公开记录中等
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-23 22:06 UTC
ethanolivertroy / wilma
Wilma - AWS Bedrock Security Configuration Checker
ethanolivertroy/wilma 的健康指数为 100 分中的 67 分，处于「中等」区间。 其得分最高的类别是Vitality（82/100），最低的是Community & Adoption（39/100）。 最近一次更新在 2 天前。 近期的大部分工作由 1 位贡献者完成。
67
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。
67
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？
82
开发活跃度
70良好
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 2 天前 |
| 7.6/36 | 提交节奏 — 52 周中有 11 周有提交 |
| 16.8/18 | 提交量 — 最近一年 74 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 11 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 74 |
| human_commit_share | 0.865 |
| days_since_last_push | 2 |
| active_weeks_last_year | 11 |
发布纪律
100优秀
评分方式
| 27/27 | 有发布版本 — 已发布 2 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 2 天前 |
| 27/27 | 发布节奏 — 约每 3.7 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 2 |
| latest_release_tag | v0.2.2 |
| releases_from_tags | 否 |
| days_since_latest_release | 2 |
| mean_days_between_releases | 3.7 |
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？
39
流行度与采用
5危急
评分方式
| 4.9/60 | 星标 — 3 个星标 |
| 0/25 | 复刻 — 1 个复刻 |
| 0/15 | 关注者 — 0 位关注者 |
所用输入
| forks | 1 |
| stars | 3 |
| 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（GPL-3.0） |
| 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 |
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？
53
维护者韧性（巴士系数）
19危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 1.4/22.5 | 提交分布 — 头号贡献者编写了 94% 的提交 |
| 2.7/13.5 | 贡献者广度 — 2 位贡献者 |
| 6/10 | OpenSSF Scorecard：Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 2 |
| top_contributor_share | 0.938 |
议题与 PR 响应能力
57中等
评分方式
| 46/46.8 | 议题解决 — 98% 的议题已关闭 |
| 11.2/38.3 | PR 接受 — 已裁定的 PR 中 17/58 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/10 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 17 |
| open_issues | 1 |
| closed_issues | 62 |
| issue_closed_ratio | 0.984 |
| closed_unmerged_prs | 41 |
所有权与托管责任
65中等
评分方式
| 10/30 | 所有权背书 — 个人（用户）账户 |
| 0/20 | 已验证域名 — 不适用于个人账户 |
| 16.9/25 | 所有者影响力 — ethanolivertroy 有 220 位关注者 |
| 25/25 | 既往记录 — 198 个公开仓库，账户约 6 年 |
所用输入
| followers | 220 |
| owner_type | User |
| is_verified | — |
| owner_login | ethanolivertroy |
| public_repos | 198 |
| account_age_days | 2,287 |
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
83良好
评分方式
| 25/25 | 已发布且可解析 — pypi 上有 1 个软件包 |
| 26/35 | 发布时效 — 最近一次发布于 259 天前 |
| 12/20 | 版本历史 — 3 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 | wilma-sec |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 259 |
工程质量
基础的工程与文档实践是否到位？
80
工程实践
94优秀
评分方式
| 24/24 | CI 工作流 — 4 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 |
| 9.6/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 15 out of 15 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 | 是 |
| has_precommit_config | 是 |
文档
60中等
评分方式
| 30/30 | README |
| 0/25 | 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 |
| 10/10 | Wiki |
所用输入
| topics | aws, bedrock, genai, llm, security |
| has_wiki | 是 |
| homepage | — |
| has_readme | 是 |
| has_docs_dir | 否 |
| has_description | 是 |
安全
可见的安全与供应链实践是否稳固，且不存在未解决的高风险司法辖区暴露？
81
安全态势
76良好
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — 无数据 |
| 2.5/2.5 | CI-Tests — 15 out of 15 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 0/10 approved changesets -- score normalized to 0 |
| 1.5/2.5 | Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
| 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 — 11 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — 无数据 |
| 2/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4 |
| 5/5 | SAST — SAST tool is run on all commits |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 7.5/7.5 | Token-Permissions — GitHub workflow tokens follow principle of least privilege |
| 6/7.5 | Vulnerabilities — 2 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 7.6 |
已排除计分（无数据或不适用）：branch_protection, 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 | 10 |
| 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:wilma-sec@1.1.0 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 10 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。
65
AI 代理上下文与指引
85优秀
评分方式
| 45/45 | 代理指令 — CLAUDE.md |
| 0/15 | 机器可读文档（llms.txt） |
| 40/40 | 可读的提交历史 — 64 次人类提交中有 57 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 | 0.891 |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 11,688 |
评分方式
| 0/18 | 一条命令的引导启动 |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 |
| 0/11 | 静态类型检查 |
| 0/10 | 可复现环境 |
| 10/10 | 已体现的代理实践 — 最近 74 次提交中有 20 次由代理编写或署名代理 |
| 8/8 | 自动化维护 — 最近 74 次提交中有 10 次为自动依赖更新 |
| 4/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | — |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | — |
| agent_commit_share | 0.27 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.135 |
面向模型的代码可读性
51中等
评分方式
| 0/45 | 可类型检查的代码 — Python，未配置类型检查 |
| 50.9/55 | 可控的文件大小 — 采样的 40 个源文件中有 3 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 125,690 |
| source_files_sampled | 40 |
| oversized_source_files | 3 |
关键数据
3GitHub 星标
2贡献者
74最近 12 个月提交数
2距最近推送天数
2发布版本数
1巴士系数（bus factor）
1开放议题
PyPI软件包生态系统数
数据采集警告
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
更多细节
OpenSSF Scorecard 7.6 / 10
7.6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）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 不适用 | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 15 out of 15 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 0/10 approved changesets -- score normalized to 0 |
| 6 | Contributors | project has 2 contributing companies or organizations -- score normalized to 6 |
| 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 | 11 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
| 不适用 | Packaging | packaging workflow not detected |
| 4 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 4 |
| 10 | SAST | SAST tool is run on all commits |
| 10 | Security-Policy | security policy file detected |
| 不适用 | Signed-Releases | no releases found |
| 10 | Token-Permissions | GitHub workflow tokens follow principle of least privilege |
| 8 | Vulnerabilities | 2 existing vulnerabilities detected |
直接依赖 4
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | boto3 | >=1.43.51,<2.0.0 | pyproject.toml |
| PyPI | botocore | >=1.43.51,<2.0.0 | pyproject.toml |
| PyPI | rich | >=15.0.0,<16.0.0 | pyproject.toml |
| PyPI | pyyaml | >=6.0.3,<7.0.0 | pyproject.toml |
全部依赖 19
来自 GitHub 依赖图的完整解析依赖集合：4 个直接依赖与 15 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 |
|---|---|---|---|
| PyPI | boto3 | — | 直接 |
| PyPI | botocore | — | 直接 |
| PyPI | pyyaml | — | 直接 |
| PyPI | rich | — | 直接 |
| PyPI | bandit | — | 间接 |
| PyPI | boto3-stubs | — | 间接 |
| PyPI | build | — | 间接 |
| PyPI | ipython | — | 间接 |
| PyPI | moto | — | 间接 |
| PyPI | mypy | — | 间接 |
| PyPI | pre-commit | — | 间接 |
| PyPI | pytest | — | 间接 |
| PyPI | pytest-cov | — | 间接 |
| PyPI | pytest-mock | — | 间接 |
| PyPI | pytest-xdist | — | 间接 |
| PyPI | ruff | — | 间接 |
| PyPI | setuptools | — | 间接 |
| PyPI | twine | — | 间接 |
| PyPI | types-pyyaml | — | 间接 |
依赖安全公告 0
安装 pypi:wilma-sec@1.1.0 会引入 10 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": [
"aws",
"bedrock",
"genai",
"llm",
"security"
],
"is_fork": false,
"size_kb": 979,
"has_wiki": true,
"homepage": null,
"languages": {
"Python": 738656
},
"pushed_at": "2026-07-21T17:33:11Z",
"created_at": "2025-05-29T18:01:07Z",
"owner_type": "User",
"updated_at": "2026-07-21T13:30:57Z",
"description": "Wilma - AWS Bedrock Security Configuration Checker",
"is_archived": false,
"is_disabled": false,
"license_spdx": "GPL-3.0",
"default_branch": "main",
"license_spdx_raw": "GPL-3.0",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://ethantroy.dev",
"name": "Ethan Troy",
"type": "User",
"login": "ethanolivertroy",
"company": "Cursor",
"location": "Florida",
"followers": 220,
"avatar_url": "https://avatars.githubusercontent.com/u/63926014?v=4",
"created_at": "2020-04-18T18:35:36Z",
"is_verified": null,
"public_repos": 198,
"account_age_days": 2287
},
"license": {
"state": "standard",
"spdx_id": "GPL-3.0",
"raw_spdx": "GPL-3.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.2.2",
"kind": "patch",
"published_at": "2026-07-21T13:29:59Z"
},
{
"tag": "v0.2.1",
"kind": "patch",
"published_at": "2026-07-17T21:08:28Z"
}
],
"recent_commits": [
{
"oid": "7cfc9e8591ef3bd31706f9666c4ded14d26f0c2d",
"body": "….2.2 (#121)\n\n* Drop Python 3.9 support and apply deferred dependency updates\n\n- requires-python >=3.10, remove 3.9 classifier, CI matrix, docs\n- boto3/botocore >=1.43.51, pytest >=9.1.1, moto >=5.2.2,\n types-PyYAML >=6.0.12.20260518, build >=1.5.0\n- ruff target-version py310, mypy python_version 3\n[…]\norted kwargs\n\nWilmaConfig.__init__ only accepts config_path; the fixture passed\nregion/checks_enabled/min_risk_level kwargs that would raise TypeError\nif any test used it. Flagged by CodeQL on PR 121.",
"is_bot": false,
"headline": "Drop Python 3.9 support, apply deferred dependency updates, release 0…",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2026-07-21T13:27:35Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "ea5ba7b443e126b34a2a313846b35bbb52d749be",
"body": "…, #116, #119) (#120)\n\n* Apply outstanding Dependabot dependency updates (#105-#112, #114, #116-#119)\n\n* Exclude moto 5.2.x bump (requires Python >=3.10)\n\n* Exclude types-PyYAML 2026 stubs bump (requires Python >=3.10)\n\n* Exclude build 1.5.0 bump (requires Python >=3.10)",
"is_bot": false,
"headline": "Consolidate Dependabot dependency updates (#105-#107, #110-#112, #114…",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2026-07-21T12:48:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5f424f8b7840b5a31b530c6781fefbfc7b1d359c",
"body": null,
"is_bot": false,
"headline": "Fix OpenSearch policy assessment regressions (#104)",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2026-07-18T00:16:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4eb270a854c895aea815eae510d63fb5d81d158a",
"body": "* Fix thermo-nuclear code quality review findings\n\nBlockers:\n- Replace phantom bedrock-agent policy getters (get_collection_security_policy,\n get_data_access_policy) with real opensearchserverless list/get policy APIs.\n The old duck-typed getattr calls only executed under test mocks and were\n sil\n[…]\nS network and data-access check failures so an API error on\n one policy type no longer skips the other check.\n- Add regression tests for null/missing Action+Resource and None AOSS\n policy documents.",
"is_bot": false,
"headline": "Fix thermo-nuclear code quality review findings (#103)",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2026-07-18T00:01:11Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "ab6d46f8ac5b7489ce67308ae15cbd4ab92057e9",
"body": "…date-50c7\n\nConsolidate outstanding PRs: modernized Bedrock checks, dependency updates, 0.2.1 release",
"is_bot": false,
"headline": "Merge pull request #102 from ethanolivertroy/cursor/project-health-up…",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2026-07-17T21:05:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d5e9e9f4e73bbe280b82254d98ce301337dc791e",
"body": "Co-authored-by: Ethan Troy <ethanolivertroy@users.noreply.github.com>",
"is_bot": false,
"headline": "Bump version to 0.2.1 and add changelog entry",
"author_name": "Cursor Agent",
"author_login": "cursoragent",
"committed_at": "2026-07-17T19:44:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d6b97c3516755ad7a88e62ed4f0097b6303b1878",
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"headline": "Merge pull request #52 from ethanolivertroy/dependabot/github_actions…",
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"headline": "Merge pull request #68 from ethanolivertroy/dependabot/pip/rich-gte-1…",
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"body": "…0% COMPLETE 🎉\n\nImplemented comprehensive Fine-Tuning security module with all 11 security checks:\n\n**fine_tuning.py** - Complete rewrite (243 → 1,169 lines, +926 insertions):\n1. Training Data Bucket Security (266 lines) - Public access, encryption, versioning\n2. Training Data PII Detection (107 lin\n[…]\nnged: 5\nInsertions: ~1,000 lines\nModule: Fine-Tuning Security (100% complete)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
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"body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 5.6.0 to 6.1.0.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/a26af69be951a213d495a4c3e4e4022e16d87065...83679a892e2d95755f2dac6acb0bfd1e9ac5d5\n[…]\npendency-name: actions/setup-python\n dependency-version: 6.1.0\n dependency-type: direct:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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"headline": "ci(deps): bump actions/setup-python from 5.6.0 to 6.1.0",
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"oid": "84523dc64658a585196180220d7a5d8065f7b9b3",
"body": "- Updated README.md with Agents Security section (10 checks)\n- Updated CHANGELOG.md with full feature list and compliance mappings\n- Updated ROADMAP.md to show 100% completion with detailed statistics\n- Closed all GitHub issues: #4, #29-#38\n\nDocumentation changes reflect:\n- 1,838 lines of production\n[…]\nAMP, SOC 2, ISO 27001, GDPR\n- Addresses #1 attack vector for 2025 per ROADMAP\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Update documentation for Agents module completion",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
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"oid": "4eefd04fa7964aded360bdd9aa8738e328891f58",
"body": "- Implemented check_agent_memory_encryption() (Issue #33, Risk 7/10)\n * Validates memory configuration and encryption\n * Flags agents with memory enabled for manual KMS verification\n * Compliance: HIPAA, PCI-DSS, FedRAMP\n\n- Implemented check_agent_tags() (Issue #35, Risk 5/10)\n * Validates prese\n[…]\ntation: 1,838 lines\n\nPhase 3 complete! All agent security checks implemented.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Implement final 4 agent security checks (Issues #33, #35, #36, #38)",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
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"oid": "889985807a1f28db47f4ab94141ec8603b4ff2c4",
"body": "- Added check_agent_knowledge_base_access() to validate KB security\n- Implemented security checks:\n * Cross-account knowledge base access (MEDIUM finding)\n * Missing/non-existent KB references (MEDIUM finding)\n * Same-account KB access (good practice, no finding)\n- Added 5 comprehensive test case\n[…]\nEDIUM)\nOWASP: LLM08 (Excessive Agency)\nLines: +185 implementation, +180 tests\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
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"headline": "Implement agent KB access check (Issue #34)",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
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"oid": "a4d28cb0152933001e4a8e9901e4b7ba0bc8e702",
"body": "- Added check_agent_lambda_permissions() to validate Lambda security\n- Added helper method _analyze_lambda_security() for detailed analysis\n- Added Lambda client initialization in AgentSecurityChecks.__init__()\n- Implemented security checks:\n * Public Lambda invocation access (CRITICAL finding)\n *\n[…]\n(HIGH)\nOWASP: LLM08 (Excessive Agency)\nLines: +425 implementation, +320 tests\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
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"headline": "Implement agent Lambda permissions check (Issue #32)",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
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"oid": "31148cdb92275a1ef47a7775126198322fcb1983",
"body": "Implement the fourth HIGH-priority security check for AWS Bedrock Agents:\ncheck_agent_service_roles() validates agent service role IAM permissions\nfollow least privilege principles.\n\nWHY CRITICAL: Agents with overly permissive service roles (e.g.,\nAdministratorAccess) can access AWS resources beyond\n[…]\nn + tests)\n\nAgents Module Progress: 40% complete (4 of 10 checks implemented)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
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"headline": "Implement agent service roles check (Issue #31)",
"author_name": "Ethan Troy",
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"oid": "d0ecb26c27dc01421840f6cc182fac902399662f",
"body": "Implement the third HIGH-priority security check for AWS Bedrock Agents:\ncheck_agent_prompt_injection_patterns() scans agent instructions for\nknown prompt injection vulnerabilities and missing security guidance.\n\nWHY CRITICAL: Agent instructions containing vulnerable patterns or\nlacking security bou\n[…]\n% complete (3 of 10 checks implemented)\nPhase 1 (Critical checks): COMPLETE ✅\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Implement agent prompt injection patterns check (Issue #37)",
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"author_login": "ethanolivertroy",
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"oid": "73d470d31a54795055acdec2ddfb1a27e77a72d9",
"body": "Implement the second CRITICAL security check for AWS Bedrock Agents module:\ncheck_agent_guardrails() validates that agents have guardrails configured\nto protect against prompt injection attacks.\n\nWHY CRITICAL: 70% of agents in production are deployed without guardrails,\nmaking them vulnerable to ind\n[…]\nn + tests)\n\nAgents Module Progress: 20% complete (2 of 10 checks implemented)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Implement agent guardrails check (Issue #30)",
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"oid": "b4d1d0d0bbe78015dd54ae4acc0c4cb1f34b630d",
"body": "Implement the first CRITICAL security check for AWS Bedrock Agents module:\ncheck_agent_action_confirmation() validates that agents require human\nconfirmation before executing mutating operations.\n\nWHY CRITICAL: 60% of agents in production lack action confirmation,\nallowing autonomous execution of da\n[…]\nn + tests)\n\nAgents Module Progress: 10% complete (1 of 10 checks implemented)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Implement agent action confirmation check (Issue #29)",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
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"oid": "68fdac8ae4c83ce9ce58250586ae700c74eb78b2",
"body": "…ve code quality\n\nBREAKING CHANGE: Minimum Python version raised from 3.8 to 3.9\n- Aligns with AWS CloudShell default (Python 3.9.16)\n- Python 3.8 reached EOL October 2024\n\nCritical Fixes:\n- Fix version triple-mismatch: unified to 1.2.0 across __init__.py, setup.py, pyproject.toml\n- Delete requireme\n[…]\nts\n- requirements.txt - DELETED\n\nNet Result: -16 lines (78 added, 94 removed)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Repository cleanup: fix version mismatches, update Python 3.9+, impro…",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2025-12-29T15:16:12Z",
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"oid": "2815c5fe7039ad6b2a66021454a9610a361a4ac0",
"body": "Remove problematic SARIF artifact upload step that used\nrelative pathing '../results/python.sarif' which is not\nallowed by GitHub Actions.\n\nThe codeql-action/analyze already uploads SARIF results\nto GitHub Security tab, so separate artifact upload is\nredundant.\n\nError fixed:\n ##[error]Invalid pattern '../results/python.sarif'.\n Relative pathing '.' and '..' is not allowed.",
"is_bot": false,
"headline": "Fix CodeQL workflow artifact upload path",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2025-12-28T19:33:06Z",
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"oid": "3cd21cfac0ee2ba276afe8cccfb99ff6f1595e55",
"body": "Static Application Security Testing:\n- Add CodeQL workflow for automated code scanning\n- Scans Python code for security vulnerabilities\n- Runs on push, pull requests, weekly schedule, and manual trigger\n\nConfiguration:\n- Language: Python\n- Queries: security-extended + security-and-quality\n- Schedule\n[…]\nact:\n- SAST: 0/10 → 10/10 (+10 points)\n- Overall OSSF Score: 6.4/10 → ~6.9/10\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add CodeQL security analysis workflow (SAST)",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2025-12-28T13:47:45Z",
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"oid": "aa5cefd3ddca016735182d0fded5f3b6aee41886",
"body": "Security Policy:\n- Add SECURITY.md with comprehensive vulnerability reporting process\n- Document security best practices for AWS credential handling\n- List known limitations and security tooling\n- Establish coordinated disclosure timeline\n\nDependency Management:\n- Add Dependabot configuration for au\n[…]\nection (requires repo admin)\n- Code review enforcement (requires PR workflow)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Implement OSSF Scorecard security improvements (4/10 → 7+/10)",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2025-12-28T12:53:29Z",
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"oid": "76d5b12c07cb71c543d50dc8741e63027bd9de51",
"body": "Workflow Fixes:\n- Remove non-existent develop branch from test.yml and publish.yml\n- Update mypy comments to clarify intentional continue-on-error behavior\n- Update coverage comments to match PR template requirements (50%)\n- Add tomli fallback comment in publish.yml version check\n- Add tomli to pypr\n[…]\nekly security health checks\n- README.md: Added OSSF Scorecard badge (line 10)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Fix GitHub workflows and add OSSF Scorecard security assessment",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2025-12-28T04:11:42Z",
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"oid": "f7d29e22a4f14cc03dcc8cd4815aca862638bf5d",
"body": "Removed:\n- ISSUE_STATUS.md - Moved tracking to GitHub Issues\n- GITHUB_ISSUES_ARCHIVED.md - Archived and obsolete\n- IMPROVEMENTS.md - Preparing for project reset\n\nRationale:\n- GitHub Issues provides better tracking for active work\n- Completed work already documented in CHANGELOG.md\n- Reduces redundant tracking files in repository\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Clean up obsolete markdown tracking files",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2025-12-28T03:01:29Z",
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"oid": "a3f69369edfc2f03ec952fae5d5da89757eca118",
"body": "ENHANCEMENT: Added comprehensive IAM policy analysis to embedding model\naccess control check. Now detects overly permissive IAM policies on\nKnowledge Base execution roles.\n\nImplementation Changes:\n- Added _analyze_iam_policies_for_embedding_model() method (lines 2055-2204)\n * Analyzes attached mana\n[…]\n checks\n- Provides actionable remediation guidance with specific ARNs\n- No breaking changes - additive enhancement only\n\nRelated commits:\n- 5453fdd: Add comprehensive unit tests for KB security checks",
"is_bot": false,
"headline": "Enhance embedding model check with deep IAM policy analysis",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2025-12-28T01:57:00Z",
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"oid": "5453fddca238d4fba3ab80bf629dc6ace4eed21d",
"body": "Added 9 unit tests covering the 3 remaining Knowledge Bases checks:\n\nS3 Public Access Tests (3 tests):\n- test_s3_bucket_fully_blocked: Validates buckets with all 4 BPA settings\n- test_s3_bucket_partially_blocked: Detects missing BPA settings\n- test_s3_bucket_no_bpa_config: Handles buckets without BP\n[…]\nlly overriding kb_checks.bedrock_agent with mocked client\n- Moto exception handling limitation documented in test_s3_bucket_no_bpa_config\n\nRelated: ISSUE_STATUS.md update (KB module now 100% complete)",
"is_bot": false,
"headline": "Add comprehensive unit tests for KB security checks",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2025-12-28T01:43:38Z",
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{
"oid": "0cf66e1fa4c13e8080b4853dd99d3cb0914d14e5",
"body": "CRITICAL DISCOVERY: The 3 'missing' Knowledge Bases checks were already\nfully implemented! This was a documentation issue, not a code issue.\n\nChanges:\n- README.md: Use local wilma-logo.jpg instead of GitHub assets URL\n- ISSUE_STATUS.md: Update KB module completion from 67% to 100%\n- Move checks #10-\n[…]\n2053) - COMPLETE (basic)\n\nNext: Add comprehensive unit tests for all 3 checks\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Update docs: KB module is 100% complete, fix README image",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2025-12-28T00:59:20Z",
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"oid": "834ca1d63356119e24a9476467f93d03099710d8",
"body": null,
"is_bot": false,
"headline": "Add Rich UI demo script - showcase beautiful terminal output",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2025-12-28T00:42:59Z",
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"oid": "b84bcc81652c0fd0f77ce6069892a603a75135c8",
"body": null,
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"headline": "Update CHANGELOG for v1.2.0 - Rich UI and Wiki",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2025-12-28T00:33:21Z",
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"oid": "b4ad8e0ce7d3add267cdb3dd18a936f792f7d596",
"body": "Replaced colorama + tabulate with rich for Charmbracelet-quality output:\n- Beautiful tables with borders and colors\n- Summary panels with proper formatting\n- Risk-based color coding (red/yellow/blue)\n- Blinking critical alerts\n- Clean grid layouts for info\n- Enhanced learning mode with styled tables\n[…]\nes both)\n\nVersion bump: 1.1.0 → 1.2.0\n\nThe terminal output is now gorgeous! 🎨\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add rich library for beautiful terminal UI (v1.2.0)",
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"oid": "455eff73b8a734b5718faaf76cab8691d3550831",
"body": "Created wiki pages teaching AWS Bedrock security threats:\n- Home: Overview and navigation\n- GenAI Security Fundamentals: 7 pillars of GenAI security\n- OWASP LLM Top 10: Industry standard threat taxonomy\n- Knowledge Bases (RAG) Security: Deep dive into 12 security checks\n- Installation Guide: Get sta\n[…]\nx.\nEach page includes real-world examples, attack scenarios, and remediation.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add comprehensive educational wiki content for GenAI security",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2025-12-28T00:15:49Z",
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{
"oid": "0ea7a64b8da0b763485bb1133b3cfc5e32c1f926",
"body": "- Rewrote ALL 41 remaining tests to use hybrid approach\n- test_logging_checks.py: 11 tests - S3 buckets and CloudWatch logs with Moto\n- test_kb_checks.py: 10 tests - Knowledge bases with Bedrock Agent mocks + S3/IAM via Moto\n- test_network_checks.py: 8 tests - VPC endpoints and security groups with \n[…]\ning checks\n\nTotal tests rewritten: 49 (8 GenAI/IAM + 41 remaining)\nAll tests now use real AWS resource creation via Moto where supported\nBedrock operations use MagicMock due to incomplete Moto support",
"is_bot": false,
"headline": "Complete test suite rewrite with Moto + MagicMock hybrid approach",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2025-11-06T17:53:30Z",
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"oid": "a40264b2fce087d0510598141b4e5ba430b28f50",
"body": "- Rewrite GenAI tests to create real S3/CloudWatch resources\n- Rewrite IAM tests to create real IAM policies and roles\n- Remove patching in favor of Moto integration testing\n- All 10 tests now use hybrid Moto + MagicMock approach",
"is_bot": false,
"headline": "Fix GenAI and IAM tests to use Moto properly",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2025-11-06T17:14:25Z",
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"oid": "3c10cead07741f3c70895ca5af76007fd82c1b90",
"body": "- Rewrite conftest.py to use MagicMock for Bedrock (incomplete Moto support)\n- Keep Moto for S3, IAM, EC2, CloudWatch (fully supported)\n- Add helper functions for common Bedrock mock setups\n- Skip unsupported Bedrock contract tests\n- Lower coverage threshold to 50% temporarily\n- Fix linting issues in test files",
"is_bot": false,
"headline": "Implement hybrid Moto + MagicMock testing approach",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2025-11-06T16:52:29Z",
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"oid": "fb6f1c9cd10c8e41bfc69b273e68f5dae61b4903",
"body": "- Add explicit skip codes (-s flag) to Bandit commands\n- Skip B101, B106, B107, B112, B601 (false positives)",
"is_bot": false,
"headline": "Fix Bandit configuration in CI/CD workflows",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2025-11-06T15:35:51Z",
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"oid": "754e4c1f7f19d9a620ca0802c70d22cff6bb2783",
"body": "- Sort imports alphabetically in tests/helpers.py\n- Remove redundant scope='function' from pytest fixtures\n- Break down compound assertion per PT018",
"is_bot": false,
"headline": "Fix ruff linting violations in test files",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2025-11-06T14:36:31Z",
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"oid": "b883b562be48899af8c86b975ec737be5000ece0",
"body": "- Fix Bandit false positives blocking workflows\n- Migrate from MagicMock to Moto for realistic AWS mocking\n- Reorganize tests into unit/integration/contract structure\n- Add test helpers and contract tests for AWS APIs\n- Update CI/CD workflows with proper test configuration",
"is_bot": false,
"headline": "Overhaul testing infrastructure with Moto and fix CI/CD",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2025-11-06T10:20:42Z",
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"oid": "471084933ed99b09663630612c754bd8c3a19090",
"body": "- Updated ruff configuration to be more pragmatic (120 char limit, ignore false positives)\n- Auto-fixed import sorting and unused imports across codebase\n- Added inline comments explaining security false positives (S106/S107 for AWS pagination tokens)\n- Added pre-commit hooks for automated code qual\n[…]\nrotection\n- GitHub release creation integrated into publish workflow\n- Pre-commit package added to requirements-dev.txt\n\nThis resolves all CI/CD test failures and enables automated release management.",
"is_bot": false,
"headline": "Fix CI/CD: Resolve ruff linting violations and add automation",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2025-11-06T04:07:17Z",
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{
"oid": "2a20b10fe432f12f567d6b6bb0d947f888d0c9c4",
"body": "- Published to PyPI as wilma-sec package\n- Implemented GitHub Actions workflows for automated testing and publishing\n- Added 2,114 lines of tests across 7 modules with 80% coverage requirement\n- Integrated security scanning (bandit), linting (ruff), and type checking (mypy)\n- Created comprehensive t\n[…]\n1.1.0 release\n- Added CI/CD status badges to README\n- Created PR template for consistent contributions\n- Cleaned up MANIFEST.in for leaner package distribution\n- Archived historical planning documents",
"is_bot": false,
"headline": "Release v1.1.0: Add CI/CD automation and comprehensive test suite",
"author_name": "Ethan Troy",
"author_login": "ethanolivertroy",
"committed_at": "2025-11-06T03:36:47Z",
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"oid": "d1699fc74631e00b94af2a012bf481b5962e54f7",
"body": "Enhanced comments and docstrings across all modules:\n\nCore modules:\n- checker.py: Added architecture overview, detailed method docs\n- reports.py: Clarified output format structure and usage\n\nSecurity check modules:\n- knowledge_bases.py: Comprehensive 12-check overview with threat mapping\n- genai.py:\n[…]\nelopers\n- Removed redundant comments, kept essential security context\n\nGoal: Help developers and AI assistants understand code purpose,\nsecurity rationale, and extension points for future development.",
"is_bot": false,
"headline": "Improve code documentation for v1.0",
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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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{
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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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{
"key": "vulnerabilities",
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"points": 6,
"status": "partial",
"details": [],
"max_points": 7.5
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]
},
{
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"notes": [
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},
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"code": "advisories_reachability",
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],
"max_points": 35
},
{
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{
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]
},
{
"key": "malicious_dependencies",
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"note": null,
"notes": [],
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"inputs": {
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"components": [
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],
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]
},
{
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"notes": [
{
"code": "jurisdiction_evidence_limits",
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}
],
"value": 100,
"inputs": {
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"exposures": [],
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"review_only_matches": 0,
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},
"components": [
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"status": "met",
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"code": "jurisdiction_no_match",
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],
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]
}
],
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},
{
"key": "ai_readiness",
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"name": "AI Readiness",
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"weight": 0,
"metrics": [
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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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"details": [
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"code": "legible_history",
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}
],
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]
},
{
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