https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/Recent content in 05｜OncallAgent 功能与源码解析 on Go to my blogsHugozh-cnSun, 09 Aug 2026 00:00:00 +0800https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/01.%20OncallAgent%20%E6%9E%B6%E6%9E%84%E5%85%A8%E6%99%AF%E4%B8%8E%E6%BA%90%E7%A0%81%E9%98%85%E8%AF%BB%E5%9C%B0%E5%9B%BE/Sun, 09 Aug 2026 00:00:00 +0800https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/01.%20OncallAgent%20%E6%9E%B6%E6%9E%84%E5%85%A8%E6%99%AF%E4%B8%8E%E6%BA%90%E7%A0%81%E9%98%85%E8%AF%BB%E5%9C%B0%E5%9B%BE/OncallAgent 是一个本地优先的 AIOps Agent 工作台。它把 Vue 3 工作区、FastAPI API 与 Agent 运行时、SQLite 持久化、Milvus 知识向量、Qwen 模型能力和外部 MCP 工具放进一条https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/02.%20HTTP%E3%80%81%E9%94%99%E8%AF%AF%E3%80%81OpenAPI%20%E4%B8%8E%20SSE%20%E5%85%B1%E4%BA%AB%E5%A5%91%E7%BA%A6/Sun, 09 Aug 2026 00:00:00 +0800https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/02.%20HTTP%E3%80%81%E9%94%99%E8%AF%AF%E3%80%81OpenAPI%20%E4%B8%8E%20SSE%20%E5%85%B1%E4%BA%AB%E5%A5%91%E7%BA%A6/在 OncallAgent 中，HTTP 与 SSE 不是两套互不相干的传输实现，而是前端、后端和 Agent 生命周期之间的公共语言。共享契约位于 packages/api-contracts ，覆盖响应 envelope、错误码、认证https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/03.%20%E7%94%A8%E6%88%B7%E8%AE%A4%E8%AF%81%E4%B8%8E%20tenant%20%E6%95%B0%E6%8D%AE%E9%9A%94%E7%A6%BB/Sun, 09 Aug 2026 00:00:00 +0800https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/03.%20%E7%94%A8%E6%88%B7%E8%AE%A4%E8%AF%81%E4%B8%8E%20tenant%20%E6%95%B0%E6%8D%AE%E9%9A%94%E7%A6%BB/OncallAgent 的权限模型从一个朴素但明确的规则开始：当前已认证用户的 ID 同时充当 tenant scope，直到未来引入独立的组织 tenant。这个决定贯穿 bearer session、FastAPI 依赖、SQLitehttps://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/04.%20Qwen%20%E6%A8%A1%E5%9E%8B%E6%8E%A5%E5%85%A5%E4%B8%8E%E6%9C%AC%E5%9C%B0%E5%AE%89%E5%85%A8%E9%85%8D%E7%BD%AE/Sun, 09 Aug 2026 00:00:00 +0800https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/04.%20Qwen%20%E6%A8%A1%E5%9E%8B%E6%8E%A5%E5%85%A5%E4%B8%8E%E6%9C%AC%E5%9C%B0%E5%AE%89%E5%85%A8%E9%85%8D%E7%BD%AE/OncallAgent 通过 OpenAI-compatible 协议接入 Qwen，而不是让业务代码直接依赖厂商私有 SDK。聊天模型与 embedding 使用 langchain-openai 的 ChatOpenAI 和https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/05.%20%E6%9C%AC%E5%9C%B0%E5%9F%BA%E7%A1%80%E8%AE%BE%E6%96%BD%E4%B8%8E%20Milvus%20%E5%90%91%E9%87%8F%E8%BE%B9%E7%95%8C/Sun, 09 Aug 2026 00:00:00 +0800https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/05.%20%E6%9C%AC%E5%9C%B0%E5%9F%BA%E7%A1%80%E8%AE%BE%E6%96%BD%E4%B8%8E%20Milvus%20%E5%90%91%E9%87%8F%E8%BE%B9%E7%95%8C/OncallAgent 的本地运行拓扑刻意把“容器基础设施”和“应用进程”分开。 infra/compose.yaml 只运行 etcd、MinIO、Milvus、Attu 与 Alertmanager；FastAPI 后端、Vue 前端https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/06.%20SQLite%20Durable%20Background%20Job%20%E8%BF%90%E8%A1%8C%E6%9C%BA%E5%88%B6/Sun, 09 Aug 2026 00:00:00 +0800https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/06.%20SQLite%20Durable%20Background%20Job%20%E8%BF%90%E8%A1%8C%E6%9C%BA%E5%88%B6/OncallAgent 是一个本地优先 AIOps Agent 工作台。文档索引和智能诊断都可能持续数秒乃至更久，如果把它们直接塞进一次 HTTP 请求，浏览器断线、请求超时或后端重启都会让执行状态变得含糊。当前实现因此把“业务任务记录”和https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/07.%20%E7%9F%A5%E8%AF%86%E6%96%87%E6%A1%A3%E4%B8%8A%E4%BC%A0%E3%80%81%E5%88%87%E5%88%86%E3%80%81%E7%B4%A2%E5%BC%95%E4%B8%8E%E9%A1%B5%E9%9D%A2%E7%8A%B6%E6%80%81/Sun, 09 Aug 2026 00:00:00 +0800https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/07.%20%E7%9F%A5%E8%AF%86%E6%96%87%E6%A1%A3%E4%B8%8A%E4%BC%A0%E3%80%81%E5%88%87%E5%88%86%E3%80%81%E7%B4%A2%E5%BC%95%E4%B8%8E%E9%A1%B5%E9%9D%A2%E7%8A%B6%E6%80%81/在 OncallAgent 这个本地优先 AIOps Agent 工作台中，知识文档不是“上传完就可以检索”。一次成功上传只说明文件通过校验、可索引文本已提取、元数据已写入 SQLite；只有后续后台索引完成，chunk 向量才进入 Milhttps://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/08.%20Milvus%E3%80%81BM25L%E3%80%81RRF%20%E4%B8%8E%20rerank%20%E6%B7%B7%E5%90%88%E6%A3%80%E7%B4%A2/Sun, 09 Aug 2026 00:00:00 +0800https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/08.%20Milvus%E3%80%81BM25L%E3%80%81RRF%20%E4%B8%8E%20rerank%20%E6%B7%B7%E5%90%88%E6%A3%80%E7%B4%A2/OncallAgent 是本地优先 AIOps Agent 工作台，知识检索面对的内容既有自然语言，也有错误码、API 路径、服务名和中英文混排。纯向量检索擅长语义近似，却可能错过精确标识符；纯关键词检索能抓住错误码，却不理解同义表达。当前https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/09.%20LangChain%20%E6%B5%81%E5%BC%8F%20Chat%20Agent%20%E4%B8%8E%E5%89%8D%E7%AB%AF%20SSE/Sun, 09 Aug 2026 00:00:00 +0800https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/09.%20LangChain%20%E6%B5%81%E5%BC%8F%20Chat%20Agent%20%E4%B8%8E%E5%89%8D%E7%AB%AF%20SSE/OncallAgent 的普通聊天是一条由 LangChain Agent 驱动的流式链路。后端不会先无条件执行 RAG，而是把知识检索、当前时间、渐进式 Skill 和当前用户已发现的 MCP 工具交给模型，由模型决定是否调用。最终答案、https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/10.%20Prompt%E3%80%81%E6%B8%90%E8%BF%9B%E5%BC%8F%20Skill%20%E4%B8%8E%E4%BC%9A%E8%AF%9D%E8%AE%B0%E5%BF%86/Sun, 09 Aug 2026 00:00:00 +0800https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/10.%20Prompt%E3%80%81%E6%B8%90%E8%BF%9B%E5%BC%8F%20Skill%20%E4%B8%8E%E4%BC%9A%E8%AF%9D%E8%AE%B0%E5%BF%86/OncallAgent 作为本地优先 AIOps Agent 工作台，需要同时解决三类上下文问题：Prompt 决定 Agent 的长期行为约束，Skill 提供按任务启用的专业操作说明，会话记忆控制历史在模型窗口中的占用。它们都会影响下一https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/11.%20%E7%94%A8%E6%88%B7%E7%BA%A7%20MCP%20%E8%BF%9E%E6%8E%A5%E4%B8%8E%E7%9C%9F%E5%AE%9E%E5%B7%A5%E5%85%B7%E8%B0%83%E7%94%A8/Sun, 09 Aug 2026 00:00:00 +0800https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/11.%20%E7%94%A8%E6%88%B7%E7%BA%A7%20MCP%20%E8%BF%9E%E6%8E%A5%E4%B8%8E%E7%9C%9F%E5%AE%9E%E5%B7%A5%E5%85%B7%E8%B0%83%E7%94%A8/在 OncallAgent 中，MCP 不是一个只负责展示“可用工具列表”的装饰层，而是聊天 Agent 和 AIOps 诊断访问外部系统的真实执行边界。用户在界面中保存连接，后端按当前用户读取启用项，向对应 MCP Server 发起初始https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/12.%20%E5%91%8A%E8%AD%A6%E5%88%B0%E8%AF%81%E6%8D%AE%E6%8A%A5%E5%91%8A%E7%9A%84%20LangGraph%20%E8%AF%8A%E6%96%AD%E9%97%AD%E7%8E%AF/Sun, 09 Aug 2026 00:00:00 +0800https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/12.%20%E5%91%8A%E8%AD%A6%E5%88%B0%E8%AF%81%E6%8D%AE%E6%8A%A5%E5%91%8A%E7%9A%84%20LangGraph%20%E8%AF%8A%E6%96%AD%E9%97%AD%E7%8E%AF/OncallAgent 的 AIOps 诊断不是把一条告警直接交给大模型，然后把生成文字当成根因。真实链路先读取外部活跃告警，再检索当前用户有权访问的知识文档，随后调用真实工具取证，并把步骤、工具审计、证据、checkpoint 和报告分别https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/13.%20%E8%AF%8A%E6%96%AD%E6%A1%88%E4%BE%8B%E8%87%AA%E5%8A%A8%E6%B2%89%E6%B7%80%E4%B8%8E%E7%9F%A5%E8%AF%86%E5%A4%8D%E7%94%A8/Sun, 09 Aug 2026 00:00:00 +0800https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/13.%20%E8%AF%8A%E6%96%AD%E6%A1%88%E4%BE%8B%E8%87%AA%E5%8A%A8%E6%B2%89%E6%B7%80%E4%B8%8E%E7%9F%A5%E8%AF%86%E5%A4%8D%E7%94%A8/一次诊断如果只停留在任务历史里，它对下一次相似故障的帮助很有限。OncallAgent 会在有最终报告且任务成功时，把诊断结果转换成当前用户拥有的结构化案例、Markdown 知识文档和普通文档索引任务。索引完成后，案例 chunk 与 Shttps://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/14.%20%E5%B7%A5%E5%85%B7%E8%B0%83%E7%94%A8%E5%AE%A1%E8%AE%A1%E4%B8%8E%E7%BB%93%E6%9E%84%E5%8C%96%E7%94%A8%E6%88%B7%E5%8F%8D%E9%A6%88/Sun, 09 Aug 2026 00:00:00 +0800https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/14.%20%E5%B7%A5%E5%85%B7%E8%B0%83%E7%94%A8%E5%AE%A1%E8%AE%A1%E4%B8%8E%E7%BB%93%E6%9E%84%E5%8C%96%E7%94%A8%E6%88%B7%E5%8F%8D%E9%A6%88/AI Native 应用要想持续改进，至少需要回答两类不同问题：系统实际调用了什么工具、调用是否成功；用户认为哪一段结果有帮助、哪里不正确。OncallAgent 分别用工具调用审计和结构化用户反馈处理这两类问题。前者记录可观测的执行事实，https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/15.%20Readiness%E3%80%81%E5%8F%AF%E8%A7%82%E6%B5%8B%E6%80%A7%E4%B8%8E%E6%9C%AC%E5%9C%B0%E8%BF%90%E8%A1%8C/Sun, 09 Aug 2026 00:00:00 +0800https://rsc-blog.pages.dev/oncall/AI%20Native%20%E5%B7%A5%E7%A8%8B%E5%8C%96%E5%AE%9E%E6%88%98%EF%BC%88%E6%99%BA%E8%83%BDOnCall%20Agent%EF%BC%89/05%EF%BD%9COncallAgent%20%E5%8A%9F%E8%83%BD%E4%B8%8E%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90/15.%20Readiness%E3%80%81%E5%8F%AF%E8%A7%82%E6%B5%8B%E6%80%A7%E4%B8%8E%E6%9C%AC%E5%9C%B0%E8%BF%90%E8%A1%8C/本地优先并不意味着“只要进程能启动就算正常”。OncallAgent 同时依赖 SQLite、Milvus、模型服务、MCP Server 和浏览器前端，其中任何一项都可能单独失败。仓库因此把存活检查、依赖就绪检查、配置诊断、请求指标和结构