Enterprise Multi-Agent Operations Assistant is an AI-powered operational intelligence platform that demonstrates how multiple specialized AI agents collaborate using a shared workflow state to analyze incidents, determine severity, perform root cause analysis, retrieve historical incidents, and generate operational recommendations.
The project showcases multi-agent orchestration, agent-to-agent communication, semantic retrieval, executive summarization, and AI-assisted operational decision support.
- Multi-Agent Orchestration
- Shared Workflow State
- Agent-to-Agent Communication
- Incident Classification
- Escalation Management
- Severity Assessment
- Notification Routing
- Root Cause Analysis (RCA)
- Executive Summary Generation
- Historical Incident Retrieval
- AI-Assisted Recommendations
- Workflow Traceability
- Streamlit Dashboard
Coordinates workflow execution and shared state management.
Determines incident category.
Determines escalation path.
Assigns incident severity.
Determines notification actions.
Generates likely root cause analysis.
Creates executive operational summaries.
Produces consolidated incident assessment.
Retrieves similar historical incidents using semantic search.
Generates AI-assisted recommendations.
- Python
- Streamlit
- Ollama
- Llama Models
- ChromaDB
- Vector Embeddings
- Performance incident analysis
- Availability incident analysis
- Security incident analysis
- Operational recommendations
- Historical incident matching
- Executive operational summaries
- Workflow execution trace visualization
Operational incident intake interface for submitting production issues into the multi-agent workflow.
Multi-agent workflow showing how the incident moves through specialized agents.
AI-generated operational summary with classification, severity, escalation, and root-cause analysis.
Agent-by-agent execution trace showing orchestration transparency.
Semantic retrieval of similar historical incidents using ChromaDB.
LLM-assisted recommendations, remediation actions, and risk assessment.
Final consolidated operational response produced by the coordinated agent workflow.
Status: Advanced AI MVP Complete ✅
Completion: ~97%
Enterprise-style multi-agent operational intelligence platform demonstrating orchestration, retrieval, reasoning, root cause analysis, executive summarization, workflow traceability, and AI-assisted operational decision support.