aiganak-aiops-mcp
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@aiganak-aiops-mcpanalyze the latest error logs and suggest a patch for the failing module"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
ā” 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.
š 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.
Related MCP server: log-analyzer-mcp
š System Architecture
1. High-Level Protocol & Component Boundaries
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
ā Client Layer (IDE / Agent) ā
ā (Cursor IDE / Claude Desktop / Custom LangGraph Agent) ā
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā¬āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
ā
ā Standard STDIO / JSON-RPC
ā¼
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ā aiganak-aiops-mcp (FastMCP Server) ā
ā ā
ā āāāāāāāāāāāāāāāāāāāāāāāāāā āāāāāāāāāāāāāāāāāāāāāāāāā āāāāāāāāāāāāāāāāāāāāā ā
ā ā query_log_file ā ā inspect_code_ast ā ā apply_code_patch ā ā
ā ā (DuckDB OLAP Engine) ā ā (Python AST Parser) ā ā (Git Safety Gate) ā ā
ā āāāāāāāāāāāāā¬āāāāāāāāāāāāā āāāāāāāāāāāāā¬āāāāāāāāāāāā āāāāāāāāāāā¬āāāāāāāāāā ā
āāāāāāāāāāāāāāāā¼āāāāāāāāāāāāāāāāāāāāāāāāāāā¼āāāāāāāāāāāāāāāāāāāāāāāā¼āāāāāāāāāāāā
ā ā ā
ā¼ ā¼ ā¼
āāāāāāāāāāāāāāāāāāāāā āāāāāāāāāāāāāāāāāāāāā āāāāāāāāāāāāāāāāāāāāā
ā JSONL/CSV Logs ā ā Source Code AST ā ā Host Codebase ā
āāāāāāāāāāāāāāāāāāāāā āāāāāāāāāāāāāāāāāāāāā āāāāāāāāāāāāāāāāāāāāā2. LangGraph Stateful Self-Healing Orchestrator
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā
ā node_log_analyzer ā <āāāā
āāāāāāāāāāāāāāāāā¬āāāāāāāāāāāāāāāāā ā
ā ā
ā¼ ā
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā ā
ā node_code_inspector ā ā
āāāāāāāāāāāāāāāāā¬āāāāāāāāāāāāāāāāā ā
ā ā
ā¼ ā
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā ā
ā node_patch_proposer ā ā (Retry Loop)
āāāāāāāāāāāāāāāāā¬āāāāāāāāāāāāāāāāā ā
ā ā
[ Human Approval Gate Interrupt ] ā
ā ā
(Approved / Local) ā
ā ā
ā¼ ā
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā ā
ā node_patch_applier ā ā
āāāāāāāāāāāāāāāāā¬āāāāāāāāāāāāāāāāā ā
ā ā
ā¼ ā
āāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāāā ā
ā node_verifier ā ā
āāāāāāāāāāāāāāāāā¬āāāāāāāāāāāāāāāāā ā
ā ā
[ Verification Passed? ] ā
/ \ ā
(Yes) (No) āāāāāāāāāāā
ā
ā¼
āāāāāāā
ā END ā
āāāāāāāMaintenance
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