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sdutianhao/FHMM

https://github.com/sdutianhao/FHMM · scanned 2026-06-16 00:05 UTC (2 months, 3 weeks ago)

36 raw signals (0 security + 36 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 3 weeks ago · v1 · 36 actionable findings from 1 signal source. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
81.2
/100
Security checks
81
0 findings
System graph
81
55.6% cov · 36 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 3 Low 30 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 36 Crowd 0 Layer: Software 23 Frontend 1 Security 1 Cicd 1 Quality 10
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Scan summary Repository scanned at 81.2/100 with 55.6% coverage. It contains 69 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 36 findings — concentrated in software (23), quality (10), frontend (1). Risk profile is low: 0 critical, 0 high, 3 medium. Recommended next step: open the software layer findings first — that's where the highest-impact wins live.

Showing 33 of 36 actionable findings. 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 cicd CI/CD security conf 1.00 No CI/CD pipelines detected
No GitHub Actions, GitLab CI, or CircleCI configs found. Without CI you can't gate deploys on tests/lints.
CI/CD securityCoverage
medium System graph quality Tests conf 1.00 Very low test-to-source ratio
0 test file(s) for 2 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, ci. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation.
Repo hardeningGenerated repo pattern
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 300 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 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: fhmm_haze_dust.py:jumpEM_00, fhmm_haze_dust.py:jumpEM_4 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 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: build_train_set_by_ratio
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:3981
low System graph software Dead code conf 1.00 Possibly dead Python function: calculate_metrics
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:3924
low System graph software Dead code conf 1.00 Possibly dead Python function: check_result
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:2463
low System graph software Dead code conf 1.00 Possibly dead Python function: CollapseXis
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:229
low System graph software Dead code conf 1.00 Possibly dead Python function: compute_and_plot_three_ROCs
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:2739
low System graph software Dead code conf 1.00 Possibly dead Python function: DescaleAlphasBetas
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:600
low System graph software Dead code conf 1.00 Possibly dead Python function: DrawObservedGivenHidden
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:833
low System graph software Dead code conf 1.00 Possibly dead Python function: equations
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:928
low System graph software Dead code conf 1.00 Possibly dead Python function: evaluate_and_plot
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:3830
low System graph software Dead code conf 1.00 Possibly dead Python function: forecast_weather_markov
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:3757
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_comprehensive_report
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:3929
low System graph software Dead code conf 1.00 Possibly dead Python function: Get_observed_weights
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:1490
low System graph software Dead code conf 1.00 Possibly dead Python function: hidden_state_monthly_accuracy_chart
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:2285
low System graph software Dead code conf 1.00 Possibly dead Python function: jumpEM_0
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:1841
low System graph software Dead code conf 1.00 Possibly dead Python function: jumpEM_00
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:1903
low System graph software Dead code conf 1.00 Possibly dead Python function: jumpEM_1
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:1966
low System graph software Dead code conf 1.00 Possibly dead Python function: jumpEM_2
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:2090
low System graph software Dead code conf 1.00 Possibly dead Python function: jumpEM_3
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:2028
low System graph software Dead code conf 1.00 Possibly dead Python function: jumpEM_4
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:2154
low System graph software Dead code conf 1.00 Possibly dead Python function: log_sum_exp
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:109
low System graph software Dead code conf 1.00 Possibly dead Python function: SetInitialHiddenSubstate
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:130
low System graph software Dead code conf 1.00 Possibly dead Python function: SetTransitionSubmatrix
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:122
low System graph software Dead code conf 1.00 Possibly dead Python function: test_lognormality
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fhmm_haze_dust.py:2473
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: code/FHMM.py (5715 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: fhmm_haze_dust.py (4100 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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