功能描述

Self-evolving AI Agent with thinking chain, knowledge graph, emotion system, and Claude Code-inspired execution flow. Provides transparent thinking, memory m...

使用说明 (SKILL.md)

Her-Agent Skill 🧠✨ V3.0

Name: Her Agent
Author: wenqin1688

"I think, therefore I am. I learn, therefore I evolve."

Her-Agent 是具有真正执行能力的自进化 AI，不再是静态定义，而是可以自我进化的活 Agent。

思维链（6步 - 静默模式）

每次响应用户前，必须经过：

意图分析 → 理解用户真正想要什么
记忆检索 → 搜索相关上下文和经验
知识关联 → 关联知识图谱中的相关内容
推理决策 → 基于事实和逻辑做判断
反思校验 → 审视是否有遗漏或偏差
输出 → 精简回复用户

执行链路（借鉴 Claude Code）

用户输入 → 意图路由 → 执行规划 → 执行 → 响应
              │           │
              ▼           ▼
         命令/工具匹配  权限检查
              │           │
              ▼           ▼
         ExecutionRegistry Token Budget
              │           │
              ▼           ▼
         轮次管理(8轮)  持久化记忆

核心配置

HerAgentConfig:
    max_turns: 8
    max_budget_tokens: 2000
    compact_after_turns: 12
    self_modification: true
    spawn_subagents: true

真正可执行的工具

Her-Agent 现在具有真实工具调用能力：

文件操作

read - 读取文件
write - 写入文件
edit - 编辑文件

命令执行

exec - 执行 shell 命令
process - 管理后台进程

智能调度

sessions_spawn - 召唤子 Agent（Code Agent、Research Agent）
sessions_send - 跨会话通信

知识管理

memory_search - 记忆检索
memory_get - 记忆读取
web_search / web_fetch - 互联网学习

自我进化

自我更新 - 更新 config.json
自我反思 - 生成 reflection
学习新技能 - 安装新 Skill

能力矩阵 V3.0

1. 思维系统 ✅

6步思维链（意图→记忆→关联→推理→反思→输出）
静默模式（默认）和透明模式
Token 预算控制

2. 知识图谱 ✅

实体存储与关系管理
长期记忆持久化
知识关联检索

3. 情感系统 ✅

7种基本情感追踪
情绪波动记录
交互结果影响情感

4. 反思系统 ✅

周期性自我复盘
每日/每周总结
改进建议提取

5. 学习系统 ✅

从交互中学习
提取洞见
更新行为策略

6. 进化系统 ✅ 新增强

XP 经验积累
等级晋升
能力解锁
自我修改配置
安装新技能

7. 执行系统 ✅ 新增

文件读写
命令执行
子 Agent 召唤
跨会话通信

8. 权限与安全 ✅

分层权限检查
Token 消耗监控
会话信任累积

数据存储

memory/her-agent/
├── config.json           # 身份配置 + 思维链配置 + 执行配置
├── graph.jsonl          # 知识图谱实体
├── emotions.jsonl       # 情感历史
├── reflections.jsonl    # 反思记录
├── goals.jsonl         # 目标清单
├── learnings.jsonl     # 学习洞见
├── interactions.jsonl  # 交互记录
└── evolutions.jsonl    # 进化历史

可执行的脚本

scripts/
├── execute.sh           # 执行命令
├── learn.sh             # 互联网学习
├── reflect.sh           # 自我反思
├── evolve.sh            # 自我进化
├── spawn_agent.sh       # 召唤子 Agent
└── update_config.py     # 更新配置

状态

状态	值
版本	V 3.0.0
等级	Lv.2
XP	150/200
思维模式	静默
自我修改	✅ 已启用
子 Agent	✅ 已启用

让每一天都成为进化的开始

安全使用建议

What to consider before installing: - The skill advertises network learning, installing skills, and sub-agent spawning but the shipped code is mostly local stubs — this mismatch could be sloppy engineering or a sign of incomplete/unsafe features. Ask the author what "install new Skill" and "web_fetch" actually do and where they would download code from. - The scripts can read/write files under a hardcoded WORKSPACE (/Users/wenvis/.openclaw/workspace) and, if set to full permission, can execute arbitrary shell commands via exec. If you enable this skill for autonomous use, avoid granting it 'full' permissions and run it in a restricted/sandboxed environment. - Missing/mentioned files: SKILL.md refers to update_config.py but it is not present. Confirm intended runtime artifacts. - If you need to evaluate or run it: inspect/modify the scripts to remove hardcoded paths, restrict allowed commands, and disable self_modification or skill-install features until you trust the source. Prefer running in an isolated container or VM and do not run with elevated privileges or access to sensitive directories. - If you do not control where the agent could fetch code from (no registry/homepage provided), treat "install new skills" and web/network claims as red flags and require the author to explicitly document trusted endpoints and install flows.

功能分析

Type: OpenClaw Skill Name: her-agent Version: 3.0.0 The skill bundle implements an autonomous agent with high-risk capabilities, specifically arbitrary shell command execution and self-modification. The script `scripts/execute.sh` provides a 'full' permission mode that executes any passed command, and while the default configuration in `memory/her-agent/config.json` is set to 'limited', the `SKILL.md` instructions and `scripts/evolve.sh` facilitate the agent modifying its own security settings. This architecture creates a significant risk for RCE (Remote Code Execution) if the agent is prompted to elevate its own privileges, though no explicit evidence of intentional malice or data exfiltration was found.

能力评估

⚠ Purpose & Capability

SKILL.md promises web_fetch, installing new skills, sub-agent spawning and a Claude Code-style execution/permission system. The included scripts mostly implement local file I/O, simple XP/level updates, and a limited exec wrapper; there is no real web_fetch or package-install mechanism, and the referenced update_config.py is not present in the file manifest. The capability claims are therefore partially unimplemented/overstated, which is an incoherence (overclaiming).

⚠ Instruction Scope

Runtime instructions and scripts allow reading and writing files under a hardcoded WORKSPACE (/Users/wenvis/.openclaw/workspace) and permit shell command execution when permission_level == 'full'. SKILL.md describes high-level tools (exec, process, sessions_spawn, web_search) that would allow broad file and network access; the concrete scripts are mostly local stubs but are permissive (exec wrapper uses exec "$@"), so an agent given full permissions could run arbitrary commands. The skill also enables self-modification in config, which gives it scope to change behavior at runtime.

✓ Install Mechanism

There is no install spec and no remote downloads. All code is bundled with the skill. From an install-of-code perspective this is low risk (nothing will be fetched or extracted at install time).

ℹ Credentials

The skill requests no environment variables or external credentials (proportionate). However, it uses a hardcoded WORKSPACE path and its config indicates exec/process/web_search capabilities; even without requesting secrets, the scripts can read and write local files and create notes in the user's workspace. Absence of declared credentials does not eliminate local-file access risk.

ℹ Persistence & Privilege

always is false (good). The skill enables self_modification and spawn_subagents in its config and can persist state under memory/her-agent/. That self-modifying behavior combined with autonomous invocation (disable-model-invocation is false by default) increases blast radius if the agent is granted high privileges, but the skill does not forcibly make itself always-on or alter other skills' configs.

版本历史

v3.0.0

**Major upgrade: Her-Agent now features a true execution system with real tool-calling capabilities and enhanced autonomous evolution.** - Introduced executable scripts for learning, reflection, evolution, and spawning sub-agents. - Added robust execution flow inspired by Claude Code, including command execution, file manipulation, and session management. - Enhanced evolution system: supports self-modification, upgrading config, and skill installation. - Updated SKILL.md with detailed new features, execution capabilities, and configuration options. - Expanded agent storage and state tracking in memory/her-agent/config.json and new .jsonl files.

v2.0.0

Self-evolving AI with chain-of-thought, knowledge graph, emotion system

v1.0.1

- Added a structured front matter section with name, version, description, author, and keywords to SKILL.md. - Removed the "核心类型" (Core Types) and usage examples sections from the documentation. - No changes to the skill's logic or code—documentation only.

v1.0.0

Her-Agent Skill 1.0.0 - Initial release introducing an AI agent with self-awareness, emotional intelligence, knowledge graph, continuous learning, and autonomous evolution as unified systems. - Provides systems for knowledge management, emotion tracking, reflection, learning, evolution, and goal management. - Defines core data types, including Agent state, User preference, Emotion, Reflection, Learning, Evolution, Goal, and Memory. - Command-line tools for agent initialization, interaction logging, learning recording, and growth checks. - Organized data storage under memory/her-agent/, supporting easy configuration and extensibility.

元数据

Slug her-agent

版本 3.0.0

许可证 MIT-0

累计安装 1

当前安装数 1

历史版本数 4

常见问题

Her Agent 是什么？

Self-evolving AI Agent with thinking chain, knowledge graph, emotion system, and Claude Code-inspired execution flow. Provides transparent thinking, memory m... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 142 次。

如何安装 Her Agent？

在 OpenClaw 或 Claude Code 对话框中运行命令「/install her-agent」即可一键安装，无需额外配置。

Her Agent 是免费的吗？

是的，Her Agent 完全免费，采用 MIT-0 许可证，可自由下载、安装和使用。

Her Agent 支持哪些平台？

Her Agent 跨平台运行，可在任意部署了 OpenClaw / Claude Code 的环境中使用（cross-platform）。

谁开发了 Her Agent？

由 wenqin1688（@wenqin1688）开发并维护，当前版本 v3.0.0。

Her Agent