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winstonsmith1897/DantinoX

https://github.com/winstonsmith1897/DantinoX · scanned 2026-06-16 00:58 UTC (2 months, 1 week ago)

73 raw signals (0 security + 73 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 51 actionable findings from 1 signal source. 22 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
74.0
/100
Security checks
74
0 findings
System graph
74
77.8% cov · 51 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 1 Medium 5 Low 39 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 51 Crowd 0 Layer: Software 30 Frontend 1 Security 1 Cicd 4 Quality 15
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Scan summary Repository scanned at 74.0/100 with 77.8% coverage. It contains 1131 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 73 findings — concentrated in quality (32), software (30), cicd (9). Risk profile is high: 0 critical, 1 high, 6 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 45 of 51 actionable findings. 73 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 benchmarks/run_all.py:340
Found a known-risky pattern (eval_used). Review and replace if possible.
benchmarks/run_all.py:340 Eval used
medium System graph cicd CI/CD security conf 1.00 2 occurrences GitHub Action is tag-pinned rather than SHA-pinned
codecov/codecov-action@v4 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
2 files, 2 locations
.github/workflows/ci.yml:72
.github/workflows/release.yml:51
CI/CD securitySupply chainGithub actions
medium System graph cicd CI/CD security conf 1.00 GitHub Actions workflow grants broad write permissions
CI tokens with write permissions increase blast radius when an action, dependency, or PR workflow is compromised. Prefer job-level least-privilege permissions.
.github/workflows/docs.yml CI/CD securitySupply chainGithub actions
medium System graph cicd CI/CD security conf 1.00 GitHub Actions workflow grants broad write permissions
CI tokens with write permissions increase blast radius when an action, dependency, or PR workflow is compromised. Prefer job-level least-privilege permissions.
.github/workflows/release.yml CI/CD securitySupply chainGithub actions
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — benchmarks/run_all.py:76
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — dantinox/cli.py:506
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 247 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 cicd CI/CD security conf 1.00 5 occurrences GitHub Action is tag-pinned rather than SHA-pinned
actions/setup-python@v5 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
2 files, 5 locations
.github/workflows/release.yml:19, 33, 45 (3 hits)
.github/workflows/tests.yml:20, 46 (2 hits)
CI/CD securitySupply chainGithub actions
low System graph quality Tests conf 1.00 Low test-to-source ratio
10 tests / 78 src (ratio 0.13).
low System graph quality Integrity conf 1.00 7 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: dantinox/generator.py:generate, dantinox/generator.py:stream 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.
7 occurrences
repo-level (7 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 4 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: dantinox/trainer.py:train_step, dantinox/trainer.py:train_step, dantinox/trainer.py:train_step 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 sepa…
4 occurrences
repo-level (4 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 9 occurrences Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: benchmarks/paradigm_ablations.py:body, benchmarks/paradigm_ablations.py:body, benchmarks/paradigm_ablations.py:body, benchmarks/paradigm_ablations.py:body This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.h…
9 occurrences
repo-level (9 hits)
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 software Dead code conf 1.00 Possibly dead Python function: body
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/paradigm_ablations.py:468
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_01_forward_by_mode_attn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_diffusion_ar.py:115
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_02_ar_tok_s_by_mode_attn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_diffusion_ar.py:143
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_03_diff_gen_tok_s
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_diffusion_ar.py:159
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_04_scale_latency
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_diffusion_ar.py:178
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_2d_batch_seq_kvcache
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:669
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_2d_flops_latency_throughput
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:699
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_2d_params_batch_throughput
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:730
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_2d_params_seq_latency
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:638
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_3d_batch_seq_kvcache
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:543
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_3d_flops_latency_throughput
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:574
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_3d_params_batch_throughput
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:606
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_3d_params_seq_latency
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:511
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_activation
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:311
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_attention_type
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:149
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_batch_attn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:407
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_batch_size
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:188
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_context_len
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:224
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_dtype
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:249
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_gqa_vs_cache
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:343
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_kv_cache
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:266
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_moe
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:294
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_pos_encoding
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:327
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_sampling
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:432
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_scale
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:164
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_scale_dtype
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/plot_inference.py:369
low System graph software Dead code conf 1.00 Possibly dead Python function: pure
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/paradigm_ablations.py:199
low System graph software Dead code conf 1.00 Possibly dead Python function: run_ceiling
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/paradigm_ablations.py:558
low System graph software Dead code conf 1.00 Possibly dead Python function: run_grid
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/paradigm_ablations.py:345
low System graph software Dead code conf 1.00 Possibly dead Python function: run_stack
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/paradigm_ablations.py:476
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: benchmarks/diffusion_ar_sweep.py (1135 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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