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Panoptic

AI-powered SaaS audit platform that identifies inactive users, unused licences, orphaned accounts, and cost inefficiencies across organisation's tools.

Built with React, Python/Flask, and the Claude API.


What it does

Panoptic connects to your SaaS platforms, sends the collected data to Claude for analysis, and returns a structured audit report with:

  • Risk score (0–100)
  • Overall status (OK / WARNING / CRITICAL)
  • Findings with severity ratings and specific remediation recommendations
  • Positives — things that are healthy and working well

Supported integrations

Platform What Panoptic checks
Okta Inactive users, suspended accounts, deprovisioned users still active
Microsoft 365 Unused licences, ghost accounts, inactive users holding paid plans
Jira Stale projects, abandoned work, inactive licensed users
GitHub Ghost members, never-active accounts, stale repositories

Tech stack

Layer Technology
Frontend React, Tailwind CSS
Backend Python, Flask
AI Anthropic Claude API

Getting started

Prerequisites

  • Python 3.10+
  • Node.js 18+
  • An Anthropic API key

1. Clone the repo

git clone https://github.com/Ciaran11221/Panoptic.git
cd Panoptic

2. Set up the backend

cd backend
pip install -r requirements.txt
cp ../.env.example .env

Open .env and set your API key:

ANTHROPIC_API_KEY=your-key-here

Start Flask:

python app.py

3. Set up the frontend

cd ../frontend
npm install
npm start

Open http://localhost:3000 and click Run Audit (Mock Mode).


Mock mode

All four integrations ship with realistic mock data in backend/mock_data/. This lets you demo the full pipeline without any real SaaS accounts.


Project structure

Panoptic/
├── backend/
│   ├── app.py
│   ├── requirements.txt
│   ├── routes/
│   │   └── audit.py
│   └── mock_data/
│       ├── okta.json
│       ├── m365.json
│       ├── jira.json
│       └── github.json
├── frontend/
│   └── src/
│       └── App.js
├── .env.example
└── README.md

Roadmap

  • Live API integration for Okta, M365, Jira, GitHub
  • OAuth login flow
  • Scheduled audits with email reports
  • Export report as PDF

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AI-powered SaaS audit platform — React, Python, Claude API

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