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wjhuron/Huronalytics

https://github.com/wjhuron/Huronalytics · scanned 2026-06-16 04:41 UTC (1 month, 2 weeks ago)

45 raw signals (0 security + 45 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 2 weeks ago · v1 · 30 actionable findings from 1 signal source. 15 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
93.0
/100
Security checks
93
0 findings
System graph
93
44.4% cov · 30 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 4 Low 16 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 30 Crowd 0 Layer: Software 7 Quality 23
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Scan summary Repository scanned at 93.0/100 with 44.4% coverage. It contains 374 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 45 findings — concentrated in quality (38), software (7). Risk profile is low: 0 critical, 0 high, 4 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 20 of 30 actionable findings. 45 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 Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, ci, operator-readme. 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 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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — generate_pitcher_card.py:188
`urllib.request.urlopen(...)` 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 Tests conf 1.00 Very low test-to-source ratio
1 test file(s) for 25 source file(s) (ratio 0.04). 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 426 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 16 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: Cards.py:avg_tilt, generate_batch_cards.py:avg_tilt 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.
16 occurrences
repo-level (16 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 quality Docs conf 1.00 No README detected
No README file was found. Generated repos without README context are hard to operate, validate, or safely hand off.
ReadmeRepo hardeningGenerated repo pattern
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_bg_hex_unused` in HitterCards.py:242
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: compute_all_hitters_xwoba3d
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pipeline_xwoba3d.py:177
low System graph software Dead code conf 1.00 Possibly dead Python function: lookup
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
HitterCards.py:466
low System graph software Dead code conf 1.00 Possibly dead Python function: normalize_event
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Hitter2026.py:88
low System graph software Dead code conf 1.00 Possibly dead Python function: normalize_team
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Hitter2026.py:45
low System graph software Dead code conf 1.00 Possibly dead Python function: refresh_if_stale
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fg_overrides.py:228
low System graph software Dead code conf 1.00 Possibly dead Python function: remap
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Pitcher2026.py:273
low System graph software Dead code conf 1.00 Possibly dead Python function: rv_hitter_runexp
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pipeline_sdplus.py:170
low System graph quality Complexity conf 1.00 Very large file: Cards.py (1895 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: HitterCards.py (2430 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: Pitcher2026.py (1756 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: process_data.py (3823 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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