I just launched StackQL MCP Server on Claude AI Directory. The universal, self-discoverable control plane for any cloud or SaaS provider. Query and provision with SQL over MCP. claudeai.directory/launches/…
When agents write to your infrastructure, "plan, review, apply" starts to break down.
Agents run continuously. Multiple actors touch the same resources. A state file that caches what one tool did last time can't reflect what's actually there right now. Drift stops being an exception and becomes the default.
Tutorial 2 shows a different pattern: query before mutation.
→ Read live cloud state from the API
→ Apply a policy gate to bound what any single run can do
→ Mutate only what's out of policy
→ Verify
Every run starts from reality instead of a cached view. Demonstrated end to end against Google Cloud Storage bucket encryption. Same pattern works from a shell or from an agent through stackql's MCP server in Claude Desktop.
If the pattern makes sense to you, star the repo: github.com/stackql/stackql
Full tutorial: stackql.io/blog/query-before…
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