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How to Build a DevOps Automation Agent

Automate infrastructure management, deployments, monitoring, and incident response with AI agents.

Overview

DevOps automation agents handle infrastructure provisioning, deployment pipelines, monitoring alert triage, and incident response. They can execute shell commands, manage cloud resources, read logs, and create tickets. The best DevOps agents are carefully sandboxed — code execution capabilities need strict permission boundaries to prevent accidental damage.

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Matching Capabilities
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Platforms
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Categories
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Safe-Rated

💡 Implementation Tips

1.

NEVER give unrestricted code execution — always sandbox

2.

Use read-only capabilities for monitoring, separate write access for actions

3.

Require human approval for destructive operations (deletes, restarts)

4.

Log everything — you need audit trails for infrastructure changes

🔧 Recommended Capabilities

Alexei Led Aws

dangerous

Execute AWS CLI commands through the Model Context Protocol (MCP). Requires AWS credentials configured on the host.

DevelopmentmcpTrust: 75/100
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Basemcpserver

dangerous

A minimal, containerized base for building MCP servers with the Python SDK, featuring a standardized Docker image and local development setup.

DevelopmentmcpTrust: 75/100
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Deployment Aws

dangerous

A guide and example code for deploying MCP servers cost-effectively on AWS and integrating them with AI agent frameworks.

DevelopmentmcpTrust: 75/100
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Go Google

dangerous

(MCP) server for Google Workspace. Drive, Gmail, Calendar, Sheets, Docs, Tasks and People via AI agents.

ProductivitymcpTrust: 75/100
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Google Ads

dangerous

MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.

Search & WebmcpTrust: 75/100
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Google Bigquery Mcp Server By Cdata

dangerous

Connect to Google BigQuery databases using CData's MCP Server. Requires a separate CData JDBC Driver license.

Data & StoragemcpTrust: 75/100
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Google Calendar Plus

dangerous

A server for full Google Calendar management, including creating, updating, and deleting events. Requires Google OAuth2 authentication.

Security & AuthmcpTrust: 75/100
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Google Calendars Mcp Server By Cdata

dangerous

A read-only MCP server by CData that enables LLMs to query live Google Calendars data. Requires a separate CData JDBC Driver for Google Calendars.

DevelopmentmcpTrust: 75/100
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Google Data Catalog Mcp Server By Cdata

dangerous

A read-only MCP server for Google Data Catalog, powered by CData. Requires a separate CData JDBC Driver for operation.

DevelopmentmcpTrust: 75/100
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Google Sheets

dangerous

A server that connects to the Google Sheets API, enabling AI-driven spreadsheet automation and data manipulation.

DevelopmentmcpTrust: 75/100
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Google Sheets Mcp Server By Cdata

dangerous

A read-only MCP server for Google Sheets, enabling LLMs to query live data using the CData JDBC Driver.

DevelopmentmcpTrust: 75/100
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Microsoft Planner Mcp Server By Cdata

dangerous

A read-only MCP server enabling LLMs to query live Microsoft Planner data using the CData JDBC Driver.

DevelopmentmcpTrust: 75/100
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Modelcontextprotocol

dangerous

An MCP server that connects to Perplexity's Sonar API, enabling real-time web-wide research in conversational AI.

DevelopmentmcpTrust: 75/100
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Remote Mcp Server Googleauth

dangerous

A remote MCP server with built-in Google OAuth authentication, designed for deployment on Cloudflare Workers.

Cloud & InfrastructuremcpTrust: 75/100
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Google Docs Mcp Shared

caution

Interact with Google Docs and Google Drive for document creation, editing, and file management, with support for shared drives.

Files & DocumentsmcpTrust: 75/100
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Aws Cli

dangerous

Generate and execute AWS CLI commands using natural language.

DevelopmentmcpTrust: 70/100
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Aws Athena

dangerous

An MCP server for querying and interacting with AWS Athena.

Cloud & InfrastructuremcpTrust: 70/100
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Aws Cognito

dangerous

An MCP server for AWS Cognito, providing authentication and user management.

Cloud & InfrastructuremcpTrust: 70/100
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Aws Postgress

dangerous

A read-only MCP server for querying AWS PostgreSQL databases.

Data & StoragemcpTrust: 70/100
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Aws S3

dangerous

An MCP server for managing files and buckets on AWS S3. Requires AWS credentials for authentication.

Cloud & InfrastructuremcpTrust: 70/100
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Cloudflare Mcp Google Oauth Analytics

dangerous

A remote MCP server with built-in Google OAuth authentication and analytics tracking.

Cloud & InfrastructuremcpTrust: 70/100
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Core

dangerous

Core AWS MCP server providing prompt understanding and server management capabilities.

DevelopmentmcpTrust: 70/100
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Genai Toolbox

dangerous

Open source MCP server specializing in easy, fast, and secure tools for Databases.

DevelopmentmcpTrust: 70/100
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Google Ad Manager Mcp Server By Cdata

dangerous

A read-only MCP server for querying live Google Ad Manager data, powered by CData.

DevelopmentmcpTrust: 70/100
→

📂 Related Categories

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