{"version": "2.1.0", "$schema": "https://json.schemastore.org/sarif-2.1.0.json", "runs": [{"tool": {"driver": {"name": "Repobility", "informationUri": "https://repobility.com", "rules": [{"id": "scanner-d0264d7c2b8fa8fa", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-ee92cce489141e49", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-b7e206f6cb51559d", "name": "Possibly dead Python function: lr_lambda", "shortDescription": {"text": "Possibly dead Python function: lr_lambda"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-fa8b6a170007659b", "name": "Possibly dead Python function: gen_heat", "shortDescription": {"text": "Possibly dead Python function: gen_heat"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-f04f9a6685185a16", "name": "Possibly dead Python function: gen_advection", "shortDescription": {"text": "Possibly dead Python function: gen_advection"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-1b42ef8ebcc6dc80", "name": "Possibly dead Python function: gen_burgers", "shortDescription": {"text": "Possibly dead Python function: gen_burgers"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-46ccffba4efc51df", "name": "Possibly dead Python function: gen_rd", "shortDescription": {"text": "Possibly dead Python function: gen_rd"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-1a2e03af0566dad7", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-33b646badf57b0ae", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-8ee125dc22121db3", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-767585b7e314763d", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-9aa9b9627843ab61", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. 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Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-17f357c7c37c843c", "name": "Possibly dead Python function: near_degenerate_pair_correlation", "shortDescription": {"text": "Possibly dead Python function: near_degenerate_pair_correlation"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-d9925ff94b8e34ea", "name": "Possibly dead Python function: cross_probe_matrix", "shortDescription": {"text": "Possibly dead Python function: cross_probe_matrix"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-52f55233293c4415", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-c3117ee2d3f33e6f", "name": "Possibly dead Python function: forward", "shortDescription": {"text": "Possibly dead Python function: forward"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "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 51 source file(s) (ratio 0.02). 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 191 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-b97408a108e72637", "name": "Legacy-named symbol `mae_shear_v1` in scripts/train_baseline.py:12", "shortDescription": {"text": "Legacy-named symbol `mae_shear_v1` in scripts/train_baseline.py:12"}, "fullDescription": {"text": "Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-8aa42eabafd6a0b2", "name": "Legacy-named symbol `fae_vicreg_shear_v1` in scripts/eval_linear_probe.py:11", "shortDescription": {"text": "Legacy-named symbol `fae_vicreg_shear_v1` in scripts/eval_linear_probe.py:11"}, "fullDescription": {"text": "Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-6a3a3097437d1350", "name": "Legacy-named symbol `summary_v1` in arxiv/scripts/viz_v1_compact.py:44", "shortDescription": {"text": "Legacy-named symbol `summary_v1` in arxiv/scripts/viz_v1_compact.py:44"}, "fullDescription": {"text": "Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-53ab9346f5d8cfdd", "name": "Commented-code block (5 lines) in arxiv/scripts/train_fae_np.py:242", "shortDescription": {"text": "Commented-code block (5 lines) in arxiv/scripts/train_fae_np.py:242"}, "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-20084a6a20966a99", "name": "Commented-code block (6 lines) in arxiv/src/models/fae_np.py:172", "shortDescription": {"text": "Commented-code block (6 lines) in arxiv/src/models/fae_np.py:172"}, "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-49c98f7cedd9c977", "name": "Near-duplicate function bodies in 4 places", "shortDescription": {"text": "Near-duplicate function bodies in 4 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nbenchmarks/jepa/ijepa2d.py:forward, benchmarks/jepa/ijepa2d.py:forward, benchmarks/jepa/ijepa2d.py:forward, benchmarks/jepa/ijepa2d.py:forward\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}}, {"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:\nbenchmarks/mae/mae.py:get_2d_sincos_pos_embed_from_grid, benchmarks/mae/mae.py:get_2d_sincos_pos_embed\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}}, {"id": "scanner-be46ea126aa5d8dc", "name": "Near-duplicate function bodies in 3 places", "shortDescription": {"text": "Near-duplicate function bodies in 3 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\narxiv/src/models/fae_np.py:forward, arxiv/src/models/fae_np.py:forward, arxiv/src/models/fae_np.py:forward\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}}, {"id": "scanner-33a6b62e30ce7ab4", "name": "Near-duplicate function bodies in 6 places", "shortDescription": {"text": "Near-duplicate function bodies in 6 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\narxiv/src/models/jepa_vit.py:forward, arxiv/src/models/jepa_vit.py:forward, arxiv/src/models/jepa_vit.py:forward, arxiv/src/models/jepa_vit.py:forward\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}}, {"id": "scanner-02525d39071dd2c7", "name": "Near-duplicate function bodies in 5 places", "shortDescription": {"text": "Near-duplicate function bodies in 5 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\narxiv/src/models/baselines.py:forward, arxiv/src/models/baselines.py:forward, arxiv/src/models/baselines.py:forward, arxiv/src/models/baselines.py:forward\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}}, {"id": "scanner-122053f21232d80c", "name": "Near-duplicate function bodies in 14 places", "shortDescription": {"text": "Near-duplicate function bodies in 14 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nsrc/models/fae.py:forward, src/models/fae.py:forward, src/models/fae.py:forward, src/models/fae.py:forward\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/19654"}, "properties": {"repository": "SimingShan/FAE", "repoUrl": "https://github.com/SimingShan/FAE", "branch": "main"}, "results": [{"ruleId": "scanner-d0264d7c2b8fa8fa", "level": "note", "message": {"text": "Possibly dead Python function: forward"}, "properties": {"repobilityId": "ea414cce7f8e5874", "scanner": "scanner-primary", "fingerprint": "d0264d7c2b8fa8fa", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "benchmarks/jepa/ijepa2d.py:118"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-ee92cce489141e49", "level": "note", "message": {"text": "Possibly dead Python function: forward"}, "properties": {"repobilityId": "ea414cce7f8e5874", "scanner": "scanner-primary", "fingerprint": "ee92cce489141e49", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "benchmarks/mae/mae.py:174"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-b7e206f6cb51559d", "level": "note", "message": {"text": "Possibly dead Python function: lr_lambda"}, "properties": {"repobilityId": "27416b0173013406", "scanner": "scanner-primary", "fingerprint": "b7e206f6cb51559d", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "scripts/train_baseline.py:126"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-fa8b6a170007659b", "level": "note", "message": {"text": "Possibly dead Python function: gen_heat"}, "properties": {"repobilityId": "244b392572347f51", "scanner": "scanner-primary", "fingerprint": "fa8b6a170007659b", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "arxiv/data_gen/gen_g1_all.py:72"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-f04f9a6685185a16", "level": "note", "message": {"text": "Possibly dead Python function: gen_advection"}, "properties": {"repobilityId": "36169af7b24f0d80", "scanner": "scanner-primary", "fingerprint": "f04f9a6685185a16", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "arxiv/data_gen/gen_g1_all.py:92"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-1b42ef8ebcc6dc80", "level": "note", "message": {"text": "Possibly dead Python function: gen_burgers"}, "properties": {"repobilityId": "73a48767b3c504dd", "scanner": "scanner-primary", "fingerprint": "1b42ef8ebcc6dc80", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "arxiv/data_gen/gen_g1_all.py:112"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-46ccffba4efc51df", "level": "note", "message": {"text": "Possibly dead Python function: gen_rd"}, "properties": {"repobilityId": "85a2e4440c352e48", "scanner": "scanner-primary", "fingerprint": "46ccffba4efc51df", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "arxiv/data_gen/gen_g1_all.py:158"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-1a2e03af0566dad7", "level": "note", "message": {"text": "Possibly dead Python function: forward"}, "properties": {"repobilityId": "ea414cce7f8e5874", "scanner": "scanner-primary", "fingerprint": "1a2e03af0566dad7", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "arxiv/scripts/eval_fae_np.py:47"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-33b646badf57b0ae", "level": "note", "message": {"text": "Possibly dead Python function: forward"}, "properties": {"repobilityId": "ea414cce7f8e5874", "scanner": "scanner-primary", "fingerprint": "33b646badf57b0ae", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "arxiv/scripts/diag_pair_probe.py:103"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-8ee125dc22121db3", "level": "note", "message": {"text": "Possibly dead Python function: forward"}, "properties": {"repobilityId": "ea414cce7f8e5874", "scanner": "scanner-primary", "fingerprint": "8ee125dc22121db3", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "arxiv/scripts/train_fae_temporal.py:82"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-767585b7e314763d", "level": "note", "message": {"text": "Possibly dead Python 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