MCP Servers

aiganak-aiops-mcp

Enables autonomous infrastructure diagnostics, log root-cause analysis, and safe code patching via tools for querying logs, inspecting Python AST, and applying git-safe patches.

README

⚡ AiGanak-AIOps-MCP

Autonomous Infrastructure & Code Health Diagnostic Agent over Model Context Protocol (MCP)
Developed by Akshay Bankar | AiGanak Technologies (aiganak.com) | Released under the Apache 2.0 License.

🌟 Overview

aiganak-aiops-mcp is a flagship reference architecture and open-source MCP server designed to automate infrastructure diagnostics, log root-cause analysis, and safe code patching.

By combining DuckDB OLAP analytics, Python AST structural inspection, LangGraph cyclic state machines, and Arize Phoenix LLMOps observability, this repository provides a top 1% reference blueprint for production-grade agentic integrations.

📐 System Architecture

1. High-Level Protocol & Component Boundaries

    ┌─────────────────────────────────────────────────────────────────────────────┐
    │                       Client Layer (IDE / Agent)                            │
    │           (Cursor IDE / Claude Desktop / Custom LangGraph Agent)            │
    └──────────────────────────────────────┬──────────────────────────────────────┘
                                           │
                                           │ Standard STDIO / JSON-RPC
                                           ▼
    ┌─────────────────────────────────────────────────────────────────────────────┐
    │                    aiganak-aiops-mcp (FastMCP Server)                       │
    │                                                                             │
    │  ┌────────────────────────┐ ┌───────────────────────┐ ┌───────────────────┐ │
    │  │    query_log_file      │ │   inspect_code_ast    │ │ apply_code_patch  │ │
    │  │  (DuckDB OLAP Engine)  │ │  (Python AST Parser)  │ │ (Git Safety Gate) │ │
    │  └───────────┬────────────┘ └───────────┬───────────┘ └─────────┬─────────┘ │
    └──────────────┼──────────────────────────┼───────────────────────┼───────────┘
                   │                          │                       │
                   ▼                          ▼                       ▼
        ┌───────────────────┐      ┌───────────────────┐    ┌───────────────────┐
        │  JSONL/CSV Logs   │      │  Source Code AST  │    │   Host Codebase   │
        └───────────────────┘      └───────────────────┘    └───────────────────┘

2. LangGraph Stateful Self-Healing Orchestrator

                 ┌────────────────────────────────┐
                 │       node_log_analyzer        │ <───┐
                 └───────────────┬────────────────┘     │
                                 │                      │
                                 ▼                      │
                 ┌────────────────────────────────┐     │
                 │      node_code_inspector       │     │
                 └───────────────┬────────────────┘     │
                                 │                      │
                                 ▼                      │
                 ┌────────────────────────────────┐     │
                 │      node_patch_proposer       │     │ (Retry Loop)
                 └───────────────┬────────────────┘     │
                                 │                      │
                   [ Human Approval Gate Interrupt ]    │
                                 │                      │
                        (Approved / Local)              │
                                 │                      │
                                 ▼                      │
                 ┌────────────────────────────────┐     │
                 │       node_patch_applier       │     │
                 └───────────────┬────────────────┘     │
                                 │                      │
                                 ▼                      │
                 ┌────────────────────────────────┐     │
                 │         node_verifier          │     │
                 └───────────────┬────────────────┘     │
                                 │                      │
                    [ Verification Passed? ]            │
                     /                    \             │
                  (Yes)                  (No) ──────────┘
                    │
                    ▼
                 ┌─────┐
                 │ END │
                 └─────┘

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