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Containers running as root expand the blast radius of any vulnerability inside the image."}, "properties": {"scanner": "scanner-primary", "layer": "hardware", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-de3c1f217d72a063", "name": "Docker base image is tag-pinned but not digest-pinned: python:3.12-slim", "shortDescription": {"text": "Docker base image is tag-pinned but not digest-pinned: python:3.12-slim"}, "fullDescription": {"text": "Container tags can be retagged upstream. 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-6893a6c8b0861585", "name": "Very low test-to-source ratio", "shortDescription": {"text": "Very low test-to-source ratio"}, "fullDescription": {"text": "1 test file(s) for 24 source file(s) (ratio 0.04). Consider adding integration or unit tests for critical paths."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "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 30 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-ea8f3013f588db25", "name": "Shallow git history limits provenance confidence", "shortDescription": {"text": "Shallow git history limits provenance confidence"}, "fullDescription": {"text": "The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-8424db9c75e04ba4", "name": "Very short observed git history", "shortDescription": {"text": "Very short observed git history"}, "fullDescription": {"text": "The repo has multiple source files but two or fewer visible commits. This is not a failure by itself, but it lowers confidence in evolution-based diagnosis."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-c0838e6acf4f67bb", "name": "Commented-code block (5 lines) in adapters/harbor_agent.py:129", "shortDescription": {"text": "Commented-code block (5 lines) in adapters/harbor_agent.py:129"}, "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-2c04133e54348533", "name": "Near-duplicate function bodies in 2 places", "shortDescription": {"text": "Near-duplicate function bodies in 2 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nmonitor.py:compose, monitor.py:compose\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). 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Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}]}}, "automationDetails": {"id": "repobility/19265"}, "properties": {"repository": "seqi781/AGENT", "repoUrl": "https://github.com/seqi781/AGENT", "branch": "main"}, "results": [{"ruleId": "scanner-2c55d1fcd384ca2f", "level": "note", "message": {"text": "Possibly dead Python function: print_event"}, "properties": {"repobilityId": "2c95b78c71a87e02", "scanner": "scanner-primary", "fingerprint": "2c55d1fcd384ca2f", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "run_task.py:18"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-24b7e971f472db35", "level": "note", "message": {"text": "Possibly dead Python function: compose"}, "properties": {"repobilityId": "e8baae2c9d6dad8b", "scanner": "scanner-primary", "fingerprint": "24b7e971f472db35", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "monitor.py:185"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-e415b56077e4961d", "level": "note", "message": {"text": "Possibly dead Python function: log_message"}, "properties": {"repobilityId": "965f3150b4af5b2e", "scanner": "scanner-primary", "fingerprint": "e415b56077e4961d", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "viewer.py:248"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-03253eb034ecce16", "level": "note", "message": {"text": "Possibly dead Python function: do_GET"}, "properties": {"repobilityId": "2d943bb45e4f13bd", "scanner": "scanner-primary", "fingerprint": "03253eb034ecce16", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "viewer.py:258"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-a5d9967968c13d7a", "level": "note", "message": {"text": "Possibly dead Python function: next_outbound"}, "properties": {"repobilityId": "416598da1f22f1ca", "scanner": "scanner-primary", "fingerprint": "a5d9967968c13d7a", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "adapters/a2a_server.py:114"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-e2ad219e74f1d1d2", "level": "note", "message": {"text": "Possibly dead Python function: setup"}, "properties": {"repobilityId": "52737e4a6c586991", "scanner": "scanner-primary", "fingerprint": "e2ad219e74f1d1d2", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "adapters/harbor_agent.py:110"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-75a6ec5b85e383fc", "level": "note", "message": {"text": "Possibly dead Python function: populate_context_post_run"}, "properties": {"repobilityId": "d31042df0a700755", "scanner": "scanner-primary", "fingerprint": "75a6ec5b85e383fc", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "adapters/harbor_agent.py:193"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-d63da3583b14afc0", "level": "warning", "message": {"text": "Dockerfile runs as root: Dockerfile"}, "properties": {"repobilityId": "a2ed1bd120e507db", "scanner": "scanner-primary", "fingerprint": "d63da3583b14afc0", "layer": "hardware", "severity": "medium", "confidence": 1.0, "tags": ["security", "container"]}}, {"ruleId": "scanner-de3c1f217d72a063", "level": "note", "message": {"text": "Docker base image is tag-pinned but not digest-pinned: python:3.12-slim"}, "properties": {"repobilityId": "71f23fd8d8fa58ff", "scanner": "scanner-primary", "fingerprint": "de3c1f217d72a063", "layer": "hardware", "severity": "low", "confidence": 1.0, "tags": ["supply-chain", "docker", "pinned-dependencies"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "Dockerfile"}, "region": {"startLine": 9}}}]}, {"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-6893a6c8b0861585", "level": "warning", "message": {"text": "Very low test-to-source ratio"}, "properties": {"repobilityId": "54a7de3f06314bf0", "scanner": "scanner-primary", "fingerprint": "6893a6c8b0861585", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["tests", "coverage"]}}, {"ruleId": "scanner-141b30a41e03817b", "level": "note", "message": {"text": "No license file detected"}, "properties": {"repobilityId": "cc44089d9e25401e", "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": "17f660b16ec5d2e9", "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": "d4424afa27d3e670", "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": "4180bc64bbdeb55d", "scanner": "scanner-primary", "fingerprint": "749d4bc1bd66df5f", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["agent-instructions", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-ea8f3013f588db25", "level": "note", "message": {"text": "Shallow git history limits provenance confidence"}, "properties": {"repobilityId": "9a0295a3bbf6edc1", "scanner": "scanner-primary", "fingerprint": "ea8f3013f588db25", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}, {"ruleId": "scanner-8424db9c75e04ba4", "level": "none", "message": {"text": "Very short observed git history"}, "properties": {"repobilityId": "292958478e759cc5", "scanner": "scanner-primary", "fingerprint": "8424db9c75e04ba4", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}, {"ruleId": "scanner-c0838e6acf4f67bb", "level": "none", "message": {"text": "Commented-code block (5 lines) in adapters/harbor_agent.py:129"}, "properties": {"repobilityId": "d8a620a3cb7512e7", "scanner": "scanner-primary", "fingerprint": "c0838e6acf4f67bb", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["integrity", "commented-code", "dead-code"]}}, {"ruleId": "scanner-2c04133e54348533", "level": "note", "message": {"text": "Near-duplicate function bodies in 2 places"}, "properties": {"repobilityId": "9d8825322541781e", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-be46ea126aa5d8dc", "level": "note", "message": {"text": "Near-duplicate function bodies in 3 places"}, "properties": {"repobilityId": "ebb384a4ebe06b1e", "scanner": "scanner-primary", "fingerprint": "be46ea126aa5d8dc", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-be46ea126aa5d8dc", "level": "note", "message": {"text": "Near-duplicate function bodies in 3 places"}, "properties": {"repobilityId": "8f644d7a22776df1", "scanner": "scanner-primary", "fingerprint": "be46ea126aa5d8dc", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-be46ea126aa5d8dc", "level": "note", "message": {"text": "Near-duplicate function bodies in 3 places"}, "properties": {"repobilityId": "02de502dbc84b54a", "scanner": "scanner-primary", "fingerprint": "be46ea126aa5d8dc", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-be46ea126aa5d8dc", "level": "note", "message": {"text": "Near-duplicate function bodies in 3 places"}, "properties": {"repobilityId": "5dad84371284dca5", "scanner": "scanner-primary", "fingerprint": "be46ea126aa5d8dc", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-2c04133e54348533", "level": "note", "message": {"text": "Near-duplicate function bodies in 2 places"}, "properties": {"repobilityId": "79e435da8a8d0fc5", "scanner": "scanner-primary", "fingerprint": "2c04133e54348533", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}, {"ruleId": "scanner-be46ea126aa5d8dc", "level": "note", "message": {"text": "Near-duplicate function bodies in 3 places"}, "properties": {"repobilityId": "ffd890e236ba232d", "scanner": "scanner-primary", "fingerprint": "be46ea126aa5d8dc", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["integrity", "duplicate", "dry"]}}]}]}