OpsAgent

Goal-driven autonomous AI agent that monitors service health, diagnoses incidents, and takes bounded recovery actions.

Key Features

• Goal-driven agent loop (observe → decide → act)
• Dynamic tool selection
• Log intelligence (RAG over logs)
• Severity classification
• Automatic restart (bounded action)
• Slack alert routing
• Incident memory
• Confidence scoring
• Escalation logic
• Docker-based safe execution

Tech Stack

• FastAPI
• LangChain
• LangGraph
• OpenAI API (LLM)
• Qdrant
• SQLite
• Docker
• Docker Compose
• Slack Webhook

Get Started

• Build your fastapi app image and configure in tools/container_manager.py

1. Create Python Virtual Environment

# Create virtual environment
python -m venv venv

# Activate virtual environment
source venv/bin/activate

2. Install Dependencies

pip install -r requirements.txt

3. Start FastAPI

uvicorn agent.main:app --reload --port 9000

Quick Hosting

cloudflared tunnel --url http://localhost:9000

Design Summary

START
  ↓
analyze_log (LLM)
  ↓
decision_router
   ↙        ↓         ↘
restart   slack    alerts
   ↓         ↓         ↓
store_incident_memory
   ↓
END