hippox 0.5.6

๐Ÿฆ›A reliable, autonomous LLM runtime and skill orchestration engine, Capable of processing natural language and automatically executing OS-native atomic skills, fundamentally enabling the LLM to truly take over the computer.
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
<p align="center">
    <img src="./assets/logo/logo-1.png" alt="Portal" width="100" height="100">
</p>
<h1 align="center">
    HippoX
</h1>
<h4 align="center">
A reliable, autonomous LLM runtime and skill orchestration engine.<br> 
Capable of processing natural language and automatically executing OS-native atomic skills, fundamentally enabling the LLM to truly take over the computer.
</h4>
<p align="center">
  <a href="https://github.com/0xhappyboy/hippo/blob/main/LICENSE"><img src="https://img.shields.io/badge/License-Apache2.0-d1d1f6.svg?style=flat&labelColor=1C2C2E&color=BEC5C9&logo=googledocs&label=license&logoColor=BEC5C9" alt="License"></a>
  <a href="https://crates.io/crates/hippox">
  <img src="https://img.shields.io/badge/crates-hippox-20B2AA.svg?style=flat&labelColor=0F1F2D&color=FFD700&logo=rust&logoColor=FFD700">
  </a><a href="https://crates.io/crates/hippox">
  <img src="https://img.shields.io/crates/d/hippox?style=flat&labelColor=0F1F2D&color=20B2AA&logo=rust&logoColor=white&label=downloads" alt="Crates.io Downloads">
  </a>
</p>
<p align="center">
<a href="./README_zh-CN.md">็ฎ€ไฝ“ไธญๆ–‡</a> | <a href="./README.md">English</a>
</p>

## ๐Ÿ”— Quick Links


| Resource             | Link                                                                       |
| :------------------- | :------------------------------------------------------------------------- |
| ๐ŸŒ **Website**       | [https://hippox.vercel.app/]https://hippox.vercel.app/                   |
| ๐Ÿ“– **Documentation** | [https://hippox-docs-en.vercel.app/]https://hippox-docs-en.vercel.app/   |
| ๐Ÿ“ฆ **Crates.io**     | [https://crates.io/crates/hippox]https://crates.io/crates/hippox         |
| ๐Ÿ’ป **GitHub**        | [https://github.com/0xhappyboy/hippo]https://github.com/0xhappyboy/hippo |

## Basic Usage


### Instantiate


```rust
// =================== Method 1 ===================
let hippox = Hippox::builder(ModelProvider::OpenAI)
    .api_key("sk-xxx")
    .lang("zh")
    .identity(|id| {
        id.name = Some("agent".to_string());
        id.role = Some("assistant".to_string());
        id.personality = Some("friendly".to_string());
    })
    .add_postgresql(
        PostgreSQLConfig::new(
            "main".to_string(),
            Some("db".to_string()),
            None,
            "localhost".to_string(),
            5432,
            "mydb".to_string(),
            "user".to_string(),
            "password".to_string(),
        )
    )
    .build()
    .await?;

// =================== Method 2 ===================
let mut config = HippoxConfig::default();
config.lang = "zh".to_string();
config.identity_information = IdentityInformation {
    name: Some("agent".to_string()),
    role: Some("assistant".to_string()),
    personality: Some("friendly".to_string()),
    ..Default::default()
};
let pg_config = PostgreSQLConfig::new(
    "main".to_string(),
    Some("db".to_string()),
    None,
    "localhost".to_string(),
    5432,
    "mydb".to_string(),
    "user".to_string(),
    "password".to_string(),
);
config.add_postgresql_instance(pg_config);
let hippox = Hippox::new(
    ModelProvider::OpenAI,
    Some("sk-xxx".to_string()),
    None,
    Some(config),
).await?;

// =================== Simple Method ===================
let hippox = Hippox::new(
    ModelProvider::OpenAI,
    Some("sk-xxx".to_string()),
    None,
    Some(HippoxConfig::default()),
).await?;

// builder
let hippox = Hippox::builder(ModelProvider::OpenAI)
    .api_key("sk-xxx")
    .build()
    .await?;
```

### Task Execution


#### Submit


##### 1. Execution mode


- Asynchronous non-blocking submission. Task goes to background pool, returns task_id immediately. Result must be obtained via polling.

##### 2. How it works


- Call `submit()` method
- `NaturalLanguageTask` is created and pushed to global `TASK_POOL`
- Background execution engine processes tasks automatically
- Method `returns task_id immediately (does NOT wait for completion)`
- Caller repeatedly queries `get_task(task_id)` to check status
- When `task.status == TaskStatus::Completed`, extract result from `task.final_output`

##### 3. Use when


- You don't need immediate results, or want to run multiple tasks concurrently.

```rust
use hippox::{Hippox, TaskStatus};
use langhub::types::ModelProvider;
use std::time::Duration;

#[tokio::main]

async fn main() -> anyhow::Result<()> {
    let hippox = Hippox::builder(ModelProvider::OpenAI)
        .api_key("sk-xxx")
        .build()
        .await?;
    // Submit task, returns task_id immediately
    let task_id = hippox.submit("Calculate 15 * 3", None);
    // Poll until task completes
    let result = loop {
        if let Some(task) = hippox.get_task(&task_id) {
            if let Some(output) = task.final_output {
                break output;
            }
        }
        tokio::time::sleep(Duration::from_millis(500)).await;
    };
    println!("Result: {}", result);
    Ok(())
}
```

#### Execute - Direct execution


##### 1. Execution mode


- Synchronous blocking call. The function waits until the task completes and returns the result directly.

##### 2. How it works


- Call `execute()` method
- Task starts immediately in the current thread
- Code pauses and waits for completion
- Returns `String` result directly

##### 3. Use when


- You need the result immediately and don't want to manage task state.

```rust
use hippox::Hippox;
use langhub::types::ModelProvider;

#[tokio::main]

async fn main() -> anyhow::Result<()> {
    let hippox = Hippox::builder(ModelProvider::OpenAI)
        .api_key("sk-xxx")
        .build()
        .await?;
    // Execute and wait for result
    let result = hippox.execute("Calculate 15 * 3", None).await;
    println!("Result: {}", result);
    Ok(())
}
```

### Configuration


#### 1. HippoxConfig


```rust
/// Hippox global configuration
#[derive(Debug, Clone, serde::Deserialize, serde::Serialize)]

pub struct HippoxConfig {
    /// Language setting: "en" or "zh"
    pub lang: String,
    /// AI identity information (name, role, personality, etc.)
    pub identity_information: IdentityInformation,
    /// PostgreSQL database instances (multiple)
    pub postgresql_instances: HashMap<String, PostgreSQLConfig>,
    /// MySQL database instances (multiple)
    pub mysql_instances: HashMap<String, MySQLConfig>,
    /// Redis instances (multiple)
    pub redis_instances: HashMap<String, RedisConfig>,
    /// SQLite instances (multiple)
    pub sqlite_instances: HashMap<String, SQLiteConfig>,
    /// Docker instances (multiple)
    pub docker_instances: HashMap<String, DockerConfig>,
    /// Kubernetes clusters (multiple)
    pub k8s_instances: HashMap<String, K8sConfig>,
    /// TCP connection instances (multiple)
    pub tcp_instances: HashMap<String, TCPConfig>,
    /// UDP connection instances (multiple)
    pub udp_instances: HashMap<String, UDPConfig>,
    /// FTP server instances (multiple)
    pub ftp_instances: HashMap<String, FTPConfig>,
    /// SMTP email instances (multiple)
    pub smtp_instances: HashMap<String, SMTPConfig>,
    /// Telegram bot instances (multiple)
    pub telegram_instances: HashMap<String, TelegramConfig>,
    /// DingTalk robot instances (multiple)
    pub dingtalk_instances: HashMap<String, DingTalkConfig>,
    /// Feishu webhook instances (multiple)
    pub feishu_instances: HashMap<String, FeishuConfig>,
    /// WeCom webhook instances (multiple)
    pub wecom_instances: HashMap<String, WeComConfig>,
    /// GitHub API instances (multiple)
    pub github_instances: HashMap<String, GitHubConfig>,
}
```

#### 2. IdentityInformation


```rust
/// AI identity configuration
#[derive(Debug, Clone, serde::Deserialize, serde::Serialize)]

pub struct IdentityInformation {
    /// AI name, e.g., "Assistant", "Hippox"
    pub name: Option<String>,
    /// Gender, e.g., "male", "female", "neutral"
    pub sex: Option<String>,
    /// Age, e.g., "25", "young"
    pub age: Option<String>,
    /// Species, e.g., "AI", "human", "robot"
    pub species: Option<String>,
    /// Role, e.g., "assistant", "teacher", "life coach"
    pub role: Option<String>,
    /// Personality, e.g., "friendly", "humorous", "professional"
    pub personality: Option<String>,
    /// Tone style, e.g., "casual", "formal", "poetic"
    pub tone_style: Option<String>,
    /// Knowledge scope, e.g., "general", "medical", "programming"
    pub knowledge_scope: Option<String>,
    /// Catchphrase, e.g., "Haha", "I see", "Let's go"
    pub catchphrase: Option<String>,
    /// Prohibited topics, e.g., "no politics", "no medical advice"
    pub taboos: Option<String>,
}
```

## Hippox Core Working Principle


```
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚                        Hippox Core Working Principle                        โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚                                                                             โ”‚
โ”‚  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚
โ”‚  โ”‚ 1. Task Submission (Non-blocking)                                     โ”‚ โ”‚
โ”‚  โ”‚    hippox.submit(input) โ†’ NaturalLanguageTask โ†’ TASK_POOL            โ”‚ โ”‚
โ”‚  โ”‚    โ†’ TASK_NOTIFIER.notify_one() โ†’ return task_id                     โ”‚ โ”‚
โ”‚  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚
โ”‚                                      โ”‚                                      โ”‚
โ”‚                                      โ–ผ                                      โ”‚
โ”‚  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚
โ”‚  โ”‚ 2. Intent Analysis (Step 1)                                           โ”‚ โ”‚
โ”‚  โ”‚    build_intent_parser_prompt() โ†’ LLM.generate() โ†’ parse              โ”‚ โ”‚
โ”‚  โ”‚    Output: clean_intent, skill_categories                             โ”‚ โ”‚
โ”‚  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚
โ”‚                                      โ”‚                                      โ”‚
โ”‚                                      โ–ผ                                      โ”‚
โ”‚  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚
โ”‚  โ”‚ 3. Workflow Execution (Step 2) using clean_intent                     โ”‚ โ”‚
โ”‚  โ”‚    โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”        โ”‚ โ”‚
โ”‚  โ”‚    โ”‚  ReAct   โ”‚ โ”‚  Batch   โ”‚ โ”‚  Chain   โ”‚ โ”‚ PlanAndExecute  โ”‚        โ”‚ โ”‚
โ”‚  โ”‚    โ””โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”˜ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜        โ”‚ โ”‚
โ”‚  โ”‚         โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜                   โ”‚ โ”‚
โ”‚  โ”‚    LLM generates SkillCall โ†’ Executor.execute() โ†’ raw_json           โ”‚ โ”‚
โ”‚  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚
โ”‚                                      โ”‚                                      โ”‚
โ”‚                                      โ–ผ                                      โ”‚
โ”‚  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚
โ”‚  โ”‚ 4. Response Formatting (Step 3)                                       โ”‚ โ”‚
โ”‚  โ”‚    needs_format_conversion(original_input)?                           โ”‚ โ”‚
โ”‚  โ”‚    โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”      โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”  โ”‚ โ”‚
โ”‚  โ”‚    โ”‚  false  โ”‚ โ”€โ”€โ–ถ โ”‚  return raw_json directly                    โ”‚  โ”‚ โ”‚
โ”‚  โ”‚    โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜      โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜  โ”‚ โ”‚
โ”‚  โ”‚    โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”      โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”  โ”‚ โ”‚
โ”‚  โ”‚    โ”‚  true   โ”‚ โ”€โ”€โ–ถ โ”‚  build_format_conversion_prompt()            โ”‚  โ”‚ โ”‚
โ”‚  โ”‚    โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜      โ”‚  โ†’ LLM.generate() โ†’ formatted output        โ”‚  โ”‚ โ”‚
โ”‚  โ”‚                     โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜  โ”‚ โ”‚
โ”‚  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ โ”‚
โ”‚                                      โ”‚                                      โ”‚
โ”‚                                      โ–ผ                                      โ”‚
โ”‚                              final_output                                   โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
```

## Pipe Line


```
User Input
    โ”‚
    โ–ผ
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚   Step 1    โ”‚ โ†’ Intent Analysis
โ”‚   Analysis  โ”‚   build_intent_parser_prompt() โ†’ LLM
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”˜   Output: clean_intent, skill_categories
       โ”‚
       โ–ผ
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚   Step 2    โ”‚ โ†’ Workflow Execution
โ”‚  Execution  โ”‚   Execute skills using clean_intent
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”˜   Output: raw_json
       โ”‚
       โ–ผ
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”      โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚ Need Format โ”‚ โ”€โ”€Yesโ”€โ”€โ–ถโ”‚   Step 3    โ”‚ โ†’ Response Formatting
โ”‚ Conversion? โ”‚      โ”‚ Formatting  โ”‚   build_format_conversion_prompt() โ†’ LLM
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”˜      โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”˜
       โ”‚                    โ”‚
       โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                  โ–ผ
            Final Output
```

## Task Pool


### State Machine


```
Pending โ”€โ”€โ–บ Running โ”€โ”€โ–บ Completed
    โ”‚           โ”‚
    โ”‚           โ”œโ”€โ”€โ–บ Paused โ”€โ”€โ–บ Running (resume)
    โ”‚           โ”‚
    โ”‚           โ””โ”€โ”€โ–บ Cancelled
    โ”‚
    โ””โ”€โ”€โ–บ Cancelled
              โ”‚
              โ””โ”€โ”€โ–บ Failed โ”€โ”€โ–บ Pending (retry)
```

### Architecture


```
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚                      Global Static (Auto-Start)                 โ”‚
โ”‚  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”  โ”‚
โ”‚  โ”‚                    GLOBAL_TASK_POOL                        โ”‚  โ”‚
โ”‚  โ”‚              (Initialized at program load)                โ”‚  โ”‚
โ”‚  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜  โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                              โ”‚
                              โ–ผ
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚                        Hippox Instance                          โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”  โ”‚
โ”‚  โ”‚                    TaskPool (Global)                       โ”‚  โ”‚
โ”‚  โ”‚  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”                   โ”‚  โ”‚
โ”‚  โ”‚  โ”‚Task A   โ”‚  โ”‚Task B   โ”‚  โ”‚Task C   โ”‚                   โ”‚  โ”‚
โ”‚  โ”‚  โ”‚Pending  โ”‚  โ”‚Running  โ”‚  โ”‚Pending  โ”‚                   โ”‚  โ”‚
โ”‚  โ”‚  โ””โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”˜  โ””โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”˜  โ””โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”˜                   โ”‚  โ”‚
โ”‚  โ”‚       โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜                         โ”‚  โ”‚
โ”‚  โ”‚                    โ–ผ                                      โ”‚  โ”‚
โ”‚  โ”‚         โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”                          โ”‚  โ”‚
โ”‚  โ”‚         โ”‚    Priority Queue   โ”‚                          โ”‚  โ”‚
โ”‚  โ”‚         โ”‚  [Task A, Task C]   โ”‚                          โ”‚  โ”‚
โ”‚  โ”‚         โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜                          โ”‚  โ”‚
โ”‚  โ”‚                    โ”‚                                      โ”‚  โ”‚
โ”‚  โ”‚                    โ–ผ                                      โ”‚  โ”‚
โ”‚  โ”‚         โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”                          โ”‚  โ”‚
โ”‚  โ”‚         โ”‚  Execution Engine   โ”‚  (max: 10 workers)      โ”‚  โ”‚
โ”‚  โ”‚         โ”‚  โ”Œโ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ” โ”Œโ”€โ”€โ”€โ”€โ”                         โ”‚  โ”‚
โ”‚  โ”‚         โ”‚  โ”‚ W1 โ”‚ โ”‚ W2 โ”‚ โ”‚ W3 โ”‚  ...                    โ”‚  โ”‚
โ”‚  โ”‚         โ”‚  โ””โ”€โ”€โ”ฌโ”€โ”˜ โ””โ”€โ”€โ”ฌโ”€โ”˜ โ””โ”€โ”€โ”ฌโ”€โ”˜                         โ”‚  โ”‚
โ”‚  โ”‚         โ”‚     โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”˜                           โ”‚  โ”‚
โ”‚  โ”‚         โ”‚           โ–ผ                                   โ”‚  โ”‚
โ”‚  โ”‚         โ”‚  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”                          โ”‚  โ”‚
โ”‚  โ”‚         โ”‚  โ”‚ ExecutableTask  โ”‚                          โ”‚  โ”‚
โ”‚  โ”‚         โ”‚  โ”‚   .execute()    โ”‚                          โ”‚  โ”‚
โ”‚  โ”‚         โ”‚  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜                          โ”‚  โ”‚
โ”‚  โ”‚         โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜                          โ”‚  โ”‚
โ”‚  โ”‚                    โ–ฒ                                      โ”‚  โ”‚
โ”‚  โ”‚         โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”                          โ”‚  โ”‚
โ”‚  โ”‚         โ”‚  Notifier (wakeup)  โ”‚                          โ”‚  โ”‚
โ”‚  โ”‚         โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜                          โ”‚  โ”‚
โ”‚  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜  โ”‚
โ”‚                                                                  โ”‚
โ”‚  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”  โ”‚
โ”‚  โ”‚              ExecutableTask Implementation                โ”‚  โ”‚
โ”‚  โ”‚  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”  โ”‚  โ”‚
โ”‚  โ”‚  โ”‚                  NaturalLanguageTask                โ”‚  โ”‚  โ”‚
โ”‚  โ”‚  โ”‚  โ€ข input: String                                    โ”‚  โ”‚  โ”‚
โ”‚  โ”‚  โ”‚  โ€ข workflow_executor: WorkflowExecutor              โ”‚  โ”‚  โ”‚
โ”‚  โ”‚  โ”‚  โ€ข scheduler: SkillScheduler                        โ”‚  โ”‚  โ”‚
โ”‚  โ”‚  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜  โ”‚  โ”‚
โ”‚  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜  โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                              โ”‚
                              โ–ผ
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚                         External APIs                           โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  handle_natural_language()  โ†’ task_id  (non-blocking)          โ”‚
โ”‚  get_task_status() / cancel() / pause() / resume() / retry()   โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
```

## Workflow Model


| Mode           | Enum Value                   | Core Features                                                                                                        | LLM Calls                           | Use Cases                                                 |
| -------------- | ---------------------------- | -------------------------------------------------------------------------------------------------------------------- | ----------------------------------- | --------------------------------------------------------- |
| ReAct          | WorkflowMode::ReAct          | Think โ†’ Act โ†’ Observe loop, LLM decides next step after each execution                                               | 1 per skill + 1 final response      | Open-ended tasks, dynamic decision making, error recovery |
| Batch          | WorkflowMode::Batch          | Execute multiple independent skills in parallel                                                                      | 1 (generates batch plan)            | Independent operations, bulk processing                   |
| Chain          | WorkflowMode::Chain          | Sequential execution with variable passing ({{variable}} syntax)                                                     | 1 (generates chain)                 | Linear pipelines, data transformation chains              |
| PlanAndExecute | WorkflowMode::PlanAndExecute | One-time planning with conditional branching, variable references ({"$ref":"var"}), error handling (retry/skip/fail) | 1 plan + optional dynamic decisions | Complex workflows, conditional logic, deterministic tasks |

<table>
  <tr>
    <td align="left">
    <h4>Chain</h4>
    </td>
    <td align="left">
    <h4>Batch</h4>
    </td>
  </tr>
  <tr>
    <td align="center"><img src="./assets/architecture/chain_en.png" width="100%" ></td>
    <td align="center"><img src="./assets/architecture/batch_en.png" width="100%"></td>
  </tr>
   <tr>
    <td align="left">
    <h4>ReAct</h4>
    </td>
    <td align="left">
    <h4>PlanAndExecute</h4>
    </td>
  </tr>
  <tr>
    <td align="center"><img src="./assets/architecture/re-act_en.png" width="100%"></td>
    <td align="center"><img src="./assets/architecture/plan-and-execute_en.png" width="100%"></td>
  </tr>
</table>

## Atomic Skill Unit List


| Category             | Skills    | Description                                                                                                                                                                 |
| -------------------- | --------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| **File System**      | 5 skills  | Read, write, delete, list, copy files                                                                                                                                       |
| **Archive**          | 5 skills  | Create/extract ZIP/TAR archives, compress files                                                                                                                             |
| **Math**             | 4 skills  | Expression calculator, power/root, statistics, unit conversion                                                                                                              |
| **Crypto/Random**    | 10 skills | MD5, SHA256, SHA512, file hash, Base64 encode/decode, random number/string/uuid/password                                                                                    |
| **Time**             | 1 skill   | Get current date/time                                                                                                                                                       |
| **Network**          | 20 skills | HTTP requests, URL fetch, ICMP/TCP/batch ping, DNS lookup/reverse/batch/test, IP info/validate/range/local, TCP/UDP send/receive/broadcast, FTP upload/download/list/delete |
| **OS Management**    | 18 skills | Reboot, shutdown, sleep, lock, logout, hibernate, uptime, load average, hostname, time, user info, disk/memory/CPU/network/battery info, desktop notification               |
| **Process**          | 6 skills  | List, kill (by PID/name), check running, get PID, detailed process info                                                                                                     |
| **System**           | 7 skills  | System info, exec command, port scan/lookup/test, clipboard get/set/clear                                                                                                   |
| **Document**         | 11 skills | Markdown, CSV, XML, Excel, PDF read/write/parse                                                                                                                             |
| **Messaging**        | 5 skills  | Email, Telegram, DingTalk, Feishu, WeCom                                                                                                                                    |
| **Database**         | 12 skills | PostgreSQL, MySQL, Redis, SQLite query/execute/list                                                                                                                         |
| **Text Processing**  | 4 skills  | Diff, sort, deduplicate, filter                                                                                                                                             |
| **Regex**            | 4 skills  | Match, find, replace, extract                                                                                                                                               |
| **K8s**              | 18 skills | Pod/deployment/service/node/namespace/event/configmap/secret/ingress/statefulset management, logs, exec, scale, restart, port-forward, apply YAML, delete                   |
| **Docker**           | 5 skills  | List, start/stop, logs, inspect, exec                                                                                                                                       |
| **GitHub**           | 7 skills  | Get repo, create/list issues, star, search, get user, list PRs                                                                                                              |
| **Task Scheduler**   | 3 skills  | Schedule, unschedule, list tasks                                                                                                                                            |
| **Image Processing** | 6 skills  | Resize, convert, info, rotate, crop, compress                                                                                                                               |