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88plug/scientific-method

https://github.com/88plug/scientific-method · scanned 2026-06-17 01:11 UTC (1 month, 2 weeks ago)

42 raw signals (0 security + 42 graph)

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Complete repo analysis

Last scanned 1 month, 2 weeks ago · v2 · last Δ +8.6 (diff) · 33 actionable findings from 1 signal source. 9 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
85.3
/100
Security checks
85
0 findings
System graph
85
66.7% cov · 33 findings
Critical
0
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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 2 Low 28 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 33 Crowd 0 Layer: Software 21 Security 1 Quality 11
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Scan summary Repository scanned at 85.3/100 with 66.7% coverage. It contains 1199 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 42 findings — concentrated in software (27), quality (14), security (1). Risk profile is low: 0 critical, 0 high, 2 medium. Recommended next step: open the software layer findings first — that's where the highest-impact wins live.

Showing 30 of 33 actionable findings. 42 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 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
4 test file(s) for 124 source file(s) (ratio 0.03). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 250 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: eval-workspace/iteration-3/scenarios/r3s10_baseline/old_ingest.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
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: eval-workspace/iteration-3/scenarios/r3s07_determinism/src/b.py:g, eval-workspace/iteration-3/scenarios/r3s07_determinism/src/a.py:f This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Co…
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: eval-workspace/iteration-9/scenarios/r9s04_retry_policy/sim.py:score, eval-workspace/certification/golden-ratio/sim.py:score, eval-workspace/iteration-14-confirm/r14s04_invention/outputs/sim.py:score This is *the* AI-coder failure mode (4× more dupli…
2 occurrences
repo-level (2 hits)
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: eval-workspace/iteration-12/scenarios/r12s02_faildetect/sim.py:baseline, eval-workspace/iteration-10/scenarios/r10s08_quantile_admit/sim.py:baseline, eval-workspace/iteration-10/scenarios/r10s05_balancer/sim.py:baseline, eval-workspace/iteration-10/sc…
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `backup_v1` in eval-workspace/iteration-10/scenarios/r10s06_cdc/gen.py:4
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 `co_old` in eval-workspace/grand-challenge/frontier_sls.py:79
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 `parse_old` in eval-workspace/iteration-5/scenarios/r5s10_amdahl/pipeline.py:8
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 7 occurrences Possibly dead Python function: baseline
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
7 files, 7 locations
eval-workspace/certification/golden-ratio/sim.py:38
eval-workspace/iteration-10/scenarios/r10s05_balancer/sim.py:18
eval-workspace/iteration-10/scenarios/r10s08_quantile_admit/sim.py:28
eval-workspace/iteration-10/scenarios/r10s10_checkpoint/sim.py:25
eval-workspace/iteration-12/scenarios/r12s02_faildetect/sim.py:41
eval-workspace/iteration-12/scenarios/r12s03_cronsplay/sim.py:26
eval-workspace/iteration-9/scenarios/r9s04_retry_policy/sim.py:38
low System graph software Dead code conf 1.00 Possibly dead Python function: baseline_pick
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval-workspace/iteration-9/scenarios/r9s03_scheduler/sim.py:18
low System graph software Dead code conf 1.00 Possibly dead Python function: corrupt
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval-workspace/iteration-9/scenarios/r9s09_corruption_loc/sim.py:13
low System graph software Dead code conf 1.00 Possibly dead Python function: corrupt
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval-workspace/iteration-8/scenarios/r8s08_corruption/corrupt_sim.py:5
low System graph software Dead code conf 1.00 Possibly dead Python function: f
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval-workspace/iteration-3/scenarios/r3s07_determinism/src/a.py:1
low System graph software Dead code conf 1.00 Possibly dead Python function: g
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval-workspace/iteration-3/scenarios/r3s07_determinism/src/b.py:1
low System graph software Dead code conf 1.00 Possibly dead Python function: independent_det
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval-workspace/certification/golden-ratio/attack1b_in_sim.py:25
low System graph software Dead code conf 1.00 Possibly dead Python function: independent_rand
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval-workspace/certification/golden-ratio/attack1b_in_sim.py:34
low System graph software Dead code conf 1.00 Possibly dead Python function: independent_rand2
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval-workspace/certification/golden-ratio/attack1b_in_sim.py:41
low System graph software Dead code conf 1.00 Possibly dead Python function: make_corpus
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval-workspace/iteration-9/scenarios/r9s09_corruption_loc/sim.py:10
low System graph software Dead code conf 1.00 Possibly dead Python function: make_corpus
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval-workspace/iteration-8/scenarios/r8s08_corruption/corrupt_sim.py:2
low System graph software Dead code conf 1.00 Possibly dead Python function: make_sets
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval-workspace/iteration-10/scenarios/r10s09_setsync/sim.py:10
low System graph software Dead code conf 1.00 Possibly dead Python function: mirror
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval-workspace/grand-challenge/schur_sym.py:10
low System graph software Dead code conf 1.00 Possibly dead Python function: peek
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval-workspace/iteration-10/scenarios/r10s05_balancer/sim.py:11
low System graph software Dead code conf 1.00 Possibly dead Python function: randj
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval-workspace/iteration-13/scenarios/r13s01_ttl_lds/sim.py:37
low System graph software Dead code conf 1.00 Possibly dead Python function: reactive
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval-workspace/iteration-13/scenarios/r13s09_autoscale/sim.py:35
low System graph software Dead code conf 1.00 Possibly dead Python function: stream
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval-workspace/iteration-8/scenarios/r8s03_dedup_mem/gen_stream.py:2
low System graph software Dead code conf 1.00 Possibly dead Python function: violations
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval-workspace/grand-challenge/schur_sls.py:20
low System graph software Dead code conf 1.00 Possibly dead Python function: violations_schur
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval-workspace/grand-challenge/search_engine.py:19
low System graph software Dead code conf 1.00 Possibly dead Python function: worker
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
eval-workspace/grand-challenge/run_frontier.py:8
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