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boblee0717/llm-learning

https://github.com/boblee0717/llm-learning · scanned 2026-06-17 01:41 UTC (1 month, 1 week ago)

61 raw signals (0 security + 61 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 1 week ago · v2 · last Δ +4.8 (diff) · 47 actionable findings from 1 signal source. 14 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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Combined
81.5
/100
Security checks
82
0 findings
System graph
82
55.6% cov · 47 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 3 Medium 5 Low 23 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 47 Crowd 0 Layer: Software 13 Security 4 Quality 30
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Scan summary Repository scanned at 81.5/100 with 55.6% coverage. It contains 458 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 61 findings — concentrated in quality (44), software (13), security (4). Risk profile is high: 0 critical, 3 high, 5 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 31 of 47 actionable findings. 61 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.

high System graph security security conf 1.00 Insecure pattern 'eval_used' in phase5-agent-architecture/01_minimal_agent_loop.py:38
Found a known-risky pattern (eval_used). Review and replace if possible.
phase5-agent-architecture/01_minimal_agent_loop.py:38 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in phase5-agent-architecture/02_tool_calling.py:50
Found a known-risky pattern (eval_used). Review and replace if possible.
phase5-agent-architecture/02_tool_calling.py:50 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in phase5-agent-architecture/03_agent_runtime.py:42
Found a known-risky pattern (eval_used). Review and replace if possible.
phase5-agent-architecture/03_agent_runtime.py:42 Eval used
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: AGENTS.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.
AGENTS.md VerificationAgents md
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, ci, tests. 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 Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, ci, tests. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation.
Repo hardeningGenerated 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 Tests conf 1.00 Very low test-to-source ratio
0 test file(s) for 46 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Maintenance conf 1.00 37 TODO/FIXME markers
High count of TODO/FIXME/HACK markers — track them as issues so they're not forgotten.
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 1382 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 quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 12 places
Functions with the same first-5-line body hash: phase2-transformer/reset_exercises_04.py:main, phase2-transformer/reset_exercises_05.py:main, phase2-transformer/reset_exercises_03.py:main, phase2-transformer/reset_exercises_02.py:main This is *the* AI-coder failure mode (4× more duplication in vib…
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 3 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: phase2-transformer/03_multi_head_attention_self_write.py:require_true, phase2-transformer/04_transformer_block_self_write.py:require_true This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene…
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 7 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: phase2-transformer/reset_exercises_04.py:replace_block, phase2-transformer/reset_exercises_03.py:replace_block, phase2-transformer/reset_exercises_02.py:replace_block This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see …
7 occurrences
repo-level (7 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 5 occurrences Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: phase2-transformer/05_gpt_from_scratch.py:forward, phase2-transformer/05_gpt_from_scratch.py:forward, phase2-transformer/05_gpt_from_scratch.py:forward, phase2-transformer/05_gpt_from_scratch.py:forward This is *the* AI-coder failure mode (4× more du…
5 occurrences
repo-level (5 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 7 places
Functions with the same first-5-line body hash: phase2-transformer/03_multi_head_attention_self_write.py:require_not_none, phase2-transformer/02_self_attention_self_write.py:require_not_none, phase2-transformer/04_transformer_block_self_write.py:require_not_none, phase0-math/03_reshape_transpose_sp…
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 9 places
Functions with the same first-5-line body hash: phase2-transformer/reset_exercises_03.py:replace_once, phase2-transformer/reset_exercises_02.py:replace_once, phase2-transformer/reset_exercises_01.py:replace_once, phase0-math/reset_exercises_04.py:replace_once This is *the* AI-coder failure mode (4…
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 `π_old` in phase3-training/04_rlhf.py:256
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: loss_b
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phase0-math/04_matrix_calculus_self_write.py:100
low System graph software Dead code conf 1.00 Possibly dead Python function: loss_fn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phase0-math/04_matrix_calculus.py:84
low System graph software Dead code conf 1.00 Possibly dead Python function: loss_W
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phase0-math/04_matrix_calculus_self_write.py:98
low System graph software Dead code conf 1.00 Possibly dead Python function: loss_W1
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phase0-math/04_matrix_calculus.py:155
low System graph software Dead code conf 1.00 Possibly dead Python function: loss_W1_2
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phase0-math/04_matrix_calculus_self_write.py:143
low System graph software Dead code conf 1.00 Possibly dead Python function: loss_X
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phase0-math/04_matrix_calculus_self_write.py:99
low System graph software Dead code conf 1.00 Possibly dead Python function: loss_z
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phase0-math/04_matrix_calculus_self_write.py:204
low System graph software Dead code conf 1.00 Possibly dead Python function: loss_z
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phase0-math/04_matrix_calculus.py:215
low System graph software Dead code conf 1.00 Possibly dead Python function: loss_z_batch
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phase0-math/04_matrix_calculus_self_write.py:245
low System graph software Dead code conf 1.00 Possibly dead Python function: temperature_sample
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phase3-training/05_inference_optimization.py:296
low System graph software Dead code conf 1.00 Possibly dead Python function: tool_calculator
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phase5-agent-architecture/01_minimal_agent_loop.py:32
low System graph software Dead code conf 1.00 Possibly dead Python function: top_k_sample
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phase3-training/05_inference_optimization.py:301
low System graph software Dead code conf 1.00 Possibly dead Python function: top_p_sample
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phase3-training/05_inference_optimization.py:308
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