Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-23 11:45 UTC

elastic / elastic-ingest-dotnet

Data Ingestion Libraries for the Elastic Stack & Products

C#Apache-2.0★ 9 stars⑂ 5 forkssince Jan 2023View on GitHub ↗

elastic/elastic-ingest-dotnet holds a health index of 75 out of 100, placing it in the Good band. It scores highest on Vitality (89/100) and lowest on AI Readiness (62/100). It was last updated today. A single contributor accounts for most of its recent work.

75
overall / 100
Good

Software 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.

75
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)
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.

Ownership

elasticOrganization
5,435 followers939 public repossince Feb 2014

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

89Excellent · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
18/36Commit cadence — 26/52 weeks with commits
17.6/18Commit volume — 91 commits in the last year
10/10OpenSSF Scorecard: Maintained — 23 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year91
human_commit_share0.88
days_since_last_push0
active_weeks_last_year26

Release discipline

100Excellent
How it's scored
27/27Ships releases — 94 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~5.7 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count94
latest_release_tag0.51.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases5.7
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 · 18% of overall
How it's scored
14.6/60Stars — 9 stars
5/25Forks — 5 forks
2.7/15Watchers — 4 watchers
Inputs used
forks5
stars9
watchers4
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

85Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateno
How it's scored
77.7/80Total downloads — 30,037,298 downloads all-time across nuget
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesElastic.Channels, Elastic.Clients.AgentBuilder, Elastic.Extensions.AI, Elastic.Ingest.Elasticsearch, Elastic.Ingest.Transport
dependents
ecosystemsnuget
total_downloads30,037,298
monthly_downloads
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

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

69Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
3.9/22.5Commit distribution — top contributor authored 83% of commits
9.5/13.5Contributor breadth — 7 contributors
10/10OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled7
top_contributor_share0.826
How it's scored
41.6/46.8Issue resolution — 89% of issues closed
35.9/38.3PR acceptance — 180/192 decided PRs merged
1.5/15OpenSSF Scorecard: Code-Review — Found 5/26 approved changesets -- score normalized to 1
Inputs used
merged_prs180
open_issues1
closed_issues8
issue_closed_ratio0.889
closed_unmerged_prs12
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
25/25Owner reach — 5,435 followers of elastic
25/25Track record — 939 public repos, account ~12 yr old
Inputs used
followers5,435
owner_typeOrganization
is_verified
owner_loginelastic
public_repos939
account_age_days4,532
How it's scored
25/25Published & resolvable — 5 package(s) on nuget
35/35Publish recency — latest publish 0 days ago
20/20Version history — 95 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesElastic.Channels, Elastic.Clients.AgentBuilder, Elastic.Extensions.AI, Elastic.Ingest.Elasticsearch, Elastic.Ingest.Transport
ecosystemsnuget
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

76Good · 20% of overall
How it's scored
24/24CI workflows — 3 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configno
has_precommit_configno
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://elastic.github.io/elastic-ingest-dotnet/
10/10Repository description
0/10Topics
0/10Wiki
Inputs used
topics
has_wikino
homepagehttps://elastic.github.io/elastic-ingest-dotnet/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

78Good · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0.8/7.5Code-Review — Found 5/26 approved changesets -- score normalized to 1
2.5/2.5Contributors — project has 8 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 23 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate7.2
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages34
unassessed_packages0
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 34 resolved dependencies against OSV. 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.

62Moderate · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 83 of 88 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.943
agent_instruction_files
agent_instruction_max_bytes
How it's scored
12.6/18One-command bootstrap — benchmarks/Elastic.Ingest.Elasticsearch.Benchmarks/Elastic.Ingest.Elasticsearch.Benchmarks.csproj, benchmarks/Elastic.Ingest.Elasticsearch.Profiling/Elastic.Ingest.Elasticsearch.Profiling.csproj, benchmarks/Performance.Common/Performance.Common.csproj (toolchain convention, no task runner)
22/22Automated tests
0/11Lint / format config
11/11Static type checking — C# (statically typed)
0/10Reproducible environment
10/10Demonstrated agent practice — 33 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 11 of the last 100 commits are automated dependency updates
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileno
typed_languageyes
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0.33
toolchain_manifestsbenchmarks/Elastic.Ingest.Elasticsearch.Benchmarks/Elastic.Ingest.Elasticsearch.Benchmarks.csproj, benchmarks/Elastic.Ingest.Elasticsearch.Profiling/Elastic.Ingest.Elasticsearch.Profiling.csproj, benchmarks/Performance.Common/Performance.Common.csproj, docs/docs.csproj, examples/Elastic.Channels.Continuous/Elastic.Channels.Continuous.csproj, examples/Elastic.Channels.Example/Elastic.Channels.Example.csproj, examples/Elastic.Ingest.Apm.Example/Elastic.Ingest.Apm.Example.csproj, examples/Elastic.Ingest.IncrementalSync.Example/Elastic.Ingest.IncrementalSync.Example.csproj, examples/Elastic.Ingest.MultiChannel/Elastic.Ingest.MultiChannel.csproj, examples/Elastic.Ingest.OpenTelemetry.Example/Elastic.Ingest.OpenTelemetry.Example.csproj, examples/ingest-aot-smoketest/ingest-aot-smoketest.csproj, examples/playground/playground.csproj, src/Elastic.Channels/Elastic.Channels.csproj, src/Elastic.Clients.AgentBuilder/Elastic.Clients.AgentBuilder.csproj, src/Elastic.Extensions.AI/Elastic.Extensions.AI.csproj, src/Elastic.Ingest.Apm/Elastic.Ingest.Apm.csproj, src/Elastic.Ingest.Elasticsearch/Elastic.Ingest.Elasticsearch.csproj, src/Elastic.Ingest.OpenTelemetry/Elastic.Ingest.OpenTelemetry.csproj, src/Elastic.Ingest.Transport/Elastic.Ingest.Transport.csproj, src/Elastic.Mapping.Generator/Elastic.Mapping.Generator.csproj, src/Elastic.Mapping/Elastic.Mapping.csproj, tests/Elastic.Channels.Tests/Elastic.Channels.Tests.csproj, tests/Elastic.Clients.AgentBuilder.IntegrationTests/Elastic.Clients.AgentBuilder.IntegrationTests.csproj, tests/Elastic.Clients.AgentBuilder.Tests/Elastic.Clients.AgentBuilder.Tests.csproj, tests/Elastic.Extensions.AI.IntegrationTests/Elastic.Extensions.AI.IntegrationTests.csproj, tests/Elastic.Ingest.Elasticsearch.IntegrationTests/Elastic.Ingest.Elasticsearch.IntegrationTests.csproj, tests/Elastic.Ingest.Elasticsearch.Tests/Elastic.Ingest.Elasticsearch.Tests.csproj, tests/Elastic.Mapping.Tests.Contracts/Elastic.Mapping.Tests.Contracts.csproj, tests/Elastic.Mapping.Tests.CrossAssembly/Elastic.Mapping.Tests.CrossAssembly.csproj, tests/Elastic.Mapping.Tests/Elastic.Mapping.Tests.csproj
dependency_bot_commit_share0.11
How it's scored
45/45Type-checkable code — C# (statically typed)
55/55Manageable file sizes — 0/340 source files over 60KB
Inputs used
primary_languageC#
largest_source_bytes39,825
source_files_sampled340
oversized_source_files0
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files

Key facts

9GitHub stars
7contributors
91commits, last 12 months
0days since last push
94releases
1bus factor
1open issues
NuGetpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

Star and fork history 0 ★ / 5 ⇿
0Stars
5Forks
80Releases

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.

12345512023-062025-012026-07
Major 0Minor 43Patch 37

Each point covers 3 days.

OpenSSF Scorecard 7.2 / 10
7.2aggregate

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 · 2026-07-23 11:45 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
1Code-ReviewFound 5/26 approved changesets -- score normalized to 1
10Contributorsproject has 8 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained23 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
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 23
RegistryPackageVersion constraintManifest
NuGetSystem.Threading.Channels10.0.0src/Elastic.Channels/Elastic.Channels.csproj
NuGetSystem.Buffers4.6.1src/Elastic.Channels/Elastic.Channels.csproj
NuGetElastic.Transport0.17.3src/Elastic.Clients.AgentBuilder/Elastic.Clients.AgentBuilder.csproj
NuGetSystem.Net.ServerSentEvents10.0.5src/Elastic.Clients.AgentBuilder/Elastic.Clients.AgentBuilder.csproj
NuGetPolySharp1.15.0src/Elastic.Clients.AgentBuilder/Elastic.Clients.AgentBuilder.csproj
NuGetPolySharp1.15.0src/Elastic.Extensions.AI/Elastic.Extensions.AI.csproj
NuGetMicrosoft.Extensions.AI10.4.1src/Elastic.Extensions.AI/Elastic.Extensions.AI.csproj
NuGetMicrosoft.Bcl.Memory10.0.5src/Elastic.Extensions.AI/Elastic.Extensions.AI.csproj
NuGetModelContextProtocol1.1.0src/Elastic.Extensions.AI/Elastic.Extensions.AI.csproj
NuGetPolySharp1.15.0src/Elastic.Ingest.Elasticsearch/Elastic.Ingest.Elasticsearch.csproj
NuGetGoogle.Protobuf3.17.3src/Elastic.Ingest.OpenTelemetry/Elastic.Ingest.OpenTelemetry.csproj
NuGetGrpc.Net.Client2.38.0src/Elastic.Ingest.OpenTelemetry/Elastic.Ingest.OpenTelemetry.csproj
NuGetGrpc.Tools2.39.0-pre1src/Elastic.Ingest.OpenTelemetry/Elastic.Ingest.OpenTelemetry.csproj
NuGetOpenTelemetry.Exporter.OpenTelemetryProtocol1.15.3src/Elastic.Ingest.OpenTelemetry/Elastic.Ingest.OpenTelemetry.csproj
NuGetElastic.Transport0.17.3src/Elastic.Ingest.Transport/Elastic.Ingest.Transport.csproj
NuGetMicrosoft.CodeAnalysis.CSharp4.8.0src/Elastic.Mapping.Generator/Elastic.Mapping.Generator.csproj
NuGetMicrosoft.CodeAnalysis.Analyzers3.3.4src/Elastic.Mapping.Generator/Elastic.Mapping.Generator.csproj
NuGetNullable1.3.1src/Elastic.Mapping.Generator/Elastic.Mapping.Generator.csproj
NuGetIsExternalInit1.0.3src/Elastic.Mapping.Generator/Elastic.Mapping.Generator.csproj
NuGetSystem.Text.Json10.0.0src/Elastic.Mapping/Elastic.Mapping.csproj
NuGetNullable1.3.1src/Elastic.Mapping/Elastic.Mapping.csproj
NuGetIsExternalInit1.0.3src/Elastic.Mapping/Elastic.Mapping.csproj
NuGetPolySharp1.14.1src/Elastic.Mapping/Elastic.Mapping.csproj
All dependencies 34

Full resolved dependency set from the GitHub dependency graph: 18 direct and 16 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
NuGetElastic.Transport0.17.3direct
NuGetGoogle.Protobuf3.17.3direct
NuGetGrpc.Net.Client2.38.0direct
NuGetGrpc.Tools2.39.0-pre1direct
NuGetIsExternalInit1.0.3direct
NuGetMicrosoft.Bcl.Memory10.0.5direct
NuGetMicrosoft.CodeAnalysis.Analyzers3.3.4direct
NuGetMicrosoft.CodeAnalysis.CSharp4.8.0direct
NuGetMicrosoft.Extensions.AI10.4.1direct
NuGetModelContextProtocol1.1.0direct
NuGetNullable1.3.1direct
NuGetOpenTelemetry.Exporter.OpenTelemetryProtocol1.15.3direct
NuGetPolySharp1.14.1direct
NuGetPolySharp1.15.0direct
NuGetSystem.Buffers4.6.1direct
NuGetSystem.Net.ServerSentEvents10.0.5direct
NuGetSystem.Text.Json10.0.0direct
NuGetSystem.Threading.Channels10.0.0direct
NuGetArgu6.2.5indirect
NuGetAutoBogus2.13.1indirect
NuGetAwesomeAssertions9.3.0indirect
NuGetBenchmarkDotNet0.15.7indirect
NuGetBullseye6.0.0indirect
NuGetElastic.Clients.Elasticsearch9.2.1indirect
NuGetElastic.Elasticsearch.Ephemeral0.12.0indirect
NuGetElastic.Transport.VirtualizedCluster0.15.1indirect
NuGetElastic.TUnit.Elasticsearch.Core0.13.0indirect
NuGetFake.Tools.Git5.20.3indirect
NuGetJetBrains.Profiler.Api1.4.10indirect
NuGetMicrosoft.Extensions.Configuration.UserSecrets10.0.0-preview.1.25080.5indirect
NuGetMicrosoft.Extensions.DependencyInjection10.0.0-preview.1.25080.5indirect
NuGetMicrosoft.Extensions.TimeProvider.Testing10.3.0indirect
NuGetPerfolizer0.2.1indirect
NuGetProc0.13.0indirect
Dependency advisories 0

This repository publishes no package the index resolves, so its own dependency graph was assessed — 34 packages, which also include development and test pins that never ship: 0 carry known advisories, of which 0 are direct.

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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          "body": "Updates the `Elastic.Transport` package dependency to\n[`0.17.3`](https://www.nuget.org/packages/Elastic.Transport/0.17.3).\n\n## Changes\n\n- `src/Elastic.Ingest.Transport/Elastic.Ingest.Transport.csproj` —\n`0.15.1` → `0.17.3`\n- `src/Elastic.Clients.AgentBuilder/Elastic.Clients.AgentBuilder.csproj`\n— `0\n[…]\n\n- Code review and CodeQL scan: no issues found\n\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: Mpdreamz <245275+Mpdreamz@users.noreply.github.com>",
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          "committed_at": "2026-05-11T16:18:54Z",
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        {
          "oid": "2f730361c406b4c0c8c6bd3617466aaaa4f0823b",
          "body": "…o 1.15.3 (#179)\n\n`OpenTelemetry.Api` 1.2.0-alpha1 (pulled in transitively) has a known\nmoderate severity vulnerability\n([GHSA-g94r-2vxg-569j](https://github.com/advisories/GHSA-g94r-2vxg-569j)),\ncausing `NU1902` (warning-as-error) to break the build.\n\n## Changes\n\n-\n**`src/Elastic.Ingest.OpenTelemet\n[…]\nlementation is compatible with the new version.\n\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: Mpdreamz <245275+Mpdreamz@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump OpenTelemetry.Exporter.OpenTelemetryProtocol from 1.2.0-alpha1 t…",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-05-11T14:43:40Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e8528cbf5ddba4c3ab662fc2386025debaba0802",
          "body": "Bumps the github-actions group with 1 update:\n[NuGet/login](https://github.com/nuget/login).\n\nUpdates `NuGet/login` from 1.1.0 to 1.2.0\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/nuget/login/releases\">NuGet/login's\nreleases</a>.</em></p>\n<blockquote>\n<\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump NuGet/login from 1.1.0 to 1.2.0 in the github-actions group (#178)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-06T10:23:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "908cdd907a50f9706eed7b7b00a9940c4f417da8",
          "body": "…rites) (#177)",
          "is_bot": false,
          "headline": "fix(channels): drain completes when OutChannel has no buffers (zero w…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-04-20T15:24:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f2aa4655ba1395015de6fd688b8e8a912ec638f9",
          "body": null,
          "is_bot": false,
          "headline": "feat: optional _source filtering for PointInTimeSearch (#176)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-04-20T13:43:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c82cc9181e07d669039e1736fe77399a880e6d0",
          "body": "## What\nFix `ExecuteEnrichPolicyAsync` failing with HTTP 404 after PR #174's\nhash-versioned policy names.\n\n## Why\nElasticsearch's `GET /_enrich/policy/<name>` returns HTTP 200 with an\nempty `policies` array when the named policy doesn't exist. PR #174\nsimplified the existence check to only inspect t\n[…]\nlls through to the PUT path —\nmatching real Elasticsearch behavior\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Enrichment: Fix 404 on enrich policy execute (#175)",
          "author_name": "Jan Calanog",
          "author_login": "reakaleek",
          "committed_at": "2026-04-15T13:32:58Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a0e1c0a27be8533cc2ddf4970b7b036443d18821",
          "body": "## What\nFix `EnsureEnrichPolicyAsync` failing with HTTP 409 when deleting stale\nenrich policies that are still referenced by an ingest pipeline.\n\n## Why\nElasticsearch refuses to delete an enrich policy while any ingest\npipeline references it. The previous code deleted the pipeline and\npolicy before \n[…]\ngration tests verify end-to-end with real Elasticsearch\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Enrichment: Fix 409 conflict on stale enrich policy deletion (#174)",
          "author_name": "Jan Calanog",
          "author_login": "reakaleek",
          "committed_at": "2026-04-15T09:11:10Z",
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        },
        {
          "oid": "cb1db33102592727fbe2e5029ba8f98acc879eec",
          "body": "…(#173)\n\n## Summary\n\n- **Bootstrap idempotency tests**: Validates the hash-based skip/update\nlogic for both tools and agents. Uses a tamper-and-verify strategy —\nafter bootstrapping, a field is modified directly via the API while\npreserving the hash tag, then re-bootstrapping with the original\ndefin\n[…]\non Kibana < 9.4.0\n- [x] 33 unit tests still pass with no regressions\n- [x] Final result: 20 integration tests (17 passed, 3 skipped), 33 unit\ntests (all passed)\n\nMade with [Cursor](https://cursor.com)",
          "is_bot": false,
          "headline": "Add bootstrap idempotency tests and fix conversation deserialization …",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-03-21T09:54:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "28ee71f74a5a87f248e479cb5e768ec0b276896a",
          "body": "…on, attachments (#172)\n\n## Summary\n\n- **Skills CRUD** — `ListSkillsAsync`, `GetSkillAsync`,\n`CreateSkillAsync`, `UpdateSkillAsync`, `DeleteSkillAsync` with typed\nrequest/response models and `SkillReferencedContent`\n- **Plugins** — `ListPluginsAsync`, `GetPluginAsync`,\n`InstallPluginAsync`, `DeleteP\n[…]\nt frameworks (net10.0, net8.0,\nnetstandard2.1, netstandard2.0) compile cleanly\n- [ ] Run integration tests against a Kibana instance with Agent Builder\nenabled\n\n\nMade with [Cursor](https://cursor.com)",
          "is_bot": false,
          "headline": "Add remaining Agent Builder API endpoints: skills, plugins, consumpti…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-03-20T20:20:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9acb159a0b27bbd3c7dbec4f9aa72f0acc01dc51",
          "body": "## Summary\n- Rename the `Elastic.AgentBuilder` NuGet package, project, and\nnamespace to `Elastic.Clients.AgentBuilder` to align with Elastic client\nnaming conventions.\n- Updates all project directories, `.csproj` files, solution references,\nnamespaces, `using` statements, and README documentation ac\n[…]\nbuilds with 0 warnings and 0 errors\n- [ ] CI passes (unit tests, integration tests)\n- [ ] Verify the NuGet package is produced as\n`Elastic.Clients.AgentBuilder`\n\nMade with [Cursor](https://cursor.com)",
          "is_bot": false,
          "headline": "Rename Elastic.AgentBuilder to Elastic.Clients.AgentBuilder (#171)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-03-20T19:51:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b33cb254320abb0cf660cad861074b66f5ed1a0c",
          "body": "…ation in AgentBuilderClient (#170)\n\n## Summary\n\n- Introduce `AgentBuilderSerializer` (`SystemTextJsonSerializer`\nsubclass) that combines `AgentBuilderSerializationContext` with\n`ElasticsearchTransportSerializerContext` and\n`DefaultJsonTypeInfoResolver` via `JsonTypeInfoResolver.Combine`,\nmatching t\n[…]\nsts pass (including CRUD tool test against\nlive Kibana)\n- [x] Builds cleanly across all 4 TFMs (netstandard2.0, netstandard2.1,\nnet8.0, net10.0) with 0 warnings\n\nMade with [Cursor](https://cursor.com)",
          "is_bot": false,
          "headline": "Replace PostData.String/StringResponse with transport-native serializ…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-03-20T19:40:27Z",
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          "is_coding_agent": false
        },
        {
          "oid": "14c3f6e2fd63c811c29ae0b4deaf72c0692a638b",
          "body": "## Summary\n\n- **Add `ConverseStreamAsync`** returning\n`IAsyncEnumerable<ConverseStreamEvent>` backed by `SseParser.Create<T>`\nwith a `Utf8JsonReader`-based parser that deserializes Kibana's\n`{\"data\": …}` envelope in a single pass — zero intermediate string\nallocations, fully AOT-safe via source-gene\n[…]\n)\n- [ ] Verify `FinishReason.Stop` is set on the final update\n- [ ] Build succeeds on all four targets (`netstandard2.0`,\n`netstandard2.1`, `net8.0`, `net10.0`)\n\nMade with [Cursor](https://cursor.com)",
          "is_bot": false,
          "headline": "Wire up true SSE streaming for ElasticAgentChatClient (#169)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-03-20T18:58:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3d5b4523c71a1fba0ac08e263b846593fc306fb0",
          "body": "## Summary\n- Set `IsPackable` to `True` in `Elastic.Extensions.AI.csproj` so the\npackage is included in NuGet publishing, matching the other publishable\npackages in the repo.\n\n## Test plan\n- [ ] Verify CI builds and packs the NuGet package successfully\n\nMade with [Cursor](https://cursor.com)",
          "is_bot": false,
          "headline": "Make Elastic.Extensions.AI packable for NuGet publishing (#168)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-03-20T16:17:02Z",
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        },
        {
          "oid": "bd71dcd6675108073e8f1dd6ff023807720cdc70",
          "body": "## Summary\n\n- **`IngestSerializationContext`**: Removed the custom static\nconstructor that overrode `Default` with\n`IngestChannelStatics.SerializerOptions` (causing a race/lock\ncondition). Added `[JsonSourceGenerationOptions(DefaultIgnoreCondition =\nWhenWritingDefault)]` so the source-generated cont\n[…]\nnd the missing resolver.\n\n## Test plan\n\n- [ ] Existing tests pass\n- [ ] AOT/trimmed app no longer throws `InvalidOperationException` on\n`BulkUpsertLookupAsync`\n\n\nMade with [Cursor](https://cursor.com)",
          "is_bot": false,
          "headline": "Fix AOT-unsafe JsonSerializerOptions in BulkUpsertLookupAsync (#167)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-03-05T20:12:35Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "46aebbacdebaf040f41e66499d31ca2a29a49a0e",
          "body": "…n, BackfillAllAsync, and refactor orchestrator (#165)\n\n## Summary\n\n- **Scoped backfill**: `EnrichAsync` now tracks enriched document IDs\nand backfills only those via batched `ids` queries (1,000 per batch),\ninstead of an unbounded `_update_by_query` on all documents.\n- **Timeout-based graceful shut\n[…]\n- [x] `SkipBackfillOmitsUpdateByQueryButStillRefreshesAndExecutesPolicy`\n— SkipBackfill verification\n- [x] All 76 tests pass (including ElasticsearchChannelTests — no more\nTypeInitializationException)",
          "is_bot": false,
          "headline": "Scope backfill to enriched subset, add Timeout-based graceful shutdow…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-03-05T19:29:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6ce3c206d8f02ba58fe2850e3e2bf02fcb008aa3",
          "body": "Bumps the github-actions group with 2 updates in the / directory:\n[actions/upload-artifact](https://github.com/actions/upload-artifact)\nand\n[actions/download-artifact](https://github.com/actions/download-artifact).\n\nUpdates `actions/upload-artifact` from 6 to 7\n<details>\n<summary>Release notes</summ\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the github-actions group across 1 directory with 2 updates (#166)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-05T11:41:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "83a797ee3a0f571c230f46201e1146784c16bf68",
          "body": "## Details\n\n⚠️ This PR was created by an automated tool. Please review the changes\ncarefully. ⚠️\n\nNOTE: All of the capabilities of actions/attest-build-provenance and\nactions/attest-sbom\nhave now been folded into actions/attest.\n\nIf there are any questions, please reach out to the\n@elastic/observablt-ci\n\nCo-authored-by: obltmachine <obltmachine@users.noreply.github.com>",
          "is_bot": true,
          "headline": "github-action: use actions/attest (#164)",
          "author_name": "elastic-vault-github-plugin-prod[bot]",
          "author_login": "elastic-vault-github-plugin-prod[bot]",
          "committed_at": "2026-03-05T11:31:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "189cd199d22934eaa90e36a230a77a09e17383f5",
          "body": "…text (#163)\n\n## Summary\n- Applies `ToLowerInvariant()` to all `ElasticsearchTypeContext` resolve\nmethods (`ResolveIndexName`, `ResolveIndexFormat`, `ResolveWriteAlias`,\n`ResolveReadTarget`, `ResolveSearchPattern`, `ResolveAliasFormat`,\n`ResolveDataStreamName`, `ResolveTemplateName`) to ensure Elast\n[…]\n0 existing + new unit tests pass (`dotnet test --project\ntests/Elastic.Mapping.Tests`)\n- [ ] Verify integration tests still pass with lowercased resource names\n\n\nMade with [Cursor](https://cursor.com)",
          "is_bot": false,
          "headline": "Enforce lowercase Elasticsearch resource names in Elastic.Mapping con…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-03-03T21:17:05Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "682f8b63c3465b4b250779e1c2074b3f1877229a",
          "body": "…icate nested builders (#162)\n\n## Summary\n\n- **Fix conditional `[JsonIgnore]` handling**: The source generator\ntreated all `[JsonIgnore]` attributes as \"exclude from mapping\"\nregardless of the `Condition` parameter. Properties with `Condition =\nWhenWritingNull` or `WhenWritingDefault` are still seri\n[…]\nes emitted\n- [x] `Gap2_ObjectArray_EmitsSubTypeAttributes` — array `[Object]`\nsub-type attributes emitted\n- [x] All 167 tests pass, full solution builds cleanly\n\nMade with [Cursor](https://cursor.com)",
          "is_bot": false,
          "headline": "Fix conditional [JsonIgnore] excluding fields from mapping and dedupl…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-03-03T20:13:33Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2647aa3e3f0345e7791525c2e315249d06a4d232",
          "body": "…#161)\n\n## Summary\n\nWhen the secondary index rolled over (template hash changed), the\nstrategy was unconditionally forced to Reindex because `secondaryExists`\nwas true (the alias still existed from a previous run). This ignored the\nfact that a rolled-over secondary creates a fresh backing index that\n[…]\n     | Reindex    |\n| yes              | *              | yes              | Multiplex  |\n| no               | *              | *                | Multiplex  |\n\n\nMade with [Cursor](https://cursor.com)",
          "is_bot": false,
          "headline": "Fix secondary rollover strategy to use Multiplex instead of Reindex (…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-03-03T19:19:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b73ef910963670e6109abfb22ef5375afeb1f862",
          "body": "## Summary\n\n- **Fix**: `IncrementalSyncOrchestrator.StartAsync` no longer silently\nskips secondary index rollover when the secondary alias already exists.\nWhen the secondary's template hash differs from the stored hash, the\norchestrator now creates a new backing index and reindexes all data from\npri\n[…]\n primary and secondary\n- [ ] Integration test: deploy with a secondary mapping change and\nverify the secondary gets a new backing index with the updated mapping\n\nMade with [Cursor](https://cursor.com)",
          "is_bot": false,
          "headline": "Fix secondary index rollover and expose rollover diagnostics (#160)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-03-03T17:50:24Z",
          "body_truncated": true,
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        },
        {
          "oid": "5eca99885b9e3efe2da25e548c3904b5b6703b04",
          "body": "…ng overrides (#159)\n\n## Summary\n\n- **Replace compile-time `const` hashes with runtime `Lazy`\ncomputation** in the source generator's `ContextEmitter`. The\n`_runtimeContext` lazy evaluates the fully-merged mappings (including\n`ConfigureMappings`), analysis settings (from `ConfigureAnalysis`), and\n`I\n[…]\n [ ] Verify hash changes when `IndexSettings` adds\n`index.default_pipeline`\n- [ ] Verify hash is unchanged for types with no runtime overrides\n(backward compat)\n\nMade with [Cursor](https://cursor.com)",
          "is_bot": false,
          "headline": "Compute ElasticsearchTypeContext.Hash at runtime to include all mappi…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-03-03T16:24:29Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5ff307ed816c176ee582e02b96072bf20e9a1ed7",
          "body": "…uilder APIs (#158)\n\n## Summary\n\n- **Bug 1**: `string[]` / `List<T>` properties were inferred as\n`\"object\"` instead of their element type (e.g. `string[]` → `text`,\n`List<int>` → `integer`). Added `UnwrapCollectionElementType` to\n`InferFieldType` since ES doesn't distinguish single values from array\n[…]\n\n- [x] 4 new builder tests covering TermVector and IndexOptions on both\ntop-level and multi-field builders\n- [x] All 161 tests pass, full solution builds clean\n\n\nMade with [Cursor](https://cursor.com)",
          "is_bot": false,
          "headline": "Fix 3 source generator mapping bugs and add TermVector/IndexOptions b…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-03-03T14:35:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "319197110a3e1815ebbda139fb7d4fef0d7ff14d",
          "body": "…#157)\n\n## Summary\n\n- Change the default namespace fallback in `ResolveDefaultNamespace()`\nfrom `\"development\"` to `\"dev\"`.\n- Add a new static property\n`ElasticsearchTypeContext.DefaultNamespaceFallback` so callers can\noverride the fallback value used when no environment variable\n(`DOTNET_ENVIRONMEN\n[…]\nlback` to a custom value is\nreflected by subsequent `ResolveDefaultNamespace()` calls.\n- [ ] Verify environment variables still take priority over the\nfallback.\n\nMade with [Cursor](https://cursor.com)",
          "is_bot": false,
          "headline": "Change default namespace fallback to \"dev\" and make it configurable (…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-03-03T10:28:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6c3669aa7679a643c7468e03b7ef9e7cf6d6a970",
          "body": "…eting (#156)\n\n## Summary\n\n- Adds `IndexVariant` property to `[AiEnrichment<T>]` that explicitly\nselects which `[Index<T>]` variant to use when deriving the AI cache\nlookup index name and attaching the `IAiEnrichmentProvider` to a context\n- When `IndexVariant` is set, the source generator only consi\n[…]\ndotnet test --project\ntests/Elastic.Mapping.Tests`)\n- [x] Solution builds cleanly with no warnings\n- [ ] Integration tests pass with Elasticsearch cluster (CI)\n\n\nMade with [Cursor](https://cursor.com)",
          "is_bot": false,
          "headline": "Add IndexVariant to [AiEnrichment<T>] for explicit AI cache name targ…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-03-03T10:16:05Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d45da066ba4a823fa2a4fb491e6979e3cf4dc405",
          "body": "## Summary\n\n- When an ES|QL COMPLETION query times out (e.g. the 30s serverless hard\ncap), the failed batch is now **halved and fanned out** as smaller\nsub-chunks instead of retrying at the same size.\n- Each split increments a depth counter (capped at\n`CompletionMaxRetries`); sub-chunks respect the \n[…]\ng. \"splitting into 2\n× 10 (depth 1/2)\")\n- [ ] Validate that chunks at `MinCompletionBatchSize` that still\ntimeout are counted as failed, not retried infinitely\n\n\nMade with [Cursor](https://cursor.com)",
          "is_bot": false,
          "headline": "Retry COMPLETION timeouts with binary-split batch reduction (#155)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-03-03T09:07:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bdaf8c0db48aacd75a4204fa812ba648b995d569",
          "body": "…ION calls (#154)\n\n## Summary\n\n- Adds `CompletionTimeout` (default 5m) to `AiEnrichmentOptions` — sets\na per-request timeout on each ES|QL COMPLETION call, replacing the\ndefault 30s transport timeout that was causing HTTP 408 responses from\nElasticsearch.\n- Adds `CompletionMaxRetries` (default 2) wi\n[…]\nll with a short timeout\nproduces a 408, then succeeds on retry with a longer timeout\n- [ ] Manual test: confirm progress messages are emitted during retry\nwaits\n\nMade with [Cursor](https://cursor.com)",
          "is_bot": false,
          "headline": "Add configurable completion timeout and retry logic for ES|QL COMPLET…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-03-02T15:22:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fc5b086807c7a92184f102d42a66d5046e2f1931",
          "body": "…ncremental sync improvements (#153)\n\n## Summary\n\nThis PR introduces **Phase Two** of the AI enrichment system. The core\nchange is moving LLM inference from the .NET client to the Elasticsearch\nserver using **ES|QL's `COMPLETION` command**, eliminating per-document\nHTTP round-trips entirely.\n\n### Th\n[…]\nith\ninference endpoint\n- [ ] Verify idempotency: second run produces 0 candidates\n- [ ] Verify prompt change: only affected fields re-enriched\n- [ ] Verify time-boxed cancellation stops mid-enrichment",
          "is_bot": false,
          "headline": "AI Enrichments Phase Two: ES|QL COMPLETION, streaming progress, and i…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-03-02T11:32:32Z",
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        {
          "oid": "c502a7bb4315bbe55fe1bf396e53056a95e7e4f0",
          "body": "…r-field prompt hashing (#151)\n\n# AI Enrichment\n\nEnrich indexed documents with LLM-generated metadata — summaries,\nquestions, tags — without changing your indexing pipeline. The\nenrichment runs **post-indexing** as a separate pass, stores results in\na persistent lookup index, and backfills via an El\n[…]\ner document type `T` across all\nmapping contexts. The source generator emits a compile-time error\n(`ELASTIC001`) if duplicates are detected.\n\n---------\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "AI Enrichment: post-indexing LLM enrichment with enrich policy and pe…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-02-26T11:24:33Z",
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          "oid": "d8938cc50d7be45e817bbaeee14c1cf5d71179ef",
          "body": "## Summary\n\n- Cast to `JsonNode` in `MappingOverrides.MergeIntoMappings` so the\nnon-generic `JsonArray.Add(JsonNode?)` overload is used instead of\n`Add<JsonObject>`, which internally calls `JsonValue.Create<T>()` and is\nnot AOT/trim-safe.\n\n## Test plan\n\n- [ ] Verify AOT publish completes without trim warnings\n- [ ] Confirm mapping override merging still works correctly at runtime\n\nMade with [Cursor](https://cursor.com)",
          "is_bot": false,
          "headline": "Fix AOT trim warning in MappingOverrides.MergeIntoMappings (#150)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-02-24T17:41:41Z",
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        {
          "oid": "c983e14a1904c60cf561e38f3bf8f22218e30eac",
          "body": "## Overview\n\nThis PR introduces two new packages for interacting with the [Elastic\nAgent Builder Kibana\nAPI](https://www.elastic.co/docs/explore-analyze/ai-features/agent-builder/kibana-api):\n\n- **`Elastic.AgentBuilder`** — the core client library\n- **`Elastic.Extensions.AI`** — the `Microsoft.Exten\n[…]\n3/3 passed\n- [x] `dotnet test --project\ntests/Elastic.Extensions.AI.IntegrationTests` — 14/14 passed\n\nMade with [Cursor](https://cursor.com)\n\n---------\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Add Elastic.AgentBuilder and Elastic.Extensions.AI packages (#149)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-02-24T17:04:00Z",
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        },
        {
          "oid": "20329403433a250c371cf9f3b821f816bbd6aa61",
          "body": "…<T> (#148)\n\n## Summary\n\n- Replace static configuration methods with an instance-based\n`IConfigureElasticsearch<TDocument>` interface using default interface\nimplementations (`.NET 8+`). Two first-class configuration paths:\ndedicated `Configuration = typeof(...)` class implementing the\ninterface, or\n[…]\nrServiceProvider` DI override with\nisolated context\n- [x] Full solution builds clean with zero warnings/errors\n\n\nMade with [Cursor](https://cursor.com)\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Improve mapping configuration ergonomics with IConfigureElasticsearch…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-02-24T14:03:41Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "fcbd9815a4057b4471aa2166fcd882c15c9d9bba",
          "body": "…names (#147)\n\n## Summary\n\n- **Replace `[Entity<T>]`** with three focused attributes: `[Index<T>]`,\n`[DataStream<T>]`, `[WiredStream<T>]` — each only exposes properties\nrelevant to that target type.\n- **Add `NameTemplate` support** on `[Index<T>]` with `{placeholder}`\ntokens. The source generator pr\n[…]\nire Elasticsearch cluster)\n- [x] Verify `CreateContext(...)` generation with a NameTemplate example\n\n\nMade with [Cursor](https://cursor.com)\n\n---------\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Split Entity<T> into target-specific attributes with templated index …",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-02-24T11:51:56Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "96c87a80cbb5b85fbda3c3e4859bd100382c8cfb",
          "body": "…ed responses (#146)\n\n## Summary\n\n- **Update Elastic.Transport to 0.14.0** and\n**Elastic.Transport.VirtualizedCluster to 0.14.0** — adds per-path\nresponse matching (`OnPath`) and fixes the async `PostData.WriteAsync`\npath in `VirtualClusterRequestInvoker`\n- **Introduce `SharedTransport`** in `TestSe\n[…]\narch ingest tests pass\n- [x] All 74 mapping tests pass\n- [x] All 12 channel tests pass (1 pre-existing CI skip)\n\nMade with [Cursor](https://cursor.com)\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Clean up unit tests with shared VirtualCluster transport and path-bas…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-02-23T18:41:50Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "badd9d34ac125b2f68670b1e815da636bd4f0cfd",
          "body": "…pingResolver<T> (#145)\n\n## Summary\n\n- **Always use Reindex when the secondary index exists** — scripted bulk\nupserts fail on indices with `semantic_text` fields, so Multiplex is\nonly used when creating entirely new backing indices.\n- **Introduce `IStaticMappingResolver<T>`** — source-generated reso\n[…]\nstrator sync validates\nMultiplex→Reindex transition, incremental updates, and stale document\ncleanup\n\nMade with [Cursor](https://cursor.com)\n\n---------\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Force reindex strategy when secondary exists and introduce IStaticMap…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-02-23T17:36:02Z",
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          "is_coding_agent": true
        },
        {
          "oid": "57b3b6b3bdc788a68c5be782993d0f9d13f716db",
          "body": "…uilder API (#144)\n\n## Summary\n\n- **Fix duplicate field override crash**: `Build()` now uses\nlast-one-wins semantics instead of `ToDictionary` which threw on\nduplicate keys. This allows `ConfigureMappings` to override fields\nalready defined by `ConfigureCommonMappings`.\n- **Fix dotted-path `AddField\n[…]\npass\n- [x] All 53 Elastic.Ingest.Elasticsearch.Tests pass\n- [x] Full solution builds with zero warnings/errors\n\n\nMade with [Cursor](https://cursor.com)\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Fix mapping builder overrides, dotted-path multi-fields, and expand b…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-02-23T10:39:44Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "5a50437897a548da4a271198164528fb112fef99",
          "body": "…ngsJson (#143)\n\nThe source generator detected ConfigureMappings methods but never\ngenerated\ncode to call them, causing all AddField, AddRuntimeField, and property\noverride entries to be silently dropped from component templates.\n\nThe fix stores the ConfigureMappings method reference (like\nConfigure\n[…]\nnfigureMappings, builds\nthe\nMappingOverrides, and merges them into the base source-generated JSON\nvia\nMergeIntoMappings. MappingsBuilderBase.Build() is made public so the\ngenerated code can access it.",
          "is_bot": false,
          "headline": "Invoke ConfigureMappings at runtime and merge overrides into GetMappi…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-02-23T08:49:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c056fbce398a1e3752544c202ddfe5ee58e16207",
          "body": "## Summary\n- Remove duplicate `PackageReadmeFile` property and `README.md` pack\nitem from `Elastic.Mapping.csproj` that were already provided by the\nshared `src/Directory.Build.props`\n- This duplication caused NuGet push to fail with HTTP 400: \"The package\ncontains one or more duplicated files in th\n[…]\nping produces a valid `.nupkg`\n- [ ] Verify the package can be pushed to NuGet without the 400 error\n\nMade with [Cursor](https://cursor.com)\n\n---------\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Fix duplicate README.md in Elastic.Mapping NuGet package (#142)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-02-22T15:02:47Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0ddee5f9afb3c580cc19d8d9488de9a89adc1685",
          "body": "## Summary\n\n- Fix empty index name in alias actions by precomputing concrete index\nnames from channel strategies\n- Combine channelHash with document contentHash so mapping/settings\nchanges invalidate all content hashes\n- Add `IndexPatternUseBatchDate` flag to `ElasticsearchTypeContext` for\nfixed bat\n[…]\nndex name suffixes if\nbootstrap took >= 1 second. Now the orchestrator's `_batchTimestamp` is\nshared with both channels, and standalone callers can pass their own\ntimestamp via `IngestChannelOptions`.",
          "is_bot": false,
          "headline": "fix/incremental sync orchestrator (#141)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-02-22T13:42:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3312742473591495ebdb26ecf774cdfb00e82b9c",
          "body": "- **Add AdditionalSettings support for component templates**\n- **Support IndexSettings on Configuration classes for component\ntemplates**\n\n---------\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "add index settings to component templates (#140)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-02-21T22:32:27Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "9b35a270d5af0a0af9391c1224700bc880cfe0be",
          "body": "…139)\n\nElastic.Mapping, Elastic.Mapping.Generator, and Elastic.Mapping.Tests\nnow\nlive here as project references instead of consuming the NuGet package.\nElastic.Ingest.Elasticsearch and other projects that use the source\ngenerator\nare updated accordingly.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>\n\n---------\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Move Elastic.Mapping source from Elastic.Esql into this repository (#…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-02-21T18:31:37Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d5e7b0a587ef296dd3b737ef05597af8de27ab4f",
          "body": "…name indices (#138)\n\n* Add integration test validating Elastic.Mapping context applies mappings and settings\n\n* Migrate tests from xUnit to TUnit with Elastic.TUnit.Elasticsearch.Core\n\nReplace xUnit + Elastic.Elasticsearch.Xunit with TUnit 1.16.4 and\nElastic.TUnit.Elasticsearch.Core 0.12.2 across a\n[…]\n to\nrun each test project individually with --report-github for GitHub\nActions annotations.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>\n\n---------\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Improve integration test coverage and fix template pattern for fixed-…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-02-20T17:26:46Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4ff44f2c0e7b60eca6f29885a2abaa84c8e563fd",
          "body": "- Bump Elastic.Mapping to 0.4.0\n- Use ContentHashFieldName from TypeContext instead of hardcoded \"content_hash\"\n- Resolve data stream namespace from environment variables (DOTNET_ENVIRONMENT >\n  ASPNETCORE_ENVIRONMENT > ENVIRONMENT) when not explicitly set on the attribute\n- Expose resolved aliases (PrimaryWriteAlias, SecondaryWriteAlias,\n  PrimaryReadAlias, SecondaryReadAlias) on OrchestratorContext\n- Make TypeContextResolver and its methods public",
          "is_bot": false,
          "headline": "Usability improvements for Elastic.Mapping 0.4.0 integration (#137)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-02-17T18:19:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "43232f923945d019ca742c959f07f2cd7a1f68b3",
          "body": null,
          "is_bot": false,
          "headline": "Bump Elastic.Elasticsearch.Xunit to 0.11.0 (#136)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-02-17T09:23:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf56e1214d52f67931776c3160c83832e9cc3b3e",
          "body": "Rewrite all four READMEs to promote IngestChannel<T>, composable\nstrategies, source-generated mapping contexts, and helper APIs.\nDrop outdated references to CatalogChannel, SemanticIndexChannel,\nand string-based ILM bootstrap. Link to the new docs site.",
          "is_bot": false,
          "headline": "Update NuGet package READMEs to reflect current API (#135)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-02-17T09:17:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1fbb3d5b259e67765b24e7a6dd9a4366a6114022",
          "body": "…134)\n\n* Add helper APIs and integrate with orchestrator using JsonResponse\n\nIntroduce reusable helper APIs (PointInTimeSearch, ServerReindex, DeleteByQuery,\nClientReindex) with TypeContext-based index resolution and async task monitoring.\nRefactor IncrementalSyncOrchestrator to use helpers instead \n[…]\n helper types from Search, Reindex, Queries, and Tasks namespaces\ninto a single Elastic.Ingest.Elasticsearch.Helpers namespace. Update using\nstatements in orchestrator and documentation code examples.",
          "is_bot": false,
          "headline": "Add helper APIs and integrate with orchestrator using JsonResponse (#…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-02-16T13:33:29Z",
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          "is_coding_agent": false
        },
        {
          "oid": "7531ac1f37b4b4a9f8d7ee3fdf918f9456e9037c",
          "body": "* Deploy docs to github pages\n\n* Apply suggestions from code review\n\nCo-authored-by: Victor Martinez <victormartinezrubio@gmail.com>\n\n---------\n\nCo-authored-by: Victor Martinez <victormartinezrubio@gmail.com>",
          "is_bot": false,
          "headline": "Deploy docs to github pages (#133)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-02-16T10:50:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "41395b22be2c8a61c06854812b1e0aefbc60ff94",
          "body": "* Add IncrementalSyncOrchestrator and composable strategy pattern\n\nIntroduce IncrementalSyncOrchestrator<TEvent> to coordinate two\nElasticsearch channels (primary + secondary) for incremental sync\nworkflows. The orchestrator auto-determines Multiplex vs Reindex\nstrategy based on template hash compar\n[…]\ngressive\ndisclosure, move use cases to dedicated section, add mapping-context\nreference page, and create 5 new use case guides (wired streams, ILM,\nTSDB metrics, manual rollover, semantic enrichment).",
          "is_bot": false,
          "headline": "Composable strategy pattern and documentation overhaul (#132)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2026-02-16T09:58:20Z",
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          "body": null,
          "is_bot": false,
          "headline": "github-action: add artifact-metadata permission for attestations (#131)",
          "author_name": "Victor Martinez",
          "author_login": "v1v",
          "committed_at": "2026-01-26T08:18:15Z",
          "body_truncated": false,
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        },
        {
          "oid": "4e311bf1ff0d747fa7233167243ed7a67a0b4d10",
          "body": "Bumps the github-actions group with 2 updates: [actions/upload-artifact](https://github.com/actions/upload-artifact) and [actions/download-artifact](https://github.com/actions/download-artifact).\n\n\nUpdates `actions/upload-artifact` from 5 to 6\n- [Release notes](https://github.com/actions/upload-arti\n[…]\nsion-update:semver-major\n  dependency-group: github-actions\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the github-actions group with 2 updates (#130)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-12-15T12:06:47Z",
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          "is_coding_agent": false
        },
        {
          "oid": "0fd56c5a938f0914efcba092945fef4a1888a2ee",
          "body": "Bumps the github-actions group with 1 update: [actions/checkout](https://github.com/actions/checkout).\n\n\nUpdates `actions/checkout` from 5 to 6\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https:\n[…]\nsion-update:semver-major\n  dependency-group: github-actions\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 5 to 6 in the github-actions group (#129)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-11-24T11:49:33Z",
          "body_truncated": true,
          "is_coding_agent": false
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        {
          "oid": "8672dcbcb5da42e96e8a926a0ed84ec24480231d",
          "body": "…cted (#128)",
          "is_bot": false,
          "headline": "GetDefaultComponentSettings accidentally made private should be prote…",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2025-11-13T16:30:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d47095663eaff7945801101d1b6985f939d6e933",
          "body": null,
          "is_bot": false,
          "headline": "Canary push needs dotnet 10 install (#127)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2025-11-13T11:27:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "77f0943312f60eb9a89cda84700d4ddecf5da996",
          "body": "* Migrate to .NET 10\n\n* bump system channels and system buffers\n\n* bump dotnet tooling\n\n* fix paths.fs\n\n* remove install of old dotnet sdk's\n\n* fix nupkg validator\n\n* fix test invocation\n\n* fix AOT invocation smoke tests",
          "is_bot": false,
          "headline": "Migrate to .NET 10 (#126)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2025-11-13T10:48:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8aef72015a3193adf8d3340b820cb7abeab03d58",
          "body": "Bumps the github-actions group with 2 updates: [actions/upload-artifact](https://github.com/actions/upload-artifact) and [actions/download-artifact](https://github.com/actions/download-artifact).\n\n\nUpdates `actions/upload-artifact` from 4 to 5\n- [Release notes](https://github.com/actions/upload-arti\n[…]\nsion-update:semver-major\n  dependency-group: github-actions\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the github-actions group with 2 updates (#125)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-10-27T10:00:10Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "abfda204469ea1f7f945503d6fd30279bb25fc1a",
          "body": "See https://learn.microsoft.com/en-gb/nuget/nuget-org/trusted-publishing",
          "is_bot": false,
          "headline": "ci(trusted-publisher): use OIDC (#124)",
          "author_name": "Victor Martinez",
          "author_login": "v1v",
          "committed_at": "2025-10-23T18:36:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a7bf288383f9d82a349b87e62eb38e458695bf8c",
          "body": "* Add support for index reuse with `TryReuseIndex` flag\n\n* Introduced `TryReuseIndex` to attempt index reuse if the channel and index hash match.\n* Updated bootstrapping logic for conditional reuse support.\n* Made `CatalogIndexChannel` abstract to enforce proper implementation.\n\n* fix xmldoc seeref\n\n* fix TryReuseIndex using wrong property to check",
          "is_bot": false,
          "headline": "Add support for index reuse with `TryReuseIndex` flag (#123)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2025-10-21T15:58:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a61e42edf04207ee4e1d9be619624a0f900f1591",
          "body": "* Ensure we override the index template if the hash does not match\n\n* ensure tests have their own index namespace",
          "is_bot": false,
          "headline": "Ensure we override the index template if the hash does not match (#122)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2025-10-21T14:38:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "edb10560667d12d2f8b8403ada789ab0d7108390",
          "body": "* Expose getting the stored hash from the index template\n\n* fix compilation errors",
          "is_bot": false,
          "headline": "Expose getting the stored hash from the index template (#121)",
          "author_name": "Martijn Laarman",
          "author_login": "Mpdreamz",
          "committed_at": "2025-10-21T12:29:23Z",
          "body_truncated": false,
          "is_coding_agent": false
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                "name": "Project is still maintained",
                "detail": "last human commit 0 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 63,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 22,
            "inputs": {
              "forks": 5,
              "stars": 9,
              "watchers": 4,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "9 stars",
                "points": 14.6,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 9
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "5 forks",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 5
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "4 watchers",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 4
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
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              {
                "key": "pr_template",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
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            ]
          },
          {
            "key": "ecosystem_adoption",
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            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 97,
            "inputs": {
              "packages": [
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                "Elastic.Clients.AgentBuilder",
                "Elastic.Extensions.AI",
                "Elastic.Ingest.Elasticsearch",
                "Elastic.Ingest.Transport"
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              "dependents": null,
              "ecosystems": "nuget",
              "total_downloads": 30037298,
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            },
            "components": [
              {
                "key": "total_downloads",
                "name": "Total downloads",
                "detail": "30,037,298 downloads all-time across nuget",
                "points": 77.7,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_total",
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                      "count": 30037298,
                      "ecosystems": "nuget"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 69,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 32,
            "inputs": {
              "bus_factor": 1,
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              "top_contributor_share": 0.826
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            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
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                      "count": 1
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                  }
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              {
                "key": "commit_distribution",
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                "detail": "top contributor authored 83% of commits",
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                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
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                      "share": 83
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "7 contributors",
                "points": 9.5,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 7
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 8 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "merged_prs": 180,
              "open_issues": 1,
              "closed_issues": 8,
              "issue_closed_ratio": 0.889,
              "closed_unmerged_prs": 12
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "89% of issues closed",
                "points": 41.6,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 89
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "180/192 decided PRs merged",
                "points": 35.9,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 180,
                      "decided": 192
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 5/26 approved changesets -- score normalized to 1",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "followers": 5435,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "elastic",
              "public_repos": 939,
              "account_age_days": 4532
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            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
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                "details": [
                  {
                    "code": "owner_organization",
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                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "5,435 followers of elastic",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 5435,
                      "login": "elastic"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "939 public repos, account ~12 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 939
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 12
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "Elastic.Channels",
                "Elastic.Clients.AgentBuilder",
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              "ecosystems": "nuget",
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              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "5 package(s) on nuget",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
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                      "count": 5,
                      "ecosystems": "nuget"
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                  }
                ],
                "max_points": 25
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              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
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                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
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                ],
                "max_points": 35
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              {
                "key": "version_history",
                "name": "Version history",
                "detail": "95 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 95
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                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 76,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
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            "note": null,
            "notes": [],
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            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
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                      "count": 3
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                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
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                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
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                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
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                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": "https://elastic.github.io/elastic-ingest-dotnet/",
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              "has_docs_dir": true,
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            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
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                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://elastic.github.io/elastic-ingest-dotnet/",
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                "max_points": 15
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              {
                "key": "repository_description",
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                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "wiki",
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                "status": "missed",
                "details": [],
                "max_points": 10
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 72,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
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              "scorecard_aggregate": 7.2
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            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 5/26 approved changesets -- score normalized to 1",
                "points": 0.8,
                "status": "partial",
                "details": [],
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 8 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "23 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 1",
                "points": 0.5,
                "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": "GitHub workflow tokens follow principle of least privilege",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "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 34 resolved dependencies against OSV. 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"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 34
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 34,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "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": 34,
              "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": 7
            },
            "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": 62,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.943,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "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": "83 of 88 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 83,
                      "sampled": 88
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.33,
              "toolchain_manifests": [
                "benchmarks/Elastic.Ingest.Elasticsearch.Benchmarks/Elastic.Ingest.Elasticsearch.Benchmarks.csproj",
                "benchmarks/Elastic.Ingest.Elasticsearch.Profiling/Elastic.Ingest.Elasticsearch.Profiling.csproj",
                "benchmarks/Performance.Common/Performance.Common.csproj",
                "docs/docs.csproj",
                "examples/Elastic.Channels.Continuous/Elastic.Channels.Continuous.csproj",
                "examples/Elastic.Channels.Example/Elastic.Channels.Example.csproj",
                "examples/Elastic.Ingest.Apm.Example/Elastic.Ingest.Apm.Example.csproj",
                "examples/Elastic.Ingest.IncrementalSync.Example/Elastic.Ingest.IncrementalSync.Example.csproj",
                "examples/Elastic.Ingest.MultiChannel/Elastic.Ingest.MultiChannel.csproj",
                "examples/Elastic.Ingest.OpenTelemetry.Example/Elastic.Ingest.OpenTelemetry.Example.csproj",
                "examples/ingest-aot-smoketest/ingest-aot-smoketest.csproj",
                "examples/playground/playground.csproj",
                "src/Elastic.Channels/Elastic.Channels.csproj",
                "src/Elastic.Clients.AgentBuilder/Elastic.Clients.AgentBuilder.csproj",
                "src/Elastic.Extensions.AI/Elastic.Extensions.AI.csproj",
                "src/Elastic.Ingest.Apm/Elastic.Ingest.Apm.csproj",
                "src/Elastic.Ingest.Elasticsearch/Elastic.Ingest.Elasticsearch.csproj",
                "src/Elastic.Ingest.OpenTelemetry/Elastic.Ingest.OpenTelemetry.csproj",
                "src/Elastic.Ingest.Transport/Elastic.Ingest.Transport.csproj",
                "src/Elastic.Mapping.Generator/Elastic.Mapping.Generator.csproj",
                "src/Elastic.Mapping/Elastic.Mapping.csproj",
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                "tests/Elastic.Clients.AgentBuilder.IntegrationTests/Elastic.Clients.AgentBuilder.IntegrationTests.csproj",
                "tests/Elastic.Clients.AgentBuilder.Tests/Elastic.Clients.AgentBuilder.Tests.csproj",
                "tests/Elastic.Extensions.AI.IntegrationTests/Elastic.Extensions.AI.IntegrationTests.csproj",
                "tests/Elastic.Ingest.Elasticsearch.IntegrationTests/Elastic.Ingest.Elasticsearch.IntegrationTests.csproj",
                "tests/Elastic.Ingest.Elasticsearch.Tests/Elastic.Ingest.Elasticsearch.Tests.csproj",
                "tests/Elastic.Mapping.Tests.Contracts/Elastic.Mapping.Tests.Contracts.csproj",
                "tests/Elastic.Mapping.Tests.CrossAssembly/Elastic.Mapping.Tests.CrossAssembly.csproj",
                "tests/Elastic.Mapping.Tests/Elastic.Mapping.Tests.csproj"
              ],
              "dependency_bot_commit_share": 0.11
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "benchmarks/Elastic.Ingest.Elasticsearch.Benchmarks/Elastic.Ingest.Elasticsearch.Benchmarks.csproj, benchmarks/Elastic.Ingest.Elasticsearch.Profiling/Elastic.Ingest.Elasticsearch.Profiling.csproj, benchmarks/Performance.Common/Performance.Common.csproj (toolchain convention, no task runner)",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "toolchain_convention",
                    "params": {
                      "files": "benchmarks/Elastic.Ingest.Elasticsearch.Benchmarks/Elastic.Ingest.Elasticsearch.Benchmarks.csproj, benchmarks/Elastic.Ingest.Elasticsearch.Profiling/Elastic.Ingest.Elasticsearch.Profiling.csproj, benchmarks/Performance.Common/Performance.Common.csproj"
                    }
                  }
                ],
                "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": "C# (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "C#"
                    }
                  }
                ],
                "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": "33 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 33,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "11 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 11,
                      "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 1",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "C#",
              "largest_source_bytes": 39825,
              "source_files_sampled": 340,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "C# (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "C#"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/340 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 340,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "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": "2026-07-23T11:45:27.453002Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/e/elastic/elastic-ingest-dotnet.svg",
  "full_name": "elastic/elastic-ingest-dotnet",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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 statisticsNuGet.