公开记录中等
软件健康报告模式 0.14.0 · 指标 1.13.0 · 2026-07-19 08:00 UTC
dfrostar / neuralmind
Persistent memory for AI coding agents. Your agent learns your codebase the way a senior engineer would — what files go together, what you usually edit next. Works with Claude Code, Cursor, Cline, Continue. 100% local. (Side effect: 40-70× cheaper code questions.)
dfrostar/neuralmind 的健康指数为 100 分中的 66 分，处于「中等」区间。 其得分最高的类别是Engineering Quality（81/100），最低的是Community & Adoption（50/100）。 最近一次更新在今天。 近期的大部分工作由 2 位贡献者完成。
66
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。
66
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
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？
80
开发活跃度
74良好
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 9.7/36 | 提交节奏 — 52 周中有 14 周有提交 |
| 18/18 | 提交量 — 最近一年 594 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 594 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 14 |
发布纪律
90优秀
评分方式
| 27/27 | 有发布版本 — 已发布 61 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 0 天前 |
| 27/27 | 发布节奏 — 约每 0.7 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — Project has not signed or included provenance with any releases. |
所用输入
| releases_count | 61 |
| latest_release_tag | v1.0.0 |
| releases_from_tags | 否 |
| days_since_latest_release | 0 |
| mean_days_between_releases | 0.7 |
社区与采用
项目是否拥有用户、下载量与关注度，并具备欢迎贡献者参与的配置？
50
流行度与采用
20危急
评分方式
| 20.4/60 | 星标 — 19 个星标 |
| 0/25 | 复刻 — 0 个复刻 |
| 0/15 | 关注者 — 0 位关注者 |
所用输入
| forks | 0 |
| stars | 19 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
77良好
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（MIT） |
| 18/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 6.3/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 是 |
生态采用（下载量）
59中等
评分方式
| 47.2/80 | 月度下载量 — pypi 合计每月 3,455 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 | neuralmind |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 3,455 |
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？
61
维护者韧性（巴士系数）
46存在风险
评分方式
| 25.2/54 | 巴士系数 — 2 位贡献者贡献了半数提交 |
| 11.3/22.5 | 提交分布 — 头号贡献者编写了 50% 的提交 |
| 6.8/13.5 | 贡献者广度 — 5 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 | 2 |
| contributors_sampled | 5 |
| top_contributor_share | 0.499 |
议题与 PR 响应能力
76良好
评分方式
| 46.8/46.8 | 议题解决 — 100% 的议题已关闭 |
| 29.3/38.3 | PR 接受 — 已裁定的 PR 中 255/333 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/24 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 255 |
| open_issues | 0 |
| closed_issues | 37 |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 78 |
所有权与托管责任
31存在风险
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 |
| 0/25 | 所有者影响力 — dfrostar 有 0 位关注者 |
| 14.5/25 | 既往记录 — 18 个公开仓库，账户约 2 年 |
所用输入
| followers | 0 |
| owner_type | User |
| is_verified | — |
| owner_login | dfrostar |
| public_repos | 18 |
| account_age_days | 942 |
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优秀
评分方式
| 25/25 | 已发布且可解析 — pypi 上有 1 个软件包 |
| 35/35 | 发布时效 — 最近一次发布于 0 天前 |
| 20/20 | 版本历史 — 56 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 | neuralmind |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 0 |
工程质量
基础的工程与文档实践是否到位？
81
工程实践
68中等
评分方式
| 24/24 | CI 工作流 — 15 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 — 7 out of 7 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
100优秀
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://dfrostar.github.io/neuralmind/ |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 20 个主题标签 |
| 10/10 | Wiki |
所用输入
| topics | ai, ai-coding, knowledge-graph, llm, mcp, semantic-search, token-reduction, agent-memory, claude-code, cursor, hebbian-learning, local-first, markov-chain, persistent-memory, synapse-layer, directional-transitions, next-file-prediction, developer-tools, graph-view, obsidian-style |
| has_wiki | 是 |
| homepage | https://dfrostar.github.io/neuralmind/ |
| 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？
53
安全态势
53中等
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 7 out of 7 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 0/24 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 |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 5/5 | SAST — SAST tool is run on all commits |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 24 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 5.3 |
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。
72
AI 代理上下文与指引
100优秀
评分方式
| 45/45 | 代理指令 — CLAUDE.md |
| 15/15 | 机器可读文档（llms.txt） — 存在 llms.txt |
| 0/40 | 可读的提交历史 — 无数据 |
所用输入
| has_llms_txt | 是 |
| legible_history_share | — |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 7,582 |
已排除计分（无数据或不适用）：可读的提交历史。 其余权重已重新归一化。
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 |
| 11/11 | 静态类型检查 — editors/vscode/tsconfig.json, site/tsconfig.json |
| 10/10 | 可复现环境 — Dockerfile, lockfile |
| 0/10 | 已体现的代理实践 — 无数据 |
| 5/8 | 自动化维护 — 已配置依赖自动化，但在抽样提交中未观察到 |
| 0/10 | 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 | package-lock.json |
| has_dockerfile | 是 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 否 |
| typecheck_configs | editors/vscode/tsconfig.json, site/tsconfig.json |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
已排除计分（无数据或不适用）：已体现的代理实践。 其余权重已重新归一化。
面向模型的代码可读性
81良好
评分方式
| 27/45 | 可类型检查的代码 — Python，已配置类型检查（editors/vscode/tsconfig.json, site/tsconfig.json） |
| 54.1/55 | 可控的文件大小 — 采样的 362 个源文件中有 6 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 205,399 |
| source_files_sampled | 362 |
| oversized_source_files | 6 |
机器可读接口
60中等
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 20/20 | MCP 服务器 |
| 40/40 | 可运行示例 — example |
所用输入
| example_dirs | example |
| has_mcp_signal | 是 |
| api_schema_files | — |
关键数据
19GitHub 星标
5贡献者
594最近 12 个月提交数
0距最近推送天数
61发布版本数
2巴士系数（bus factor）
0开放议题
npm, PyPI软件包生态系统数
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）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 7 out of 7 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 0/24 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 |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 10 | SAST | SAST tool is run on all commits |
| 10 | Security-Policy | security policy file detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 24 existing vulnerabilities detected |
直接依赖 24
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | pyyaml | >=6.0 | pyproject.toml |
| PyPI | toml | >=0.10 | pyproject.toml |
| PyPI | mcp | >=1.27.2 | pyproject.toml |
| PyPI | cryptography | >=41.0 | pyproject.toml |
| PyPI | pydantic | >=2.0 | pyproject.toml |
| PyPI | turbovec | >=0.7 | pyproject.toml |
| PyPI | onnxruntime | >=1.16 | pyproject.toml |
| PyPI | tokenizers | >=0.15 | pyproject.toml |
| PyPI | numpy | >=1.20 | pyproject.toml |
| PyPI | chromadb | >=0.4.0 | pyproject.toml |
| PyPI | tree-sitter | >=0.21.0 | pyproject.toml |
| PyPI | tree-sitter-python | >=0.21.0 | pyproject.toml |
| PyPI | tree-sitter-typescript | >=0.21.0 | pyproject.toml |
| PyPI | tree-sitter-go | >=0.21.0 | pyproject.toml |
| PyPI | tree-sitter-rust | >=0.21.0 | pyproject.toml |
| PyPI | tree-sitter-java | >=0.21.0 | pyproject.toml |
| PyPI | tree-sitter-c | >=0.21.0 | pyproject.toml |
| PyPI | tree-sitter-cpp | >=0.21.0 | pyproject.toml |
| PyPI | tree-sitter-c-sharp | >=0.21.0 | pyproject.toml |
| PyPI | tree-sitter-ruby | >=0.21.0 | pyproject.toml |
| PyPI | tree-sitter-php | >=0.22.0 | pyproject.toml |
| npm | next | 14.2.21 | site/package.json |
| npm | react | ^18.3.1 | site/package.json |
| npm | react-dom | ^18.3.1 | site/package.json |
全部依赖 152
来自 GitHub 依赖图的完整解析依赖集合：28 个直接依赖与 124 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 |
|---|---|---|---|
| npm | next | 14.2.21 | 直接 |
| npm | react | 18.3.1 | 直接 |
| npm | react-dom | 18.3.1 | 直接 |
| PyPI | chromadb | — | 直接 |
| PyPI | chromadb | 1.5.8 | 直接 |
| PyPI | cryptography | — | 直接 |
| PyPI | mcp | — | 直接 |
| PyPI | mcp | 1.28.1 | 直接 |
| PyPI | numpy | — | 直接 |
| PyPI | onnxruntime | — | 直接 |
| PyPI | pydantic | — | 直接 |
| PyPI | pyyaml | — | 直接 |
| PyPI | pyyaml | 6.0.3 | 直接 |
| PyPI | tokenizers | — | 直接 |
| PyPI | toml | — | 直接 |
| PyPI | toml | 0.10.2 | 直接 |
| PyPI | tree-sitter | — | 直接 |
| PyPI | tree-sitter-c | — | 直接 |
| PyPI | tree-sitter-c-sharp | — | 直接 |
| PyPI | tree-sitter-cpp | — | 直接 |
| PyPI | tree-sitter-go | — | 直接 |
| PyPI | tree-sitter-java | — | 直接 |
| PyPI | tree-sitter-php | — | 直接 |
| PyPI | tree-sitter-python | — | 直接 |
| PyPI | tree-sitter-ruby | — | 直接 |
| PyPI | tree-sitter-rust | — | 直接 |
| PyPI | tree-sitter-typescript | — | 直接 |
| PyPI | turbovec | — | 直接 |
| npm | @alloc/quick-lru | 5.2.0 | 间接 |
| npm | @jridgewell/gen-mapping | 0.3.13 | 间接 |
| npm | @jridgewell/resolve-uri | 3.1.2 | 间接 |
| npm | @jridgewell/sourcemap-codec | 1.5.5 | 间接 |
| npm | @jridgewell/trace-mapping | 0.3.31 | 间接 |
| npm | @next/env | 14.2.21 | 间接 |
| npm | @next/swc-darwin-arm64 | 14.2.21 | 间接 |
| npm | @next/swc-darwin-x64 | 14.2.21 | 间接 |
| npm | @next/swc-linux-arm64-gnu | 14.2.21 | 间接 |
| npm | @next/swc-linux-arm64-musl | 14.2.21 | 间接 |
| npm | @next/swc-linux-x64-gnu | 14.2.21 | 间接 |
| npm | @next/swc-linux-x64-musl | 14.2.21 | 间接 |
| npm | @next/swc-win32-arm64-msvc | 14.2.21 | 间接 |
| npm | @next/swc-win32-ia32-msvc | 14.2.21 | 间接 |
| npm | @next/swc-win32-x64-msvc | 14.2.21 | 间接 |
| npm | @nodelib/fs.scandir | 2.1.5 | 间接 |
| npm | @nodelib/fs.stat | 2.0.5 | 间接 |
| npm | @nodelib/fs.walk | 1.2.8 | 间接 |
| npm | @swc/counter | 0.1.3 | 间接 |
| npm | @swc/helpers | 0.5.5 | 间接 |
| npm | @types/node | 20.19.43 | 间接 |
| npm | @types/node | 26.0.1 | 间接 |
| npm | @types/prop-types | 15.7.15 | 间接 |
| npm | @types/react | 18.3.31 | 间接 |
| npm | @types/react-dom | 18.3.7 | 间接 |
| npm | @types/vscode | 1.125.0 | 间接 |
| npm | any-promise | 1.3.0 | 间接 |
| npm | anymatch | 3.1.3 | 间接 |
| npm | arg | 5.0.2 | 间接 |
| npm | autoprefixer | 10.5.2 | 间接 |
| npm | baseline-browser-mapping | 2.10.43 | 间接 |
| npm | binary-extensions | 2.3.0 | 间接 |
| npm | braces | 3.0.3 | 间接 |
| npm | browserslist | 4.28.6 | 间接 |
| npm | busboy | 1.6.0 | 间接 |
| npm | camelcase-css | 2.0.1 | 间接 |
| npm | caniuse-lite | 1.0.30001805 | 间接 |
| npm | chokidar | 3.6.0 | 间接 |
| npm | client-only | 0.0.1 | 间接 |
| npm | commander | 4.1.1 | 间接 |
| npm | cssesc | 3.0.0 | 间接 |
| npm | csstype | 3.2.3 | 间接 |
| npm | didyoumean | 1.2.2 | 间接 |
| npm | dlv | 1.1.3 | 间接 |
| npm | electron-to-chromium | 1.5.389 | 间接 |
| npm | es-errors | 1.3.0 | 间接 |
| npm | escalade | 3.2.0 | 间接 |
| npm | fast-glob | 3.3.3 | 间接 |
| npm | fastq | 1.20.1 | 间接 |
| npm | fdir | 6.5.0 | 间接 |
| npm | fill-range | 7.1.1 | 间接 |
| npm | fraction.js | 5.3.4 | 间接 |
| npm | fsevents | 2.3.3 | 间接 |
| npm | function-bind | 1.1.2 | 间接 |
| npm | glob-parent | 5.1.2 | 间接 |
| npm | glob-parent | 6.0.2 | 间接 |
| npm | graceful-fs | 4.2.11 | 间接 |
| npm | hasown | 2.0.4 | 间接 |
| npm | is-binary-path | 2.1.0 | 间接 |
| npm | is-core-module | 2.16.2 | 间接 |
| npm | is-extglob | 2.1.1 | 间接 |
| npm | is-glob | 4.0.3 | 间接 |
| npm | is-number | 7.0.0 | 间接 |
| npm | jiti | 1.21.7 | 间接 |
| npm | js-tokens | 4.0.0 | 间接 |
| npm | lilconfig | 3.1.3 | 间接 |
| npm | lines-and-columns | 1.2.4 | 间接 |
| npm | loose-envify | 1.4.0 | 间接 |
| npm | merge2 | 1.4.1 | 间接 |
| npm | micromatch | 4.0.8 | 间接 |
| npm | mz | 2.7.0 | 间接 |
| npm | nanoid | 3.3.15 | 间接 |
| npm | node-releases | 2.0.51 | 间接 |
| npm | normalize-path | 3.0.0 | 间接 |
| npm | object-assign | 4.1.1 | 间接 |
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"notes": [],
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"code": "license_standard",
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{
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{
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"components": [
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}
],
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{
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"points": 0,
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{
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],
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{
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]
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{
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}
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{
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{
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]
},
{
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"notes": [
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{
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{
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}
],
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{
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{
"key": "dependency_update_tool",
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{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
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"status": "missed",
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{
"key": "license",
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{
"key": "maintained",
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"points": 7.5,
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{
"key": "packaging",
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"points": 5,
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"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
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{
"key": "sast",
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"details": [],
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},
{
"key": "security_policy",
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"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "token_permissions",
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"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "vulnerabilities",
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"status": "missed",
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]
},
{
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"notes": [
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"code": "jurisdiction_evidence_limits",
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}
],
"value": 100,
"inputs": {
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"review_only_matches": 0,
"assessed_self_published_locations": 2
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"components": [
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"status": "met",
"details": [
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"code": "jurisdiction_no_match",
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}
],
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]
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