当 Pi/Codex/AI Agent 的工具调用、Shell 命令、MCP、浏览器桥接、npm/Node、Git、Playwright 或外部集成失败时使用;优先检索本地 verified recipes,执行安全修复,无法匹配时按降级流程询问用户并在验证成功后沉淀新 recipe。Use when a tool, command, MCP server, browser bridge, package manager, or integration fails; search verified local recipes first, apply safe fixes, and save only verified fixes.
当 Pi/Codex/AI Agent 的工具调用、Shell 命令、MCP、浏览器桥接、npm/Node、Git、Playwright 或外部集成失败时使用;优先检索本地 verified recipes,执行安全修复,无法匹配时按降级流程询问用户并在验证成功后沉淀新 recipe。Use when a tool, command, MCP server, browser bridge, package manager, or integration fails; search verified local recipes first, apply safe fixes, and save only verified fixes.