Public scan — anyone with this URL can view this analysis. Sign up to track your own repos privately, run scheduled re-scans, and get AI fix prompts via your dashboard.
Sign up free Scan another repo

zeugirdoR/TOI-droplet

https://github.com/zeugirdoR/TOI-droplet · scanned 2026-06-16 01:12 UTC (2 months, 1 week ago)

25 raw signals (0 security + 25 graph)

File as issue Image
UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 22 actionable findings from 1 signal source. 3 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
96.8
/100
Security checks
97
0 findings
System graph
97
66.7% cov · 22 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 9 Low 11 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 22 Crowd 0 Layer: Software 7 Frontend 1 Security 2 Cicd 1 Quality 11
Corpus Intelligence Cross-corpus context (cohort percentile, top patterns, fix plan) is shown only on repositories you own. Sign up and connect your repo to view it.
Scan summary Repository scanned at 96.8/100 with 66.7% coverage. It contains 285 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 25 findings — concentrated in quality (14), software (7), security (2). Risk profile is low: 0 critical, 0 high, 9 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 20 of 22 actionable findings. 25 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, tests. 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 security conf 1.00 Insecure pattern 'subprocess_shell_true' in exploration/make_colab_nb.py:108
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
exploration/make_colab_nb.py:108 Subprocess shell true
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — exploration/make_colab_nb.py:43
`subprocess.run(...)` 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 Integrity conf 1.00 Network/subprocess call without timeout or try/except — exploration/run_headline.py:25
`subprocess.run(...)` 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 Integrity conf 1.00 Network/subprocess call without timeout or try/except — exploration/zipf_admission.py:48
`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 Integrity conf 1.00 Network/subprocess call without timeout or try/except — make_cartoon_fig.py:27
`subprocess.run(...)` 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 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 42 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 242 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 4 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: exploration/joint2d_gpu.py:action, exploration/mean_cov_memory.py:action 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.
4 occurrences
repo-level (4 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 software Dead code conf 1.00 Possibly dead Python function: fisher_g
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
exploration/level3_budget_mixture.py:36
low System graph software Dead code conf 1.00 Possibly dead Python function: forward
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
exploration/gpu_lm_compare.py:231
low System graph software Dead code conf 1.00 Possibly dead Python function: matvec_materialised
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
exploration/joint2d_gpu.py:125
low System graph software Dead code conf 1.00 Possibly dead Python function: obj
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
make_influence_fig.py:60
low System graph software Dead code conf 1.00 Possibly dead Python function: obj
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
exploration/level3_budget_mixture.py:127
low System graph software Dead code conf 1.00 Possibly dead Python function: reach
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
exploration/droplet3d_pi0.py:51
low System graph software Dead code conf 1.00 Possibly dead Python function: tau_of_q
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
exploration/zipf_admission.py:35
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
For AI agents: Voting guide (TP/FP) MCP manifest Stdio wrapper SARIF Integrate Findings queue Vote TP/FP on findings to calibrate the engine.
For AI agents + API integrations
Email me when this repo regresses
Free. We re-scan periodically; new criticals → your inbox. No signup required for the scan itself.
API access

This page is publicly accessible at: https://repobility.com/scan/c34dda9e-6a9f-4b30-a42a-c1cf57e70030/

To check status programmatically (no auth required): 

curl -s https://repobility.com/api/v1/public/scan/c34dda9e-6a9f-4b30-a42a-c1cf57e70030/

Important — please don't re-submit the same URL repeatedly. The submission endpoint is idempotent: re-submitting the same git URL returns this same scan_token, not a new one. To re-scan this repo, sign up free and use the dashboard.