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soconnell345-geotech/GeotechStaffEngineer

https://github.com/soconnell345-geotech/GeotechStaffEngineer · scanned 2026-06-16 00:17 UTC (2 months, 2 weeks ago)

96 raw signals (0 security + 96 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 79 actionable findings from 1 signal source. 17 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
83.9
/100
Security checks
84
0 findings
System graph
84
77.8% cov · 79 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 2 Medium 4 Low 38 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 79 Crowd 0 Layer: Software 20 Frontend 1 Security 3 Cicd 1 Quality 54
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Scan summary Repository scanned at 83.9/100 with 77.8% coverage. It contains 8457 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 96 findings — concentrated in quality (71), software (20), security (3). Risk profile is high: 0 critical, 2 high, 4 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 44 of 79 actionable findings. 96 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 funhouse_agent/adapters/reliability_adapter.py:51
Found a known-risky pattern (eval_used). Review and replace if possible.
funhouse_agent/adapters/reliability_adapter.py:51 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in pystra_agent/pystra_utils.py:173
Found a known-risky pattern (eval_used). Review and replace if possible.
pystra_agent/pystra_utils.py:173 Eval used
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 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/publish.yml CI/CD securitySupply chainGithub actions
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 Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 27 placeholder/mock markers across 17 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 227 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 13 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: foundry/seismic_signals_agent_foundry.py:function, foundry/pystrata_agent_foundry.py:function 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 separ…
13 occurrences
repo-level (13 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: axial_pile/soil_profile.py:total_thickness, drilled_shaft/soil_profile.py:total_thickness, downdrag/soil.py:total_depth This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or …
2 occurrences
repo-level (2 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: foundry/subsurface_char_agent_foundry.py:function, foundry/calc_package_agent_foundry.py:function, foundry/dxf_import_agent_foundry.py:function, foundry/pdf_import_agent_foundry.py:function This is *the* AI-coder failure mode (4× more duplication in …
5 occurrences
repo-level (5 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `model_copy` in funhouse_agent/deep/databricks_bridge.py:245
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 `one_plus_v2` in reliability/pem.py:152
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 `R_old` in retaining_walls/tests/test_retaining_walls.py:743
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 `spencer_fos_legacy` in slope_stability/__init__.py:23
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 `spencer_fos_legacy` in slope_stability/methods.py:276
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 `yielded_old` in fem2d/tests/test_mc3d.py:74
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: awrap_model_call
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
funhouse_agent/deep/limits.py:128
low System graph software Dead code conf 1.00 Possibly dead Python function: capacity_at_blow_count
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
wave_equation/bearing_graph.py:55
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_axial_pile
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
generate_all_pdfs.py:191
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_bearing_capacity
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
generate_all_pdfs.py:30
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_downdrag
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
generate_all_pdfs.py:297
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_drilled_shaft
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
generate_all_pdfs.py:247
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_ground_improvement
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
generate_all_pdfs.py:429
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_lateral_pile
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
generate_all_pdfs.py:63
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_pile_group
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
generate_all_pdfs.py:520
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_retaining_walls
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
generate_all_pdfs.py:380
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_seismic_geotech
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
generate_all_pdfs.py:351
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_settlement
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
generate_all_pdfs.py:141
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_sheet_pile
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
generate_all_pdfs.py:554
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_slope_stability
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
generate_all_pdfs.py:97
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_wave_equation
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
generate_all_pdfs.py:473
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_bearing_graph
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
wave_equation/results.py:57
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_blow_result
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
wave_equation/results.py:18
low System graph software Dead code conf 1.00 Possibly dead Python function: preview_file
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
funhouse_agent/notebook.py:125
low System graph software Dead code conf 1.00 Possibly dead Python function: wrap_model_call
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
funhouse_agent/deep/limits.py:122
low System graph software Dead code conf 1.00 Possibly dead Python function: wrapper
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
funhouse_agent/adapters/_reference_common.py:143
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: foundry/groundhog_agent_foundry.py (1178 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: funhouse_agent/adapters/calc_package.py (1202 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: funhouse_agent/deep/eval_harness.py (1731 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: geotech_common/soil_profile.py (2258 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: groundhog_agent.py (3258 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: lateral_pile/validation.py (1370 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: retaining_walls/calc_steps.py (1466 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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