Public recordGood
Software health reportschema 0.27.0 · metrics 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 holds a health index of 76 out of 100, placing it in the Good band. It scores highest on Vitality (95/100) and lowest on AI Readiness (59/100). It was last updated today. A single contributor accounts for most of its recent work.
76
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
76
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
Ownership
Microsoft AzureOrganization
15,084 followers2,726 public repossince Mar 2014
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
95
Development activity
92Excellent
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 27.7/36 | Commit cadence — 40/52 weeks with commits |
| 18/18 | Commit volume — 338 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 338 |
| human_commit_share | 0.97 |
| days_since_last_push | 0 |
| active_weeks_last_year | 40 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 90 releases published |
| 36/36 | Release recency — latest release 5 days ago |
| 27/27 | Release cadence — a release every ~2.2 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 90 |
| latest_release_tag | v3.7.0 |
| releases_from_tags | no |
| days_since_latest_release | 5 |
| mean_days_between_releases | 2.2 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
85
Popularity & adoption
78Good
How it's scored
| 49.7/60 | Stars — 1,165 stars |
| 20.8/25 | Forks — 313 forks |
| 7/15 | Watchers — 19 watchers |
Inputs used
| forks | 313 |
| stars | 1,165 |
| watchers | 19 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
92Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | yes |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
65
Maintainer resilience (bus factor)
39At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 6.8/22.5 | Commit distribution — top contributor authored 70% of commits |
| 13.5/13.5 | Contributor breadth — 22 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 22 |
| top_contributor_share | 0.699 |
How it's scored
| 46.5/46.8 | Issue resolution — 99% of issues closed |
| 34.7/38.3 | PR acceptance — 321/354 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/21 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 321 |
| open_issues | 1 |
| closed_issues | 180 |
| issue_closed_ratio | 0.994 |
| closed_unmerged_prs | 33 |
Ownership & stewardship
80Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 25/25 | Owner reach — 15,084 followers of Azure |
| 25/25 | Track record — 2,726 public repos, account ~12 yr old |
Inputs used
| followers | 15,084 |
| owner_type | Organization |
| is_verified | — |
| owner_login | Azure |
| public_repos | 2,726 |
| account_age_days | 4,527 |
Engineering Quality
Are baseline engineering and documentation practices in place?
66
Engineering practices
50Moderate
How it's scored
| 24/24 | CI workflows — 4 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 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 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://aka.ms/gpt-rag |
| 10/10 | Repository description |
| 10/10 | Topics — 5 topics |
| 0/10 | Wiki |
Inputs used
| topics | azure, gpt-3, gpt-4, openai, azd-templates |
| has_wiki | no |
| homepage | https://aka.ms/gpt-rag |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
67
Security posture
59Moderate
How it's scored
| 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 | License — 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 — no data |
| 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 — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 6.8/7.5 | Vulnerabilities — 1 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 5.9 |
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.
Dependency advisories
100Excellent
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 0/25 | Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 1 |
| affected_packages | 1 |
| assessed_packages | 11 |
| unassessed_packages | 1 |
| affected_by_severity | high 1 |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 11 resolved dependencies against OSV. 1 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
59
Agent context & guidance
85Excellent
How it's scored
| 45/45 | Agent instructions — .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 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 82 of 97 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| 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 |
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 0/11 | Static type checking |
| 0/10 | Reproducible environment |
| 10/10 | Demonstrated agent practice — 69 of the last 100 commits agent-authored or agent-credited |
| 8/8 | Automated maintenance — 3 of the last 100 commits are automated dependency updates |
| 2/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0.69 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.03 |
Code legibility for models
52Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 51.9/55 | Manageable file sizes — 1/18 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 87,828 |
| source_files_sampled | 18 |
| oversized_source_files | 1 |
Key facts
1,165GitHub stars
22contributors
338commits, last 12 months
0days since last push
90releases
1bus factor
1open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
More detail
Star and fork history 0 ★ / 313 ⇿
0Stars
313Forks
90Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Major 3Minor 16Patch 71
Each point covers 3 days.
OpenSSF Scorecard 5.9 / 10
5.9aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 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 |
| n/a | 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 |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 9 | Vulnerabilities | 1 existing vulnerabilities detected |
All dependencies 12
Full resolved dependency set from the GitHub dependency graph: 0 direct and 12 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | azure-appconfiguration | 1.9.0 | indirect |
| PyPI | azure-identity | 1.25.3 | indirect |
| PyPI | azure-keyvault-secrets | 4.11.0 | indirect |
| PyPI | azure-mgmt-appcontainers | 5.0.0 | indirect |
| PyPI | azure-mgmt-cognitiveservices | 13.6.0 | indirect |
| PyPI | azure-mgmt-cosmosdb | 9.8.0 | indirect |
| PyPI | azure-mgmt-resource | 24.0.0 | indirect |
| PyPI | click | 8.2.1 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | requests | 2.34.2 | indirect |
| PyPI | tabulate | — | indirect |
Dependency advisories 1
This repository publishes no package the index resolves, so its own dependency graph was assessed — 11 packages, which also include development and test pins that never ship: 1 carry known advisories, of which 0 are direct. 1 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.
| Package | Version | Relation | Severity | Advisories | Fixed in |
|---|---|---|---|---|---|
| click | 8.2.1 | indirect | high | 1 | 8.3.3 |
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
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"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[…]\nHANGELOG explaining the mismatch and the fix.\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>",
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"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>",
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"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>",
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"committed_at": "2026-07-10T18:58:37Z",
"body_truncated": false,
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{
"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,
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{
"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,
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{
"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",
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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",
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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,
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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,
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"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,
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{
"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,
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},
{
"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",
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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,
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{
"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,
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{
"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",
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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",
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{
"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",
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{
"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",
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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",
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{
"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,
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{
"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,
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{
"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,
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{
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"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,
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{
"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,
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},
{
"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,
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{
"oid": "35893512e74e444d87b14b6e77a8c25b5d648e17",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Fix native Foundry IQ Blob setup",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T10:19:01Z",
"body_truncated": false,
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{
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"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Prepare GPT-RAG v3.0.1 release",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T03:49:21Z",
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{
"oid": "1f79827800ce8ef967008d9c4364de766832ecde",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Default Foundry IQ to native blob ingestion",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T03:48:30Z",
"body_truncated": false,
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},
{
"oid": "edf1a62615c8f2850bd1968317495353ab66c0bf",
"body": "Adds GPT-RAG v3.0.0 configuration and pins for Foundry IQ retrieval support.\\n\\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: add Foundry IQ retrieval configuration",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T03:25:01Z",
"body_truncated": false,
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{
"oid": "bd80e390ce60a9acdb4e73bd7f3461ad0a82f3a5",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: bump orchestrator to v2.8.13 (v2.9.17)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-19T23:02:33Z",
"body_truncated": false,
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{
"oid": "2e481a7e02aa0e638253f35ce58756d33571fe1e",
"body": "* release: v2.9.14 - bump orchestrator pin to v2.8.11 (#521)\n\nCo-authored-by: placerda <placerda@users.noreply.github.com>\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* release: v2.9.15 - bump ingestion pin to v2.4.13 (#523)\n\nCo-authored-by: Paulo Lacerda <paulolacerda@micr\n[…]\n\n---------\n\nCo-authored-by: placerda <placerda@users.noreply.github.com>\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\nCo-authored-by: Paulo Lacerda <paulolacerda@microsoft.com>",
"is_bot": false,
"headline": "release: v2.9.16 (#525)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-19T19:08:30Z",
"body_truncated": true,
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{
"oid": "f9c3a2270c4953efeab84365a1e826dd9ee8bf51",
"body": null,
"is_bot": false,
"headline": "Merge tag v2.9.15 into develop",
"author_name": "Paulo Lacerda",
"author_login": null,
"committed_at": "2026-06-19T18:06:09Z",
"body_truncated": false,
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{
"oid": "33a5e95f98f7fef3e204d3f34ccd95f046db7dda",
"body": "* release: v2.9.14 - bump orchestrator pin to v2.8.11 (#521)\n\nCo-authored-by: placerda <placerda@users.noreply.github.com>\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* release: v2.9.15 - bump ingestion pin to v2.4.13 (#523)\n\nCo-authored-by: Paulo Lacerda <paulolacerda@micr\n[…]\n\n---------\n\nCo-authored-by: placerda <placerda@users.noreply.github.com>\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\nCo-authored-by: Paulo Lacerda <paulolacerda@microsoft.com>",
"is_bot": false,
"headline": "release: v2.9.15 - bump ingestion pin to v2.4.13 (#524)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-19T18:05:40Z",
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"headline": "release: v2.9.15 - bump ingestion pin to v2.4.13 (#523)",
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"headline": "release: v2.9.14 - bump orchestrator pin to v2.8.11 (#521) (#522)",
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"body": "* feat(preflight): defer to landing zone v2.0.3 regional checks (#473)\n\nBumps infra submodule and manifest ailz_tag to v2.0.3, which extends\nInvoke-PreflightChecks.ps1 with the regional readiness block (subscription\ndrift, provider/location per resource, AI Search & Cosmos capacity\nwarnings, jumpbox\n[…]\ned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 2",
"points": 1,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "1 existing vulnerabilities detected",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 11 resolved dependencies against OSV; 1 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"indirect_dependencies_free_of_known_advisories",
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_repository",
"params": {
"assessed": 11
}
},
{
"code": "advisories_unassessed",
"params": {
"count": 1
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 1,
"affected_packages": 1,
"assessed_packages": 11,
"unassessed_packages": 1,
"affected_by_severity": "high 1",
"direct_affected_packages": 0
},
"components": [
{
"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": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "transitive set not separable from development and test dependencies in this scope",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_scope_not_separable",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 11,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 11
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 59,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "excellent",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 85,
"inputs": {
"has_llms_txt": false,
"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": 7839
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": ".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",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"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"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "82 of 97 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 82,
"sampled": 97
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 42,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0.69,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.03
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "69 of the last 100 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 69,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "3 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 3,
"sampled": 100
}
}
],
"max_points": 8
},
{
"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",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 52,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 87828,
"source_files_sampled": 18,
"oversized_source_files": 1
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "1/18 source files over 60KB",
"points": 51.9,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 18,
"oversized": 1
}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-26T15:32:08.947843Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/Azure/GPT-RAG.svg",
"full_name": "Azure/GPT-RAG",
"license_state": "standard",
"license_spdx": "MIT"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics.