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AI Coding Agent Tutorials

Let a coding agent validate its own changes against real dependencies, or test agent-written pull requests before you merge them.

TutorialDescription
CursorUse Cursor's agent and the Signadot MCP server to route cluster traffic to code on your machine and verify changes in a closed loop.
Claude CodeChange a service locally with Claude Code and validate it end to end through the cluster with routing keys.
CodexLet Codex create a sandbox, run code locally and iterate on its own until a test passes.
DevinGive Devin the Signadot CLI and MCP server so it runs end-to-end tests in your cluster before it reports back.
Modal SandboxesRun Claude Code in a Modal Sandbox and test its changes end to end against your cluster, with only an API key.
Jira Coding AgentTake a Jira work item to a pull request tested in a sandbox, with Bitbucket Pipelines and Playwright.
CodeRabbitRun integration tests on every pull request, then have CodeRabbit explain and fix the failing tests.