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akmaier/Agent4CT

https://github.com/akmaier/Agent4CT · scanned 2026-06-16 02:50 UTC (2 months, 1 week ago) · 10 languages

272 raw signals (112 security + 160 graph) 70th percentile · Python · medium (20-100K LoC)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v5 · 29 actionable findings from 2 signal sources. 90 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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66.7% cov · 7 findings

Score breakdown â 2026-05-18-v5

Component	Sub-score	Weight	Contribution
`structure_score`	40.0	0.15	6.00
`security_score`	100.0	0.25	25.00
`testing_score`	0.0	0.20	0.00
`documentation_score`	68.0	0.15	10.20
`practices_score`	42.0	0.15	6.30
`code_quality`	45.0	0.10	4.50
Overall		1.00	52.0

security_score may be inflated — optional security scanners were skipped on this fast scan

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 0 High 3 Medium 4 Low 5 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 22 System graph 7 Crowd 0 Layer: Software 2 Quality 22 Security 3 Frontend 1 Cicd 1

Exclude dismissed / FP Exclude test files

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Scan summary Repository scanned at 77.1/100 with 66.7% coverage. It contains 7 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 7 findings — concentrated in quality (4), frontend (1), security (1). Risk profile is low: 0 critical, 0 high, 3 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 12 of 29 actionable findings. 119 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 Security checks quality Quality conf 1.00 ✓ Repobility [MINED107] Missing import: `stat` used but not imported: The file uses `stat.something(...)` but never imports `stat`. This raises NameError at runtime the first time the line executes.

Add `import stat` at the top of the file.

data/_common.py:140

high Security checks quality Quality conf 1.00 ✓ Repobility [MINED107] Missing import: `time` used but not imported: The file uses `time.something(...)` but never imports `time`. This raises NameError at runtime the first time the line executes.

Add `import time` at the top of the file.

cluster/rrze_agent.py:680

high Security checks quality Quality conf 1.00 ✓ Repobility 25 occurrences [MINED108] `self._redundancy_weights` used but never assigned in __init__: Method `fbp` of class `PyronnFanBeamProjector` reads `self._redundancy_weights`, but no assignment to it exists in __init__ (and no class-level fallback). This raises AttributeError the first time the method runs against an instance.

Initialize `self._redundancy_weights = <default>` in __init__, or add a class-level default.

6 files, 25 locations

pentathlon/demo_dl_reference/solver_wu_2015_trainable.py:180, 181, 182, 187, 199, 228, 229, 235 (9 hits)

ddssl_ldct/siddon_projector.py:214, 215, 217, 218 (6 hits)

pentathlon/demo_dl_reference/solver_hammernik_vn.py:135, 136, 155 (3 hits)

scripts/fit_geometry_forward_L014_v4.py:145, 146, 149 (3 hits)

ddssl_ldct/pyronn_projector.py:452, 453 (2 hits)

pentathlon/demo_dl_reference/solver_hammernik_2017.py:124, 126 (2 hits)

medium Security checks software dependencies conf 0.90 ✓ Repobility 6 occurrences [MINED124] requirements.txt: `numpy<3` has no version pin: Unpinned pip requirement means every fresh install may resolve a different version. Newer releases can introduce malicious code (typosquats, account compromises). Reproducible installs need exact pins.

Replace `numpy<3` with `numpy<3==<version>` and manage upgrades through PRs / Dependabot.

lines 2, 3, 4, 5, 6, 7

requirements.txt:2, 3, 4, 5, 6, 7 (6 hits)

low Security checks quality Error handling conf 0.55 ✓ Repobility 25 occurrences Broad exception handler needs review

This handler catches Exception/BaseException. It is actionable when it swallows errors without logging, re-raising, or returning a structured error. Handlers that intentionally convert exceptions into typed error results should not be treated as high risk.

10 files, 25 locations

data/fetch_mayo_ldct.py:181, 194, 299, 329, 355 (5 hits)

scripts/det_spacing_ablation_L014.py:59, 68, 196 (3 hits)

scripts/ffs_sign_ablation_L014.py:62, 71, 240 (3 hits)

scripts/pixel_spacing_ablation_L014.py:58, 67, 198 (3 hits)

cluster/rrze_agent.py:672, 727 (2 hits)

ddssl_ldct/harness.py:323, 472 (2 hits)

ddssl_ldct/metrics.py:321, 325 (2 hits)

scripts/fit_fbp_geometry_L014.py:62, 71 (2 hits)

Error handlingquality

medium System graph quality Agent instructions conf 1.00 Agent instructions exist but release-hardening basics are missing

AI-coder instruction files were found, but the repo is missing license, ci. Treat this as a contract gap: the agent is guided, but the generated output is not yet guarded by the controls that make it repeatable.

Repo hardeningGenerated repo pattern

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

low Security checks quality Quality conf 0.60 30 occurrences Duplicated implementation block across source files

Duplicate implementation blocks are maintenance debt. Keep them visible, but they are not a high-severity defect unless the duplicated logic is security-sensitive or drifting.

12 files, 25 locations

pentathlon/demo_dl_reference/solver_itnet_v3.py:28, 146, 210, 211 (4 hits)

pentathlon/demo_dl_reference/solver_learned_primal_dual.py:146, 158, 241, 242 (4 hits)

pentathlon/demo_dl_reference/solver_dual_ddomain_supervised.py:54, 65, 172 (3 hits)

pentathlon/demo_dl_reference/solver_wu_2015.py:227, 233, 236 (3 hits)

pentathlon/demo_dl_reference/solver_itnet.py:110, 168 (2 hits)

pentathlon/demo_dl_reference/solver_itnet_v2.py:84, 109 (2 hits)

pentathlon/demo_dl_reference/solver_tv_iterative.py:68, 70 (2 hits)

pentathlon/demo_dl_reference/solver_diffusion.py:50

duplicationquality

low Security checks quality Documentation No LICENSE file

Add a LICENSE file to your repository. Use choosealicense.com to pick the right license (MIT for permissive, Apache 2.0 for patent protection, GPL for copyleft).

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 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

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