Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-18 03:04 UTC

Azure / gpt-rag-ingestion

The GPT-RAG Data Ingestion service automates processing of diverse documents—PDFs, images, spreadsheets, transcripts, and SharePoint—readying them for Azure AI Search. It applies smart chunking, generates text and image embeddings, and enables rich, multimodal retrieval.

Python · TypeScriptMIT★ 188 stars⑂ 101 forkssince Jun 2023View on GitHub ↗
KindWeb interfacehow this is determined

Azure/gpt-rag-ingestion holds a health index of 86 out of 100, placing it in the Excellent band. It scores highest on AI Readiness (84/100) and lowest on Community & Adoption (63/100). It was last updated 8 days ago. A single contributor accounts for most of its recent work.

86
overall / 100
Excellent

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

86
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

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.

The weighted overall 72 is calibrated to 86 on the published index scale (record calibration 2026-08-02).

Ownership

Microsoft AzureOrganization · verified domain
15,361 followers2,731 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?

83Excellent · 21% of overall
How it's scored
28.8/36Push recencylast push 8 days ago
15.2/36Commit cadence22/52 weeks with commits
18/18Commit volume206 commits in the last year
10/10OpenSSF Scorecard: Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year206
human_commit_share0.64
days_since_last_push8
active_weeks_last_year22

Release discipline

100Exceptional
How it's scored
27/27Ships releases46 releases published
36/36Release recencylatest release 14 days ago
27/27Release cadencea release every ~8.5 days
0/10OpenSSF Scorecard: Signed-Releasesno data
Inputs used
releases_count46
latest_release_tagv2.7.3
releases_from_tagsno
days_since_latest_release14
mean_days_between_releases8.5
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?

63Moderate · 17% of overall
How it's scored
36.9/60Stars188 stars
16.7/25Forks101 forks
1.7/15Watchers3 watchers
Inputs used
forks101
stars188
watchers3
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5Licenserecognized license (MIT)
0/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges0
has_contributingno
has_issue_templateno
has_code_of_conductyes
readme_badge_services
has_pull_request_templateyes

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

68Good · 23% of overall
How it's scored
9/54Bus factor1 contributor(s) cover half of all commits
2.2/22.5Commit distributiontop contributor authored 90% of commits
13.5/13.5Contributor breadth15 contributors
10/10OpenSSF Scorecard: Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
Inputs used
bus_factor1
contributors_sampled15
top_contributor_share0.902
How it's scored
42/42Issue resolution100% of issues closed
23.9/30PR acceptance207/260 decided PRs merged
0/13Newcomer PR acceptanceno first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-ReviewFound 0/8 approved changesets -- score normalized to 0
Inputs used
merged_prs207
open_issues0
closed_issues33
prs_merged_7d0
prs_decided_7d0
prs_merged_30d8
prs_decided_30d9
issue_closed_ratio1
closed_unmerged_prs53
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backingorganization-owned
20/20Verified domain
25/25Owner reach15,361 followers of Azure
25/25Track record2,731 public repos, account ~12 yr old
Inputs used
followers15,361
owner_typeOrganization
is_verifiedyes
owner_loginAzure
public_repos2,731
account_age_days4,581

Engineering Quality

Are baseline engineering and documentation practices in place?

71Good · 19% of overall
How it's scored
24/24CI workflows4 workflow(s)
24/24Tests present
16/16Linter configeslint.config.js
0/9.6Pre-commit hooks
0/6.4.editorconfig
4/20OpenSSF Scorecard: CI-Tests6 out of 25 merged PRs checked by a CI test -- score normalized to 2
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics
has_wikiyes
homepage
docs_site
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

74Good · 16% of overall
How it's scored
7.5/7.5Binary-Artifactsno binaries found in the repo
0.8/7.5Branch-Protectionbranch protection is not maximal on development and all release branches
0.5/2.5CI-Tests6 out of 25 merged PRs checked by a CI test -- score normalized to 2
0/2.5CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0/7.5Code-ReviewFound 0/8 approved changesets -- score normalized to 0
2.5/2.5Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
10/10Dangerous-Workflowno dangerous workflow patterns detected
7.5/7.5Dependency-Update-Toolupdate tool detected
0/5Fuzzingproject is not fuzzed
2.5/2.5Licenselicense file detected
7.5/7.5Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packagingno data
3.5/5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 7
0/5SASTSAST tool is not run on all commits -- score normalized to 0
5/5Security-Policysecurity policy file detected
0/7.5Signed-Releasesno data
7.5/7.5Token-PermissionsGitHub workflow tokens follow principle of least privilege
7.5/7.5Vulnerabilities0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate6.7
Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisoriesno direct dependency carries a known advisory
0/25Indirect dependencies free of known advisoriestransitive set not separable from development and test dependencies in this scope
0/40No advisories left outstandingno advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages417
unassessed_packages7
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 417 resolved dependencies against OSV. 7 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? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

84Excellent · 4% of overall
How it's scored
45/45Agent instructions.github/copilot-instructions.md, .github/instructions/api-frontend.instructions.md, .github/instructions/azure-boundaries.instructions.md, .github/instructions/chunking.instructions.md, .github/instructions/contracts-telemetry.instructions.md, .github/instructions/jobs-indexing.instructions.md, .github/instructions/python.instructions.md, .github/instructions/release-documentation.instructions.md, AGENTS.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history55 of 64 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url
legible_history_share0.859
agent_instruction_files.github/copilot-instructions.md, .github/instructions/api-frontend.instructions.md, .github/instructions/azure-boundaries.instructions.md, .github/instructions/chunking.instructions.md, .github/instructions/contracts-telemetry.instructions.md, .github/instructions/jobs-indexing.instructions.md, .github/instructions/python.instructions.md, .github/instructions/release-documentation.instructions.md, AGENTS.md
agent_instruction_max_bytes6,444
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format configeslint.config.js
11/11Static type checkingfrontend/tsconfig.json
10/10Reproducible environmentdevcontainer, Dockerfile, lockfile
10/10Demonstrated agent practice32 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance36 of the last 100 commits are automated dependency updates
7/10OpenSSF Scorecard: Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 7
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json
has_dockerfileyes
typed_languageno
bootstrap_files
has_devcontaineryes
has_linter_configyes
typecheck_configsfrontend/tsconfig.json
agent_commit_share0.32
toolchain_manifests
dependency_bot_commit_share0.36
How it's scored
27/45Type-checkable codePython with type-check config (frontend/tsconfig.json)
53.8/55Manageable file sizes2/93 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes86,629
source_files_sampled93
oversized_source_files2
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)not applicable to this kind of software
0/20MCP servernot applicable to this kind of software
40/40Runnable examplessamples
Inputs used
example_dirssamples
has_mcp_signalno
api_schema_files
interfaces_expected_of
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto), MCP server. Remaining weights renormalized.

Key facts

188GitHub stars
15contributors
206commits, last 12 months
8days since last push
46releases
1bus factor
0open issues
npm, 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 ★ / 101 ⇿
0Stars
101Forks
46Releases

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.

0204060801009822023-072025-022026-09
Major 2Minor 7Patch 37

Each point covers 3 days.

OpenSSF Scorecard 6.7 / 10
6.7aggregate

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).Scorecard v5.5.0 · 2026-09-18 03:04 UTC

10Binary-Artifactsno binaries found in the repo
1Branch-Protectionbranch protection is not maximal on development and all release branches
2CI-Tests6 out of 25 merged PRs checked by a CI test -- score normalized to 2
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/8 approved changesets -- score normalized to 0
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
7Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 7
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 17
RegistryPackageVersion constraintManifest
npm@radix-ui/react-dialog^1.1.15frontend/package.json
npm@radix-ui/react-dropdown-menu^2.1.16frontend/package.json
npm@radix-ui/react-select^2.3.7frontend/package.json
npm@radix-ui/react-slot^1.2.4frontend/package.json
npm@radix-ui/react-tooltip^1.1.8frontend/package.json
npm@tailwindcss/typography^0.5.20frontend/package.json
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npmnext-themes^0.4.6frontend/package.json
npmpostcss^8.5.25frontend/package.json
npmreact^19.2.8frontend/package.json
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npmtailwind-merge^3.6.0frontend/package.json
npmtailwindcss^4.3.3frontend/package.json
npmtailwindcss-animate^1.0.7frontend/package.json
All dependencies 424

Full resolved dependency set from the GitHub dependency graph: 19 direct and 405 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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npmlightningcss1.33.0indirect
npmlightningcss-android-arm641.33.0indirect
npmlightningcss-darwin-arm641.33.0indirect
npmlightningcss-darwin-x641.33.0indirect
npmlightningcss-freebsd-x641.33.0indirect
npmlightningcss-linux-arm-gnueabihf1.33.0indirect
npmlightningcss-linux-arm64-gnu1.33.0indirect
npmlightningcss-linux-arm64-musl1.33.0indirect
npmlightningcss-linux-x64-gnu1.33.0indirect
npmlightningcss-linux-x64-musl1.33.0indirect
npmlightningcss-win32-arm64-msvc1.33.0indirect
npmlightningcss-win32-x64-msvc1.33.0indirect
npmlocate-path6.0.0indirect
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npmmath-intrinsics1.1.0indirect
npmmime-db1.52.0indirect
npmmime-types2.1.35indirect
npmmin-indent1.0.1indirect
npmminimatch10.2.5indirect
npmminimatch3.1.5indirect
npmms2.1.3indirect
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npmnode-releases2.0.53indirect
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npmparse57.3.0indirect
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npmpicomatch4.0.7indirect
npmpostcss-selector-parser6.0.10indirect
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npmreact-remove-scroll-bar2.3.8indirect
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npmrolldown1.2.6indirect
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npmtinyrainbow3.1.1indirect
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npmtr465.1.1indirect
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npmwhatwg-mimetype4.0.0indirect
npmwhatwg-url14.2.0indirect
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PyPIazure-ai-projects1.0.0b10indirect
PyPIazure-appconfiguration1.8.1indirect
PyPIazure-appconfiguration-provider2.5.0indirect
PyPIazure-cosmos4.5.1indirect
PyPIazure-identity1.25.3indirect
PyPIazure-keyvault-secrets4.9.0indirect
PyPIazure-mgmt-storage22.1.1indirect
PyPIazure-mgmt-web8.0.0indirect
PyPIazure-monitor-opentelemetryindirect
PyPIazure-monitor-opentelemetry-exporterindirect
PyPIazure-search-documents11.5.2indirect
PyPIazure-storage-blob12.24.1indirect
PyPIcryptographyindirect
PyPIfastapi0.115.12indirect
PyPIhttpxindirect
PyPIjsonschemaindirect
PyPIlangchain-text-splitters1.1.2indirect
PyPImsgraph-sdk1.61.0indirect
PyPIopenai2.41.1indirect
PyPIopenpyxl3.1.5indirect
PyPIopentelemetry-instrumentation-fastapiindirect
PyPIopentelemetry-instrumentation-httpxindirect
PyPIpillow12.3.0indirect
PyPIpsutil7.0.0indirect
PyPIpyjwt2.13.0indirect
PyPIpymupdf1.27.2.3indirect
PyPIpypdf6.16.1indirect
PyPIpython-dotenv1.2.2indirect
PyPIpyyaml6.0.3indirect
PyPIrequests2.34.2indirect
PyPItabulate0.10.0indirect
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Dependency advisories 0

This repository publishes no package the index resolves, so its own dependency graph was assessed — 417 packages, which also include development and test pins that never ship: 0 carry known advisories, of which 0 are direct. 7 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

No known advisories affect the assessed dependencies.

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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Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

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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 v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics.