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

utkarshalpha/multi-agent-research-pipeline

https://github.com/utkarshalpha/multi-agent-research-pipeline · scanned 2026-06-16 04:40 UTC (1 month, 3 weeks ago)

6 raw signals (0 security + 6 graph)

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

Complete repo analysis

Last scanned 1 month, 3 weeks ago · v1 · 6 actionable findings from 1 signal source. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
92.6
/100
Security checks
93
0 findings
System graph
93
77.8% cov · 6 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 1 Medium 1 Low 3 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 6 Crowd 0 Layer: Hardware 1 Quality 4 Security 1

All 39 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
_env_flag software healthy config.py:33
_configure_langsmith software healthy config.py:108
_accepts_temperature software healthy config.py:133
get_llm software healthy config.py:140
ainvoke_with_retry software healthy config.py:205
_enforce_api_key software healthy main.py:52
_prune_rate_limit_windows software healthy main.py:67
_enforce_rate_limit software healthy main.py:85
lifespan software healthy main.py:111
root software healthy main.py:139
favicon software healthy main.py:145
health software healthy main.py:151
sample_response software healthy main.py:157
_extract_citations software healthy main.py:166
research software healthy main.py:183

LabelLayerStatusPath
.env.example software healthy .env.example
PITCH.md software healthy PITCH.md
config.py software healthy config.py
requirements.txt software healthy requirements.txt
README.md software healthy README.md
docker-compose.yml software healthy docker-compose.yml
main.py software healthy main.py
Dockerfile software healthy Dockerfile

LabelLayerStatusPath
GET / api healthy main.py
GET /favicon.ico api healthy main.py
GET /health api healthy main.py
GET /sample-response api healthy main.py
POST /research api healthy main.py

LabelLayerStatusPath
port:8000 network healthy README.md
port:6333 network healthy docker-compose.yml
port:6334 network healthy docker-compose.yml
port:6379 network healthy docker-compose.yml

LabelLayerStatusPath
image::Dockerfile hardware healthy Dockerfile
qdrant hardware healthy docker-compose.yml
redis hardware healthy docker-compose.yml
app hardware healthy docker-compose.yml

LabelLayerStatusPath
utkarshalpha__multi-agent-research-pipeline software healthy /data/fable5_failed_archive/utkarshalpha__multi-agent-resea…

LabelLayerStatusPath
redis data healthy .env.example

LabelLayerStatusPath
127.0.0.1 network healthy README.md
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/f98d9678-2969-41a1-9c40-f5c3b9dd4e11/

To check status programmatically (no auth required): 

curl -s https://repobility.com/api/v1/public/scan/f98d9678-2969-41a1-9c40-f5c3b9dd4e11/

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.