公开记录中等
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-30 18:53 UTC
K-Dense-AI / claude-skills-mcp
MCP server for searching and retrieving Scientific Agent Skills using vector search
K-Dense-AI/claude-skills-mcp 的健康指数为 100 分中的 60 分，处于「中等」区间。 其得分最高的类别是Vitality（71/100），最低的是AI Readiness（36/100）。 最近一次更新在 10 天前。 近期的大部分工作由 1 位贡献者完成。
60
总分 / 100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。
60
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）
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
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 |
|---|---|---|---|---|---|---|
| PyPI | claude-skills-mcp-backend | 1.0.6 | - | 7 | 279 天前 | agentaibackendclaudemcpscientificskillsvector-search |
| PyPI | claude-skills-mcp | 1.0.6 | 415 | 10 | 279 天前 | agentaiclaudemcpproxyskills |
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？
71
开发活跃度
51中等
评分方式
| 28.8/36 | 推送新近度 — 最近一次推送于 10 天前 |
| 4.2/36 | 提交节奏 — 52 周中有 6 周有提交 |
| 15.6/18 | 提交量 — 最近一年 54 次提交 |
| 2/10 | OpenSSF Scorecard：Maintained — 3 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 2 |
所用输入
| commits_last_year | 54 |
| human_commit_share | 1 |
| days_since_last_push | 10 |
| active_weeks_last_year | 6 |
发布纪律
100优秀
评分方式
| 27/27 | 有发布版本 — 已发布 10 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 10 天前 |
| 27/27 | 发布节奏 — 约每 30.3 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 10 |
| latest_release_tag | v1.1.0 |
| releases_from_tags | 否 |
| days_since_latest_release | 10 |
| mean_days_between_releases | 30.3 |
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？
52
流行度与采用
60中等
评分方式
| 42.1/60 | 星标 — 395 个星标 |
| 15.2/25 | 复刻 — 68 个复刻 |
| 2.7/15 | 关注者 — 4 位关注者 |
所用输入
| forks | 68 |
| stars | 395 |
| watchers | 4 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
50中等
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（Apache-2.0） |
| 0/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 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）
44存在风险
评分方式
| 34.9/80 | 月度下载量 — pypi 合计每月 415 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
| packages | claude-skills-mcp-backend, claude-skills-mcp |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 415 |
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？
54
维护者韧性（巴士系数）
16危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 1.7/22.5 | 提交分布 — 头号贡献者编写了 92% 的提交 |
| 2.7/13.5 | 贡献者广度 — 2 位贡献者 |
| 3/10 | OpenSSF Scorecard：Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 2 |
| top_contributor_share | 0.925 |
议题与 PR 响应能力
61中等
评分方式
| 41.6/46.8 | 议题解决 — 89% 的议题已关闭 |
| 19.1/38.3 | PR 接受 — 已裁定的 PR 中 4/8 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 1/22 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 4 |
| open_issues | 1 |
| closed_issues | 8 |
| issue_closed_ratio | 0.889 |
| closed_unmerged_prs | 4 |
所有权与托管责任
62中等
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 22.5/25 | 所有者影响力 — K-Dense-AI 有 1,326 位关注者 |
| 9.9/25 | 既往记录 — 13 个公开仓库，账户约 0 年 |
所用输入
| followers | 1,326 |
| owner_type | Organization |
| is_verified | — |
| owner_login | K-Dense-AI |
| public_repos | 13 |
| account_age_days | 286 |
软件包维护
91优秀
评分方式
| 25/25 | 已发布且可解析 — pypi 上有 2 个软件包 |
| 26/35 | 发布时效 — 最近一次发布于 279 天前 |
| 20/20 | 版本历史 — 10 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
| packages | claude-skills-mcp-backend, claude-skills-mcp |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 279 |
工程质量
基础的工程与文档实践是否到位？
71
工程实践
68中等
评分方式
| 24/24 | CI 工作流 — 1 个工作流 |
| 24/24 | 存在测试 |
| 0/16 | Linter 配置 |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 3 out of 3 merged PRs checked by a CI test -- score normalized to 10 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 否 |
| has_precommit_config | 否 |
文档
75良好
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 0/15 | 文档 / 主页站点 |
| 10/10 | 仓库描述 |
| 0/10 | 主题标签 |
| 10/10 | Wiki |
所用输入
| topics | — |
| has_wiki | 是 |
| homepage | — |
| 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？
51
安全态势
39存在风险
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3.8/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 3 out of 3 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 1/22 approved changesets -- score normalized to 0 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 1.5/7.5 | Maintained — 3 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 2 |
| 0/5 | Packaging — 无数据 |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 3.9 |
已排除计分（无数据或不适用）：packaging, signed_releases。 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 |
| 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
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 31 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
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:claude-skills-mcp@1.0.6 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 31 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。
36
AI 代理上下文与指引
40存在风险
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 — 54 次人类提交中有 50 次说明了意图（结构化标题或解释性正文） |
所用输入
| has_llms_txt | 否 |
| legible_history_share | 0.926 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
验证循环（构建 / 测试 / 类型检查）
32存在风险
评分方式
| 0/18 | 一条命令的引导启动 |
| 22/22 | 自动化测试 |
| 0/11 | Lint / 格式化配置 |
| 0/11 | 静态类型检查 |
| 10/10 | 可复现环境 — Dockerfile, lockfile |
| 0/10 | 已体现的代理实践 — 最近 54 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 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | uv.lock |
| has_dockerfile | 是 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 否 |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
55中等
评分方式
| 0/45 | 可类型检查的代码 — Python，未配置类型检查 |
| 55/55 | 可控的文件大小 — 采样的 35 个源文件中有 0 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 32,903 |
| source_files_sampled | 35 |
| oversized_source_files | 0 |
机器可读接口
20危急
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 20/20 | MCP 服务器 |
| 0/40 | 可运行示例 |
所用输入
| example_dirs | — |
| has_mcp_signal | 是 |
| api_schema_files | — |
关键数据
395GitHub 星标
2贡献者
54最近 12 个月提交数
10距最近推送天数
10发布版本数
1巴士系数（bus factor）
1开放议题
—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 ★ / 68 ⇿
0Star
68Fork
10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。
主版本 1次版本 2修订 7
OpenSSF Scorecard 3.9 / 10
3.9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）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 5 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 3 out of 3 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 1/22 approved changesets -- score normalized to 0 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 2 | Maintained | 3 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 2 |
| 不适用 | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 不适用 | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
直接依赖 11
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | mcp | >=1.0.0 | packages/backend/pyproject.toml |
| PyPI | sentence-transformers | >=2.2.0 | packages/backend/pyproject.toml |
| PyPI | numpy | >=1.24.0 | packages/backend/pyproject.toml |
| PyPI | httpx | >=0.24.0 | packages/backend/pyproject.toml |
| PyPI | pyyaml | >=6.0 | packages/backend/pyproject.toml |
| PyPI | torch | >=2.0.0 | packages/backend/pyproject.toml |
| PyPI | torch | >=2.0.0,<3.0.0 | packages/backend/pyproject.toml |
| PyPI | starlette | >=0.27.0 | packages/backend/pyproject.toml |
| PyPI | uvicorn | >=0.23.0 | packages/backend/pyproject.toml |
| PyPI | mcp | >=1.0.0 | packages/frontend/pyproject.toml |
| PyPI | httpx | >=0.24.0 | packages/frontend/pyproject.toml |
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 0
安装 pypi:claude-skills-mcp@1.0.6 会引入 31 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
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 6318,
"has_wiki": true,
"homepage": null,
"languages": {
"Shell": 4722,
"Python": 271654,
"Dockerfile": 751
},
"pushed_at": "2026-07-20T18:02:06Z",
"created_at": "2025-10-21T03:53:28Z",
"owner_type": "Organization",
"updated_at": "2026-07-29T19:40:51Z",
"description": "MCP server for searching and retrieving Scientific Agent Skills using vector search",
"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": "www.k-dense.ai",
"name": "K-Dense",
"type": "Organization",
"login": "K-Dense-AI",
"company": null,
"location": "United States of America",
"followers": 1326,
"avatar_url": "https://avatars.githubusercontent.com/u/238572432?v=4",
"created_at": "2025-10-16T21:22:41Z",
"is_verified": null,
"public_repos": 13,
"account_age_days": 286
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v1.1.0",
"kind": "minor",
"published_at": "2026-07-20T18:02:06Z"
},
{
"tag": "v1.0.6",
"kind": "patch",
"published_at": "2025-10-24T01:20:29Z"
},
{
"tag": "v1.0.5",
"kind": "patch",
"published_at": "2025-10-24T01:00:48Z"
},
{
"tag": "v1.0.4",
"kind": "patch",
"published_at": "2025-10-23T21:57:20Z"
},
{
"tag": "v1.0.3",
"kind": "patch",
"published_at": "2025-10-23T16:41:35Z"
},
{
"tag": "v1.0.1",
"kind": "patch",
"published_at": "2025-10-23T00:11:42Z"
},
{
"tag": "v1.0.0",
"kind": "major",
"published_at": "2025-10-22T23:57:27Z"
},
{
"tag": "v0.1.2",
"kind": "patch",
"published_at": "2025-10-21T23:07:29Z"
},
{
"tag": "v0.1.1",
"kind": "patch",
"published_at": "2025-10-21T08:42:36Z"
},
{
"tag": "v0.1.0",
"kind": "minor",
"published_at": "2025-10-21T07:27:48Z"
}
],
"recent_commits": [
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"body": "…s, and enhance test workflows for new version artifacts",
"is_bot": false,
"headline": "chore: bump version to 1.1.0, update README with final release detail…",
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"author_login": "TKassis",
"committed_at": "2026-07-20T17:58:53Z",
"body_truncated": false,
"is_coding_agent": false
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