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Install in OpenClaw
/install intent-engine
Description
意图引擎 - AI驱动的用户意图识别与智能路由。支持代码/知识/任务/闲聊四大分类，提供关键词+正则多策略匹配、置信度计算、动态意图管理，配备Web可视化管理界面。适用于AI助手任务调度、智能路由、对话理解等场景。
README (SKILL.md)
Intent Engine - 意图引擎 v2.0
AI驱动的意图识别引擎 + Web管理面板 | 激活词: 识别意图 / 分类任务 / 智能路由
核心功能
- 多策略分类 — 关键词匹配 + 正则模式 + 文本长度调整 + 优先级加权
- 置信度计算 — 综合评分并归一化为0-1，含备选分类建议
- 动态管理 — REST API CRUD 意图配置，热更新无需重启
- 可视化面板 — Web UI 仪表盘、意图管理、分类测试三合一
架构
intent-engine/
├── intent_engine/
│ ├── engine.py # 核心分类引擎
│ ├── storage.py # JSON 持久化存储
│ ├── models.py # 数据模型
│ └── api.py # Flask REST API
├── static/
│ └── index.html # Web 管理界面
├── data/
│ └── intents.json # 意图配置（自动生成）
├── run.py # 入口
└── requirements.txt
启动方式
cd intent-engine
pip install -r requirements.txt
python run.py
# 访问 http://localhost:5700 打开管理界面
API 接口
| Method | Path | 说明 |
|---|---|---|
| POST | /api/classify |
单文本分类 {"text":"..."} |
| POST | /api/classify/batch |
批量分类 {"texts":[...]} |
| POST | /api/evaluate |
测试集评估 |
| GET | /api/intents |
获取所有意图 |
| POST | /api/intents |
创建意图 |
| GET/PUT/DELETE | /api/intents/:id |
单意图CRUD |
| GET | /api/stats |
统计数据 |
| GET | /api/categories |
分类定义 |
意图分类体系
一级分类 (4类)
| 类型 | 标识 | 颜色 | 说明 |
|---|---|---|---|
| 代码类 | CODE | 蓝 #3b82f6 | 编写、修复、审查、测试、重构 |
| 知识类 | KNOW | 紫 #8b5cf6 | 定义、教程、对比、建议 |
| 任务类 | TASK | 黄 #f59e0b | 文件操作、命令执行、搜索、编排 |
| 闲聊类 | CHAT | 绿 #10b981 | 问候、反馈、澄清、结束 |
分类算法
score = (
pattern_matches * 4.0 + # 正则命中 (高精度)
keyword_matches * 2.0 * w + # 关键词命中 (带权重)
priority * 0.05 # 意图优先级加成
)
score *= 0.8 if len(text) \x3C 10 else 1.0 # 短文本惩罚
score *= 1.1 if len(text) > 50 else 1.0 # 长文本加成
置信度计算
- 原始分数归一化:
confidence = score / max(10, score + 2) - 范围: 0-1，保留4位小数
- 备选分类: Top-K 意图中 confidence > 0.05 的
可视化界面功能
仪表盘
- 总意图数/启用数/禁用数 统计卡片
- 分类分布条形图
- 分类图例
意图管理
- 搜索/新建/编辑/删除 意图
- 关键词权重调优 (0.1-5.0)
- 正则模式批量编辑
- 启用/禁用开关
- JSON 导入/导出
分类测试
- 单文本实时分类
- 多标签分类模式
- 置信度环形图
- 命中关键词/模式展示
- 技能路由推荐
快速测试条
- 底部固定快速测试栏
- 回车即触发分类
- 实时显示分类结果
集成建议
将本技能与以下技能配合使用：
- skill-creator: 代码生成路由
- workflow-verifier: Bug修复路由
- mempalace-assistant: 知识查询路由
- karpathy-principles: 编码最佳实践
- general-chat: 通用对话处理
更新记录
v2.0.0 (2026-06-09)
- 重构为可运行的Python引擎
- 新增Web管理界面
- 支持意图动态CRUD
- 多策略加权分类算法
- 置信度计算与备选方案
- JSON持久化存储
- REST API 完整接口
- 导入/导出功能
v1.0.0 (2026-04-28)
- 初始版本（伪代码原型）
作者: laosi & WB 许可: MIT-0
Usage Guidance
Install only if you are comfortable running a local Flask management service. Bind it to localhost, disable debug mode, add access control before using it on any shared machine or network, and export or back up intent data before using import, edit, or delete features.
Capability Assessment
Purpose & Capability
The files implement the stated purpose: keyword/regex intent classification, REST endpoints, JSON-backed intent storage, and a web management UI. No evidence of credential theft, unrelated data access, exfiltration, or destructive host actions was found.
Instruction Scope
The activation phrases are broad, but the artifact is mainly a runnable management/classification service. The more important scope issue is that intent CRUD changes can affect routing behavior and are exposed through unauthenticated API endpoints.
Install Mechanism
The manifest declares no automatic OpenClaw install steps, while the documentation instructs users to install Python requirements manually. The only dependency is Flask with a lower-bound version rather than a pinned or locked version.
Credentials
run.py and api.py start Flask with host 0.0.0.0 and debug=True. For a local management dashboard, that is overbroad because the unauthenticated CRUD API may be reachable from other hosts and can alter persisted intent and routing data.
Persistence & Privilege
The skill creates and writes data/intents.json and supports create, update, delete, and import of intent records. Persistence is disclosed, and delete has a UI confirmation, but the API has no authentication, authorization, or rollback controls.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install intent-engine - After installation, invoke the skill by name or use
/intent-engine - Provide required inputs per the skill's parameter spec and get structured output
Version History
v2.0.0
intent-engine 2.0.0 introduces a fully-featured, production-ready intent recognition engine with a new web dashboard.
- Refactored as a runnable Python engine with REST API and JSON persistence
- Added a web-based management interface for intent editing, testing, and statistics
- Supports keyword, regex, and weighted multi-strategy classification with confidence scoring
- Enables dynamic CRUD for intents with hot updates, no restart needed
- Provides import/export, batch operations, and visual analytics on intent distribution
Metadata
Frequently Asked Questions
What is Intent Engine?
意图引擎 - AI驱动的用户意图识别与智能路由。支持代码/知识/任务/闲聊四大分类，提供关键词+正则多策略匹配、置信度计算、动态意图管理，配备Web可视化管理界面。适用于AI助手任务调度、智能路由、对话理解等场景。 It is an AI Agent Skill for Claude Code / OpenClaw, with 37 downloads so far.
How do I install Intent Engine?
Run "/install intent-engine" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Intent Engine free?
Yes, Intent Engine is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Intent Engine support?
Intent Engine is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Intent Engine?
It is built and maintained by bettermen (@bettermen); the current version is v2.0.0.
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