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raidenippen/detect-model

https://github.com/raidenippen/detect-model · scanned 2026-06-15 23:45 UTC (2 months, 4 weeks ago)

23 raw signals (0 security + 23 graph)

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Complete repo analysis

Last scanned 2 months, 4 weeks ago · v1 · 23 actionable findings from 1 signal source. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
80.6
/100
Security checks
81
0 findings
System graph
81
66.7% cov · 23 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 1 Medium 6 Low 13 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 23 Crowd 0 Layer: Software 9 Frontend 1 Security 2 Cicd 1 Quality 10
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Scan summary Repository scanned at 80.6/100 with 66.7% coverage. It contains 127 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 23 findings — concentrated in quality (10), software (9), security (2). Risk profile is high: 0 critical, 1 high, 6 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 20 of 23 actionable findings. 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 CLAUDE.md:115
Found a known-risky pattern (eval_used). Review and replace if possible.
CLAUDE.md:115 Eval used
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: CLAUDE.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
CLAUDE.md VerificationClaude instruction
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, tests, operator-readme. 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 quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, ci, tests, 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 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 12 source file(s) (ratio 0.00). 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 170 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 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: classify
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/benchmark_baselines.py:91
low System graph software Dead code conf 1.00 Possibly dead Python function: closure
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/train.py:269
low System graph software Dead code conf 1.00 Possibly dead Python function: collect_coco
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/collect_real.py:387
low System graph software Dead code conf 1.00 Possibly dead Python function: collect_open_images
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/collect_real.py:338
low System graph software Dead code conf 1.00 Possibly dead Python function: collect_pexels
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/collect_real.py:161
low System graph software Dead code conf 1.00 Possibly dead Python function: collect_unsplash
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/collect_real.py:102
low System graph software Dead code conf 1.00 Possibly dead Python function: collect_wikimedia
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/collect_real.py:273
low System graph software Dead code conf 1.00 Possibly dead Python function: lr_lambda
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/train.py:403
low System graph software Dead code conf 1.00 Possibly dead Python function: worker_init
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/train.py:210
low System graph quality Docs conf 1.00 README lacks setup or run instructions
A README exists, but it does not contain common install/setup/run markers. This matches a frequent generated-code pattern: UI is present, operational handoff is thin.
ReadmeRepo hardeningGenerated repo pattern
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
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