5.7 days",
                "points": 27,
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                "details": [
                  {
                    "code": "release_cadence",
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                      "gap": 5.7
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                ],
                "max_points": 27
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              {
                "key": "openssf_scorecard_signed_releases",
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                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
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                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
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            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
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            "components": [
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                "key": "project_is_still_maintained",
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                "detail": "maintenance record not established from the collected data",
                "points": 100,
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                  {
                    "code": "abandonment_unverified",
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                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
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        "weight": 0.18,
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          {
            "key": "popularity",
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            "note": null,
            "notes": [],
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            "inputs": {
              "forks": 9,
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              "watchers": 1,
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              "growth_factor_pct": 100,
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            "components": [
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                "key": "stars",
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                "detail": "35 stars",
                "points": 24.8,
                "status": "partial",
                "details": [
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                    "code": "stars",
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                      "count": 35
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "9 forks",
                "points": 7.5,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 9
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "1 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "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"
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
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            ]
          },
          {
            "key": "ecosystem_adoption",
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            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 50,
            "inputs": {
              "packages": [
                "pfeed"
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 1064
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "1,064 downloads/month across pypi",
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                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
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                      "count": 1064,
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                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 50,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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            "inputs": {
              "bus_factor": 1,
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              "top_contributor_share": 0.996
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            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
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                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
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                  }
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                "max_points": 54
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              {
                "key": "commit_distribution",
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                "points": 0.1,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
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                      "share": 100
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                  }
                ],
                "max_points": 22.5
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              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "2 contributors",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 2
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
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            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "issue_resolution"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 48,
            "inputs": {
              "merged_prs": 2,
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              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 1
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            "components": [
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                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "no issues or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_issues_or_data",
                    "params": {}
                  }
                ],
                "max_points": 46.75
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "2/3 decided PRs merged",
                "points": 25.5,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 2,
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                  }
                ],
                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/28 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "followers": 13,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "PFund-Software-Ltd",
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              "account_age_days": 1207
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            "components": [
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                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
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                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
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                ],
                "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": "13 followers of PFund-Software-Ltd",
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                "status": "partial",
                "details": [
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                    "code": "owner_followers",
                    "params": {
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                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "13 public repos, account ~3 yr old",
                "points": 15,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
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                      "count": 13
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 3
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                  }
                ],
                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "pfeed"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 4
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            "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"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 4 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 4
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "35 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 35
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                  }
                ],
                "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
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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      {
        "key": "engineering",
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        "name": "Engineering Quality",
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        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "has_editorconfig": true,
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            "components": [
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                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
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                  }
                ],
                "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": "eslint.config.js, ruff.toml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
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                ],
                "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": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "0 out of 1 merged PRs checked by a CI test -- score normalized to 0",
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                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "topics": [
                "algo-trading",
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                "data-pipeline",
                "historical-data",
                "pandas",
                "data-storage",
                "polars",
                "data-lakehouse",
                "delta-lake",
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              "has_wiki": false,
              "homepage": "https://pfeed.pfund.ai",
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              "has_docs_dir": false,
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            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
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                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
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                "points": 10,
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                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
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                "points": 10,
                "status": "met",
                "details": [
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                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
        "value": 49,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging"
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 36,
            "inputs": {
              "source": "openssf_scorecard",
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              "checks_inconclusive": 1,
              "scorecard_aggregate": 3.6
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            "components": [
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                "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": "branch protection not enabled on development/release branches",
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                "details": [],
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              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "0 out of 1 merged PRs checked by a CI test -- score normalized to 0",
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                "status": "missed",
                "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 0/28 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "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": "update tool detected",
                "points": 7.5,
                "status": "met",
                "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 0 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 not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "72 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 566 resolved dependencies against OSV; 3 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 566
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 3
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 118,
              "affected_packages": 29,
              "assessed_packages": 566,
              "unassessed_packages": 3,
              "affected_by_severity": "critical 4, high 13, moderate 8, low 4",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 566,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "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": 53,
        "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. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 86,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "pnpm-lock.yaml",
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "afterpython/justfile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "afterpython/_website/tsconfig.json",
                "src/pfeed/py.typed"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "afterpython/justfile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "afterpython/justfile"
                    }
                  }
                ],
                "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": "eslint.config.js, ruff.toml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "eslint.config.js, ruff.toml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "afterpython/_website/tsconfig.json, src/pfeed/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "afterpython/_website/tsconfig.json, src/pfeed/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "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": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "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": 42253,
              "source_files_sampled": 225,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (afterpython/_website/tsconfig.json, src/pfeed/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "afterpython/_website/tsconfig.json, src/pfeed/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/225 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 225,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "example",
                "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": "example, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "example, 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": [
    "deps.dev does not index pypi:pfeed@0.0.18; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-20T19:15:37.217146Z",
  "schema_version": "0.16.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/PFund-Software-Ltd/pfeed.svg",
  "full_name": "PFund-Software-Ltd/pfeed",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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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 v0.16.0—— 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.