公开记录良好
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-26 15:32 UTC
Azure / GPT-RAG
Sharing the learning along the way we been gathering to enable Azure OpenAI at enterprise scale in a secure manner. GPT-RAG core is a Retrieval-Augmented Generation pattern running in Azure, using Azure Cognitive Search for retrieval and Azure OpenAI large language models to power ChatGPT-style and Q&A experiences.
Azure/GPT-RAG 的健康指数为 100 分中的 76 分，处于「良好」区间。 其得分最高的类别是Vitality（95/100），最低的是AI Readiness（59/100）。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。
76
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。
76
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
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？
95
开发活跃度
92优秀
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 27.7/36 | 提交节奏 — 52 周中有 40 周有提交 |
| 18/18 | 提交量 — 最近一年 338 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 338 |
| human_commit_share | 0.97 |
| days_since_last_push | 0 |
| active_weeks_last_year | 40 |
发布纪律
100优秀
评分方式
| 27/27 | 有发布版本 — 已发布 90 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 5 天前 |
| 27/27 | 发布节奏 — 约每 2.2 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 90 |
| latest_release_tag | v3.7.0 |
| releases_from_tags | 否 |
| days_since_latest_release | 5 |
| mean_days_between_releases | 2.2 |
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？
85
流行度与采用
78良好
评分方式
| 49.7/60 | 星标 — 1,165 个星标 |
| 20.8/25 | 复刻 — 313 个复刻 |
| 7/15 | 关注者 — 19 位关注者 |
所用输入
| forks | 313 |
| stars | 1,165 |
| watchers | 19 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
92优秀
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 |
| 13.5/13.5 | 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 | 是 |
| 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？
65
维护者韧性（巴士系数）
39存在风险
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 6.8/22.5 | 提交分布 — 头号贡献者编写了 70% 的提交 |
| 13.5/13.5 | 贡献者广度 — 22 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 6 contributing companies or organizations |
所用输入
| bus_factor | 1 |
| contributors_sampled | 22 |
| top_contributor_share | 0.699 |
议题与 PR 响应能力
81良好
评分方式
| 46.5/46.8 | 议题解决 — 99% 的议题已关闭 |
| 34.7/38.3 | PR 接受 — 已裁定的 PR 中 321/354 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/21 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 321 |
| open_issues | 1 |
| closed_issues | 180 |
| issue_closed_ratio | 0.994 |
| closed_unmerged_prs | 33 |
所有权与托管责任
80良好
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 25/25 | 所有者影响力 — Azure 有 15,084 位关注者 |
| 25/25 | 既往记录 — 2,726 个公开仓库，账户约 12 年 |
所用输入
| followers | 15,084 |
| owner_type | Organization |
| is_verified | — |
| owner_login | Azure |
| public_repos | 2,726 |
| account_age_days | 4,527 |
工程质量
基础的工程与文档实践是否到位？
66
工程实践
50中等
评分方式
| 24/24 | CI 工作流 — 4 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 |
| 2/20 | OpenSSF Scorecard：CI-Tests — 2 out of 17 merged PRs checked by a CI test -- score normalized to 1 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 否 |
| has_precommit_config | 否 |
文档
90优秀
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://aka.ms/gpt-rag |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 5 个主题标签 |
| 0/10 | Wiki |
所用输入
| topics | azure, gpt-3, gpt-4, openai, azd-templates |
| has_wiki | 否 |
| homepage | https://aka.ms/gpt-rag |
| 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？
67
安全态势
59中等
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 |
| 0.2/2.5 | CI-Tests — 2 out of 17 merged PRs checked by a CI test -- score normalized to 1 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/21 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 6 contributing companies or organizations |
| 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 0 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — 无数据 |
| 1/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 6.8/7.5 | Vulnerabilities — 1 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 5.9 |
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 |
| 0/25 | 间接依赖不含已知公告 — 在此范围内，传递依赖集合无法与开发和测试依赖区分 |
| 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 | 1 |
| affected_packages | 1 |
| assessed_packages | 11 |
| unassessed_packages | 1 |
| affected_by_severity | high 1 |
| direct_affected_packages | 0 |
已排除计分（无数据或不适用）：间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 11 个已解析依赖与 OSV 比对。 有 1 项无法评估——没有已解析的版本、生态系统不受支持，或超出所报告的软件包清单。 该仓库未发布任何索引可解析的软件包，因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起，因此仅对声明的运行时依赖计分；传递性发现仅作为背景信息列出，不计入评分。 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。
59
AI 代理上下文与指引
85优秀
评分方式
| 45/45 | 代理指令 — .github/copilot-instructions.md, .github/instructions/config-python.instructions.md, .github/instructions/contracts.instructions.md, .github/instructions/lifecycle-hooks.instructions.md, .github/instructions/release.instructions.md, AGENTS.md |
| 0/15 | 机器可读文档（llms.txt） |
| 40/40 | 可读的提交历史 — 97 次人类提交中有 82 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 | 0.845 |
| agent_instruction_files | .github/copilot-instructions.md, .github/instructions/config-python.instructions.md, .github/instructions/contracts.instructions.md, .github/instructions/lifecycle-hooks.instructions.md, .github/instructions/release.instructions.md, AGENTS.md |
| agent_instruction_max_bytes | 7,839 |
验证循环（构建 / 测试 / 类型检查）
42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 |
| 0/10 | 可复现环境 |
| 10/10 | 已体现的代理实践 — 最近 100 次提交中有 69 次由代理编写或署名代理 |
| 8/8 | 自动化维护 — 最近 100 次提交中有 3 次为自动依赖更新 |
| 2/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
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 | 否 |
| typecheck_configs | — |
| agent_commit_share | 0.69 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.03 |
面向模型的代码可读性
52中等
评分方式
| 0/45 | 可类型检查的代码 — Python，未配置类型检查 |
| 51.9/55 | 可控的文件大小 — 采样的 18 个源文件中有 1 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 87,828 |
| source_files_sampled | 18 |
| oversized_source_files | 1 |
关键数据
1,165GitHub 星标
22贡献者
338最近 12 个月提交数
0距最近推送天数
90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
Star 与 Fork 历史 0 ★ / 313 ⇿
0Star
313Fork
90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 3次版本 16修订 71
每个点涵盖 3 天。
OpenSSF Scorecard 5.9 / 10
5.9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 |
| 1 | CI-Tests | 2 out of 17 merged PRs checked by a CI test -- score normalized to 1 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/21 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 6 contributing companies or organizations |
| 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 0 issue activity found in the last 90 days -- score normalized to 10 |
| 不适用 | Packaging | packaging workflow not detected |
| 2 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 2 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| 不适用 | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 9 | Vulnerabilities | 1 existing vulnerabilities detected |
全部依赖 12
来自 GitHub 依赖图的完整解析依赖集合：0 个直接依赖与 12 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 | azure-appconfiguration | 1.9.0 | 间接 |
| PyPI | azure-identity | 1.25.3 | 间接 |
| PyPI | azure-keyvault-secrets | 4.11.0 | 间接 |
| PyPI | azure-mgmt-appcontainers | 5.0.0 | 间接 |
| PyPI | azure-mgmt-cognitiveservices | 13.6.0 | 间接 |
| PyPI | azure-mgmt-cosmosdb | 9.8.0 | 间接 |
| PyPI | azure-mgmt-resource | 24.0.0 | 间接 |
| PyPI | click | 8.2.1 | 间接 |
| PyPI | jinja2 | 3.1.6 | 间接 |
| PyPI | pyyaml | 6.0.3 | 间接 |
| PyPI | requests | 2.34.2 | 间接 |
| PyPI | tabulate | — | 间接 |
依赖安全公告 1
该仓库未发布可被索引解析的包，因此评估的是其自身的依赖图——共 11 个包，其中也包含从不交付的开发与测试版本固定：1 个存在已知公告，0 个为直接依赖。 有 1 个无法评估——没有已解析的版本、生态系统不受支持，或不在所列包清单之内。
| 软件包 | 版本 | 关系 | 严重程度 | 公告数 | 修复版本 |
|---|---|---|---|---|---|
| click | 8.2.1 | 间接 | 高 | 1 | 8.3.3 |
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": [
"azure",
"gpt-3",
"gpt-4",
"openai",
"azd-templates"
],
"is_fork": false,
"size_kb": 85260,
"has_wiki": false,
"homepage": "https://aka.ms/gpt-rag",
"languages": {
"Jinja": 34143,
"Shell": 20191,
"Python": 232224,
"PowerShell": 82813
},
"pushed_at": "2026-07-26T14:00:35Z",
"created_at": "2023-06-27T13:23:44Z",
"owner_type": "Organization",
"updated_at": "2026-07-26T14:00:43Z",
"description": "Sharing the learning along the way we been gathering to enable Azure OpenAI at enterprise scale in a secure manner. GPT-RAG core is a Retrieval-Augmented Generation pattern running in Azure, using Azure Cognitive Search for retrieval and Azure OpenAI large language models to power ChatGPT-style and Q&A experiences.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"license_spdx_raw": "MIT",
"primary_language": "Python",
"significant_languages": [
"Python",
"PowerShell"
]
},
"owner": {
"blog": "https://docs.microsoft.com/en-us/azure/",
"name": "Microsoft Azure",
"type": "Organization",
"login": "Azure",
"company": null,
"location": "United States of America",
"followers": 15084,
"avatar_url": "https://avatars.githubusercontent.com/u/6844498?v=4",
"created_at": "2014-03-03T22:17:42Z",
"is_verified": null,
"public_repos": 2726,
"account_age_days": 4527
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v3.7.0",
"kind": "minor",
"published_at": "2026-07-21T13:32:30Z"
},
{
"tag": "v3.6.0",
"kind": "minor",
"published_at": "2026-07-19T15:43:21Z"
},
{
"tag": "v3.5.1",
"kind": "patch",
"published_at": "2026-07-15T18:12:47Z"
},
{
"tag": "v3.5.0",
"kind": "minor",
"published_at": "2026-07-13T18:52:05Z"
},
{
"tag": "v3.4.3",
"kind": "patch",
"published_at": "2026-07-13T16:00:56Z"
},
{
"tag": "v3.4.1",
"kind": "patch",
"published_at": "2026-07-11T23:55:06Z"
},
{
"tag": "v3.4.0",
"kind": "minor",
"published_at": "2026-07-10T19:56:26Z"
},
{
"tag": "v3.3.0",
"kind": "minor",
"published_at": "2026-07-10T15:09:51Z"
},
{
"tag": "v3.2.0",
"kind": "minor",
"published_at": "2026-07-03T04:43:56Z"
},
{
"tag": "v3.1.0",
"kind": "minor",
"published_at": "2026-07-01T10:46:12Z"
},
{
"tag": "v3.0.8",
"kind": "patch",
"published_at": "2026-06-30T02:16:45Z"
},
{
"tag": "v3.0.7",
"kind": "patch",
"published_at": "2026-06-29T17:04:46Z"
},
{
"tag": "v3.0.6",
"kind": "patch",
"published_at": "2026-06-28T16:27:47Z"
},
{
"tag": "v3.0.5",
"kind": "patch",
"published_at": "2026-06-27T12:26:35Z"
},
{
"tag": "v3.0.4",
"kind": "patch",
"published_at": "2026-06-26T21:44:16Z"
},
{
"tag": "v3.0.3",
"kind": "patch",
"published_at": "2026-06-26T17:12:53Z"
},
{
"tag": "v3.0.2",
"kind": "patch",
"published_at": "2026-06-26T10:20:53Z"
},
{
"tag": "v3.0.1",
"kind": "patch",
"published_at": "2026-06-26T03:50:02Z"
},
{
"tag": "v3.0.0",
"kind": "major",
"published_at": "2026-06-26T03:25:21Z"
},
{
"tag": "v2.9.17",
"kind": "patch",
"published_at": "2026-06-19T23:02:48Z"
},
{
"tag": "v2.9.16",
"kind": "patch",
"published_at": "2026-06-19T19:08:53Z"
},
{
"tag": "v2.9.15",
"kind": "patch",
"published_at": "2026-06-19T18:06:00Z"
},
{
"tag": "v2.9.14",
"kind": "patch",
"published_at": "2026-06-19T17:59:57Z"
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"committed_at": "2026-07-13T13:53:42Z",
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{
"oid": "9d41565c5f8272e4e9e3672ec0a827ad2f94f488",
"body": "* fix(post-provision): seed WORK_IQ_* and FABRIC_IQ_* App Config keys (#552)\n\nscripts/postProvision.ps1::Set-GptRagAppConfiguration explicitly seeded\nevery FOUNDRY_IQ_* App Configuration key but left the WORK_IQ_* and\nFABRIC_IQ_* keys (added in v3.3.0 and v3.4.0) to be populated as a\nside-effect of \n[…]\n@users.noreply.github.com>\n\n* release: v3.4.2\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.4.2 (#555)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-13T13:52:58Z",
"body_truncated": true,
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{
"oid": "10554d1593bdcda68904bfae85d5b6a6eb669512",
"body": "Adds parallel Fabric Data Agent (fabricDataAgent) knowledge source\nsupport alongside Work IQ and Fabric ontology. Feature is opt-in via\nFABRIC_DATA_AGENT_ENABLED and defaults off.\n\n- search.j2: emit fabricDataAgent KS + KB reference when enabled.\n- search.settings.j2: expose four FABRIC_DATA_AGENT_*\n[…]\nsts, all 25 pass.\n- manifest.json: bump orchestrator pin to v3.4.0 for paired retrieve support.\n- CHANGELOG: Unreleased entry.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: fabric data agent knowledge source support (#554)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-13T13:51:59Z",
"body_truncated": true,
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{
"oid": "8b0f361d4a74a96286a266257bf4b81fd2284238",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: merge main into develop after v3.4.1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-13T13:48:27Z",
"body_truncated": false,
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{
"oid": "f63c929415ba4442685fcecd0f17669163fd4d8d",
"body": "release: v3.4.1",
"is_bot": false,
"headline": "Merge pull request #553 from Azure/release/3.4.1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T20:14:41Z",
"body_truncated": false,
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{
"oid": "a94c1a02f3102a895aa7c091365da689629d4138",
"body": "Fixes #551\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.4.1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T20:14:17Z",
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"oid": "3b9f0e3e4198cb2fdafb775725654ff6eb19531a",
"body": "…#552)\n\nscripts/postProvision.ps1::Set-GptRagAppConfiguration explicitly seeded\nevery FOUNDRY_IQ_* App Configuration key but left the WORK_IQ_* and\nFABRIC_IQ_* keys (added in v3.3.0 and v3.4.0) to be populated as a\nside-effect of config/search/setup.py rendering search.settings.j2.\n\nThat meant opera\n[…]\na fresh\nprovision registers the keys with their defaults and operators can flip\nthem from the App Configuration blade.\n\nFixes #551\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "fix(post-provision): seed WORK_IQ_* and FABRIC_IQ_* App Config keys (…",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T20:12:29Z",
"body_truncated": true,
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{
"oid": "397940a394869b89cca80d46daa41a53c76a3e07",
"body": "release: v3.4.0",
"is_bot": false,
"headline": "Merge pull request #550 from Azure/release/3.4.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T19:56:16Z",
"body_truncated": false,
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},
{
"oid": "8b7d712efa5c4d31fe8963d9862d4bb12676bfe3",
"body": null,
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/main' into release/3.4.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T18:58:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f589f40e23f2c37a4d8fffe01d2815ed3cc4009d",
"body": "Cut v3.4.0 release notes from Unreleased and bump manifest pins:\ntop-level tag v3.3.0 -> v3.4.0 and gpt-rag-orchestrator pin\nv3.2.0 -> v3.3.0.\n\nv3.4.0 adds Fabric IQ (Microsoft Fabric ontology) as an optional\nFoundry IQ knowledge source, gated by FABRIC_IQ_ENABLED and default\noff. Landing zone is a no-op for this release. Live Fabric query\nvalidation is deferred to a Fabric-capable tenant.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.4.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T18:26:48Z",
"body_truncated": false,
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},
{
"oid": "4aff249f28353b605be9d849ef2fedc4ef7573f9",
"body": "feat(search): register Fabric IQ (fabricOntology) knowledge source",
"is_bot": false,
"headline": "Merge pull request #549 from Azure/feature/fabric-iq",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T18:22:53Z",
"body_truncated": false,
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},
{
"oid": "4a164f12944f2bb466fc24b46896b7abe7b952e0",
"body": "Adds a fabricOntology knowledge source to the Foundry IQ knowledge base\n\nwhen FABRIC_IQ_ENABLED is truthy and all three binding fields\n\n(FABRIC_IQ_KNOWLEDGE_SOURCE_NAME, FABRIC_IQ_WORKSPACE_ID, FABRIC_IQ_ONTOLOGY_ID)\n\nare set. Mirrors the Work IQ integration shape shipped in v3.3.0.\n\n- search.j2: em\n[…]\ntests mirroring the Work IQ suite.\n\nPairs with orchestrator v3.3.0 (retrieve-time Fabric IQ support).\n\nRefs: Azure/GPT-RAG#543\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "feat(search): register Fabric IQ (fabricOntology) knowledge source",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T18:15:01Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "5034b56a3b75c73d713542b015574a717561ef4d",
"body": "The docs page for retrieval backends was reorganized in Azure/GPT-RAG-docs\ninto a new Grounding sources subgroup. Point the README at the new\noverview page so first-time operators land on the entry point instead\nof the old dense retrieval backend page.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "docs: update README link to new grounding overview page",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T18:02:56Z",
"body_truncated": false,
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{
"oid": "41cdd0a8ebdf4c5551b08a768fe46144748ad37d",
"body": "Removes the Network-isolated deployments and Retrieval backend configuration\nsections from the README and replaces them with a short Getting started block\npointing to the documentation site. The README is meant to be a landing page,\nnot a manual.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "docs: slim README, defer deployment and retrieval details to docs site",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T17:41:39Z",
"body_truncated": false,
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},
{
"oid": "fdf8f7da7cd69eb7ad70d411a123b0ba82d3c279",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "docs: remove em-dashes from README intro paragraph",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T17:38:32Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "942db8e5128e626b6003e8529b3f7ce0198cd4c9",
"body": "Break the wall-of-text 'Network-isolated deployments' section into scannable\nsubsections (Preflight checks, Automated and unattended provisioning,\nContainer image builds) with bullets for the bypass flags.\n\nSimplify 'Retrieval backend configuration' to say plainly which backend is\nwhich and how to p\n[…]\ninto the README. The full operator guide (patterns, security modes,\nbilling, rollback, limitations) is linked out to the docs.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "docs: reformat README network-isolated and retrieval sections",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T17:38:02Z",
"body_truncated": true,
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{
"oid": "f7f374969163c1f86a520f8e7b74f3ddd8752356",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: reopen changelog after v3.3.0 release",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T15:10:06Z",
"body_truncated": false,
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{
"oid": "889a63e343c0b37654c4be44f1ddb1b16608e1d2",
"body": "release: v3.3.0",
"is_bot": false,
"headline": "Merge pull request #548 from Azure/release/3.3.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T15:09:35Z",
"body_truncated": false,
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},
{
"oid": "700b98535a8dde2236140973a033383528e9b4d1",
"body": "Keep the release/3.3.0 changes (Work IQ [v3.3.0] section, manifest tag\nv3.3.0 and orch pin v3.2.0). Let the [v3.0.7] retroactive entry from main\nflow through below.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Merge origin/main into release/3.3.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T15:09:12Z",
"body_truncated": false,
"is_coding_agent": true
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{
"oid": "17b572f8b761081437d3713c4a0db2413b75f9e9",
"body": "Work IQ knowledge source support (opt-in)",
"is_bot": false,
"headline": "Merge pull request #547 from Azure/feature/work-iq",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T15:07:02Z",
"body_truncated": false,
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{
"oid": "5cfff452ca5f8d3e33aebdea15e55e05c42739ac",
"body": "- manifest.json: gpt-rag tag v3.2.0 -> v3.3.0, orchestrator pin v3.1.1 -> v3.2.0\n- CHANGELOG: [v3.3.0] Unreleased -> [v3.3.0] - 2026-07-10, add Changed section\n documenting the orchestrator pin bump, add Component versions table per\n release convention.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: bump orchestrator pin to v3.2.0 and cut v3.3.0 release notes",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T15:06:44Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "2d3ddac10393630af4e3b337fed9d371d7933ec8",
"body": "Adds an optional Microsoft 365 Work IQ knowledge source to Foundry IQ deployments.\n\nRendered when RETRIEVAL_BACKEND=foundry_iq, WORK_IQ_ENABLED=true, and WORK_IQ_KNOWLEDGE_SOURCE_NAME is set. Includes a soft Microsoft Graph preflight for admin consent on the Work IQ service principal (appId fdcc1f02\n[…]\ntrator pin bump is deferred to a follow-up commit once the paired gpt-rag-orchestrator release is tagged.\n\nRefs: Azure/gpt-rag#543\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Work IQ knowledge source support (opt-in, default-off)",
"author_name": "placerda",
"author_login": null,
"committed_at": "2026-07-10T14:54:16Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "94b4bf39dd98e01be0005e0015ee46f3be8fe104",
"body": "chore: bump orchestrator to v3.1.1",
"is_bot": false,
"headline": "Merge pull request #545 from Azure/feature/bump-orchestrator-3-1-1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-03T03:22:48Z",
"body_truncated": false,
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{
"oid": "be6e9a44693c417e99e19bd8c5e37e0827f885a3",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: bump orchestrator to v3.1.1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-03T03:22:10Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "960faa67d9a8f88a85b8f56a67d657681dd7d9e0",
"body": "Add opt-in Foundry IQ conversational knowledge source support for chat-uploaded files in Pattern A deployments.\\n\\nValidated locally with python -m pytest config/search/tests.",
"is_bot": false,
"headline": "feat(foundry-iq): serve UI file uploads in Pattern A (v3.2.0)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-02T23:55:21Z",
"body_truncated": false,
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{
"oid": "8f0b81f3f51d0275d2b1d2b7e1d1bf71ad9403c4",
"body": "* Wire Foundry IQ defaults into deployment parameters\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Fix Foundry IQ standard extraction setup\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* release: v3.0.7\n\nCo-authored-by: Copilot <223556219+Copilot\n[…]\nelog with postProvision CAF fix + full validation\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.1.0 - AI Landing Zone v2.2.0 (CAF naming default) (#541)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-01T10:45:27Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "dc0afd97a3eef64cea0a9a433394b680c6c79574",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.0.7",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-29T17:03:35Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "6ee28d08b8fa6be3a2a3ef26f349ca90f5728e15",
"body": "Release GPT-RAG v3.0.6.",
"is_bot": false,
"headline": "v3.0.6",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-28T16:27:06Z",
"body_truncated": false,
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{
"oid": "ec3818761b82a15e18553013d493f9500fae4876",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.0.6",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-28T16:25:56Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "f4c756f7a28f666f22828a8b3ed0782e73031253",
"body": "Adds a regional preflight gate before long provisioning runs.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Add regional preflight gate",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-28T16:22:24Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "7568368fb98cedf316690aff6098e6dd99611eb8",
"body": "v3.0.5",
"is_bot": false,
"headline": "Merge pull request #534 from Azure/release/v3.0.5",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-27T12:25:53Z",
"body_truncated": false,
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},
{
"oid": "c84738cf28f35ab3e7e48127610f2f2343490f52",
"body": "Bumps AI Landing Zone pin to v2.1.4, which fixes capability host subnet\ndelegation casing (Microsoft.app -> Microsoft.App) and unblocks ZT +\nFoundry IQ provisioning. Closes bicep-ptn-aiml-landing-zone#110 from the\nGPT-RAG consumption side.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.0.5 - unblock Zero Trust + Foundry IQ",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-27T12:25:25Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "b09b7efd964b127526ce1fd4f48ece7897238256",
"body": "release: v3.0.4 - Foundry IQ pin alignment",
"is_bot": false,
"headline": "Merge pull request #533 from Azure/develop",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T21:43:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a701a43ae738d96b268b17ed12faba90b85c03bd",
"body": "main was at v2.9.17 and had never received the v3.0.x line that landed\non develop. Merging main forward into develop so the develop -> main PR\nfor v3.0.4 fast-forwards cleanly and preserves the v2.9.16 CHANGELOG\nentry that only existed on main.\n\nConflict resolution:\n- manifest.json: kept develop's v\n[…]\ne auto-merge\n collapsed, and inserted main's v2.9.16 entry between v3.0.1 and\n v2.9.15 so no released changelog history is lost.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Merge main into develop for v3.0.4 release",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T21:41:56Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "fb78629ec8b25f8aba1b63cfbbdca56e72be25c0",
"body": "Cuts GPT-RAG v3.0.4. Aligns the Foundry IQ release train end to end so\nmanifest.json, the infra submodule, and the runtime defaults all match what\nthe v3.0.x changelog entries and GitHub Release notes have been advertising.\n\n- manifest.json: bump tag to v3.0.4 and gpt-rag-orchestrator pin to v3.0.2\n\n[…]\nce ID used by query-time RBAC\n filtering.\n- CHANGELOG.md: add v3.0.4 entry summarizing the pin alignment and the\n search.j2 fix.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.0.4 - Foundry IQ pin alignment",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T21:38:28Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "02d8f9b211d77ef45d975b823ab3b70be89c6887",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Pin AILZ v2.1.3 for Zero Trust deployment",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T21:34:32Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "bc4263853120bf7d084b83fefa02af085ff32bbe",
"body": "Switch the native Foundry IQ Blob Knowledge Source default content extraction mode from minimal to standard so scanned and image-only PDFs are ingested with OCR by default. Under minimal, such PDFs ingested with empty content and were silently unsearchable.\n\nDocument the prereqs, limits, billing, and immutability of the new default in CHANGELOG, and point operators with text-only PDFs at the FOUNDRY_IQ_CONTENT_EXTRACTION_MODE=minimal opt-down.",
"is_bot": false,
"headline": "Default FOUNDRY_IQ_CONTENT_EXTRACTION_MODE to standard (#532)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T17:08:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ca365cf162c77259fec2f2338ecff883ffbe3129",
"body": "Fix native Foundry IQ Blob setup",
"is_bot": false,
"headline": "Merge pull request #531 from Azure/fix-foundry-iq-blob-setup",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T10:20:09Z",
"body_truncated": false,
"is_coding_agent": false
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{
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"status": "met",
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"status": "met",
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{
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{
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{
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"points": 7.5,
"status": "met",
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{
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{
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"points": 5,
"status": "met",
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{
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"code": "no_data",
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{
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"points": 0,
"status": "missed",
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{
"key": "vulnerabilities",
"name": "Vulnerabilities",
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"points": 6.8,
"status": "partial",
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]
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{
"key": "dependency_advisories",
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"notes": [
{
"code": "excluded_no_data",
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"code": "advisories_scope_repository",
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{
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{
"code": "advisories_repo_graph_caveat",
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{
"code": "advisories_reachability",
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"direct_affected_packages": 0
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"components": [
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"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
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"code": "no_direct_advisories",
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}
],
"max_points": 35
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{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
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"points": 0,
"status": "excluded",
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"code": "advisories_scope_not_separable",
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],
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{
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"points": 0,
"status": "excluded",
"details": [
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],
"max_points": 40
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"key": "malicious_dependencies",
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"note": null,
"notes": [],
"value": 100,
"inputs": {
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"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
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"components": [
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],
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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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"components": [
{
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"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
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"code": "jurisdiction_no_match",
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}
],
"max_points": 100
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]
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],
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{
"key": "ai_readiness",
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"value": 59,
"weight": 0,
"metrics": [
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{
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"points": 0,
"status": "missed",
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{
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"status": "met",
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{
"code": "legible_history",
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{
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{
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{
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"points": 10,
"status": "met",
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{
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"points": 8,
"status": "met",
"details": [
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"code": "dependency_bot_commits",
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],
"max_points": 8
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{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 2",
"points": 2,
"status": "partial",
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{
"key": "ai_code_legibility",
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"notes": [],
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"oversized_source_files": 1
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"components": [
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"points": 0,
"status": "missed",
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{
"key": "manageable_file_sizes",
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"points": 51.9,
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{
"code": "oversized_source_files",
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