Public record
Software health reportschema 0.27.0 · metrics 2.5.0 · 2026-08-01 20:46 UTC

kubescape / kubevuln

Kubevuln is an in-cluster component of the Kubescape security platform. It scans container images for vulnerabilities, using Grype as its engine.

GoApache-2.0★ 26 stars⑂ 35 forkssince Mar 2022View on GitHub ↗
KindNetwork servicehow this is determined

kubescape/kubevuln holds a health index of 86 out of 100, placing it in the Excellent band. It scores highest on Vitality (94/100) and lowest on Security (59/100). It was last updated today. A single contributor accounts for most of its recent work.

86
overall / 100
Excellent

Software health index

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

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

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

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

Ownership

KubescapeOrganization
287 followers65 public repossince Feb 2022

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
Gogithub.com/kubescape/kubevulnv0.3.159-13011 days ago

Metrics by category

Vitality

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

94Exceptional · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
26.3/36Commit cadence — 38/52 weeks with commits
18/18Commit volume — 160 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year160
human_commit_share0.88
days_since_last_push0
active_weeks_last_year38

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 11 days ago
27/27Release cadence — a release every ~6.2 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagv0.3.159
releases_from_tagsno
days_since_latest_release11
mean_days_between_releases6.2
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

62Moderate · 17% of overall
How it's scored
22.7/60Stars — 26 stars
12.8/25Forks — 35 forks
0/15Watchers — 0 watchers
Inputs used
forks35
stars26
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
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
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_services
has_pull_request_templateyes

Sustainability & Governance

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

67Good · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
6.7/22.5Commit distribution — top contributor authored 70% of commits
13.5/13.5Contributor breadth — 19 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled19
top_contributor_share0.703
How it's scored
30/42Issue resolution — 71% of issues closed
27.4/30PR acceptance — 331/362 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
9/15OpenSSF Scorecard: Code-Review — Found 16/23 approved changesets -- score normalized to 6
Inputs used
merged_prs331
open_issues14
closed_issues35
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.714
closed_unmerged_prs31
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
17.7/25Owner reach — 287 followers of kubescape
21.8/25Track record — 65 public repos, account ~4 yr old
Inputs used
followers287
owner_typeOrganization
is_verified
owner_loginkubescape
public_repos65
account_age_days1,615

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on go
35/35Publish recency — latest publish 11 days ago
20/20Version history — 130 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgithub.com/kubescape/kubevuln
ecosystemsgo
any_deprecatedno
min_days_since_publish11

Engineering Quality

Are baseline engineering and documentation practices in place?

74Good · 19% of overall
How it's scored
24/24CI workflows — 6 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 22 out of 23 merged PRs checked by a CI test -- score normalized to 9
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

85Excellent
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
10/10Topics — 4 topics
10/10Wiki
Inputs used
topicskubernetes, kubescape, vulnerability-detection, kubescape-helm
has_wikiyes
homepage
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

59Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
4.5/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.2/2.5CI-Tests — 22 out of 23 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
4.5/7.5Code-Review — Found 16/23 approved changesets -- score normalized to 6
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
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 — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
4.5/5SAST — SAST tool is not run on all commits -- score normalized to 9
4.5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 20 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6.3
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.
How it's scored
5.8/35Direct dependencies free of known advisories — 5 affected: google.golang.org/grpc v1.80.0 (critical 9.1), github.com/distribution/distribution v2.8.2+incompatible (high 7.5), github.com/docker/docker v28.5.2+incompatible (high 8.8), +2 more
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
25.6/40No advisories left outstanding — 3 advisory-carrying package(s) unaddressed past 90 days; oldest published 516 days ago
Inputs used
sourceosv
advisories30
affected_packages11
assessed_packages445
unassessed_packages0
affected_by_severitycritical 1, high 2, moderate 2, unknown 6
direct_affected_packages5
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 445 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? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

65Good · 4% 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
18/18One-command bootstrap — Makefile
22/22Automated tests
0/11Lint / format config
11/11Static type checking — Go (statically typed)
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 41 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 12 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum
has_dockerfileyes
typed_languageyes
bootstrap_filesMakefile
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0.41
toolchain_manifestsgo.mod
dependency_bot_commit_share0.12
How it's scored
45/45Type-checkable code — Go (statically typed)
55/55Manageable file sizes — 0/70 source files over 60KB
Inputs used
primary_languageGo
largest_source_bytes51,686
source_files_sampled70
oversized_source_files0
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — pkg/sbomscanner/v1/proto/scanner.proto
0/20MCP server
0/40Runnable examples
Inputs used
example_dirs
has_mcp_signalno
api_schema_filespkg/sbomscanner/v1/proto/scanner.proto

Key facts

26GitHub stars
19contributors
160commits, last 12 months
0days since last push
100releases
1bus factor
14open issues
Gopackage ecosystems

Data collection warnings

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

More detail

Star and fork history 0 ★ / 35 ⇿
0Stars
35Forks
93Releases

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.

01325383562022-092024-082026-07
Major 0Minor 0Patch 93

Each point covers 4 days.

OpenSSF Scorecard 6.3 / 10
6.3aggregate

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 · 2026-08-01 20:45 UTC

10Binary-Artifactsno binaries found in the repo
6Branch-Protectionbranch protection is not maximal on development and all release branches
9CI-Tests22 out of 23 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
6Code-ReviewFound 16/23 approved changesets -- score normalized to 6
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
9SASTSAST tool is not run on all commits -- score normalized to 9
9Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities20 existing vulnerabilities detected
Direct dependencies 45
RegistryPackageVersion constraintManifest
Gogithub.com/DmitriyVTitov/sizev1.5.0go.mod
Gogithub.com/Masterminds/semver/v3v3.4.0go.mod
Gogithub.com/adrg/xdgv0.5.3go.mod
Gogithub.com/akyoto/cachev1.0.6go.mod
Gogithub.com/anchore/cliov0.0.0-20250715152405-a0fa658e5084go.mod
Gogithub.com/anchore/grypev0.99.1go.mod
Gogithub.com/anchore/stereoscopev0.1.9go.mod
Gogithub.com/anchore/syftv1.32.0go.mod
Gogithub.com/aquilax/truncatev1.0.0go.mod
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Gogithub.com/armosec/utils-gov0.0.58go.mod
Gogithub.com/armosec/utils-k8s-gov0.0.35go.mod
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Gogithub.com/docker/dockerv28.5.2+incompatiblego.mod
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Gogithub.com/gin-gonic/ginv1.9.1go.mod
Gogithub.com/google/go-cmpv0.7.0go.mod
Gogithub.com/google/go-containerregistryv0.20.6go.mod
Gogithub.com/google/uuidv1.6.0go.mod
Gogithub.com/hashicorp/go-multierrorv1.1.1go.mod
Gogithub.com/kinbiko/jsonassertv1.2.0go.mod
Gogithub.com/kubescape/backendv0.0.40go.mod
Gogithub.com/kubescape/go-loggerv0.0.33go.mod
Gogithub.com/kubescape/k8s-interfacev0.0.214go.mod
Gogithub.com/kubescape/storagev0.0.258go.mod
Gogithub.com/opencontainers/go-digestv1.0.0go.mod
Gogithub.com/openvex/go-vexv0.2.5go.mod
Gogithub.com/spf13/viperv1.21.0go.mod
Gogithub.com/stretchr/testifyv1.11.1go.mod
Gogithub.com/testcontainers/testcontainers-gov0.38.0go.mod
Gogo.opentelemetry.io/contrib/instrumentation/github.com/gin-gonic/gin/otelginv0.44.0go.mod
Gogo.opentelemetry.io/otelv1.43.0go.mod
Gogo.opentelemetry.io/otel/tracev1.43.0go.mod
Gogolang.org/x/modv0.35.0go.mod
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Gogoogle.golang.org/grpcv1.80.0go.mod
Gogoogle.golang.org/protobufv1.36.11go.mod
Gok8s.io/apimachineryv0.35.0go.mod
Gok8s.io/client-gov0.35.0go.mod
Gok8s.io/utilsv0.0.0-20260319190234-28399d86e0b5go.mod
Gomodernc.org/sqlitev1.38.2go.mod
Goschneider.vip/problemv1.8.1go.mod
All dependencies 445

Full resolved dependency set from the GitHub dependency graph: 42 direct and 403 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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Gogithub.com/dmitriyvtitov/sizev1.5.0direct
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Gogoogle.golang.org/genproto/googleapis/apiv0.0.0-20260414002931-afd174a4e478indirect
Gogoogle.golang.org/genproto/googleapis/rpcv0.0.0-20260414002931-afd174a4e478indirect
Gogopkg.in/evanphx/json-patch.v4v4.13.0indirect
Gogopkg.in/inf.v0v0.9.1indirect
Gogopkg.in/warnings.v0v0.1.2indirect
Gogopkg.in/yaml.v3v3.0.1indirect
Gogorm.io/gormv1.30.2indirect
Gok8s.io/apiv0.35.0indirect
Gok8s.io/apiextensions-apiserverv0.35.0indirect
Gok8s.io/apiserverv0.35.0indirect
Gok8s.io/component-basev0.35.0indirect
Gok8s.io/klog/v2v2.130.1indirect
Gok8s.io/kube-openapiv0.0.0-20250910181357-589584f1c912indirect
Gomodernc.org/libcv1.66.3indirect
Gomodernc.org/mathutilv1.7.1indirect
Gomodernc.org/memoryv1.11.0indirect
Gosigs.k8s.io/controller-runtimev0.21.0indirect
Gosigs.k8s.io/jsonv0.0.0-20250730193827-2d320260d730indirect
Gosigs.k8s.io/randfillv1.0.0indirect
Gosigs.k8s.io/structured-merge-diff/v6v6.3.0indirect
Gosigs.k8s.io/yamlv1.6.0indirect
Dependency advisories 11

This repository publishes no package the index resolves, so its own dependency graph was assessed — 445 packages, which also include development and test pins that never ship: 11 carry known advisories, of which 5 are direct.

PackageVersionRelationSeverityAdvisoriesFixed in
google.golang.org/grpcv1.80.0directcritical21.82.1
github.com/distribution/distributionv2.8.2+incompatibledirecthigh63.1.1
github.com/docker/dockerv28.5.2+incompatibledirecthigh1029.3.1
github.com/anchore/grypev0.99.1directmoderate20.104.1
github.com/nwaples/rardecodev1.1.3indirectmoderate22.2.0
go.opentelemetry.io/otelv1.43.0directunknown11.44.0
github.com/containerd/containerdv1.7.33indirectunknown32.3.2
github.com/klauspost/compressv1.18.5indirectunknown11.18.7
golang.org/x/cryptov0.52.0indirectunknown1
golang.org/x/netv0.55.0indirectunknown10.56.0
golang.org/x/textv0.37.0indirectunknown10.39.0

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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          "oid": "fede5c244ce41dbbf7b4bfe1c77d5483f632b6fe",
          "body": "* fix: revalidate SECURITY-INSIGHTS.yml and gate it in CI\n\nThe manifest failed validation against the very schema it declares. The\nv1.0.0 property is `status`; the file used `stage`, a name dropped during\nv1.0.0 development (ossf/security-insights#52), so it was authored against\na pre-release draft \n[…]\nxternal fetches; corrected the stale\n  \"weekly\" wording left over from the cron change.\n\nSigned-off-by: 1PoPTRoN <vrxn.arp1traj@gmail.com>\n\n---------\n\nSigned-off-by: 1PoPTRoN <vrxn.arp1traj@gmail.com>",
          "is_bot": false,
          "headline": "fix: revalidate SECURITY-INSIGHTS.yml and gate it in CI (#388)",
          "author_name": "Arpit Raj",
          "author_login": "1PoPTRoN",
          "committed_at": "2026-08-01T13:43:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a5e45e3c984efe8bc368187338402ccfd4353b03",
          "body": "…401)\n\nupdateVEX reused the previously stored statement status and only ever\npromoted matches to affected, so a CVE/package pair that stopped being\nrelevant stayed marked affected forever. Reset every statement to the\nnot_affected baseline before reapplying the current filtered manifest,\nmatching createVEX's behavior.\n\nSigned-off-by: rootp1 <arnav.iitr@gmail.com>",
          "is_bot": false,
          "headline": "fix: reset VEX statements to not_affected before reapplying update (#…",
          "author_name": "Arnav Vinod Deshpande",
          "author_login": "rootp1",
          "committed_at": "2026-07-31T14:49:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eeba9828e53b57ab34c7d86c2cfa590ed302c692",
          "body": "…maryStub/StoreSBOM (#399)\n\nThe four Store methods in repositories/apiserver.go always returned nil\nregardless of whether the Create-on-conflict retry succeeded. Failures were\nonly logged. This made scan.go GenerateSBOM's ReasonSBOMStorageFailed\nbranch (L127-131) dead code in production, and left sc\n[…]\n.DefaultRetry.Steps times). Repository-side failure logs are demoted\nfrom Warning to Debug since the caller now owns the reported log.\n\nFixes #398\n\nSigned-off-by: Adesh Deshmukh <adeshkd123@gmail.com>",
          "is_bot": false,
          "headline": "fix: surface storage failures in StoreCVE/StoreCVESummary/StoreCVESum…",
          "author_name": "Adesh Deshmukh",
          "author_login": "AdeshDeshmukh",
          "committed_at": "2026-07-31T13:49:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "22be3a52cb33a50be17a4eb41a8ccca50ad83e1d",
          "body": "In repositories/apiserver.go GetCVE and GetSBOM, the case err != nil\nbranch swallowed non-NotFound errors by returning (zero, nil),\nindistinguishable from the manifest-not-present path. Now returns a\nwrapped error matching the existing pattern in GetContainerProfile.\n\nThe repository-level Warning is\n[…]\nl (L108/200/213/415/427) with imageSlug context.\n\nAdds transient-error tests for both GetCVE and GetSBOM using fake\nclientset reactors.\n\nRefs #390\n\nSigned-off-by: Adesh Deshmukh <adeshkd123@gmail.com>",
          "is_bot": false,
          "headline": "fix: surface transient apiserver errors in GetCVE/GetSBOM (#396)",
          "author_name": "Adesh Deshmukh",
          "author_login": "AdeshDeshmukh",
          "committed_at": "2026-07-31T10:19:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "904722435c22057be132c2fe234acddf47eff892",
          "body": "…tatements (#394)\n\n* fix: correct swapped vulnerability ID/name in VEX update path\n\nSigned-off-by: rootp1 <arnav.iitr@gmail.com>\n\n* fix: match appended VEX statement by ID and PURL in regression test\n\nMatching by ID alone could assert a pre-existing create-path statement\nfor duplicate CVE IDs across\n[…]\nt detection to avoid false-positive swaps\n\nSigned-off-by: rootp1 <arnav.iitr@gmail.com>\n\n---------\n\nSigned-off-by: rootp1 <arnav.iitr@gmail.com>\nCo-authored-by: Claude Sonnet 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix VEX update path swapping vulnerability ID and name for appended s…",
          "author_name": "Arnav Vinod Deshpande",
          "author_login": "rootp1",
          "committed_at": "2026-07-31T09:32:29Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0bec821fff29caf960729b612ea885adae927768",
          "body": "In repositories/apiserver.go (StoreCVE L351, StoreCVESummary L588,\nStoreSBOM filtered L1127, StoreSBOM unfiltered L1160) the\nretry-exhaustion warning logs helpers.Error(err) — the original\nIsAlreadyExists sentinel — instead of helpers.Error(retryErr) —\nthe actual Get/Update failure. StoreCVESummaryS\n[…]\nest parse\nfailure warning logs helpers.Error(err) (guaranteed nil at that\npoint) instead of helpers.Error(e) (the actual parse error).\n\nFixes #389\n\nSigned-off-by: Adesh Deshmukh <adeshkd123@gmail.com>",
          "is_bot": false,
          "headline": "fix: log real error instead of preceding sentinel/nil at 5 sites (#395)",
          "author_name": "Adesh Deshmukh",
          "author_login": "AdeshDeshmukh",
          "committed_at": "2026-07-31T07:30:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2131f54ecc34e25449ee0ce0b8efc962e0029fe0",
          "body": "…#386)\n\nBumps [go.mongodb.org/mongo-driver](https://github.com/mongodb/mongo-go-driver) from 1.17.6 to 1.17.7.\n- [Release notes](https://github.com/mongodb/mongo-go-driver/releases)\n- [Commits](https://github.com/mongodb/mongo-go-driver/compare/v1.17.6...v1.17.7)\n\n---\nupdated-dependencies:\n- depende\n[…]\ner\n  dependency-version: 1.17.7\n  dependency-type: indirect\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": "chore(deps): Bump go.mongodb.org/mongo-driver from 1.17.6 to 1.17.7 (…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-21T12:06:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "95d26f991c0f2e50302c59eab8f1ea180fac5eaa",
          "body": "…385)\n\n* chore(deps): Bump github.com/cilium/cilium from 1.17.15 to 1.17.16\n\nBumps [github.com/cilium/cilium](https://github.com/cilium/cilium) from 1.17.15 to 1.17.16.\n- [Release notes](https://github.com/cilium/cilium/releases)\n- [Changelog](https://github.com/cilium/cilium/blob/1.17.16/CHANGELOG.\n[…]\n-by: Matthias Bertschy <matthias.bertschy@gmail.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Matthias Bertschy <matthias.bertschy@gmail.com>",
          "is_bot": true,
          "headline": "chore(deps): Bump github.com/cilium/cilium from 1.17.15 to 1.17.16 (#…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T11:09:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "89996487ea408c01bca4f8eabdbb0ff4a417950d",
          "body": null,
          "is_bot": false,
          "headline": "fix(ci): remove workflow_dispatch trigger from pr-merged",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-07-20T08:10:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c5045f763812100f9dd9c8492392276c61884fe",
          "body": "Signed-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>",
          "is_bot": false,
          "headline": "fix CI",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-07-20T08:07:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9335f52420017d759018619bb10990785bbca91a",
          "body": "….33 (#384)\n\nBumps [github.com/containerd/containerd](https://github.com/containerd/containerd) from 1.7.32 to 1.7.33.\n- [Release notes](https://github.com/containerd/containerd/releases)\n- [Changelog](https://github.com/containerd/containerd/blob/main/RELEASES.md)\n- [Commits](https://github.com/con\n[…]\nrd\n  dependency-version: 1.7.33\n  dependency-type: indirect\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": "chore(deps): Bump github.com/containerd/containerd from 1.7.32 to 1.7…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T05:55:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f1b79eac9f780ce00783c2066b7f46151610b0ca",
          "body": "Signed-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>",
          "is_bot": false,
          "headline": "fix CI",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-07-20T05:45:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "26608409ecdef7e5a24b7e23e8cec1aa8a969b2b",
          "body": "Signed-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>",
          "is_bot": false,
          "headline": "fix CI",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-07-20T05:39:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cc05ac4a5d350171923a02d445734c63db065b06",
          "body": "…lectors (#383)\n\n* [ LFX 2026 ] feat: scope vulnerability SecurityExceptions by match selectors\n\nSigned-off-by: yugal07 <yashsadhwani544@gmail.com>\n\n* fix(securityexception): fail closed on unresolved match selectors and distinguish core vs unknown API group\n\nSigned-off-by: yugal07 <yashsadhwani544@\n[…]\n): match image patterns against digest-bearing refs and reject empty resource entries\n\nSigned-off-by: yugal07 <yashsadhwani544@gmail.com>\n\n---------\n\nSigned-off-by: yugal07 <yashsadhwani544@gmail.com>",
          "is_bot": false,
          "headline": "[ LFX 2026 ] feat: scope vulnerability SecurityExceptions by match se…",
          "author_name": "Yugal Sadhwani",
          "author_login": "yugal07",
          "committed_at": "2026-07-20T05:24:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2dbf6c9b45ca0469e0f6733e4ec40ed3fa5c36b1",
          "body": "…channel (#381) (#382)\n\nSigned-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>",
          "is_bot": false,
          "headline": "fix: raise gRPC client/server message limits on sbom-scanner sidecar …",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-06-25T13:04:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0ac3793b9feda54d6f166dc8e5001e746ef3ade5",
          "body": "The SBOM scanner sidecar runs Syft's RPM (redhat) cataloger but, unlike\nthe main HTTP binary, does not import grype and therefore never pulls a\nsqlite driver transitively. Since Syft v1.32.0 the cataloger requires a\ndriver registered as \"sqlite\" to read newer sqlite-backed RPM databases\n(rpmdb.sqlit\n[…]\ning doc describes the sbom-scanner sidecar or RPM/sqlite cataloging\n\nSigned-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(sbomscanner): register sqlite driver for newer RPM databases (#380)",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-06-25T05:54:56Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b582a47b4884e48139afb3dcd41bc191cac6c829",
          "body": "…reference (#377)\n\n* fix(sbomscanner): normalize the image reference exactly once\n\nOn the sidecar SBOM path the image reference was normalized twice: the adapter (SidecarSBOMAdapter.CreateSBOM via NormalizeImageID) normalizes it before sending the gRPC request, then scannerServer.CreateSBOM normaliz\n[…]\nif double-normalization is reintroduced.\n\nSigned-off-by: kooomix <eranm@armosec.io>\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\n\nDocs-exempt: test-only change, no behavioral or API change",
          "is_bot": false,
          "headline": "fix(sbomscanner): don't double-normalize an already-normalized image …",
          "author_name": "kooomix",
          "author_login": "kooomix",
          "committed_at": "2026-06-21T11:18:48Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "97eee73f48682de5281ab50aa8df75495417d5d7",
          "body": "…navailable (#376)\n\n* Initial plan\n\n* Add backend service discovery fallback to clusterData\n\n* Refine URL normalization in service fallback\n\n* Add coverage for service URL fallback helpers\n\n* Log and surface discovery fallback errors\n\n* Use clearer assertions in config fallback test\n\n* Address config fallback cleanup nits\n\n---------\n\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fall back to clusterData backend URLs when API service discovery is u…",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-06-19T11:42:43Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b7e1fccb7fa9a565a1efaaa80292108d7735d792",
          "body": "…ks (#374)\n\nSigned-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>",
          "is_bot": false,
          "headline": "fix: detach HTTP request context from cancellation for background tas…",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-06-16T07:15:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "54958224e2e968b328ad0c20e6918172d2d01df3",
          "body": "Signed-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>",
          "is_bot": false,
          "headline": "chore(deps): update go-logger to v0.0.33 (#373)",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-06-09T15:36:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "108798cde0bc8915ec6eff41d8443ba10827541d",
          "body": "…tion (#371)\n\nRequired by the actions/attest-build-provenance step added to the shared\nincluster-comp-pr-merged.yaml workflow in kubescape/workflows.\n\nSigned-off-by: Varadraj75 <agrawalvaradraj2007@gmail.com>",
          "is_bot": false,
          "headline": "feat: add attestations: write permission for image provenance attesta…",
          "author_name": "Varad Raj Agrawal",
          "author_login": "Varadraj75",
          "committed_at": "2026-06-09T11:49:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e9453ec4003cad99c31979ac211a959e8c7b51fa",
          "body": "…vendors\n\nAdaptive CPE matching for trusted image vendors",
          "is_bot": false,
          "headline": "Merge pull request #372 from kubescape/adaptive-cve-matching-trusted-…",
          "author_name": "Ben Hirschberg",
          "author_login": "slashben",
          "committed_at": "2026-06-09T11:43:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5863faeeebd23bd3dce06de9c5fe925e5c0f4e61",
          "body": "…list copy\n\nSigned-off-by: Ben <ben@armosec.io>",
          "is_bot": false,
          "headline": "Address CodeRabbit nitpicks: modern config example, defensive vendor-…",
          "author_name": "Ben",
          "author_login": "slashben",
          "committed_at": "2026-06-08T12:46:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a84e83bc919c725bc06cad03d078723fe58ce0d5",
          "body": "LoadConfig resolved the matching mode from the unmarshalled struct fields,\nbut with AutomaticEnv a value supplied purely via environment variable is\nvisible to IsSet/GetString yet is not populated by Unmarshal. The previous\ncode therefore took the IsSet branch, left CVEMatchingMode empty, and failed\n[…]\ndVendors\n  fallback on the struct\n- correct the over-claimed \"unreachable\" comment (NewGrypeAdapter is exported\n  and takes a raw mode; falls back to CPE-on safely)\nSigned-off-by: Ben <ben@armosec.io>",
          "is_bot": false,
          "headline": "Fix env-var override for matching mode; address review feedback",
          "author_name": "Ben",
          "author_login": "slashben",
          "committed_at": "2026-06-08T12:40:10Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "46173269bdea8306cd77ec5bd8abdb7c7435aa2a",
          "body": "Replace the boolean useDefaultMatchers with a three-mode cveMatchingMode\nconfig (off/on/adaptive), defaulting to adaptive. In adaptive mode, CPE\nmatching stays enabled for arbitrary images but is disabled per-scan for\nimages from trusted vendors (echo, chainguard, wolfi, minimos), which rely\non the \n[…]\nanifest is annotated with\nkubescape.io/cve-matching-mode and kubescape.io/vendor-trusted-match for\nobservability.\n\nImplements the proposal in designs-and-proposals.\nSigned-off-by: Ben <ben@armosec.io>",
          "is_bot": false,
          "headline": "Add adaptive CPE matching mode for trusted image vendors",
          "author_name": "Ben",
          "author_login": "slashben",
          "committed_at": "2026-06-08T12:23:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c906ef94a709ca02e6a9e14c1a45b0f905b0f4e9",
          "body": "…… (#370)\n\n* fix(scan): classify MANIFEST_SCHEMA_UNSUPPORTED + write per-workload stub summary\n\nSigned-off-by: Harshit Gandhi <gandhiharshit716@gmail.com>\n\n* bumped the armoapi-go version to v0.0.718\n\nSigned-off-by: Harshit Gandhi <gandhiharshit716@gmail.com>\n\n* fix(repositories): don't overwrite a \n[…]\nx(scan): gate schema-unsupported stub writes to workload-scoped scans\n\nSigned-off-by: Harshit Gandhi <gandhiharshit716@gmail.com>\n\n---------\n\nSigned-off-by: Harshit Gandhi <gandhiharshit716@gmail.com>",
          "is_bot": false,
          "headline": "fix(scan): classify MANIFEST_SCHEMA_UNSUPPORTED + write per-workload …",
          "author_name": "Harshit Gandhi",
          "author_login": "harshitg927",
          "committed_at": "2026-06-05T06:24:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d1a8c15d314f911f45f10c094a40b8efe96f118a",
          "body": "…368)\n\nNewGrypeAdapterFixedDB takes no flag and leaves useDefaultMatchers=false,\nso consumers (e.g. armosec/vulnerability-scanner) that need their tests\nto mirror production matcher mode have no clean way to do it short of\nreflection on the unexported field.\n\nAdd NewGrypeAdapterFixedDBWithMatchers(u\n[…]\nefaultMatchers bool); keep\nthe existing NewGrypeAdapterFixedDB as a thin wrapper passing false so\nno current callers need changes.\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(grype): expose useDefaultMatchers on the fixed-DB constructor (#…",
          "author_name": "Jonathan Green",
          "author_login": "jnathangreeg",
          "committed_at": "2026-05-27T14:37:36Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a154919819a297bb89ff172618abfc39f4ae02ff",
          "body": "- github.com/cilium/cilium v1.17.14 → v1.17.15 (GHSA-gj49-89wh-h4gj)\n- github.com/docker/docker v28.5.0 → v28.5.2 (GHSA-x744-4wpc-v9h2, latest available)\n- golang.org/x/crypto v0.50.0 → v0.52.0 (GO-2026-5005..GO-2026-5033)\n- golang.org/x/net v0.53.0 → v0.55.0 (GO-2026-5025..GO-2026-5030)\n- golang.org/x/sys v0.43.0 → v0.45.0 (GO-2026-5024, also required by x/crypto and x/net)\n\nSigned-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(deps): bump dependencies to fix security advisories (#367)",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-05-26T16:47:20Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "a4dbdbd46db7fdd61fb2333def8556294a4ffe29",
          "body": "…#366)\n\nBumps [github.com/go-git/go-git/v5](https://github.com/go-git/go-git) from 5.19.0 to 5.19.1.\n- [Release notes](https://github.com/go-git/go-git/releases)\n- [Changelog](https://github.com/go-git/go-git/blob/main/HISTORY.md)\n- [Commits](https://github.com/go-git/go-git/compare/v5.19.0...v5.19.\n[…]\nv5\n  dependency-version: 5.19.1\n  dependency-type: indirect\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": "chore(deps): Bump github.com/go-git/go-git/v5 from 5.19.0 to 5.19.1 (…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-26T07:51:09Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "75b632d06e0ce2375cee1685baf7aea912591c98",
          "body": "….32 (#365)\n\nBumps [github.com/containerd/containerd](https://github.com/containerd/containerd) from 1.7.29 to 1.7.32.\n- [Release notes](https://github.com/containerd/containerd/releases)\n- [Changelog](https://github.com/containerd/containerd/blob/main/RELEASES.md)\n- [Commits](https://github.com/con\n[…]\nrd\n  dependency-version: 1.7.32\n  dependency-type: indirect\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": "chore(deps): Bump github.com/containerd/containerd from 1.7.29 to 1.7…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-26T07:50:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "42e73fc943dabd2a883f6dae15c0c12973adcad4",
          "body": "…364)\n\nvulnerability.Provider embeds io.Closer but the old store was never\nclosed when LoadVulnerabilityDB succeeded on a refresh cycle, leaking\na SQLite file descriptor and its GORM connection resources every 24h.\n\nSigned-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: close previous grype DB store before replacing on 24h refresh (#…",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-05-19T15:10:23Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "181f1f2c86494449853befc7ee35d99c01f2cad9",
          "body": "…#363)\n\nBumps [github.com/go-git/go-git/v5](https://github.com/go-git/go-git) from 5.18.0 to 5.19.0.\n- [Release notes](https://github.com/go-git/go-git/releases)\n- [Changelog](https://github.com/go-git/go-git/blob/main/HISTORY.md)\n- [Commits](https://github.com/go-git/go-git/compare/v5.18.0...v5.19.\n[…]\nv5\n  dependency-version: 5.19.0\n  dependency-type: indirect\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": "chore(deps): Bump github.com/go-git/go-git/v5 from 5.18.0 to 5.19.0 (…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-12T15:15:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f16d189a2148cab7768d91149e6f189a37f38c52",
          "body": "* refactor: use viper instance with key delimiter for nested config support\n\nSigned-off-by: Mitch Murphy <mitch.murphy@gmail.com>\n\n* feat: add proxyRegistryMap to clusterData.json and update related tests\n\nSigned-off-by: Mitch Murphy <mitch.murphy@gmail.com>\n\n---------\n\nSigned-off-by: Mitch Murphy <mitch.murphy@gmail.com>",
          "is_bot": false,
          "headline": "fix: set viper delim key and test proxyRegistryMap (#361)",
          "author_name": "Mitch Murphy",
          "author_login": "mkm29",
          "committed_at": "2026-05-12T15:15:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c9a1a7595b6cc926bf70b8a1b1894c224b3f24b9",
          "body": "…am from 1.7.7 to 1.7.8 (#360)\n\n* chore(deps): Bump github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream\n\nBumps [github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream](https://github.com/aws/aws-sdk-go-v2) from 1.7.7 to 1.7.8.\n- [Release notes](https://github.com/aws/aws-sdk-go-v2/releases)\n- [Comm\n[…]\n-by: Matthias Bertschy <matthias.bertschy@gmail.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Matthias Bertschy <matthias.bertschy@gmail.com>",
          "is_bot": true,
          "headline": "chore(deps): Bump github.com/aws/aws-sdk-go-v2/aws/protocol/eventstre…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-07T12:46:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "84ce435b422efe49dc9c96d81b7d323081d951e4",
          "body": "* get services from API, removing sidecar requirement\n\nSigned-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>\n\n# Conflicts:\n#\tgo.mod\n#\tgo.sum\n\n* fix: restore services.json fallback, add 30s timeout to API discovery\n\nservices.json in configDir is now checked first before falling back to\nlive \n[…]\ncom>\nSigned-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>\n\n---------\n\nSigned-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "get services from API, removing sidecar requirement (#340)",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-05-06T16:08:53Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "5b35fdf8f19a72ef50e6a4ca66351ab3ba81c8d4",
          "body": "…#358)\n\n* feat: add riskAcceptance flag for SecurityException CRD integration\n\nSigned-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>\n\n* fix: improve error handling for partial container profiles in ScanCP\n\nSigned-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>\n\n---------\n\nSigned-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>",
          "is_bot": false,
          "headline": "feat: add riskAcceptance flag for SecurityException CRD integration (…",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-05-05T12:24:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c34660adbaa5ad4177e72e0fd4107493d31781c5",
          "body": "* add debug log for grype DB url\n\nSigned-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>\n\n* Warn if Grype DB root dir is not writable\n\n---------\n\nSigned-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>",
          "is_bot": false,
          "headline": "add debug log for grype DB url (#357)",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-05-04T13:31:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3745fe5cb054ad52638515efb5560ae44aac4fa6",
          "body": "Signed-off-by: yugal07 <yashsadhwani544@gmail.com>",
          "is_bot": false,
          "headline": "fixing a FIXME (#356)",
          "author_name": "Yugal Sadhwani",
          "author_login": "yugal07",
          "committed_at": "2026-05-04T08:33:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e5178352d3660e6ab94fb7d8d6a5103542de66e",
          "body": "… (#355)\n\n* perf: disable file-digest/metadata/executable catalogers\n\nThese three catalogers iterate every file in the scan tree and dominate\ntransient allocation, but their outputs are not consumed downstream in the\nvulnerability scan pipeline. Disabling them saves ~200 MB peak RSS on\ngitlab-ee and\n[…]\n now disabled, so\n$.files[i] no longer carries digests or metadata keys; update fixtures to\nmatch the slimmer output\nSigned-off-by: Ben <ben@armosec.io>\n\n---------\n\nSigned-off-by: Ben <ben@armosec.io>",
          "is_bot": false,
          "headline": "perf: switch to kubescape/syft v1.32.0-ks.2 + disable file catalogers…",
          "author_name": "Ben Hirschberg",
          "author_login": "slashben",
          "committed_at": "2026-04-29T13:42:29Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3b420fb22e74ba3149eee5d9a795c829b3d0fe08",
          "body": "…#354)\n\nBumps [github.com/go-git/go-git/v5](https://github.com/go-git/go-git) from 5.17.1 to 5.18.0.\n- [Release notes](https://github.com/go-git/go-git/releases)\n- [Commits](https://github.com/go-git/go-git/compare/v5.17.1...v5.18.0)\n\n---\nupdated-dependencies:\n- dependency-name: github.com/go-git/go\n[…]\nv5\n  dependency-version: 5.18.0\n  dependency-type: indirect\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": "chore(deps): Bump github.com/go-git/go-git/v5 from 5.17.1 to 5.18.0 (…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-21T05:12:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9293523d7c733f47ce86648eb00d0b1363390fb4",
          "body": "* feat: registry proxy/mirror rewriting support\n\nAdd proxyRegistryMap config field and rewriteImageRef helper so image\npulls are redirected through a registry mirror while SBOM annotations\nretain the original image reference.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\nSigned-off-by: \n[…]\ncom>\nSigned-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>\n\n---------\n\nSigned-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: registry proxy/mirror rewriting support (#352)",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-04-20T08:18:52Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7c80e87bccb45db4a2da58a09f5144df1162e78c",
          "body": "* feat: GCP Workload Identity fallback for 401 Unauthorized\n\nWhen Syft gets a 401 pulling from a GCP registry (gcr.io or\n*-docker.pkg.dev), try Application Default Credentials before\nfalling back to anonymous access. This lets the scanner work\ntransparently inside GKE with Workload Identity enabled.\n[…]\n---------\n\nSigned-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat: GCP Workload Identity fallback for 401 Unauthorized (#351)",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-04-20T08:00:24Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "12610ceb070f93ebb6292b84f9d4df6076aba210",
          "body": "…lity-exceptions\n\nfix(exceptions): normalize vulnerability ID casing and trim whitespace",
          "is_bot": false,
          "headline": "Merge pull request #353 from kubescape/fix/case-insensitive-vulnerabi…",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-04-20T06:17:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6784e9beec1acc7c328df0a9f45c73643e527f62",
          "body": "grype's vulnerability IDs are case-sensitive and advisory sources do not\nshare a single casing convention: CVE IDs are uppercase while GHSA IDs\nuse a lowercase suffix (e.g. GHSA-jc7w-c686-c4v9). A case-sensitive\nequality check in getCVEExceptionMatchCVENameFromList caused exceptions\nto silently fail\n[…]\noid producing a\nblank policy name that could match unintended vulnerabilities.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\nSigned-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>",
          "is_bot": false,
          "headline": "fix(exceptions): normalize vulnerability ID casing and trim whitespace",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-04-20T05:57:09Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "6e0373b1c25f525db206a7994904ba7211e93189",
          "body": "fix: handle nil storage in relevancy provider initialization",
          "is_bot": false,
          "headline": "Merge pull request #346 from kubescape/no-storage",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-04-17T15:37:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d6270db6fe02e7f655ac9f9d3a5c801f872846db",
          "body": "Fix: enable SecurityException CRDs in keepLocal mode",
          "is_bot": false,
          "headline": "Merge pull request #349 from kubescape/fix/security-exception-keeplocal",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-04-17T15:37:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47985c94389677f935bc68a07e3b46e8f6ce831a",
          "body": "chore(deps): update docker/cli to v29.2.0",
          "is_bot": false,
          "headline": "Merge pull request #350 from kubescape/fix/dependabot-security-bumps",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-04-17T12:25:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f6848b9001ea9124349181def5cd13104d2a1b32",
          "body": "…ESummary\n\n- TestApplySecurityExceptions_ExpiredOnFix now sets Actions: [Ignore]\n  so it actually tests expiredOnFix behavior, not the action check\n- Add comment explaining why StoreCVESummary uses original cve + filteredCvep\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nSigned-off-by: Ben <ben@armosec.io>",
          "is_bot": false,
          "headline": "fix: ExpiredOnFix test now sets Ignore action, add comment at StoreCV…",
          "author_name": "Ben",
          "author_login": "slashben",
          "committed_at": "2026-04-17T12:16:11Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "a4472d4ac0050bd5c6e1e3a76ae086ec40a0feaf",
          "body": "Signed-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>",
          "is_bot": false,
          "headline": "chore(deps): update docker/cli to v29.2.0",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-04-17T12:11:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "01b049f88fbe9079ff6d5f74fe622749f06e71e1",
          "body": "…eck Ignore action\n\n- applyExceptionsToManifest returns a filtered copy, preserving the\n  original for SubmitCVE (cloud reports keep ExceptionApplied metadata)\n- Cache-hit branches only re-store when exceptions actually changed\n  the manifest (avoids unnecessary writes, preserves relevancy data)\n- A\n[…]\nion before filtering\n- Use context.WithoutCancel instead of context.Background for CRD listing\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nSigned-off-by: Ben <ben@armosec.io>",
          "is_bot": false,
          "headline": "fix: address review — deep-copy for storage, restore cache guards, ch…",
          "author_name": "Ben",
          "author_login": "slashben",
          "committed_at": "2026-04-17T11:23:26Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "bd3d66684d908faf6844e44730bbeb0ee99178f3",
          "body": "The scan context may be canceled by rate limiting before the dynamic\nclient completes the CRD listing. Use a detached context with a 30s\ntimeout for SecurityException listing.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nSigned-off-by: Ben <ben@armosec.io>",
          "is_bot": false,
          "headline": "fix: use detached context for CRD listing to avoid context cancellation",
          "author_name": "Ben",
          "author_login": "slashben",
          "committed_at": "2026-04-16T21:12:04Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "de9ce5c504c40a8bba2393effa507a8f7a5ac220",
          "body": "The dynamic client for SecurityException CRDs shares the default\nrate limiter (QPS=5) with the typed client, causing context canceled\nerrors during concurrent scans. Give it a dedicated config with\nhigher QPS/Burst limits.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nSigned-off-by: Ben <ben@armosec.io>",
          "is_bot": false,
          "headline": "fix: increase QPS for dynamic client to avoid rate limiting",
          "author_name": "Ben",
          "author_login": "slashben",
          "committed_at": "2026-04-16T21:09:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f57f6af729896f586e4ee3bf0de32f8a01ff4a51",
          "body": "The ScanCVE and ScanCP methods skip the CVE scan when a cached manifest\nexists, which also skipped exception filtering. Now exceptions are\napplied to cached manifests too, and the filtered result is re-stored.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nSigned-off-by: Ben <ben@armosec.io>",
          "is_bot": false,
          "headline": "fix: also apply exceptions to cached CVE manifests",
          "author_name": "Ben",
          "author_login": "slashben",
          "committed_at": "2026-04-16T21:05:53Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3c05ab2d8fe2903805afa7cd4fec9df25f3cac55",
          "body": "Calls platform.GetCVEExceptions and filters GrypeDocument.Matches\nbefore StoreCVE/StoreCVESummary. Excepted CVEs move to IgnoredMatches.\nApplies to all three scan paths: full CVE, filtered CVE, and ScanCVE.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nSigned-off-by: Ben <ben@armosec.io>",
          "is_bot": false,
          "headline": "feat: apply SecurityExceptions before storing vulnerability manifests",
          "author_name": "Ben",
          "author_login": "slashben",
          "committed_at": "2026-04-16T21:00:57Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "1b05cb6a80f258d9593276198cc9ec3db2b1a2d7",
          "body": "Moves excepted CVEs from GrypeDocument.Matches to IgnoredMatches\nwith AppliedIgnoreRules for audit trail. Respects expiredOnFix.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nSigned-off-by: Ben <ben@armosec.io>",
          "is_bot": false,
          "headline": "feat: add ApplySecurityExceptions to filter stored manifests",
          "author_name": "Ben",
          "author_login": "slashben",
          "committed_at": "2026-04-16T20:59:11Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "615784cd3deb58b1a71b5ae30941ad52835010aa",
          "body": "MockPlatform.GetCVEExceptions() was returning empty, bypassing\nSecurityException CRDs when kubevuln runs without cloud credentials.\n\n- Add SecurityExceptionRepository to MockPlatform\n- Lift seRepo initialization before the keepLocal/cloud branch\n- Export ConvertToVulnerabilityExceptionPolicies for c\n[…]\nis a no-op. This will be addressed when the operator watcher triggers\nfull rescans in Phase 2.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nSigned-off-by: Ben <ben@armosec.io>",
          "is_bot": false,
          "headline": "fix: enable SecurityException CRDs in keepLocal mode",
          "author_name": "Ben",
          "author_login": "slashben",
          "committed_at": "2026-04-16T20:34:31Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "da240195cc800ba5a458fb054de157b93036fbeb",
          "body": "chore(deps): fix dependabot security alerts (aws-sdk-go-v2, go-jose)",
          "is_bot": false,
          "headline": "Merge pull request #348 from kubescape/fix/dependabot-security-bumps",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-04-16T13:37:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7d58f1bf6bbb64c94428cee3581a92851300dec6",
          "body": "…egration\n\nIntegrate SecurityException CRDs into vulnerability scanning",
          "is_bot": false,
          "headline": "Merge pull request #342 from kubescape/feature/security-exception-int…",
          "author_name": "Ben Hirschberg",
          "author_login": "slashben",
          "committed_at": "2026-04-16T12:57:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "58f95add22ae7299afb6072a2277f5ef5e3ab4ac",
          "body": "…lerts\n\n- aws/protocol/eventstream v1.7.7 -> v1.7.8 (DoS via EventStream panic, #107)\n- aws-sdk-go-v2/service/s3 v1.97.1 -> v1.97.3 (same CVE, #108)\n- go-jose/go-jose/v4 v4.1.3 -> v4.1.4 (panic in JWE decryption, #98)\n\nSkipped syft and grype bumps (coordinated separately with backend).\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\nSigned-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>",
          "is_bot": false,
          "headline": "chore(deps): bump aws-sdk-go-v2, go-jose to fix dependabot security a…",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-04-16T12:33:42Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "da3cf562e30fef8bcd06c8ec3193c06f24efcf1d",
          "body": "chore(deps): update go-logger to v0.0.28",
          "is_bot": false,
          "headline": "Merge pull request #347 from kubescape/bump",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-04-16T07:04:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "edf135f64e57242594d95ee03923ef9336f32598",
          "body": "Signed-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>",
          "is_bot": false,
          "headline": "chore(deps): update go-logger to v0.0.28",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-04-16T06:47:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4cc5516ce3c68047901f9aa61c7944cb9ce38e6",
          "body": "- Add fakedynamic.NewSimpleDynamicClient to NewFakeAPIServerStorage\n- Move NoOpSecurityExceptionRepository from adapters/v1 to repositories\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nSigned-off-by: Ben <ben@armosec.io>",
          "is_bot": false,
          "headline": "fix: add fake DynamicClient, move NoOp to repositories",
          "author_name": "Ben",
          "author_login": "slashben",
          "committed_at": "2026-04-15T17:42:18Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "72bc6a5473812f51f06a08178a07e7d52fc5ed97",
          "body": "Resolve go.mod/go.sum conflicts by accepting main's dependency\nversions and running go mod tidy.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nSigned-off-by: Ben <ben@armosec.io>",
          "is_bot": false,
          "headline": "Merge branch 'main' into feature/security-exception-integration",
          "author_name": "Ben",
          "author_login": "slashben",
          "committed_at": "2026-04-15T16:16:13Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "667b29a2b7d9686633dc44a1b1b2caf0d1664d0c",
          "body": "Signed-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>",
          "is_bot": false,
          "headline": "fix: handle nil storage in relevancy provider initialization",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-04-15T15:22:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "999792fa99c7c515e1890b63aa5e057f627e3b61",
          "body": "…ection\n\n- Move CRD fetching from adapter to repositories/apiserver.go\n- Use runtime.DefaultUnstructuredConverter instead of JSON round-trip\n- Rename types from v1 to v1beta1 (new API, may evolve)\n- Replace setter+nil-check with constructor injection\n- Add NoOpSecurityExceptionRepository for test/lo\n[…]\neful degradation: CRD list errors log warning, return empty\n- Skip empty-attribute designators\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nSigned-off-by: Ben <ben@armosec.io>",
          "is_bot": false,
          "headline": "refactor: address review - repository layer, v1beta1, constructor inj…",
          "author_name": "Ben",
          "author_login": "slashben",
          "committed_at": "2026-04-15T10:14:26Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "22779762eea47287d81eaced20609bc242f2d1d4",
          "body": "Define CRD types locally in pkg/securityexception/v1/ instead of\nimporting from kubescape/storage. This avoids the aggregated API vs\nCRD confusion — types are plain Go structs with JSON tags, no scheme\nregistration, no deepcopy generation, no codegen.\n\n- Add pkg/securityexception/v1/types.go with al\n[…]\ngo.mod replace directive for storage\n\nCloses dependency on kubescape/storage#309 (now closed).\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nSigned-off-by: Ben <ben@armosec.io>",
          "is_bot": false,
          "headline": "refactor: move SecurityException types from storage to local package",
          "author_name": "Ben",
          "author_login": "slashben",
          "committed_at": "2026-04-14T18:26:36Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c9b1314b13db66fafe9d1f4627cdae07499a3766",
          "body": "…om/hashicorp/go-getter-1.8.6\n\nchore(deps): Bump github.com/hashicorp/go-getter from 1.7.9 to 1.8.6",
          "is_bot": false,
          "headline": "Merge pull request #343 from kubescape/dependabot/go_modules/github.c…",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-04-14T11:57:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bd4ca5c43268762a49a05aaeb405623e8e4c3fdb",
          "body": "Bumps [github.com/hashicorp/go-getter](https://github.com/hashicorp/go-getter) from 1.7.9 to 1.8.6.\n- [Release notes](https://github.com/hashicorp/go-getter/releases)\n- [Commits](https://github.com/hashicorp/go-getter/compare/v1.7.9...v1.8.6)\n\n---\nupdated-dependencies:\n- dependency-name: github.com/hashicorp/go-getter\n  dependency-version: 1.8.6\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore(deps): Bump github.com/hashicorp/go-getter from 1.7.9 to 1.8.6",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-14T07:04:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c44bd451ffdfbfbda853e40857a8df23c835feb2",
          "body": "Implement adapter to fetch SecurityException and ClusterSecurityException\nCRDs from the cluster and merge them into the existing CVE exception\npipeline. This enables GitOps-native vulnerability risk acceptance using\nKubernetes custom resources.\n\n- Task 9: SecurityExceptionAdapter with dynamic client\n[…]\nons in GetCVEExceptions()\n- Task 11: Startup wiring in cmd/http/main.go with graceful fallback\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nSigned-off-by: Ben <ben@armosec.io>",
          "is_bot": false,
          "headline": "Add SecurityException CRD integration for vulnerability scanning",
          "author_name": "Ben",
          "author_login": "slashben",
          "committed_at": "2026-04-12T11:27:18Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "09085ccb3131be770615aa649a3b33aacf769c2f",
          "body": "…-design\n\nAdd SecurityException CRD design doc and review",
          "is_bot": false,
          "headline": "Merge pull request #341 from kubescape/feature/security-exception-crd…",
          "author_name": "Ben Hirschberg",
          "author_login": "slashben",
          "committed_at": "2026-04-12T06:16:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4d664f77644532dcf916116d31eb6d801a5aed8b",
          "body": "- Replace status.conditions reference with Events (no status subresource)\n- Clarify expiry controller triggers rescans, not status writes\n- Add language identifier to fenced code block\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nSigned-off-by: Ben <ben@armosec.io>",
          "is_bot": false,
          "headline": "Fix contradictions in design doc flagged by CodeRabbitAI review",
          "author_name": "Ben",
          "author_login": "slashben",
          "committed_at": "2026-04-12T06:13:24Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "a680ba4cdee38c3297fc688a1ec3d718bec85a67",
          "body": "Design document for GitOps-native SecurityException CRD (kubescape.io/v1)\nthat provides declarative, in-cluster exception management for vulnerability\nand posture findings. Includes review notes with resolutions.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\nSigned-off-by: Ben <ben@armosec.io>",
          "is_bot": false,
          "headline": "Add SecurityException CRD design doc and review",
          "author_name": "Ben",
          "author_login": "slashben",
          "committed_at": "2026-04-09T10:36:51Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "220f08eb4ed676a3500cd840e56e21bbc2cd13c1",
          "body": "…reporting\n\nfeat: add scan failure reporting (SUB-7105)",
          "is_bot": false,
          "headline": "Merge pull request #334 from kubescape/feature/SUB-7105-scan-failure-…",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-04-02T06:36:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b6d8e5025045278c278807e061ec8a712e8d3c01",
          "body": "Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: pin armoapi-go to v0.0.694 release",
          "author_name": "kooomix",
          "author_login": "kooomix",
          "committed_at": "2026-04-02T05:51:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f26d3cd2201b3262deaa1be04d5d620c6c93fc1d",
          "body": "Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: pin armoapi-go to PR #625 commit (reason codes + Error field)",
          "author_name": "kooomix",
          "author_login": "kooomix",
          "committed_at": "2026-04-02T05:51:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "9d017d61a4c594e213f55f999adbec19aa4cfb9f",
          "body": "Rebase onto main (includes PR #335 sidecar adapter). New classifiers:\n- ErrScannerCrashed → ReasonScannerOOMKilled (via errors.Is)\n- context.DeadlineExceeded → ReasonScanTimeout\n- TooLarge + \"scanner OOM\" annotation → ReasonScannerOOMKilled\n  (classifySBOMStatusWithAnnotation for sidecar crash-exhausted images)\n\nBump armoapi-go to pick up new reason codes.\n19 classifier tests + 6 adapter tests pass.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n# Conflicts:\n#\tgo.mod",
          "is_bot": false,
          "headline": "feat: add sidecar OOM/timeout classification, rebase on main",
          "author_name": "kooomix",
          "author_login": "kooomix",
          "committed_at": "2026-04-02T05:51:13Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "9a051755dd3a3be06f27c7f5c2cdb7708588af39",
          "body": "Replace pseudo-version with release tag for scan failure reason\ncodes and ReasonFriendlyText().\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: bump armoapi-go to v0.0.692 (release tag)",
          "author_name": "kooomix",
          "author_login": "kooomix",
          "committed_at": "2026-04-02T05:49:55Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "baa9449ebacada89c2cd1b316385332f36269c33",
          "body": "Update armoapi-go to 4952f80 which changes Reason* constants from\nhuman-friendly text to short codes. No code changes — kubevuln\nalready uses constants by name.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: bump armoapi-go to use enum reason codes",
          "author_name": "kooomix",
          "author_login": "kooomix",
          "committed_at": "2026-04-02T05:49:55Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "1fd8fc0ae8c1fc92501696f45a9df121154f31d0",
          "body": "Address CodeRabbit review: classifySBOMError now catches \"403 Forbidden\"\nin the string-based fallback path alongside \"401 Unauthorized\".\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: add 403 Forbidden string fallback in SBOM error classifier",
          "author_name": "kooomix",
          "author_login": "kooomix",
          "committed_at": "2026-04-02T05:49:55Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "52a2d23a24ae29eef108728f2809564bc1b5ac36",
          "body": "Replace raw error strings in FailureReason with human-friendly constants\nfrom scanfailure.Reason*. Add separate Error field for raw R&D debugging.\n\n- Add classifySBOMError() using errors.As(*transport.Error) for auth\n  failures, with string-based fallbacks for MANIFEST_UNKNOWN\n- Add classifySBOMStat\n[…]\nus-based failures pass nil scanErr (no synthetic errors)\n- 11 classifier tests + 6 adapter tests (including HTTP non-2xx coverage)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: structured failure reasons with error classification",
          "author_name": "kooomix",
          "author_login": "kooomix",
          "committed_at": "2026-04-02T05:49:55Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a8b3f3039abdec524adb27df5d25b7d0b1514df7",
          "body": "The careportreceiver endpoint is /k8s/v2/scanFailure, not\n/k8s/v2/vulnScanFailure. Fixed URL and test assertion.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: correct scan failure endpoint URL",
          "author_name": "kooomix",
          "author_login": "kooomix",
          "committed_at": "2026-04-02T05:49:55Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "4b9bd01e3f3c400403094b40317f0ef1520dbab5",
          "body": "- Check HTTP status code and drain response body before close\n- Use identifiers.AttributeRegistryName constant instead of raw string\n- Instrument GenerateSBOM with ReportScanFailure at failure points\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: address code review findings in ReportScanFailure",
          "author_name": "kooomix",
          "author_login": "kooomix",
          "committed_at": "2026-04-02T05:49:55Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "dfbe2d091a39438a846ce5aac36eea341dfd2a87",
          "body": "kubevuln doesn't expose a /metrics endpoint, so the counter would\nnever be scraped. Structured logging is sufficient for observability.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor: remove unused Prometheus counter from ReportScanFailure",
          "author_name": "kooomix",
          "author_login": "kooomix",
          "committed_at": "2026-04-02T05:49:55Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "0cdc9d06e498bcf0ff56978c7ac1fb85e433caf7",
          "body": "Add ReportScanFailure to the Platform interface to send structured\nScanFailureReport payloads to POST /k8s/v2/vulnScanFailure when\nvulnerability scans fail.\n\n- BackendAdapter builds ScanFailureReport with Workloads list,\n  ImageHash, JobID, ContainerName; detects registry scans via Args\n- Instrument\n[…]\nn_failure_report_errors_total\n- 4 unit tests covering workload scan, registry scan, missing context,\n  and HTTP error scenarios\n\nJira: SUB-7105\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add scan failure reporting to Platform port",
          "author_name": "kooomix",
          "author_login": "kooomix",
          "committed_at": "2026-04-02T05:49:55Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e6bf26ed2df3d4115925f794d278bb25735bb8fe",
          "body": "Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: update armoapi-go to v0.0.689",
          "author_name": "kooomix",
          "author_login": "kooomix",
          "committed_at": "2026-04-02T05:49:55Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "57314bfd401a0eae644709cbc3607b49fe55009a",
          "body": "add test coverage for filterSBOM including dynamicpathdetector.DynamicIdentifier",
          "is_bot": false,
          "headline": "Merge pull request #339 from kubescape/test-dynamic-filepath",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-04-01T16:20:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8b26373b51f9e29303e6800b815d23f90cee6b65",
          "body": "…cIdentifier\n\nSigned-off-by: Matthias Bertschy <matthias.bertschy@gmail.com>",
          "is_bot": false,
          "headline": "add test coverage for filterSBOM including dynamicpathdetector.Dynami…",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-04-01T16:01:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3c79a3e61b8a99fce949aacff7f1b4e272c9511d",
          "body": "…om/cilium/cilium-1.17.14\n\nBump github.com/cilium/cilium from 1.16.17 to 1.17.14",
          "is_bot": false,
          "headline": "Merge pull request #338 from kubescape/dependabot/go_modules/github.c…",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-04-01T13:53:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b9f8cbc075bf3a5704f5374beefe4cb1417cfbdc",
          "body": "Bumps [github.com/cilium/cilium](https://github.com/cilium/cilium) from 1.16.17 to 1.17.14.\n- [Release notes](https://github.com/cilium/cilium/releases)\n- [Changelog](https://github.com/cilium/cilium/blob/1.17.14/CHANGELOG.md)\n- [Commits](https://github.com/cilium/cilium/compare/1.16.17...1.17.14)\n\n---\nupdated-dependencies:\n- dependency-name: github.com/cilium/cilium\n  dependency-version: 1.17.14\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump github.com/cilium/cilium from 1.16.17 to 1.17.14",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-01T13:24:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f1e1ba81309691b267ec852dc9fdd43e72c1b31a",
          "body": "…om/go-git/go-git/v5-5.17.1\n\nBump github.com/go-git/go-git/v5 from 5.16.5 to 5.17.1",
          "is_bot": false,
          "headline": "Merge pull request #337 from kubescape/dependabot/go_modules/github.c…",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-04-01T13:22:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "66118b75cf5aab3cdb29041ff7aba467d50e111e",
          "body": "Bumps [github.com/go-git/go-git/v5](https://github.com/go-git/go-git) from 5.16.5 to 5.17.1.\n- [Release notes](https://github.com/go-git/go-git/releases)\n- [Commits](https://github.com/go-git/go-git/compare/v5.16.5...v5.17.1)\n\n---\nupdated-dependencies:\n- dependency-name: github.com/go-git/go-git/v5\n  dependency-version: 5.17.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump github.com/go-git/go-git/v5 from 5.16.5 to 5.17.1",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-01T12:38:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "91720fba4f0582bc7d3ce67b942d2f69371af111",
          "body": "…olang.org/grpc-1.79.3\n\nBump google.golang.org/grpc from 1.74.0 to 1.79.3",
          "is_bot": false,
          "headline": "Merge pull request #336 from kubescape/dependabot/go_modules/google.g…",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-03-29T19:20:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0b5f425ab57f1f8eec3bbf98e5b3e52a71b4a57a",
          "body": "feat: SBOM scanner sidecar for memory-isolated SBOM generation",
          "is_bot": false,
          "headline": "Merge pull request #335 from kubescape/feature/sbom-scanner-sidecar",
          "author_name": "Matthias Bertschy",
          "author_login": "matthyx",
          "committed_at": "2026-03-29T09:04:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3e6ed3f08fdf51a804b3d7a11213ebc5f9ddc740",
          "body": "The platform variable was computed but never passed to any of the three\nsyft.GetSource() calls, breaking multi-arch image resolution. Parse the\nplatform string into an image.Platform and pass it via WithPlatform().\n\nAlso document the known Syft limitation where cataloguers ignore context\ncancellation (anchore/syft#3705).\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\nSigned-off-by: Ben <ben@armosec.io>",
          "is_bot": false,
          "headline": "fix: pass platform to syft.GetSource for multi-arch image resolution",
          "author_name": "Ben",
          "author_login": "slashben",
          "committed_at": "2026-03-27T11:16:59Z",
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            "notes": [],
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            "inputs": {
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        "name": "Sustainability & Governance",
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        "metrics": [
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            "notes": [],
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                "key": "openssf_scorecard_contributors",
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                "max_points": 42
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                "key": "pr_acceptance",
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                "key": "openssf_scorecard_code_review",
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            "notes": [],
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                "key": "owner_reach",
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                "detail": "22 out of 23 merged PRs checked by a CI test -- score normalized to 9",
                "points": 2.2,
                "status": "partial",
                "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 16/23 approved changesets -- score normalized to 6",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "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": "30 commit(s) and 0 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 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 9",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "20 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "weak",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 445 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"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 445
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 42,
            "inputs": {
              "source": "osv",
              "advisories": 30,
              "affected_packages": 11,
              "assessed_packages": 445,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 1, high 2, moderate 2, unknown 6",
              "direct_affected_packages": 5
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "5 affected: google.golang.org/grpc v1.80.0 (critical 9.1), github.com/distribution/distribution v2.8.2+incompatible (high 7.5), github.com/docker/docker v28.5.2+incompatible (high 8.8), +2 more",
                "points": 5.8,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 5,
                      "packages": "google.golang.org/grpc v1.80.0 (critical 9.1), github.com/distribution/distribution v2.8.2+incompatible (high 7.5), github.com/docker/docker v28.5.2+incompatible (high 8.8)"
                    }
                  },
                  {
                    "code": "advisories_affected_more",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "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": "3 advisory-carrying package(s) unaddressed past 90 days; oldest published 516 days ago",
                "points": 25.6,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 3,
                      "oldest": 516
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "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": 445,
              "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": "exceptional",
            "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 4
            },
            "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": "good",
        "name": "AI Readiness",
        "value": 65,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "weak",
            "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": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.41,
              "toolchain_manifests": [
                "go.mod"
              ],
              "dependency_bot_commit_share": 0.12
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "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": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "41 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 41,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "12 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 12,
                      "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 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "exceptional",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 51686,
              "source_files_sampled": 70,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/70 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 70,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "weak",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [],
              "has_mcp_signal": false,
              "api_schema_files": [
                "pkg/sbomscanner/v1/proto/scanner.proto"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "pkg/sbomscanner/v1/proto/scanner.proto",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "pkg/sbomscanner/v1/proto/scanner.proto"
                    }
                  }
                ],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "top": [
        "application"
      ],
      "labels": [
        "network-service"
      ],
      "scores": {
        "library": 3,
        "network-service": 7
      },
      "primary": "network-service",
      "evidence": [
        {
          "tier": "dependencies",
          "label": "network-service",
          "source": "dep:github.com/gin-gonic/gin",
          "weight": 4
        },
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:go",
          "weight": 3
        },
        {
          "tier": "structure",
          "label": "network-service",
          "source": "api_schema",
          "weight": 3
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": true,
      "consumed_by_code": false
    },
    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-01T20:46:08.115546Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/k/kubescape/kubevuln.svg",
  "full_name": "kubescape/kubevuln",
  "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 v2.5.0, schema v0.27.0 — full methodology · metrics wiki.

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