公开记录
软件健康报告模式 0.34.0 · 指标 2.10.0 · 2026-09-13 23:17 UTC

sayak-sarkar / contextlake

A local context layer for AI tools: mirror your repositories, index them into a knowledge graph, and serve it over MCP so agents answer from real source instead of guessing.

Python · HTMLMIT★ 2 星标⑂ 1 复刻始于 2026年6月在 GitHub 上查看 ↗
类型命令行工具库如何判定
#ai#cli#code-search#context#gitlab#knowledge-graph#mcp#developer-tools#git#offline-first#python#semantic-search

sayak-sarkar/contextlake 的健康指数为 100 分中的 75 分，处于「良好」区间。 其得分最高的类别是Engineering Quality（95/100），最低的是Sustainability & Governance（43/100）。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。

75
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，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。

75
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 65 经校准后在公布的指数量表上为 75（记录校准 2026-08-02）。

所有权

Sayak Sarkar个人账户
101 关注者108 个公开仓库始于 2012年2月Accelya Inc.

该仓库由个人账户拥有。相较于组织支持的项目，单一所有者项目的延续性风险更高。

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
PyPIcontextlake9.2.1-1586 天前contextknowledge-graphmcpaicode-searchgitlabgitmirrorcliglabworkspaceoffline-firstsemantic-searchdeveloper-tools

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？

83优秀 · 占总体的 21%

开发活跃度

78良好
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
23.5/36提交节奏 — 52 周中有 34 周有提交
18/18提交量 — 最近一年 1,355 次提交
0/10OpenSSF Scorecard：Maintained — project was created within the last 90 days. Please review its contents carefully
所用输入
commits_last_year1,355
human_commit_share1
days_since_last_push0
active_weeks_last_year34

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 6 天前
27/27发布节奏 — 约每 0.9 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_tagv9.2.1
releases_from_tags否
days_since_latest_release6
mean_days_between_releases0.9

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薄弱 · 占总体的 17%

流行度与采用

1危急
评分方式
0/60星标 — 2 个星标
0/25复刻 — 1 个复刻
0/15关注者 — 0 位关注者
所用输入
forks1
stars2
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

92优秀
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证（MIT）
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
6.3/6.3PR 模板
所用输入
has_readme是
has_license是
readme_badges5
has_contributing是
has_issue_template否
has_code_of_conduct是
readme_badge_servicesgithub.com, shields.io
has_pull_request_template是

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？

43薄弱 · 占总体的 23%

维护者韧性（巴士系数）

20存在风险
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
0/22.5提交分布 — 头号贡献者编写了 100% 的提交
1.4/13.5贡献者广度 — 1 位贡献者
10/10OpenSSF Scorecard：Contributors — project has 18 contributing companies or organizations
所用输入
bus_factor1
contributors_sampled1
top_contributor_share1

议题与 PR 响应能力

7危急
评分方式
0/42议题解决 — 没有议题或无数据
3.3/30PR 接受 — 已裁定的 PR 中 1/9 已合并
0/13Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决
0/15OpenSSF Scorecard：Code-Review — Found 0/30 approved changesets -- score normalized to 0
所用输入
merged_prs1
open_issues0
closed_issues0
prs_merged_7d0
prs_decided_7d0
prs_merged_30d0
prs_decided_30d0
issue_closed_ratio—
closed_unmerged_prs8
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
已排除计分（无数据或不适用）：议题解决, 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
10/30所有权背书 — 个人（用户）账户
0/20已验证域名 — 不适用于个人账户
14.4/25所有者影响力 — sayak-sarkar 有 101 位关注者
25/25既往记录 — 108 个公开仓库，账户约 14 年
所用输入
followers101
owner_typeUser
is_verified—
owner_loginsayak-sarkar
public_repos108
account_age_days5,331
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。

软件包维护

100卓越
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 6 天前
20/20版本历史 — 158 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
packagescontextlake
ecosystemspypi
any_deprecated否
min_days_since_publish6

工程质量

基础的工程与文档实践是否到位？

95卓越 · 占总体的 19%

工程实践

92优秀
评分方式
24/24CI 工作流 — 5 个工作流
24/24存在测试
16/16Linter 配置 — pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
0/20OpenSSF Scorecard：CI-Tests — 无数据
所用输入
has_ci是
has_tests是
has_editorconfig否
has_linter_config是
has_precommit_config是
已排除计分（无数据或不适用）：OpenSSF Scorecard：CI-Tests。 其余权重已重新归一化。

文档

100卓越
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — http://sayak.in/contextlake/
10/10仓库描述
10/10主题标签 — 12 个主题标签
10/10Wiki
所用输入
topicsai, cli, code-search, context, gitlab, knowledge-graph, mcp, developer-tools, git, offline-first, python, semantic-search
has_wiki是
homepagehttp://sayak.in/contextlake/
docs_sitehttp://sayak.in/contextlake/
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？

62中等 · 占总体的 16%

安全态势

53中等
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 — 无数据
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 18 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 — project was created within the last 90 days. Please review its contents carefully
5/5Packaging — packaging workflow detected
2/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4
5/5SAST — SAST tool detected: CodeQL
5/5Security-Policy — security policy file 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_aggregate5.3
已排除计分（无数据或不适用）：CI-Tests。 其余权重已重新归一化。

依赖安全公告

100卓越
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
25/25间接依赖不含已知公告 — 没有间接依赖携带已知公告
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
advisories0
affected_packages0
assessed_packages1
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
已排除计分（无数据或不适用）：没有长期未处理的公告。 其余权重已重新归一化。 比对的是 pypi:contextlake@9.2.1 的运行时依赖闭包——安装已发布的软件包时真正被拉取进来的内容——共 1 个软件包。 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？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。

67良好 · 占总体的 4%

AI 代理上下文与指引

55中等
评分方式
0/45代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则
15/15机器可读文档（llms.txt） — 存在 llms.txt
40/40可读的提交历史 — 100 次人类提交中有 100 次说明了意图（结构化标题或解释性正文）
所用输入
has_llms_txt是
llms_txt_url—
legible_history_share1
agent_instruction_files—
agent_instruction_max_bytes—

验证循环（构建 / 测试 / 类型检查）

70良好
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 — pyproject.toml ([tool.ruff])
0/11静态类型检查
10/10可复现环境 — Dockerfile
0/10已体现的代理实践 — 最近 100 次提交中没有代理编写的提交
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
4/10OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4
所用输入
has_nix否
has_tests是
lockfiles—
has_dockerfile是
typed_language否
bootstrap_filesMakefile
has_devcontainer否
has_linter_config是
typecheck_configs—
agent_commit_share0
toolchain_manifeststests/kb/fixtures/fuzz/manifest_csproj_repeated_prefix.csproj
dependency_bot_commit_share0

面向模型的代码可读性

53中等
评分方式
0/45可类型检查的代码 — Python，未配置类型检查
52.7/55可控的文件大小 — 采样的 502 个源文件中有 21 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes3,565,023
source_files_sampled502
oversized_source_files21

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

2GitHub 星标
1贡献者
1,355最近 12 个月提交数
0距最近推送天数
100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

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • pypi download statistics for 'contextlake' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced

更多细节

OpenSSF Scorecard 5.3 / 10
5.3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 · 2026-09-13 23:17 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
不适用CI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
10Contributorsproject has 18 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
10Packagingpackaging workflow detected
4Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 4
10SASTSAST tool detected: CodeQL
10Security-Policysecurity policy file 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 1
注册表软件包版本约束清单文件
PyPIargcomplete>=3.0pyproject.toml
全部依赖 550

来自 GitHub 依赖图的完整解析依赖集合：1 个直接依赖与 549 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
PyPIargcomplete—直接
NuGetPkg01.0.0间接
NuGetPkg11.0.1间接
NuGetPkg101.0.10间接
NuGetPkg1001.0.100间接
NuGetPkg1011.0.101间接
NuGetPkg1021.0.102间接
NuGetPkg1031.0.103间接
NuGetPkg1041.0.104间接
NuGetPkg1051.0.105间接
NuGetPkg1061.0.106间接
NuGetPkg1071.0.107间接
NuGetPkg1081.0.108间接
NuGetPkg1091.0.109间接
NuGetPkg111.0.11间接
NuGetPkg1101.0.110间接
NuGetPkg1111.0.111间接
NuGetPkg1121.0.112间接
NuGetPkg1131.0.113间接
NuGetPkg1141.0.114间接
NuGetPkg1151.0.115间接
NuGetPkg1161.0.116间接
NuGetPkg1171.0.117间接
NuGetPkg1181.0.118间接
NuGetPkg1191.0.119间接
NuGetPkg121.0.12间接
NuGetPkg1201.0.120间接
NuGetPkg1211.0.121间接
NuGetPkg1221.0.122间接
NuGetPkg1231.0.123间接
NuGetPkg1241.0.124间接
NuGetPkg1251.0.125间接
NuGetPkg1261.0.126间接
NuGetPkg1271.0.127间接
NuGetPkg1281.0.128间接
NuGetPkg1291.0.129间接
NuGetPkg131.0.13间接
NuGetPkg1301.0.130间接
NuGetPkg1311.0.131间接
NuGetPkg1321.0.132间接
NuGetPkg1331.0.133间接
NuGetPkg1341.0.134间接
NuGetPkg1351.0.135间接
NuGetPkg1361.0.136间接
NuGetPkg1371.0.137间接
NuGetPkg1381.0.138间接
NuGetPkg1391.0.139间接
NuGetPkg141.0.14间接
NuGetPkg1401.0.140间接
NuGetPkg1411.0.141间接
NuGetPkg1421.0.142间接
NuGetPkg1431.0.143间接
NuGetPkg1441.0.144间接
NuGetPkg1451.0.145间接
NuGetPkg1461.0.146间接
NuGetPkg1471.0.147间接
NuGetPkg1481.0.148间接
NuGetPkg1491.0.149间接
NuGetPkg151.0.15间接
NuGetPkg1501.0.150间接
NuGetPkg1511.0.151间接
NuGetPkg1521.0.152间接
NuGetPkg1531.0.153间接
NuGetPkg1541.0.154间接
NuGetPkg1551.0.155间接
NuGetPkg1561.0.156间接
NuGetPkg1571.0.157间接
NuGetPkg1581.0.158间接
NuGetPkg1591.0.159间接
NuGetPkg161.0.16间接
NuGetPkg1601.0.160间接
NuGetPkg1611.0.161间接
NuGetPkg1621.0.162间接
NuGetPkg1631.0.163间接
NuGetPkg1641.0.164间接
NuGetPkg1651.0.165间接
NuGetPkg1661.0.166间接
NuGetPkg1671.0.167间接
NuGetPkg1681.0.168间接
NuGetPkg1691.0.169间接
NuGetPkg171.0.17间接
NuGetPkg1701.0.170间接
NuGetPkg1711.0.171间接
NuGetPkg1721.0.172间接
NuGetPkg1731.0.173间接
NuGetPkg1741.0.174间接
NuGetPkg1751.0.175间接
NuGetPkg1761.0.176间接
NuGetPkg1771.0.177间接
NuGetPkg1781.0.178间接
NuGetPkg1791.0.179间接
NuGetPkg181.0.18间接
NuGetPkg1801.0.180间接
NuGetPkg1811.0.181间接
NuGetPkg1821.0.182间接
NuGetPkg1831.0.183间接
NuGetPkg1841.0.184间接
NuGetPkg1851.0.185间接
NuGetPkg1861.0.186间接
NuGetPkg1871.0.187间接
NuGetPkg1881.0.188间接
NuGetPkg1891.0.189间接
NuGetPkg191.0.19间接
NuGetPkg1901.0.190间接
NuGetPkg1911.0.191间接
NuGetPkg1921.0.192间接
NuGetPkg1931.0.193间接
NuGetPkg1941.0.194间接
NuGetPkg1951.0.195间接
NuGetPkg1961.0.196间接
NuGetPkg1971.0.197间接
NuGetPkg1981.0.198间接
NuGetPkg1991.0.199间接
NuGetPkg21.0.2间接
NuGetPkg201.0.20间接
NuGetPkg2001.0.200间接
NuGetPkg2011.0.201间接
NuGetPkg2021.0.202间接
NuGetPkg2031.0.203间接
NuGetPkg2041.0.204间接
NuGetPkg2051.0.205间接
NuGetPkg2061.0.206间接
NuGetPkg2071.0.207间接
NuGetPkg2081.0.208间接
NuGetPkg2091.0.209间接
NuGetPkg211.0.21间接
NuGetPkg2101.0.210间接
NuGetPkg2111.0.211间接
NuGetPkg2121.0.212间接
NuGetPkg2131.0.213间接
NuGetPkg2141.0.214间接
NuGetPkg2151.0.215间接
NuGetPkg2161.0.216间接
NuGetPkg2171.0.217间接
NuGetPkg2181.0.218间接
NuGetPkg2191.0.219间接
NuGetPkg221.0.22间接
NuGetPkg2201.0.220间接
NuGetPkg2211.0.221间接
NuGetPkg2221.0.222间接
NuGetPkg2231.0.223间接
NuGetPkg2241.0.224间接
NuGetPkg2251.0.225间接
NuGetPkg2261.0.226间接
NuGetPkg2271.0.227间接
NuGetPkg2281.0.228间接
NuGetPkg2291.0.229间接
NuGetPkg231.0.23间接
NuGetPkg2301.0.230间接
NuGetPkg2311.0.231间接
NuGetPkg2321.0.232间接
NuGetPkg2331.0.233间接
NuGetPkg2341.0.234间接
NuGetPkg2351.0.235间接
NuGetPkg2361.0.236间接
NuGetPkg2371.0.237间接
NuGetPkg2381.0.238间接
NuGetPkg2391.0.239间接
NuGetPkg241.0.24间接
NuGetPkg2401.0.240间接
NuGetPkg2411.0.241间接
NuGetPkg2421.0.242间接
NuGetPkg2431.0.243间接
NuGetPkg2441.0.244间接
NuGetPkg2451.0.245间接
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PyPIav—间接
PyPIbuild—间接
PyPIfastembed—间接
PyPIfaster-whisper—间接
PyPIhuggingface-hub—间接
PyPIhypothesis—间接
PyPImcp—间接
PyPImodel2vec—间接
PyPIopenvino-genai—间接
PyPIpre-commit—间接
PyPIpydantic—间接
PyPIpypdf—间接
PyPIpytest—间接
PyPIpytest-cov—间接
PyPIpytest-timeout—间接
PyPIpytest-xdist—间接
PyPIrapidocr-onnxruntime—间接
PyPIruff—间接
PyPIsetuptools—间接
PyPIsqlite-vec—间接
PyPItomlkit—间接
PyPItree-sitter—间接
PyPItree-sitter-bash—间接
PyPItree-sitter-c—间接
PyPItree-sitter-c-sharp—间接
PyPItree-sitter-cpp—间接
PyPItree-sitter-css—间接
PyPItree-sitter-dart—间接
PyPItree-sitter-dockerfile—间接
PyPItree-sitter-elixir—间接
PyPItree-sitter-go—间接
PyPItree-sitter-hcl—间接
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PyPItree-sitter-java—间接
PyPItree-sitter-javascript—间接
PyPItree-sitter-kotlin—间接
PyPItree-sitter-make—间接
PyPItree-sitter-nix—间接
PyPItree-sitter-perl—间接
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PyPItree-sitter-swift—间接
PyPItree-sitter-typescript—间接
PyPItree-sitter-zig—间接
PyPItwine—间接
依赖安全公告 0

安装 pypi:contextlake@9.2.1 会引入 1 个包（直接与传递）：其中 0 个存在已知公告，0 个为直接依赖。

没有已知公告影响已评估的依赖。

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

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发现这份报告有不准确之处，或有想法要分享？错误的测量、未识别的工具、建议、疑问——都欢迎提出。每条消息都会被阅读并得到回复。

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相关记录

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

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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 v2.10.0、模式 v0.34.0—— 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.