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Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter."}, "properties": {"scanner": "scanner-primary", "layer": "hardware", "severity": "low", "confidence": 1.0}}, {"id": "scanner-aa5acaa49eb8315b", "name": "Containers defined but no K8s/orchestration manifest found", "shortDescription": {"text": "Containers defined but no K8s/orchestration manifest found"}, "fullDescription": {"text": "Repo has Dockerfiles/compose but no Kubernetes/Nomad manifests. If the target deployment is K8s, the manifests may live in a separate ops repo."}, "properties": {"scanner": "scanner-primary", "layer": "hardware", "severity": "low", "confidence": 1.0}}, {"id": "scanner-9710c8d059e53154", "name": "No frontend routes/components detected", "shortDescription": {"text": "No frontend routes/components detected"}, "fullDescription": {"text": "No React/Vue/Next routes were found. This is fine for backend-only repos."}, "properties": {"scanner": "scanner-primary", "layer": "frontend", "severity": "info", "confidence": 1.0}}, {"id": "scanner-6372cebde0220094", "name": "No auth library detected", "shortDescription": {"text": "No auth library detected"}, "fullDescription": {"text": "The scanner did not find any standard auth library (JWT, OAuth, NextAuth, Auth0, etc.). The repo has auth/admin/session surface indicators, so auth may live in custom code, in a separate service, or be missing."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-4601e3ad3bb28677", "name": "No CI/CD pipelines detected", "shortDescription": {"text": "No CI/CD pipelines detected"}, "fullDescription": {"text": "No GitHub Actions, GitLab CI, or CircleCI configs found. Without CI you can't gate deploys on tests/lints."}, "properties": {"scanner": "scanner-primary", "layer": "cicd", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-91813e15444d4b5c", "name": "Very large file: forward_test.py (1140 lines)", "shortDescription": {"text": "Very large file: forward_test.py (1140 lines)"}, "fullDescription": {"text": "Files with >800 lines often hide complexity hotspots and discourage tests."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-141b30a41e03817b", "name": "No license file detected", "shortDescription": {"text": "No license file detected"}, "fullDescription": {"text": "No LICENSE/COPYING/NOTICE file was found. Generated repositories often omit licensing, which blocks reuse and automated intake."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-3ab5d313dda8e5f9", "name": "Debug logging residue appears in source files", "shortDescription": {"text": "Debug logging residue appears in source files"}, "fullDescription": {"text": "Found 15 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-b9088664ace7f748", "name": "Composite production-readiness gap", "shortDescription": {"text": "Composite production-readiness gap"}, "fullDescription": {"text": "Multiple low-cost hardening controls are missing together: license, ci. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-749d4bc1bd66df5f", "name": "Agent instructions exist but release-hardening basics are missing", "shortDescription": {"text": "Agent instructions exist but release-hardening basics are missing"}, "fullDescription": {"text": "AI-coder instruction files were found, but the repo is missing license, ci. Treat this as a contract gap: the agent is guided, but the generated output is not yet guarded by the controls that make it repeatable."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-bea357a6497a2d5d", "name": "Agent authority lacks a verifier contract: CLAUDE.md", "shortDescription": {"text": "Agent authority lacks a verifier contract: CLAUDE.md"}, "fullDescription": {"text": "This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-a3d757abe7f4acad", "name": "Commented-code block (11 lines) in forward_test.py:319", "shortDescription": {"text": "Commented-code block (11 lines) in forward_test.py:319"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-8e047ab7af03962f", "name": "7 env vars used in code but missing from .env.example", "shortDescription": {"text": "7 env vars used in code but missing from .env.example"}, "fullDescription": {"text": "Drift between code and config docs. The first few: `KSL_CHARTS_DIR`, `KSL_DATA_DIR`, `KSL_HTTP_PORT`, `KSL_STATE_DIR`, `LOCAL_DIR`, `REMOTE_DIR`, `TELEGRAM_CHAT_ID`. Add them (with a placeholder/comment) to .env.example so onboarding doesn't break."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-0027e313ade46c8f", "name": "Near-duplicate function bodies in 7 places", "shortDescription": {"text": "Near-duplicate function bodies in 7 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nforward_test.py:handler, forward_test.py:handler, forward_test.py:handler, forward_test.py:handler\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}]}}, "automationDetails": {"id": "repobility/12679"}, "properties": {"repository": "KSchoze/KingsLeaWolFX", "repoUrl": "https://github.com/KSchoze/KingsLeaWolFX", "branch": "main"}, "results": [{"ruleId": "scanner-506be2b95088f5d3", "level": "none", "message": {"text": "git log failed \u2014 history analysis incomplete"}, "properties": {"repobilityId": "b424308a11bb9b22", "scanner": "scanner-primary", "fingerprint": "506be2b95088f5d3", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["git", "tooling"]}}, {"ruleId": "scanner-e066691601852931", "level": "note", "message": {"text": "Docker base image is tag-pinned but not digest-pinned: python:3.11-slim"}, "properties": {"repobilityId": "f391052c9bfd7e8b", "scanner": "scanner-primary", "fingerprint": "e066691601852931", "layer": "hardware", "severity": "low", "confidence": 1.0, "tags": ["supply-chain", "docker", "pinned-dependencies"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "Dockerfile"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-aa5acaa49eb8315b", "level": "note", "message": {"text": "Containers defined but no K8s/orchestration manifest found"}, "properties": {"repobilityId": "b230ea9b68736081", "scanner": "scanner-primary", "fingerprint": "aa5acaa49eb8315b", "layer": "hardware", "severity": "low", "confidence": 1.0, "tags": ["coverage", "deployment"]}}, {"ruleId": "scanner-9710c8d059e53154", "level": "none", "message": {"text": "No frontend routes/components detected"}, "properties": {"repobilityId": "44ca61485762e494", "scanner": "scanner-primary", "fingerprint": "9710c8d059e53154", "layer": "frontend", "severity": "info", "confidence": 1.0, "tags": ["coverage"]}}, {"ruleId": "scanner-6372cebde0220094", "level": "warning", "message": {"text": "No auth library detected"}, "properties": {"repobilityId": "a5b6035a5bbf8054", "scanner": "scanner-primary", "fingerprint": "6372cebde0220094", "layer": "security", "severity": "medium", "confidence": 1.0, "tags": ["coverage", "auth"]}}, {"ruleId": "scanner-4601e3ad3bb28677", "level": "warning", "message": {"text": "No CI/CD pipelines detected"}, "properties": {"repobilityId": "c3ee439bce2bc51e", "scanner": "scanner-primary", "fingerprint": "4601e3ad3bb28677", "layer": "cicd", "severity": "medium", "confidence": 1.0, "tags": ["coverage"]}}, {"ruleId": "scanner-91813e15444d4b5c", "level": "note", "message": {"text": "Very large file: forward_test.py (1140 lines)"}, "properties": {"repobilityId": "505c55d870b0817a", "scanner": "scanner-primary", "fingerprint": "91813e15444d4b5c", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["complexity"]}}, {"ruleId": "scanner-141b30a41e03817b", "level": "note", "message": {"text": "No license file detected"}, "properties": {"repobilityId": "501636bfe7fcfbe0", "scanner": "scanner-primary", "fingerprint": "141b30a41e03817b", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["license", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-3ab5d313dda8e5f9", "level": "note", "message": {"text": "Debug logging residue appears in source files"}, "properties": {"repobilityId": "37b63c1a705e23cf", "scanner": "scanner-primary", "fingerprint": "3ab5d313dda8e5f9", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["debug", "cleanup", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-b9088664ace7f748", "level": "note", "message": {"text": "Composite production-readiness gap"}, "properties": {"repobilityId": "73c1a01d76730731", "scanner": "scanner-primary", "fingerprint": "b9088664ace7f748", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["production-readiness", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-749d4bc1bd66df5f", "level": "warning", "message": {"text": "Agent instructions exist but release-hardening basics are missing"}, "properties": {"repobilityId": "afc7df0299d862fe", "scanner": "scanner-primary", "fingerprint": "749d4bc1bd66df5f", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["agent-instructions", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-bea357a6497a2d5d", "level": "warning", "message": {"text": "Agent authority lacks a verifier contract: CLAUDE.md"}, "properties": {"repobilityId": "aae72df3934829ac", "scanner": "scanner-primary", "fingerprint": "bea357a6497a2d5d", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["agent-instructions", "verification", "claude_instruction"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "CLAUDE.md"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-a3d757abe7f4acad", "level": "none", "message": {"text": "Commented-code block (11 lines) in forward_test.py:319"}, "properties": {"repobilityId": "797abad5f5c511ae", "scanner": "scanner-primary", "fingerprint": "a3d757abe7f4acad", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-8e047ab7af03962f", "level": "note", "message": {"text": "7 env vars used in code but missing from .env.example"}, "properties": {"repobilityId": "5a0455f6498c27ad", "scanner": "scanner-primary", "fingerprint": "8e047ab7af03962f", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "config-drift"]}}, {"ruleId": "scanner-0027e313ade46c8f", "level": "note", "message": {"text": "Near-duplicate function bodies in 7 places"}, "properties": {"repobilityId": "a8d2e2617de9bc03", "scanner": "scanner-primary", "fingerprint": "0027e313ade46c8f", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}]}]}