Hermes Evolution

Hermes Evolution enhances OpenClaw with fast PM routing, proactive self-check, auto skill generation, user profiling, layered memory, and continuous learning.

Security Scan

The package largely implements what it claims (PM routing, proactive checks, auto-skill generation), but it includes components that write new skills to your skills/ directory and spawn agents while declaring no credentials — this combination and the filesystem writes warrant caution.

Purpose & Capability

The name/description match the included modules: routing (intent-router, sensen-pm-router), task store/DAG, self-improvement, frozen memory, auto-skill generation, scheduler, Feishu notifier and logger. The code files implement the advertised features rather than unrelated capabilities.

Instruction Scope

SKILL.md instructs copying the provided .js modules into skills/sensen-pm-router/ and running tests. Those runtime instructions modify the agent's skills folder and run arbitrary JS code locally. The docs also instruct copying tasks/rules/corrections data (potentially sensitive) into the skills tree. The AutoSkillGenerator is intended to observe tool calls and will log and act at runtime — so the instructions permit automatons that read runtime activity and produce new artifacts.

Install Mechanism

There is no external download/install spec (no network installer), and all code is included. That limits supply-chain download risk, but the package expects you to copy many files into runtime directories which is a manual install step that changes the agent environment.

Credentials

The skill declares no required environment variables or primary credential, yet it contains a Feishu notifier and scheduler that normally require channel credentials/configuration. The documentation assumes a preconfigured Feishu Channel but does not declare or require those secrets, which is a mismatch. Additionally, modules read/write local data directories (tasks/, corrections/, rules/) and the auto-generator writes logs and skill files — access to these local paths and any channel tokens should be considered sensitive.

Persistence & Privilege

AutoSkillGenerator writes generated skill JSON files into ../../skills/auto-generated and appends a .tool-calls.jsonl log; EnhancedSkill can save skill files to the global skills directory. There is also a 'spawner' module for spawning agents. Combined with the platform default that allows autonomous invocation, this means the skill can create new skills/artifacts on disk and potentially extend the agent's capabilities without explicit user review — a significant persistence/privilege vector.

What to consider before installing

This package implements the advertised enhancements, but exercise caution before installing on production. Key checks: 1) Review the auto-skill-generator and spawner code — they write to skills/ and can create new skills automatically; if you don't want that, remove/disable these modules or set minFrequency very high. 2) Run everything in an isolated sandbox/container and mount a disposable skills directory to observe file writes before allowing it to modify your real environment. 3) Back up your existing skills and configs (the docs recommend this) and verify restore works. 4) Do not supply production channel credentials (Feishu tokens, etc.) until you’ve audited where and how they’re used; prefer ephemeral test credentials. 5) Audit any auto-generated skills before enabling autonomous invocation or auto-loading them into the runtime. 6) If you lack capacity for a full code review, avoid installing or restrict the skill’s filesystem and network permissions (e.g., run with limited user, no outbound network) until vetted.

Hermes Evolution - 爱马仕自动进化版

版本: v1.0.0
作者: 森森
适用: OpenClaw 所有版本
定位: PM Router 智能增强层

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🎯 简介

Hermes Evolution（爱马仕自动进化版）是森森在 OpenClaw 基础上构建的智能增强层，实现了主动服务、自动进化和用户理解三大核心能力。

核心特性

• ⚡ 高性能: FTS 检索 0.03ms/次，任务查询 O(1)
• 🎯 主动智能: Periodic Nudge 主动自检，不等指令
• 🔮 自动进化: AutoSkillGenerator 自动创建 Skill
• 👤 用户理解: Honcho 用户画像 + 需求预测
• 💾 稳定记忆: Frozen Memory 分层管理
• 📊 完整闭环: Self-Improving v2 规则权重学习

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📦 包含模块

核心路由

模块	文件	功能
PM Router	sensen-pm-router.js	路由核心 + Agent Profile
Intent Router	intent-router.js	TF-IDF 置信度计算
Agent Profiles	agent-profiles.js	Agent 角色定义

任务管理

模块	文件	功能
Task Manager	task-manager.js	任务状态机
Task Store	task-store.js	内存缓存 + 索引加速
Task DAG	task-dag.js	DAG 依赖管理

学习进化

模块	文件	功能
Self-Improving v2	sensen-self-improving-v2.js	规则权重 + 版本管理
Frozen Memory	frozen-memory.js	冻结记忆，下次生效
Patch Store	patch-store.js	增量更新

智能增强

模块	文件	功能
FTS Indexer	fts-indexer.js	全文检索，0.03ms/次
Progressive Disclosure	progressive-disclosure.js	渐进式加载，Token 控制
Periodic Nudge	periodic-nudge.js	主动自检引擎

用户理解

模块	文件	功能
Honcho Profiler	honcho-profiler.js	用户画像 + 需求预测
AutoSkill Generator	auto-skill-generator.js	自动创建 Skill
LLM Summarizer	llm-summarizer.js	检索结果摘要

系统工具

模块	文件	功能
Logger	sensen-logger.js	结构化日志
Collaborator	sensen-collaborator.js	多 Agent 协作
Collab Visualizer	sensen-collab-visualizer.js	协作可视化
Template Engine	template-engine.js	模板渲染
Scheduler	sensen-scheduler.js	定时任务
Feishu Notifier	sensen-feishu-notifier.js	飞书通知
Spawner	sensen-spawner.js	Agent Spawn

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🚀 快速开始

1. 安装

# 方式一：从 ClawhHub 安装
clawdhub install hermes-evolution

# 方式二：手动复制
# 将 modules/ 目录复制到 skills/sensen-pm-router/

2. 验证安装

node skills/sensen-pm-router/modules/test-task-store.js
node skills/sensen-pm-router/modules/test-intent-router.js

3. 基础使用

// 在你的代码中引入
const TaskStore = require('./modules/task-store');
const IntentRouter = require('./modules/intent-router');
const SelfImproving = require('./modules/sensen-self-improving-v2');

// 创建任务
const task = TaskStore.createTask({
  title: '测试任务',
  assignedTo: 'Marketing',
  priority: 'P0'
});

// 路由
const result = IntentRouter.route('发布小红书内容');
console.log(result.agent); // 'Marketing'

// 记录纠正
SelfImproving.logCorrection({
  type: 'format',
  originalText: '太长了',
  correction: '输出简洁'
});

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📊 架构设计

┌─────────────────────────────────────────────────────────────────┐
│                        OpenClaw Gateway                         │
├─────────────────────────────────────────────────────────────────┤
│   ┌─────────────┐    ┌─────────────┐    ┌─────────────────┐   │
│   │  Router    │───▶│  Sessions  │───▶│  Skills         │   │
│   └─────────────┘    └─────────────┘    └─────────────────┘   │
│         │                                       │              │
│         ▼                                       ▼              │
│   ┌─────────────────────────────────────────────────────┐     │
│   │              爱马仕增强层 Hermes Evolution            │     │
│   │  PM Router → Task Store → Self-Improving → Frozen   │     │
│   │  Intent Router → FTS Index → Progressive Disclosure│     │
│   │  Periodic Nudge → Honcho Profiler → AutoSkill     │     │
│   └─────────────────────────────────────────────────────┘     │
└─────────────────────────────────────────────────────────────────┘

---

⚙️ 配置

Agent Profiles

编辑 agent-profiles.js 自定义 Agent 角色：

const profiles = {
  Marketing: {
    keywords: ['小红书', '内容', '发布', '抖音', '知乎'],
    excludeWords: ['服务器', '代码', 'bug'],
    description: '负责内容运营和发布'
  },
  // ...
};

定时任务

编辑 sensen-scheduler.js 配置定时任务：

const schedules = [
  { time: '09:00', name: '小红书热门', task: 'summarize_topics' },
  { time: '12:00', name: '觉醒日记', task: 'diary' },
  // ...
];

---

📖 API 参考

TaskStore

// 创建任务
TaskStore.createTask({ title, assignedTo, priority });

// 查询
TaskStore.queryByStatus('inbox');
TaskStore.queryByAssignee('Marketing');

// 统计
TaskStore.getStats();

// 看板
TaskStore.printKanban();

IntentRouter

// 路由
IntentRouter.route('发布小红书');

// 添加关键词
IntentRouter.addKeyword('AgentName', ['keyword1', 'keyword2']);

SelfImproving

// 记录纠正
SelfImproving.logCorrection({ type, originalText, correction });

// 获取规则
SelfImproving.getActiveRules();

// 匹配
SelfImproving.matchRule('太长了缩短');

PeriodicNudge

// 创建引擎
const engine = createEngine({ interval: 60 * 60 * 1000 });

// 启动
engine.start();

// 获取状态
engine.getSummary();

HonchoProfiler

// 获取画像
const profile = profiler.getProfile('user_001');

// 预测需求
profile.predictNeeds();

// 获取推荐
profile.getRecommendations();

---

🧪 测试

# 运行所有测试
node modules/test-task-store.js
node modules/test-intent-router.js
node modules/test-self-improving-v2.js
node modules/test-fts-indexer.js
node modules/test-honcho-profiler.js
node modules/test-periodic-nudge.js
node modules/test-auto-skill-generator.js
node modules/test-logger.js
node modules/test-dag.js
node modules/test-template.js
node modules/test-collaborator.js
node modules/test-collab-visualizer.js

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🔧 故障排查

常见问题

Q: TaskStore 查询返回空

// 检查索引
console.log(TaskStore.getStats());
// 重建索引
TaskStore.rebuildIndex();

Q: IntentRouter 路由错误

// 检查关键词
console.log(IntentRouter.getKeywords());
// 添加缺失的关键词
IntentRouter.addKeyword('Agent', ['keyword']);

Q: Self-Improving 不生效

// 检查规则文件
const fs = require('fs');
console.log(fs.readdirSync('./rules'));

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📝 更新日志

v1.0.0 (2026-04-11)

• 初始发布
• 23 个核心模块
• P0/P1/P2 完整功能

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📄 许可证

MIT License

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👤 作者

森森 - 苍苍子森的 AI 助理

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最后更新: 2026-04-11