Merge pull request 'feat(cli): add hermes nerve skill — Phase 1 of RFC #289' (#291) from feat/agent-inject-phase1 into main
This commit was merged in pull request #291.
This commit is contained in:
@@ -0,0 +1,505 @@
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---
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name: nerve
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version: 0.5.0
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description: >
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Nerve — AI agent 观测引擎。掌握 nerve 的核心概念、CLI 操作、sense/workflow 开发。
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加载此 skill 后你可以:查看系统状态、监控 sense、触发 workflow、开发新 sense 和 workflow。
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metadata:
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hermes:
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tags: [nerve, sense, workflow, monitoring, agent-kernel]
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homepage: https://git.shazhou.work/uncaged/nerve
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---
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# Nerve — AI Agent 观测引擎
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Nerve 是一个轻量级观测引擎守护进程。它持续观测外部状态,通过声明式规则响应变化,编排多步骤工作流。
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## 核心架构
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```
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External World → Sense → Signal → Workflow → Log
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```
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| 概念 | 说明 |
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|------|------|
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| **Sense** | 观测函数,`compute()` 采样或推导数据。返回非 null 则发出 Signal,可选触发 Workflow。每个 Sense 有独立 SQLite 数据库。 |
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| **Signal** | Sense 返回非 null 时发出的通知。纯事实,无意图。通过内存 Signal Bus 分发,不持久化。 |
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| **Workflow** | 有状态的多步骤执行。包含 Role(有副作用的执行者)和 Moderator(纯路由器)。每个实例是一个 Thread,有唯一 runId。 |
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| **Log** | 不可变审计日志。记录执行、状态转换、错误。不能触发 Sense(防止反馈循环)。 |
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| **Engine** | 内核,持有 Signal Bus、Process Manager、Workflow Manager。不直接加载用户代码。 |
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| **Daemon** | 引擎运行时,作为后台进程运行。 |
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**关键规则:**
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- 因果链单向:External → Sense → Signal → Workflow + Log
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- 进程隔离:每个 Sense group 一个 worker(长期),每个 Workflow 类型一个 worker(按需)
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- 两个扩展点:Sense(观测什么 + 何时)、Workflow(做什么)
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## 工作区结构
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```
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~/.uncaged-nerve/ # 默认工作区(nerve init 创建)
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├── nerve.yaml # 核心配置
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├── senses/
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│ └── <name>/
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│ ├── src/index.ts # exports compute() + table
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│ ├── src/schema.ts # drizzle 表定义
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│ └── migrations/ # SQL 迁移
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├── workflows/
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│ └── <name>/
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│ ├── index.ts # exports WorkflowDefinition
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│ └── roles/<role>/
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│ ├── index.ts # role 实现
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│ └── prompt.md # 可选 system prompt
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└── data/ # 运行时数据(SQLite、blobs)
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```
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---
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## CLI 完整参考
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全局选项:`--host <host:port>`(连接远程 daemon)、`--api-token <secret>`(Bearer 认证)
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### 初始化与脚手架
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```bash
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nerve init # 初始化工作区
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nerve init --from <git-url> # 从 git 仓库克隆工作区
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nerve init workspace # 只初始化工作区结构
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nerve create sense <name> # 创建 sense 脚手架
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nerve create sense <name> --force # 覆盖已有
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nerve create workflow <name> # 创建 workflow 脚手架
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nerve create workflow <name> --force
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nerve validate # 验证 nerve.yaml 配置
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```
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### Daemon 管理
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```bash
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nerve daemon start # 启动后台 daemon
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nerve daemon start --port 3000 # 指定 HTTP API 端口
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nerve daemon stop # 停止 daemon
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nerve daemon restart # 重启
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nerve daemon status # 查看状态
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nerve daemon logs # 查看日志
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nerve daemon logs --follow # 实时日志
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nerve daemon logs --n 50 # 最近 50 行
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nerve dev # 前台开发模式(不 fork daemon)
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nerve dev --port 3000 # 指定端口
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```
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### Sense 操作
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```bash
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nerve sense list # 列出所有注册的 sense
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nerve sense trigger <name> # 手动触发 sense 计算
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nerve sense schema <name> # 查看 sense 数据库表结构
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nerve sense schema <name> --json # JSON 格式
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nerve sense query <name> <sql> # 对 sense 数据库执行只读 SQL
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nerve sense query <name> "SELECT * FROM samples ORDER BY ts DESC LIMIT 10" --json
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```
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### Workflow 操作
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```bash
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nerve workflow list # 列出 nerve.yaml 中定义的 workflow
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nerve workflow status # 查看运行中的 workflow 状态
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nerve workflow trigger <name> # 触发 workflow
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nerve workflow trigger <name> --prompt "检查生产环境"
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nerve workflow trigger <name> --maxRounds 50
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nerve workflow trigger <name> --dryRun # 干跑模式
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```
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### Thread(Workflow 执行记录)
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```bash
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nerve thread list # 列出最近的 workflow 执行
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nerve thread list --all # 包含已完成/失败的
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nerve thread list --workflow <name> # 按 workflow 过滤
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nerve thread list --limit 50 # 最多 50 条
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nerve thread show <runId> # 查看 role 对话轮次
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nerve thread show <runId> --budget 16000 # 增大输出预算(默认 8000 字符)
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nerve thread inspect <runId> # 查看详情和事件
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nerve thread kill <runId> # 终止运行中/排队中的 thread
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```
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### Store(日志归档)
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```bash
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nerve store archive # 导出旧日志到 JSONL 归档
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nerve store archive --vacuum # 归档后 VACUUM 数据库
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```
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### Knowledge(知识库)
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```bash
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nerve knowledge sync # 从 knowledge.yaml 重建索引
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nerve knowledge query "搜索内容" # 搜索知识库
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nerve knowledge query "内容" --limit 5
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nerve knowledge query "内容" -g # 搜索所有注册仓库
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```
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### Remote(远程 daemon)
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```bash
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nerve remote add <name> <host:port> --token <secret>
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nerve remote list
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nerve remote show <name>
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nerve remote set-url <name> <host>
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nerve remote set-token <name> <token>
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nerve remote remove <name>
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nerve remote default <name> # 设为默认远程
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```
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---
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## nerve.yaml 配置参考
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```yaml
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# 引擎全局配置
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max_rounds: 100 # moderator 最大轮次(默认 100)
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# Sense 配置
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senses:
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cpu-usage:
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group: system # 必填,同 group 的 sense 共享 worker
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interval: 10s # 轮询间隔(duration: 5s, 10m, 1h)
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throttle: 5s # 最小计算间隔
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timeout: 10s # compute 超时
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grace_period: null # 优雅关闭等待
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retention: 10000 # _signals 表最大行数(默认 10000)
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system-health:
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group: derived
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on: [cpu-usage, disk-usage] # 响应式:被列出的 sense 发出 signal 时触发
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throttle: null
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timeout: null
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# Workflow 配置
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workflows:
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my-workflow:
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concurrency: 1 # 必填,并发数
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overflow: drop # 必填,超并发时处理:drop | queue
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max_queue: 100 # overflow=queue 时的队列上限(默认 100)
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# HTTP API
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api:
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port: 3000 # null = 不启用 HTTP
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host: "127.0.0.1" # 监听地址
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token: null # 非 loopback 时必填
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# LLM Extract(可选)
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extract:
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provider: anthropic
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model: claude-sonnet-4-20250514
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```
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---
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## Sense 开发指南
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### compute 函数签名
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```typescript
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import type { LibSQLDatabase } from "drizzle-orm/libsql";
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import type { ComputeResult, WorkflowTrigger } from "@uncaged/nerve-core";
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export async function compute(
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db: LibSQLDatabase, // 此 sense 的 Drizzle ORM 数据库
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peers: Record<string, LibSQLDatabase>, // 其他 sense 的数据库(只读)
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options: { signal: AbortSignal }, // 超时 abort signal
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): Promise<ComputeResult<T>>
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```
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### 返回值
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```typescript
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// 返回 null = 静默,不发 signal
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// 返回非 null = 发出 signal,可选触发 workflow
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type ComputeResult<T> =
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| null
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| { signal: T; workflow: WorkflowTrigger | null };
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type WorkflowTrigger = {
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name: string; // workflow 名称(对应 nerve.yaml 中的 key)
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maxRounds: number; // moderator 最大轮次
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prompt: string; // 初始 prompt
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dryRun: boolean; // 干跑模式
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};
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```
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### Sense 模块导出
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```typescript
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// senses/<name>/src/index.ts
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import type { SenseModule, ComputeResult } from "@uncaged/nerve-core";
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import { table } from "./schema.js";
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export async function compute(
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db: LibSQLDatabase,
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_peers: Record<string, LibSQLDatabase>,
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_options: { signal: AbortSignal },
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): Promise<ComputeResult<number>> {
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const value = Math.random(); // 替换为真实观测逻辑
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await db.insert(table).values({ ts: Date.now(), value });
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return { signal: value, workflow: null };
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}
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export { table };
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```
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### Schema 定义
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```typescript
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// senses/<name>/src/schema.ts
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import { sqliteTable, integer, real } from "drizzle-orm/sqlite-core";
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export const table = sqliteTable("samples", {
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ts: integer("ts").notNull(),
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value: real("value").notNull(),
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});
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```
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### 调度方式
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1. **interval 轮询**:`interval: 10s` — 每 10 秒执行一次
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2. **响应式触发**:`on: [cpu-usage]` — 当 cpu-usage 发出 signal 时触发
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3. 两者可以组合
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### 调试
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```bash
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nerve dev # 前台运行,看实时输出
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nerve sense trigger <name> # 手动触发一次
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nerve sense query <name> "SELECT * FROM samples ORDER BY ts DESC LIMIT 5"
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```
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### 完整示例:CPU 监控
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```typescript
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// senses/cpu-usage/src/schema.ts
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import { sqliteTable, integer, real } from "drizzle-orm/sqlite-core";
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export const table = sqliteTable("samples", {
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ts: integer("ts").notNull(),
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value: real("value").notNull(),
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});
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// senses/cpu-usage/src/index.ts
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import os from "node:os";
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import type { LibSQLDatabase } from "drizzle-orm/libsql";
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import type { ComputeResult } from "@uncaged/nerve-core";
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import { table } from "./schema.js";
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export async function compute(
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db: LibSQLDatabase,
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_peers: Record<string, LibSQLDatabase>,
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_options: { signal: AbortSignal },
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): Promise<ComputeResult<number>> {
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const oneMin = os.loadavg()[0];
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await db.insert(table).values({ ts: Date.now(), value: oneMin });
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return { signal: oneMin, workflow: null };
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}
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export { table };
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```
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nerve.yaml:
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```yaml
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senses:
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cpu-usage:
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group: system
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||||
interval: 10s
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||||
throttle: 5s
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||||
timeout: 10s
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retention: 10000
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```
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||||
---
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||||
|
||||
## Workflow 开发指南
|
||||
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||||
### 核心类型
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||||
```typescript
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import type {
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||||
WorkflowDefinition,
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||||
RoleResult,
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||||
ThreadContext,
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||||
StartStep,
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||||
RoleStep,
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} from "@uncaged/nerve-core";
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||||
import { END } from "@uncaged/nerve-core";
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||||
|
||||
// Role:执行者,接收上下文返回结果
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type Role<Meta> = (ctx: ThreadContext) => Promise<RoleResult<Meta>>;
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||||
type RoleResult<Meta> = { content: string; meta: Meta };
|
||||
|
||||
// Moderator:路由器,决定下一个 role 或结束
|
||||
type Moderator<M> = (ctx: ThreadContext<M>) => (keyof M & string) | typeof END;
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||||
|
||||
// ThreadContext:对话上下文
|
||||
type ThreadContext<M = RoleMeta> = {
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||||
threadId: string;
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||||
start: StartStep; // 初始 prompt(role: "__start__")
|
||||
steps: RoleStep<M>[]; // 所有 role 的执行记录
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||||
};
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||||
|
||||
// WorkflowDefinition:完整定义
|
||||
type WorkflowDefinition<M> = {
|
||||
name: string;
|
||||
roles: { [K in keyof M & string]: Role<M[K]> };
|
||||
moderator: Moderator<M>;
|
||||
};
|
||||
```
|
||||
|
||||
### 基本 Workflow 示例
|
||||
|
||||
```typescript
|
||||
// workflows/example/index.ts
|
||||
import type { RoleResult, ThreadContext, WorkflowDefinition } from "@uncaged/nerve-core";
|
||||
import { END } from "@uncaged/nerve-core";
|
||||
|
||||
type Meta = Record<"main", { round: number }>;
|
||||
|
||||
async function main(ctx: ThreadContext): Promise<RoleResult<{ round: number }>> {
|
||||
const prompt = ctx.start.content;
|
||||
return {
|
||||
content: `处理完成: ${prompt}`,
|
||||
meta: { round: ctx.steps.length },
|
||||
};
|
||||
}
|
||||
|
||||
const workflow: WorkflowDefinition<Meta> = {
|
||||
name: "example",
|
||||
roles: { main },
|
||||
moderator(ctx: ThreadContext<Meta>) {
|
||||
// 执行一次 main 就结束
|
||||
return ctx.steps.length === 0 ? "main" : END;
|
||||
},
|
||||
};
|
||||
|
||||
export default workflow;
|
||||
```
|
||||
|
||||
### 多 Role Workflow 示例
|
||||
|
||||
```typescript
|
||||
import type { WorkflowDefinition, RoleResult, ThreadContext } from "@uncaged/nerve-core";
|
||||
import { END } from "@uncaged/nerve-core";
|
||||
|
||||
type Roles = Record<"planner" | "executor" | "reviewer", { status: string }>;
|
||||
|
||||
async function planner(ctx: ThreadContext): Promise<RoleResult<{ status: string }>> {
|
||||
return { content: "计划: ...", meta: { status: "planned" } };
|
||||
}
|
||||
|
||||
async function executor(ctx: ThreadContext): Promise<RoleResult<{ status: string }>> {
|
||||
return { content: "执行: ...", meta: { status: "executed" } };
|
||||
}
|
||||
|
||||
async function reviewer(ctx: ThreadContext): Promise<RoleResult<{ status: string }>> {
|
||||
return { content: "审核通过", meta: { status: "approved" } };
|
||||
}
|
||||
|
||||
const workflow: WorkflowDefinition<Roles> = {
|
||||
name: "plan-execute-review",
|
||||
roles: { planner, executor, reviewer },
|
||||
moderator(ctx: ThreadContext<Roles>) {
|
||||
if (ctx.steps.length === 0) return "planner";
|
||||
const last = ctx.steps[ctx.steps.length - 1];
|
||||
if (last.role === "planner") return "executor";
|
||||
if (last.role === "executor") return "reviewer";
|
||||
return END;
|
||||
},
|
||||
};
|
||||
|
||||
export default workflow;
|
||||
```
|
||||
|
||||
### Agent 适配器
|
||||
|
||||
Workflow role 可以集成 AI agent。已知适配器 ID:`echo`、`cursor`、`hermes`、`codex`。
|
||||
|
||||
```typescript
|
||||
type AgentFn = (ctx: ThreadContext, systemPrompt: string) => Promise<string>;
|
||||
```
|
||||
|
||||
### Workflow 运行状态
|
||||
|
||||
`queued` → `started` → `completed` | `failed` | `crashed` | `killed` | `interrupted` | `dropped`
|
||||
|
||||
---
|
||||
|
||||
## 日常操作 Pattern
|
||||
|
||||
### 查看系统整体状态
|
||||
|
||||
```bash
|
||||
nerve daemon status # daemon 是否在运行
|
||||
nerve sense list # 所有 sense 及其调度配置
|
||||
nerve workflow status # 运行中的 workflow
|
||||
nerve thread list # 最近的 workflow 执行记录
|
||||
```
|
||||
|
||||
### 检查某个 sense 的历史数据
|
||||
|
||||
```bash
|
||||
nerve sense query cpu-usage "SELECT * FROM samples ORDER BY ts DESC LIMIT 10" --json
|
||||
nerve sense schema cpu-usage # 查看表结构
|
||||
```
|
||||
|
||||
### 手动触发 workflow
|
||||
|
||||
```bash
|
||||
nerve workflow trigger my-workflow --prompt "手动检查"
|
||||
nerve thread list --workflow my-workflow # 查看执行状态
|
||||
nerve thread show <runId> # 查看对话详情
|
||||
```
|
||||
|
||||
### 排查 sense 报错
|
||||
|
||||
```bash
|
||||
nerve daemon logs --follow # 查看实时日志
|
||||
nerve sense trigger <name> # 手动触发看报错
|
||||
nerve dev # 前台模式,更详细的输出
|
||||
```
|
||||
|
||||
### 开发新 sense
|
||||
|
||||
```bash
|
||||
nerve create sense my-sensor # 脚手架
|
||||
# 编辑 senses/my-sensor/src/index.ts 和 schema.ts
|
||||
nerve validate # 验证配置
|
||||
nerve dev # 前台测试
|
||||
nerve sense trigger my-sensor # 单次触发验证
|
||||
nerve sense query my-sensor "SELECT * FROM ..." # 检查数据
|
||||
```
|
||||
|
||||
### 开发新 workflow
|
||||
|
||||
```bash
|
||||
nerve create workflow my-flow # 脚手架
|
||||
# 编辑 workflows/my-flow/index.ts 和 roles/
|
||||
nerve validate # 验证配置
|
||||
nerve workflow trigger my-flow --prompt "测试" --dryRun # 干跑
|
||||
nerve thread show <runId> # 查看执行轨迹
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## Pitfalls
|
||||
|
||||
- **Sense 返回值**:返回 `null` 表示静默(不发 signal);返回 `{ signal, workflow }` 才发 signal。不要返回 undefined。
|
||||
- **no optional properties**:nerve 代码规范禁止 `?:`,用 `T | null` 代替。
|
||||
- **函数式风格**:用 `function` + `type`,不用 `class` + `interface`。
|
||||
- **workflow 用 default export**:这是唯一允许 default export 的场景。
|
||||
- **_signals 表**:每个 sense 自动有 `_signals` 表记录 signal 历史,受 `retention` 配置限制。
|
||||
- **peers 只读**:sense 的 `peers` 参数提供其他 sense 数据库的只读访问,不要写入。
|
||||
- **concurrency + overflow**:workflow 必须配置并发策略,否则验证失败。
|
||||
- **moderator 是同步函数**:不要加 async,moderator 是纯路由逻辑,不能有副作用。
|
||||
Reference in New Issue
Block a user