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.

SPB-AI-Data-Science-Club/image-classifier

https://github.com/SPB-AI-Data-Science-Club/image-classifier · scanned 2026-06-16 02:57 UTC (2 months ago)

10 raw signals (0 security + 10 graph)

File as issue Image

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months ago · v2 · 10 actionable findings from 1 signal source. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON

88.9% cov · 10 findings

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 0 High 1 Medium 2 Low 5 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 10 Crowd 0 Layer: Quality 4 Frontend 1 Security 2 Cicd 1 Api 2

Exclude dismissed / FP Exclude test files

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 77.1/100 with 88.9% coverage. It contains 14 nodes across 2 cross-layer flows, written primarily in mixed languages. Engine surfaced 10 findings — concentrated in quality (4), security (2), api (2). Risk profile is high: 0 critical, 1 high, 2 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 8 of 10 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 auth conf 1.00 Flask mutation route `classify_route` without `@login_required` — app.py:94

Flask route declares POST/PUT/DELETE/PATCH methods without an auth decorator. Add `@login_required` (Flask-Login) or equivalent.

app.py:94 securityAuth flask unauth route

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 1 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 security security conf 1.00 Insecure pattern 'debug_true' in app.py:170

Found a known-risky pattern (debug_true). Review and replace if possible.

app.py:170 Debug true

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 api Wiring conf 1.00 Unused endpoint: ANY /

`app.py` declares `ANY /` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.

Unused endpoint

low System graph api Wiring conf 1.00 Unused endpoint: ANY /api/classify

`app.py` declares `ANY /api/classify` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.

Unused endpoint

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/5bd29cc0-2d6d-4abd-84a2-f7b81111791d/

To check status programmatically (no auth required):

curl -s https://repobility.com/api/v1/public/scan/5bd29cc0-2d6d-4abd-84a2-f7b81111791d/

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.