How an AI Terminal Assistant Became My Team's Most Productive Engineer - Opencode + Claude + MCP

Short summary

OpenCode, an AI-powered CLI assistant using Claude and MCP, connects engineering teams to live production systems (AWS, Datadog, GitHub, Azure DevOps) via natural language queries, reducing incident response time by 14x. Engineers create focused sessions for different workstreams—incident response, documentation, cost analysis—maintaining persistent context across conversations. The pattern demonstrates how specialized AI agents with infrastructure access can amplify team productivity without new dashboards or runbooks.

• •AI terminal assistant resolves infrastructure incidents in 14 seconds versus manual cross-platform troubleshooting
• •MCP servers provide real-time data access to AWS, Datadog, GitHub, Azure DevOps, and PagerDuty without credentials exposure
• •Focused agent sessions with persistent context enable specialized workflows for incident response, documentation, sprint planning, and cost analysis

Generated with AI, which can make mistakes.