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.

samaofm04/vabot

https://github.com/samaofm04/vabot · scanned 2026-06-16 04:38 UTC (1 month, 3 weeks ago)

39 raw signals (0 security + 39 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 3 weeks ago · v1 · 37 actionable findings from 1 signal source. 2 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
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 98.5/100 with 55.6% coverage. It contains 1020 nodes across 30 cross-layer flows, written primarily in mixed languages. Engine surfaced 39 findings — concentrated in software (27), quality (12). Risk profile is low: 0 critical, 0 high, 2 medium. Recommended next step: open the software layer findings first — that's where the highest-impact wins live.

Showing 36 of 37 actionable findings. 39 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, 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 quality Tests conf 1.00 Very low test-to-source ratio
0 test file(s) for 24 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 9 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 3 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: image_transform.py:load_config, video_transform.py:load_config 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.
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: veille_telegram.py:load_config, gms.py:load_config, linkscale.py:load_config, mypuls.py:load_config 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…
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 quality Docs conf 1.00 No README detected
No README file was found. Generated repos without README context are hard to operate, validate, or safely hand off.
ReadmeRepo hardeningGenerated repo pattern
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_migrate_from_v1` in mypuls_creator_settings.py:94
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 `ig_get_post_info_v2` in insta_scraper.py:208
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: config_summary_text
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
image_transform.py:428
low System graph software Dead code conf 1.00 Possibly dead Python function: config_summary_text
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
video_transform.py:389
low System graph software Dead code conf 1.00 Possibly dead Python function: deco
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
web_upload.py:3803
low System graph software Dead code conf 1.00 Possibly dead Python function: delete_post
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mypuls_scheduler.py:706
low System graph software Dead code conf 1.00 Possibly dead Python function: invalidate_cache
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mypuls.py:416
low System graph software Dead code conf 1.00 Possibly dead Python function: is_bookmarked
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
veille.py:58
low System graph software Dead code conf 1.00 Possibly dead Python function: list_accounts
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
jailbreak.py:123
low System graph software Dead code conf 1.00 Possibly dead Python function: list_collections
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mypuls_scheduler.py:233
low System graph software Dead code conf 1.00 Possibly dead Python function: list_pending_deletes
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mypuls_scheduler.py:809
low System graph software Dead code conf 1.00 Possibly dead Python function: list_team_groups
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
gms.py:698
low System graph software Dead code conf 1.00 Possibly dead Python function: list_va_names_for_identity
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
jailbreak.py:348
low System graph software Dead code conf 1.00 Possibly dead Python function: loop
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
web_upload.py:23467
low System graph software Dead code conf 1.00 Possibly dead Python function: pick_next
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
text_pool.py:166
low System graph software Dead code conf 1.00 Possibly dead Python function: proxy_media_thumb
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mypuls_scheduler.py:816
low System graph software Dead code conf 1.00 Possibly dead Python function: quick_generate_for_identity
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
gms.py:839
low System graph software Dead code conf 1.00 Possibly dead Python function: remove_by_url
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
veille.py:106
low System graph software Dead code conf 1.00 Possibly dead Python function: rename_va
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
jailbreak.py:433
low System graph software Dead code conf 1.00 Possibly dead Python function: reorder_links
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
bio_links.py:84
low System graph software Dead code conf 1.00 Possibly dead Python function: reset_config
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
image_transform.py:205
low System graph software Dead code conf 1.00 Possibly dead Python function: reset_config
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
video_transform.py:126
low System graph software Dead code conf 1.00 Possibly dead Python function: reset_to_default
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
onboarding.py:219
low System graph software Dead code conf 1.00 Possibly dead Python function: reset_va_counter
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
gms.py:796
low System graph software Dead code conf 1.00 Possibly dead Python function: run_web_app
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
web_upload.py:28792
low System graph software Dead code conf 1.00 Possibly dead Python function: set_model_for_identity
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
mypuls.py:84
low System graph software Dead code conf 1.00 Possibly dead Python function: setup_hook
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
main.py:38
low System graph software Dead code conf 1.00 Possibly dead Python function: transform_image
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
image_transform.py:318
low System graph software Dead code conf 1.00 Possibly dead Python function: transform_video
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
video_transform.py:197
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/1aef3f24-dc6a-4206-b832-31a0354aa5ea/

To check status programmatically (no auth required):

curl -s https://repobility.com/api/v1/public/scan/1aef3f24-dc6a-4206-b832-31a0354aa5ea/

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.