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.

liranfeder-tech/ai_council

https://github.com/liranfeder-tech/ai_council · scanned 2026-06-16 04:31 UTC (2 months ago)

23 raw signals (0 security + 23 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months ago · v1 · 21 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

All 178 nodes from the latest scan, grouped by kind. Each node is a unit the engine identified (file, function, endpoint, table…). Most users won't need this view — it's primarily for debugging the engine's graph extraction or for AI agents that want to enumerate the project structure.

LabelLayerStatusPath
_serper_search software healthy search_engine.py:53
search_is_available software healthy search_engine.py:75
_plan_queries_with_ai software healthy search_engine.py:80
get_live_market_data software dead search_engine.py:125
_fetch software healthy search_engine.py:156
_has_non_ascii software healthy academic_search.py:69
_norm_doi software healthy academic_search.py:74
_norm_title software healthy academic_search.py:86
_reconstruct_abstract software healthy academic_search.py:91
_academic_fallback software healthy academic_search.py:114
_parse_planned software healthy academic_search.py:129
_plan_academic_queries software healthy academic_search.py:173
_search_openalex software healthy academic_search.py:215
_search_semantic_scholar software healthy academic_search.py:286
_fetch_pubmed_abstracts software healthy academic_search.py:351
_search_pubmed software healthy academic_search.py:394
_split_pub_info software healthy academic_search.py:470
_search_scholar software healthy academic_search.py:485
search_academic_papers software healthy academic_search.py:552
_run software healthy academic_search.py:606
_rank_key software healthy academic_search.py:684
_language_label software healthy academic_search.py:711
build_literature_context_block software healthy academic_search.py:717
_parse_text software healthy file_reader.py:36
_parse_json software healthy file_reader.py:40
_parse_jsonl software healthy file_reader.py:52
_parse_csv software healthy file_reader.py:68
_row_str software healthy file_reader.py:84
_parse_pdf software healthy file_reader.py:95
_parse_excel software healthy file_reader.py:114
_parse_docx software healthy file_reader.py:140
extract_file software healthy file_reader.py:157
build_file_context software healthy file_reader.py:195
_vision_prefix software healthy logic_engine.py:101
_fetch_one_answer software healthy logic_engine.py:110
run_stage1_parallel_inference software healthy logic_engine.py:131
_build_other_answers_block software healthy logic_engine.py:195
_critique_one software healthy logic_engine.py:211
run_stage2_cross_critique software healthy logic_engine.py:246
_parse_verdict software healthy logic_engine.py:346
_collect_reverify_claims software healthy logic_engine.py:367
run_reverification software healthy logic_engine.py:392
_format_all_answers software healthy logic_engine.py:487
_format_all_critiques software healthy logic_engine.py:495
_format_all_dialectic software healthy logic_engine.py:509
_dialectic_one software healthy logic_engine.py:521
run_stage3_dialectic software healthy logic_engine.py:549
_build_critiques_summary software healthy logic_engine.py:610
_build_dialectic_summary software healthy logic_engine.py:628
_extract_disagreement_points software healthy logic_engine.py:641

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
search_engine.py software healthy search_engine.py
Procfile software healthy Procfile
firebase.json software healthy firebase.json
academic_search.py software healthy academic_search.py
requirements.txt software healthy requirements.txt
glossary.py software healthy glossary.py
file_reader.py software healthy file_reader.py
logic_engine.py software healthy logic_engine.py
ai_factory.py software healthy ai_factory.py
project_reader.py software healthy project_reader.py
app.py software healthy app.py
media_generator.py software healthy media_generator.py
history_manager.py software healthy history_manager.py
auth_manager.py software healthy auth_manager.py
report_generator.py software healthy report_generator.py

LabelLayerStatusPath
DisagreementPoint software healthy logic_engine.py:90
ReliabilityScorecard software healthy app.py:1226
_ReportPDF software healthy report_generator.py:311

LabelLayerStatusPath
liranfeder-tech__ai_council software healthy /data/fable5_failed_archive/liranfeder-tech__ai_council

LabelLayerStatusPath
nginx network healthy ai_factory.py

LabelLayerStatusPath
auth::auth_manager.py security healthy auth_manager.py
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/fe4d89eb-fcf3-47ac-9dac-ffcdbeae849e/

To check status programmatically (no auth required):

curl -s https://repobility.com/api/v1/public/scan/fe4d89eb-fcf3-47ac-9dac-ffcdbeae849e/

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.