GCP MCP Log Diagnostics
Provides tools for fetching logs from GCP Cloud Logging, enabling analysis and diagnosis of cloud resources.
Uses Gemini AI to analyze GCP logs, diagnose issues, identify root causes, and suggest fixes.
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., "@GCP MCP Log Diagnosticsdiagnose errors in the last hour from Cloud Run"
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.
GCP MCP Log Diagnostics
This project provides tools for diagnosing Google Cloud Platform (GCP) logs using the Model Context Protocol (MCP) and Google Gemini AI.
Overview
diagnose.py: A script that uses Gemini AI to analyze GCP logs fetched via MCP tools. It diagnoses issues, identifies root causes, and suggests fixes.log_mcp_server.py: An MCP server that exposes tools for fetching logs from GCP Cloud Logging.
Prerequisites
Python 3.8+
Google Cloud Project with appropriate permissions for Cloud Logging
Gemini API key
Setup
Clone or download the project files.
Install dependencies:
pip install -r requirements.txtSet up environment variables in a
.envfile:GEMINI_API_KEY=your_gemini_api_key_hereEnsure your Google Cloud credentials are configured (e.g., via
gcloud auth application-default login).Run the diagnosis:
python diagnose.py
Usage
The diagnose.py script is configured to fetch the last 2 hours of ERROR and CRITICAL logs from Cloud Run and provide a diagnosis. You can modify the query in the script or extend it for other resource types.
Dependencies
python-dotenv: For loading environment variablesgoogle-generativeai: For interacting with Gemini AIfastmcp: For MCP client and server functionalitygoogle-cloud-logging: For accessing GCP Cloud Logging
License
[Add license information if applicable]
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