Darklyter/NSFWImageIndexer — Repobility public scan

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

Darklyter/NSFWImageIndexer

https://github.com/Darklyter/NSFWImageIndexer · scanned 2026-06-17 01:26 UTC (1 month, 2 weeks ago)

73 raw signals (0 security + 73 graph)

File as issue Image

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 2 weeks ago · v2 · last Δ +19.8 (diff) · 56 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

Security checks

55.6% cov · 56 findings

click to filter

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 0 High 2 Medium 5 Low 43 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 56 Crowd 0 Layer: Software 30 Security 3 Quality 23

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 96.5/100 with 55.6% coverage. It contains 721 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 73 findings — concentrated in quality (40), software (30), security (3). Risk profile is high: 0 critical, 2 high, 5 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 50 of 56 actionable findings. 73 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 'python_os_system' in launcher.py:117

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

launcher.py:117 Python os system

high System graph security security conf 1.00 Insecure pattern 'tls_verify_false' in src/llmii.py:697

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

src/llmii.py:697 Tls verify false

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 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 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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — launcher.py:245

`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 — src/llmii_setup.py:63

`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

low System graph quality Debug conf 1.00 Debug logging residue appears in source files

Found 368 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 15 occurrences Near-duplicate function bodies in 2 places

Functions with the same first-5-line body hash: explore_performers.py:addItem, src/llmii_gui.py:addItem 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.

15 occurrences

repo-level (15 hits)

duplicatesduplication

low System graph quality Integrity conf 1.00 4 occurrences Near-duplicate function bodies in 3 places

Functions with the same first-5-line body hash: src/llmii_gui.py:run, src/llmii_gui.py:run, src/llmii_gui.py:run 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 Integrity conf 1.00 Old/deprecated-named symbol `no_backup` in src/llmii.py:683

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 `no_backup` in src/llmii_gui.py:1492

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 `no_backup` in tests/ab_compare_models.py:97

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 `test_new_name_preferred_over_legacy` in tests/test_sidecar_naming.py:51

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: backfill_colored_hair

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_db.py:1215

low System graph software Dead code conf 1.00 Possibly dead Python function: backfill_from_raw

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_db.py:1459

low System graph software Dead code conf 1.00 Possibly dead Python function: closeEvent

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

tag_review.py:2012

low System graph software Dead code conf 1.00 Possibly dead Python function: edit_instruction

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_gui.py:799

low System graph software Dead code conf 1.00 Possibly dead Python function: edit_skip_folders

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_gui.py:804

low System graph software Dead code conf 1.00 Possibly dead Python function: expandingDirections

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_gui.py:1789

low System graph software Dead code conf 1.00 Possibly dead Python function: hasHeightForWidth

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

explore_performers.py:150

low System graph software Dead code conf 1.00 Possibly dead Python function: hasHeightForWidth

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_gui.py:1792

low System graph software Dead code conf 1.00 Possibly dead Python function: heightForWidth

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

explore_performers.py:153

low System graph software Dead code conf 1.00 Possibly dead Python function: heightForWidth

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_gui.py:1795

low System graph software Dead code conf 1.00 Possibly dead Python function: include_performer_tag

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_db.py:1106

low System graph software Dead code conf 1.00 Possibly dead Python function: include_tag_globally

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_db.py:1139

low System graph software Dead code conf 1.00 Possibly dead Python function: link_studio_gallery

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_db.py:560

low System graph software Dead code conf 1.00 Possibly dead Python function: link_studio_image

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_db.py:580

low System graph software Dead code conf 1.00 Possibly dead Python function: navigate_first

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_gui.py:2365

low System graph software Dead code conf 1.00 Possibly dead Python function: navigate_last

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_gui.py:2402

low System graph software Dead code conf 1.00 Possibly dead Python function: navigate_next

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_gui.py:2386

low System graph software Dead code conf 1.00 Possibly dead Python function: navigate_prev

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_gui.py:2371

low System graph software Dead code conf 1.00 Possibly dead Python function: process_callback

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_gui.py:1699

low System graph software Dead code conf 1.00 Possibly dead Python function: resume_indexer

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_gui.py:2438

low System graph software Dead code conf 1.00 Possibly dead Python function: select_directory

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_gui.py:2262

low System graph software Dead code conf 1.00 Possibly dead Python function: set_paused

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_gui.py:2671

low System graph software Dead code conf 1.00 Possibly dead Python function: set_stopped

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_gui.py:2675

low System graph software Dead code conf 1.00 Possibly dead Python function: show_help

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_gui.py:794

low System graph software Dead code conf 1.00 Possibly dead Python function: show_settings

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_gui.py:2241

low System graph software Dead code conf 1.00 Possibly dead Python function: stop_indexer

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_gui.py:2689

low System graph software Dead code conf 1.00 Possibly dead Python function: toggle_pause

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_gui.py:2679

low System graph software Dead code conf 1.00 Possibly dead Python function: update_api_status

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_gui.py:2289

low System graph software Dead code conf 1.00 Possibly dead Python function: update_image_preview

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_gui.py:2305

low System graph software Dead code conf 1.00 Possibly dead Python function: upsert_studio

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/llmii_db.py:549

low System graph quality Complexity conf 1.00 Very large file: explore_performers.py (1481 lines)

Files with >800 lines often hide complexity hotspots and discourage tests.

low System graph quality Complexity conf 1.00 Very large file: src/llmii.py (3757 lines)

Files with >800 lines often hide complexity hotspots and discourage tests.

low System graph quality Complexity conf 1.00 Very large file: src/llmii_db.py (2068 lines)

Files with >800 lines often hide complexity hotspots and discourage tests.

low System graph quality Complexity conf 1.00 Very large file: src/llmii_gui.py (2817 lines)

Files with >800 lines often hide complexity hotspots and discourage tests.

low System graph quality Complexity conf 1.00 Very large file: src/llmii_setup.py (1317 lines)

Files with >800 lines often hide complexity hotspots and discourage tests.

low System graph quality Complexity conf 1.00 Very large file: tag_review.py (2074 lines)

Files with >800 lines often hide complexity hotspots and discourage tests.

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/4c217622-a682-4d80-a64d-96d16ec4d841/

To check status programmatically (no auth required):

curl -s https://repobility.com/api/v1/public/scan/4c217622-a682-4d80-a64d-96d16ec4d841/

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.