公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-26 19:13 UTC

JochenYang / luma-mcp

Multi-Model Visual Understanding MCP Server, GLM-4.6V, DeepSeek-OCR (free), and Qwen3-VL-Flash. Provide visual processing capabilities for AI coding models that do not support image understanding.多模型视觉理解MCP服务器,GLM-4.6V、DeepSeek-OCR(免费)和Qwen3-VL-Flash等。为不支持图片理解的 AI 编码模型提供视觉处理能力。

TypeScript · JavaScriptMIT★ 83 星标⑂ 11 复刻始于 2025年11月在 GitHub 上查看 ↗

JochenYang/luma-mcp 的健康指数为 100 分中的 59 分,处于「中等」区间。 其得分最高的类别是Vitality(81/100),最低的是Security(42/100)。 最近一次更新在 6 天前。 近期的大部分工作由 1 位贡献者完成。

59
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。

59
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

Jochen个人账户
14 关注者29 个公开仓库始于 2022年6月MILOYA

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

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?

81良好 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 6 天前
9.7/36提交节奏 — 52 周中有 14 周有提交
14.9/18提交量 — 最近一年 45 次提交
7/10OpenSSF Scorecard:Maintained — 7 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 7
所用输入
commits_last_year45
human_commit_share1
days_since_last_push6
active_weeks_last_year14

发布纪律

100优秀
评分方式
27/27有发布版本 — 已发布 22 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 19.8 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count22
latest_release_tagv1.6.0
releases_from_tags
days_since_latest_release6
mean_days_between_releases19.8
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?

50中等 · 占总体的 18%

流行度与采用

39存在风险
评分方式
31/60星标 — 83 个星标
8.3/25复刻 — 11 个复刻
0/15关注者 — 0 位关注者
所用输入
forks11
stars83
watchers0
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
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template
评分方式
54/80月度下载量 — npm 合计每月 11,258 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
packagesluma-mcp
dependents
ecosystemsnpm
total_downloads
monthly_downloads11,258
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?

47存在风险 · 占总体的 24%
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
3/10OpenSSF Scorecard:Contributors — project has 1 contributing companies or organizations -- score normalized to 3
所用输入
bus_factor1
contributors_sampled1
top_contributor_share1
评分方式
46.8/46.8议题解决 — 100% 的议题已关闭
0/38.3PR 接受 — 已裁定的 PR 中 0/1 已合并
0/15OpenSSF Scorecard:Code-Review — Found 0/30 approved changesets -- score normalized to 0
所用输入
merged_prs0
open_issues0
closed_issues4
issue_closed_ratio1
closed_unmerged_prs1
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
8.5/25所有者影响力 — JochenYang 有 14 位关注者
18.9/25既往记录 — 29 个公开仓库,账户约 4 年
所用输入
followers14
owner_typeUser
is_verified
owner_loginJochenYang
public_repos29
account_age_days1,496
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。
评分方式
25/25已发布且可解析 — npm 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 — 29 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
packagesluma-mcp
ecosystemsnpm
any_deprecated
min_days_since_publish6

工程质量

基础的工程与文档实践是否到位?

70良好 · 占总体的 20%

工程实践

60中等
评分方式
24/24CI 工作流 — 1 个工作流
24/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
0/6.4.editorconfig
0/20OpenSSF Scorecard:CI-Tests — 无数据
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config
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

85优秀
评分方式
30/30README
25/25文档目录
0/15文档 / 主页站点
10/10仓库描述
10/10主题标签 — 5 个主题标签
10/10Wiki
所用输入
topicsimage-understanding, mcp, mcp-server, model-context-protocol, vision
has_wiki
homepage
has_readme
has_docs_dir
has_description

安全

可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?

42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 — 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
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
5.2/7.5Maintained — 7 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 7
0/5Packaging — 无数据
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — 无数据
6.8/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 24 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate3.6
已排除计分(无数据或不适用):ci_tests, packaging, signed_releases。 其余权重已重新归一化。
评分方式
14.6/35直接依赖不含已知公告 — 1 个受影响:sharp 0.33.5 (high 7.3)
13.2/25间接依赖不含已知公告 — 1 个受影响:@hono/node-server 1.19.15 (moderate 5.9)
40/40没有长期未处理的公告 — 没有公告公开超过 90 天
所用输入
sourceosv
advisories2
affected_packages2
assessed_packages138
unassessed_packages0
affected_by_severityhigh 1, moderate 1
direct_affected_packages1
比对的是 npm:luma-mcp@1.6.0 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 138 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?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。

47存在风险 · 占总体的 0%
评分方式
0/45代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 45 次人类提交中有 44 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.978
agent_instruction_files
agent_instruction_max_bytes
评分方式
0/18一条命令的引导启动
22/22自动化测试
0/11Lint / 格式化配置
11/11静态类型检查 — tsconfig.json
10/10可复现环境 — lockfile
0/10已体现的代理实践 — 最近 45 次提交中没有代理编写的提交
0/8自动化维护 — 未观察到自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilespackage-lock.json
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configstsconfig.json
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
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 23 个源文件中有 0 个超过 60KB
所用输入
primary_languageTypeScript
largest_source_bytes25,263
source_files_sampled23
oversized_source_files0
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
20/20MCP 服务器
0/40可运行示例
所用输入
example_dirs
has_mcp_signal
api_schema_files

关键数据

83GitHub 星标
1贡献者
45最近 12 个月提交数
6距最近推送天数
22发布版本数
1巴士系数(bus factor)
0开放议题
npm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
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

更多细节

Star 与 Fork 历史 0 ★ / 11 ⇿
0Star
11Fork
17发布

每颗 star 和每个 fork 的添加时间,来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方,二者可相互对照:稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时,它会作为增长真实性予以报告。

0246810121122025-122026-032026-07
主版本 0次版本 3修订 14
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 · 2026-07-26 19:13 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
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
7Maintained7 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 7
不适用Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities24 existing vulnerabilities detected
直接依赖 4
注册表软件包版本约束清单文件
npm@modelcontextprotocol/sdk^1.25.4package.json
npmaxios^1.15.1package.json
npmsharp^0.33.5package.json
npmzod^3.25.76package.json
全部依赖 未采集

本报告未能采集到解析后的依赖集合:GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

依赖安全公告 2

安装 npm:luma-mcp@1.6.0 会引入 138 个包(直接与传递):其中 2 个存在已知公告,1 个为直接依赖。

软件包版本关系严重程度公告数修复版本
sharp0.33.5直接10.35.0
@hono/node-server1.19.15间接12.0.5

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": [
        "image-understanding",
        "mcp",
        "mcp-server",
        "model-context-protocol",
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      "size_kb": 323,
      "has_wiki": true,
      "homepage": null,
      "languages": {
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        "TypeScript": 84553
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      "pushed_at": "2026-07-20T12:28:22Z",
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      "owner_type": "User",
      "updated_at": "2026-07-22T02:52:41Z",
      "description": "Multi-Model Visual Understanding MCP Server, GLM-4.6V, DeepSeek-OCR (free), and Qwen3-VL-Flash. Provide visual processing capabilities for AI coding models that do not support image understanding.多模型视觉理解MCP服务器,GLM-4.6V、DeepSeek-OCR(免费)和Qwen3-VL-Flash等。为不支持图片理解的 AI 编码模型提供视觉处理能力。",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "TypeScript",
      "significant_languages": [
        "TypeScript",
        "JavaScript"
      ]
    },
    "owner": {
      "blog": null,
      "name": "Jochen",
      "type": "User",
      "login": "JochenYang",
      "company": "MILOYA",
      "location": null,
      "followers": 14,
      "avatar_url": "https://avatars.githubusercontent.com/u/107936988?v=4",
      "created_at": "2022-06-21T14:08:44Z",
      "is_verified": null,
      "public_repos": 29,
      "account_age_days": 1496
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v1.6.0",
          "kind": "minor",
          "published_at": "2026-07-20T12:25:09Z"
        },
        {
          "tag": "v1.5.0",
          "kind": "minor",
          "published_at": "2026-06-13T00:56:37Z"
        },
        {
          "tag": "v1.4.1",
          "kind": "patch",
          "published_at": "2026-06-13T00:51:14Z"
        },
        {
          "tag": "v1.4.0",
          "kind": "minor",
          "published_at": "2026-05-24T04:41:10Z"
        },
        {
          "tag": "v1.3.8",
          "kind": "patch",
          "published_at": "2026-05-02T01:31:50Z"
        },
        {
          "tag": "v1.3.7",
          "kind": "patch",
          "published_at": "2026-04-28T15:48:45Z"
        },
        {
          "tag": "v1.3.6",
          "kind": "patch",
          "published_at": "2026-03-06T13:55:21Z"
        },
        {
          "tag": "v1.3.5",
          "kind": "patch",
          "published_at": "2026-02-14T04:42:14Z"
        },
        {
          "tag": "v1.3.4",
          "kind": "patch",
          "published_at": "2026-02-04T04:07:47Z"
        },
        {
          "tag": "v1.3.3",
          "kind": "patch",
          "published_at": "2026-01-23T14:53:54Z"
        },
        {
          "tag": "v1.3.2",
          "kind": "patch",
          "published_at": "2026-01-20T06:35:44Z"
        },
        {
          "tag": "v1.3.1",
          "kind": "patch",
          "published_at": "2026-01-06T05:57:05Z"
        },
        {
          "tag": "v1.3.0",
          "kind": "minor",
          "published_at": "2025-12-31T09:52:53Z"
        },
        {
          "tag": "v1.2.9",
          "kind": "patch",
          "published_at": "2025-12-31T09:07:05Z"
        },
        {
          "tag": "v1.2.8",
          "kind": "patch",
          "published_at": "2025-12-24T13:33:18Z"
        },
        {
          "tag": "v1.2.7",
          "kind": "patch",
          "published_at": "2025-12-17T12:00:58Z"
        },
        {
          "tag": "v1.2.6",
          "kind": "patch",
          "published_at": "2025-12-16T10:09:52Z"
        },
        {
          "tag": "v1.2.5",
          "kind": "patch",
          "published_at": "2025-12-16T09:35:21Z"
        },
        {
          "tag": "v1.2.4",
          "kind": "patch",
          "published_at": "2025-12-15T10:31:28Z"
        },
        {
          "tag": "v1.2.3",
          "kind": "patch",
          "published_at": "2025-11-21T15:57:58Z"
        },
        {
          "tag": "v1.2.2",
          "kind": "patch",
          "published_at": "2025-11-20T14:21:47Z"
        },
        {
          "tag": "v1.2.1",
          "kind": "patch",
          "published_at": "2025-11-18T07:57:31Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "ec42ea28ecc2330710a9f97a0861f4e6c7782c5b",
          "body": "- rewrite 1.6.0 notes to match existing Chinese changelog format",
          "is_bot": false,
          "headline": "docs(changelog): restore Chinese style for v1.6.0",
          "author_name": "dabaotongxue",
          "author_login": "JochenYang",
          "committed_at": "2026-07-20T12:28:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "177e57b520feedbfe39903b5d4de98f939ba6c32",
          "body": "- unify providers on OpenAI-compatible base client\n- add optional task_type and opt-in luma_meta on tool\n- harden config, version, and secret-safe errors\n- add unit and MCP stdio smoke tests",
          "is_bot": false,
          "headline": "feat(mcp): add task_type and shared clients",
          "author_name": "dabaotongxue",
          "author_login": "JochenYang",
          "committed_at": "2026-07-20T12:26:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "is_bot": false,
          "headline": "feat: custom provider support for any OpenAI-compatible endpoint",
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          "author_login": "JochenYang",
          "committed_at": "2026-06-13T00:56:21Z",
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          "is_bot": false,
          "headline": "fix: HTTPS remote image fetch regression and several v1.4.0 follow-ups",
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        },
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          "headline": "feat: security hardening, performance optimization, and code quality",
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          "committed_at": "2026-05-24T04:41:00Z",
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          "headline": "feat(release): v1.3.8 fix siliconflow 400 error and enhance stability",
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          "is_bot": false,
          "headline": "release: cut v1.3.7",
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          "body": "Reconnect the enhanced vision pipeline by enabling multi-crop image inputs, unifying remote URL preprocessing with local files, and improving text-heavy image handling for OCR, UI, and code screenshots.\n\nSync the documentation and release metadata with the current implementation, including README cleanup, version bump, changelog updates, and typecheck coverage for the updated flow.",
          "is_bot": false,
          "headline": "release: cut v1.3.6",
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          "body": "Rename tool analyze_image to image_understand to reflect cognitive capabilities.\n\nImplement Visual Cognitive Protocol v2.0 in system prompt.\n\nImprove spatial reasoning (Vertical vs Horizontal) and anomaly detection.\n\nUpdate CHANGELOG.md for v1.3.5.",
          "is_bot": false,
          "headline": "chore: bump version to 1.3.5 and optimize visual understanding",
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          "committed_at": "2026-02-14T04:42:06Z",
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          "is_bot": false,
          "headline": "refactor(core): revert to simple implementation and optimize vision p…",
          "author_name": "dabaotongxue",
          "author_login": "JochenYang",
          "committed_at": "2026-02-04T04:07:28Z",
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          "body": null,
          "is_bot": false,
          "headline": "feat(vision): add multi-crop analysis",
          "author_name": "dabaotongxue",
          "author_login": "JochenYang",
          "committed_at": "2026-01-23T14:53:12Z",
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        },
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          "body": null,
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          "headline": "feat(vision): add hunyuan and docs",
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          "committed_at": "2026-01-20T06:28:09Z",
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          "is_bot": false,
          "headline": "refactor(prompt): optimize vision prompt rule 4 to reduce unnecessary…",
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        },
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          "is_bot": false,
          "headline": "chore(release): 1.3.0 - fix npm package include source files",
          "author_name": "dabaotongxue",
          "author_login": "JochenYang",
          "committed_at": "2025-12-31T09:52:41Z",
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          "is_bot": false,
          "headline": "fix: add files field to exclude source from npm package",
          "author_name": "dabaotongxue",
          "author_login": "JochenYang",
          "committed_at": "2025-12-31T09:40:11Z",
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          "headline": "chore(release): 1.2.9",
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        },
        {
          "oid": "3c103d462b027fb3c8dd2f7488d6b712ea6c7629",
          "body": "…g logic\n\n- Fix missing enableThinking parameter in index.ts analyzeWithRetry\n- Unify thinking enable logic across all clients (enableThinking !== false)\n- Volcengine Doubao now correctly supports thinking mode\n- Add comprehensive logging to Qwen client\n- Refactor Zhipu client thinking parameter handling\n\nAll supported models (Zhipu, Qwen, Volcengine) now correctly enable thinking mode.\nUsers can disable it via ENABLE_THINKING=false to improve speed and reduce costs.",
          "is_bot": false,
          "headline": "fix(thinking): fix enableThinking parameter passing and unify thinkin…",
          "author_name": "dabaotongxue",
          "author_login": "JochenYang",
          "committed_at": "2025-12-24T13:32:28Z",
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        },
        {
          "oid": "149b6c32cace2dc5dc62fc9e405997e60f108fe5",
          "body": "- add volcengine-client.ts to project structure\n- remove deleted prompts.ts from English README\n- synchronize Chinese and English documentation",
          "is_bot": false,
          "headline": "docs: update project structure in README files",
          "author_name": "dabaotongxue",
          "author_login": "JochenYang",
          "committed_at": "2025-12-18T12:12:51Z",
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        },
        {
          "oid": "764f6fbf789450642c1dfb3d9877efb157875a88",
          "body": "- new volcengine provider with doubao-seed-1.6 models\n- unified config architecture for all clients\n- support base64, url and local file formats\n- update documentation and examples",
          "is_bot": false,
          "headline": "feat: upgrade to v1.2.7 - add volcengine provider support",
          "author_name": "dabaotongxue",
          "author_login": "JochenYang",
          "committed_at": "2025-12-17T12:00:01Z",
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        },
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          "oid": "0d59896a2249ee0e4b6b24ab9265a1e85b75f239",
          "body": "… enabled\n\n- update zhipu model from glm-4.5v to glm-4.6v\n- increase max_tokens from 8192 to 16384\n- enable thinking mode by default\n- remove prompts.ts and use raw prompts\n- update documentation",
          "is_bot": false,
          "headline": "feat: upgrade to v1.2.6 - glm-4.6v model, 16384 tokens, thinking mode…",
          "author_name": "dabaotongxue",
          "author_login": "JochenYang",
          "committed_at": "2025-12-17T11:59:23Z",
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        },
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          "body": "- Remove unused src/prompts.ts file\n- Remove buildAnalysisPrompt from index.ts\n- Remove buildAnalysisPrompt from qwen-client.ts\n- All providers now use raw user prompt directly\n- Reduces token consumption and unifies behavior",
          "is_bot": false,
          "headline": "feat: remove prompt wrapper and use raw prompts for all providers",
          "author_name": "dabaotongxue",
          "author_login": "JochenYang",
          "committed_at": "2025-12-16T09:34:57Z",
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          "headline": "chore: release v1.2.4 - version bump",
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          "committed_at": "2025-12-15T10:05:41Z",
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        },
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          "headline": "chore: release v1.2.3 - code cleanup and tool description optimization",
          "author_name": "dabaotongxue",
          "author_login": "JochenYang",
          "committed_at": "2025-11-21T15:56:20Z",
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        },
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          "headline": "docs: update CHANGELOG.MD something",
          "author_name": "dabaotongxue",
          "author_login": "JochenYang",
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        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "feat: add @ path support and optimize prompts for v1.2.2",
          "author_name": "dabaotongxue",
          "author_login": "JochenYang",
          "committed_at": "2025-11-20T14:16:06Z",
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        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "docs: update project structure in READMEs",
          "author_name": "dabaotongxue",
          "author_login": "JochenYang",
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          "oid": "58c32b172b01d75102120cb8ab04c2ab1057aa9c",
          "body": "…y changes",
          "is_bot": false,
          "headline": "ci: remove automatic npm publish from workflow due to npm token polic…",
          "author_name": "dabaotongxue",
          "author_login": "JochenYang",
          "committed_at": "2025-11-18T08:02:24Z",
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          "is_bot": false,
          "headline": "chore: bump version to 1.2.1",
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          "is_bot": false,
          "headline": "docs: add Qwen local testing examples and pricing/model comparison de…",
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          "author_login": "JochenYang",
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          "is_bot": false,
          "headline": "refactor: simplify prompts.ts comment header",
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          "headline": "docs: simplify README, remove redundant config paths and changelog de…",
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        },
        {
          "oid": "9578abddb980f94f4ca9ab2b4f6488dc32bffa18",
          "body": "- Auto-create GitHub Release from tag\n- Extract release notes from CHANGELOG.md\n- Auto-publish to npm with NPM_TOKEN",
          "is_bot": false,
          "headline": "ci: add GitHub Actions workflow for automated releases",
          "author_name": "dabaotongxue",
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        },
        {
          "oid": "3f93ad927440152ab64b6cb7c665d1f6586b34aa",
          "body": "- Add Aliyun Qwen3-VL-Flash vision model support\n- Support thinking mode for complex scenarios\n- Update all clients to use independent parameters\n- Remove hardcoded API keys from test files (security fix)\n- Update documentation (CN/EN) with Qwen configuration examples\n- Default to qwen3-vl-flash model for better cost-performance\n- Update .env.example with Qwen configuration",
          "is_bot": false,
          "headline": "feat: add Qwen3-VL-Flash support v1.2.0",
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        },
        {
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          "body": "- Support base64-encoded image data (data:image/png;base64,...)\n- Enable direct image passing when MCP clients support it\n- Add Data URI format validation (MIME type, size limits)\n- Update tool description and documentation\n- Add comprehensive test suite for Data URI\n- Prepare for future client-side image paste support",
          "is_bot": false,
          "headline": "feat: Add Data URI support for image input (v1.1.1)",
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          "author_login": "JochenYang",
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          "headline": "docs: Update English README with multi-model support",
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        },
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          "body": "- Add multi-model architecture with VisionClient interface\n- Support SiliconFlow DeepSeek-OCR (free OCR service)\n- Add MODEL_PROVIDER environment variable for model selection\n- Optimize prompt handling for DeepSeek-OCR\n- Update documentation with dual-model configuration\n- Add .env.example and CHANGELOG.md\n- Maintain backward compatibility with existing configurations",
          "is_bot": false,
          "headline": "feat: Add DeepSeek-OCR support via SiliconFlow (v1.1.0)",
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          "body": "- Thinking mode is now ON by default (better for image analysis)\n- Updated documentation to reflect default behavior\n- Users can disable it via ZHIPU_ENABLE_THINKING=false if needed\n- Changed parameter name from 'question' to 'prompt' in docs\n- Version bump to 1.0.3",
          "is_bot": false,
          "headline": "feat: re-enable thinking mode by default for better accuracy",
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          "is_bot": false,
          "headline": "Delete  directory",
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          "is_bot": false,
          "headline": "chore: Update the .gitignore`",
          "author_name": "dabaotongxue",
          "author_login": "JochenYang",
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          "is_bot": false,
          "headline": "perf: disable thinking mode by default for better speed and lower cost",
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        },
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          "body": "- Changed 'question' parameter to 'prompt' (required)\n- Improved parameter description for better AI understanding\n- Follows Zhipu official MCP design pattern\n- Version bump to 1.0.1",
          "is_bot": false,
          "headline": "feat: make prompt parameter required to improve auto-trigger reliability",
          "author_name": "dabaotongxue",
          "author_login": "JochenYang",
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          "headline": "docs: update tool invocation instructions with correct MCP tool names",
          "author_name": "dabaotongxue",
          "author_login": "JochenYang",
          "committed_at": "2025-11-11T14:33:12Z",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "moderate",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 68,
            "inputs": {
              "packages": [
                "luma-mcp"
              ],
              "dependents": null,
              "ecosystems": "npm",
              "total_downloads": null,
              "monthly_downloads": 11258
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "11,258 downloads/month across npm",
                "points": 54,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 11258,
                      "ecosystems": "npm"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "at_risk",
        "name": "Sustainability & Governance",
        "value": 47,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 13,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 1,
              "top_contributor_share": 1
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "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",
            "band": "at_risk",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 47,
            "inputs": {
              "merged_prs": 0,
              "open_issues": 0,
              "closed_issues": 4,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 1
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.8,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "0/1 decided PRs merged",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 0,
                      "decided": 1
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 47,
            "inputs": {
              "followers": 14,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "JochenYang",
              "public_repos": 29,
              "account_age_days": 1496
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "14 followers of JochenYang",
                "points": 8.5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 14,
                      "login": "JochenYang"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "29 public repos, account ~4 yr old",
                "points": 18.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 29
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 4
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "luma-mcp"
              ],
              "ecosystems": "npm",
              "any_deprecated": false,
              "min_days_since_publish": 6
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on npm",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "npm"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 6 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 6
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "29 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 29
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 70,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "1 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "topics": [
                "image-understanding",
                "mcp",
                "mcp-server",
                "model-context-protocol",
                "vision"
              ],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "5 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 42,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests",
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 36,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 3.6
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "7 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "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": "no SAST tool detected",
                "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": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "24 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "moderate",
            "name": "Dependency advisories",
            "note": "Matched the npm:luma-mcp@1.6.0 runtime dependency closure — what installing the published package pulls in — 138 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "npm:luma-mcp@1.6.0",
                  "assessed": 138
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 68,
            "inputs": {
              "source": "osv",
              "advisories": 2,
              "affected_packages": 2,
              "assessed_packages": 138,
              "unassessed_packages": 0,
              "affected_by_severity": "high 1, moderate 1",
              "direct_affected_packages": 1
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "1 affected: sharp 0.33.5 (high 7.3)",
                "points": 14.6,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 1,
                      "packages": "sharp 0.33.5 (high 7.3)"
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "1 affected: @hono/node-server 1.19.15 (moderate 5.9)",
                "points": 13.2,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 1,
                      "packages": "@hono/node-server 1.19.15 (moderate 5.9)"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory has been public longer than 90 days",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "advisories_none_stale",
                    "params": {
                      "days": 90
                    }
                  }
                ],
                "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": 138,
              "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": "at_risk",
        "name": "AI Readiness",
        "value": 47,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.978,
              "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": "44 of 45 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 44,
                      "sampled": 45
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 43,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "package-lock.json"
              ],
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              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "tsconfig.json"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tsconfig.json"
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                  }
                ],
                "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 agent-authored commits among the last 45",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
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                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
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                ],
                "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": [],
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              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "TypeScript",
              "largest_source_bytes": 25263,
              "source_files_sampled": 23,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
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                "detail": "TypeScript (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "TypeScript"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/23 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
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                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "critical",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 20,
            "inputs": {
              "example_dirs": [],
              "has_mcp_signal": true,
              "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": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T19:13:50.403086Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/JochenYang/luma-mcp.svg",
  "full_name": "JochenYang/luma-mcp",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v0.27.0—— 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npm.