mcp-enterprise-aiops-agent

mcp-enterprise-aiops-agent

An MCP server that enables autonomous self-healing AIOps by monitoring system metrics and executing dynamic remediation through LLM-driven tool routing, with support for Streamlit UI and CLI.

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README

šŸ¤– MCP Enterprise AIOps Agent & Gateway

A Production-Grade Model Context Protocol (MCP) implementation in Python powered by Groq Llama-3.3-70B and Streamlit Web UI.

This project functions as an Autonomous Self-Healing AIOps Engine that monitors system metrics, detects memory/CPU threshold breaches, and dynamically executes remediation tools to restore server health without human intervention.


🌟 Key Features

  • Autonomous LLM Agent: Leverages Anthropic's Model Context Protocol (MCP) and Groq LLM Function Calling.
  • Self-Healing Architecture: Automatically detects high CPU/RAM usage (e.g. >80%) and triggers remediation scripts down to safe levels (~35%).
  • Dynamic Tool Router: Centralized registry mapping LLM tool requests to python functions.
  • Zero-Trust Security: Token authentication middleware and Human-in-the-Loop authorization hooks for sensitive operations.
  • Multi-Interface Support: Operates via Streamlit Web UI & CLI Terminal with Winston-style Python logging.

šŸ› ļø Project Architecture

mcp-enterprise-aiops-agent/ ā”œā”€ā”€ .env ā”œā”€ā”€ .gitignore ā”œā”€ā”€ requirements.txt ā”œā”€ā”€ README.md ā”œā”€ā”€ app_gui.py └── src/ ā”œā”€ā”€ init.py ā”œā”€ā”€ security/ │ ā”œā”€ā”€ init.py │ ā”œā”€ā”€ auth.py # Zero-Trust JWT/Token Validation │ └── privacy_gateway.py # Presidio-style PII Redaction & Data Masking ā”œā”€ā”€ tools/ │ ā”œā”€ā”€ init.py │ ā”œā”€ā”€ system_tool.py # System Health Monitoring & Self-Healing │ └── external_api_tool.py# Microservice Tool Integration ā”œā”€ā”€ core/ │ ā”œā”€ā”€ init.py │ ā”œā”€ā”€ policy_engine.py # OPA-style Policy Enforcement & Human-in-the-Loop │ ā”œā”€ā”€ tool_router.py # Dynamic MCP Tool Registration & Execution │ └── llm_agent.py # Multi-turn Autonomous Agent Loop └── utils/ ā”œā”€ā”€ init.py └── logger.py # Structured Audit Logging (OpenTelemetry style)vice Data)

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