generated: '2026-07-19' method: searched status: published source: https://docs.flutterflow.io/ff-concepts/advanced/flutterflow-cli/flutterflow-mcp official: true server: name: flutterflow-ai description: Official FlutterFlow AI MCP server. Exposes FlutterFlow's Project APIs to an MCP-compatible agent (Claude Code, Gemini CLI, Codex) so it can read and modify a FlutterFlow project using real project context — plan changes, apply them, and report back into the visual builder. transport: stdio package: flutterflow_cli init: flutterflow ai init agent_configs: - agent: Claude Code file: .mcp.json - agent: Gemini CLI file: .gemini/settings.json - agent: Codex file: .codex/config.toml authentication: type: bearer token: FlutterFlow API key notes: A FlutterFlow API key is required during `flutterflow ai init`; input is masked. capabilities: - Live Sessions — apply changes to a running FlutterFlow app and display updates on the connected device (update screens, fix issues, inspect logs, trigger hot reload/restart, capture screenshots). tools: - name: run group: build description: Apply generated changes / build the project. - name: validate group: build description: Validate project changes before applying. - name: inspect group: explore description: Inspect project structure and resources. - name: resources group: explore description: List available project resources. - name: search group: explore description: Search within the project. - name: status group: explore description: Report project / session status. - name: plan group: plan-audit description: Plan a set of changes before applying. - name: trace group: plan-audit description: Trace how a change propagates. - name: history group: plan-audit description: Review change history. - name: context-check group: context description: Check that project context is current. - name: refresh-context group: context description: Refresh cached project context. - name: precache group: context description: Pre-cache project context for faster runs. - name: upgrade group: maintenance description: Upgrade the workspace/toolchain. - name: refresh-workspace group: maintenance description: Refresh the local workspace. - name: doctor group: maintenance description: Diagnose the workspace and toolchain. deployment: mode: local-stdio verified: searched tools: 15 checked: '2026-08-12' source: catalog MCP census