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sumanth-botlagunta/yolov8-poly-dist-tf

https://github.com/sumanth-botlagunta/yolov8-poly-dist-tf · scanned 2026-06-16 00:25 UTC (2 months, 2 weeks ago)

62 raw signals (0 security + 62 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 59 actionable findings from 1 signal source. 3 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
87.2
/100
Security checks
87
0 findings
System graph
87
77.8% cov · 59 findings
Critical
0
click to filter
Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 0 Medium 11 Low 23 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 59 Crowd 0 Layer: Software 7 Frontend 1 Security 1 Quality 50
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Scan summary Repository scanned at 87.2/100 with 77.8% coverage. It contains 1237 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 62 findings — concentrated in quality (50), software (10), frontend (1). Risk profile is low: 0 critical, 0 high, 11 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 34 of 59 actionable findings. 62 raw detector signals were grouped into reader-sized issues. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/agents/loss-reviewer.md
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.
.claude/agents/loss-reviewer.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/agents/pipeline-debugger.md
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.
.claude/agents/pipeline-debugger.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/commands/benchmark.md
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.
.claude/commands/benchmark.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/commands/continuous-eval.md
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.
.claude/commands/continuous-eval.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/commands/export.md
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.
.claude/commands/export.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/commands/migrate-ckpt.md
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.
.claude/commands/migrate-ckpt.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/commands/trace-shapes.md
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.
.claude/commands/trace-shapes.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent instructions exist but release-hardening basics are missing
AI-coder instruction files were found, but the repo is missing license. 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.
Repo hardeningGenerated repo pattern
medium System graph quality Placeholder conf 1.00 Critical user flow still appears backed by mock or placeholder data
A payment/auth/admin/order/billing-style flow contains mock, fake, TODO, dummy, or placeholder markers in runtime source. In the Fable corpus this is a high-leverage completeness smell: the app can look finished while the money, identity, or tenant flow is still scaffolded.
Mock dataCritical flowGenerated repo pattern
medium System graph security Coverage conf 1.00 No auth library detected
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.
auth
medium System graph quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 14 placeholder/mock markers across 4 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 146 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup.
CleanupRepo hardeningGenerated repo pattern
low System graph software Dead code candidate conf 1.00 File has no detected symbols: tools/legacy_weight_map_frozen.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: tools/trace_shapes.py:print_module_counts, tools/trace_shapes.py:print_shape_histogram This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate.
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: data_pipeline/tfds_decoders.py:decode, data_pipeline/tfds_decoders.py:decode, data_pipeline/tfds_decoders.py:decode This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or docu…
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 5 places
Functions with the same first-5-line body hash: models/backbone.py:call, models/backbone.py:call, models/backbone.py:call, models/backbone.py:call This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why they're …
duplicatesduplication
low System graph quality License conf 1.00 No license file detected
No LICENSE/COPYING/NOTICE file was found. Generated repositories often omit licensing, which blocks reuse and automated intake.
Repo hardeningGenerated repo pattern
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_preprocess_polygons_v2` in data_pipeline/augmentations.py:596
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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_preprocess_polygons_v2` in data_pipeline/yolo_parser.py:173
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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_preprocess_polygons_v2` in eval/polygon_metrics.py:13
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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_preprocess_polygons_v2` in tests/test_polygon_preprocessing.py:1
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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_preprocess_polygons_v2` in tests/test_train_critical_sentinel_fixes.py:11
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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_preprocess_polygons_v2` in tests/unit/test_polygon_evaluator.py:10
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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `sem_to_old` in tests/integration/test_weight_map_migration.py:87
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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `unmatched_old` in tools/checkpoint_migration.py:496
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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `unmatched_old` in tools/checkpoint_weight_map.py:530
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.
old markerDead code
low System graph software Dead code conf 1.00 Possibly dead Python function: apply_albumentations
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
data_pipeline/augmentations.py:33
low System graph software Dead code conf 1.00 Possibly dead Python function: c2f_stack
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
models/decoder.py:106
low System graph software Dead code conf 1.00 4 occurrences Possibly dead Python function: call
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
4 files, 4 locations
models/backbone.py:299
models/decoder.py:120
models/head.py:158
models/yolo_v8.py:59
low System graph software Dead code conf 1.00 Possibly dead Python function: decorator
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
configs/registry.py:26
low System graph software Dead code conf 1.00 Possibly dead Python function: hsv_augment
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
data_pipeline/augmentations.py:716
low System graph software Dead code conf 1.00 Possibly dead Python function: per_category_ap50
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval/coco_metrics.py:210
low System graph quality Provenance conf 1.00 Shallow git history limits provenance confidence
The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence.
Git historyGenerated repo pattern
low System graph quality Complexity conf 1.00 Very large file: tools/checkpoint_migration.py (1414 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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