backup-suite 1.0.1

Fast, secure & intelligent local backup tool with AES-256 encryption and Zstd compression
Documentation
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
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
# backup-suite

[![Crates.io](https://img.shields.io/crates/v/backup-suite.svg)](https://crates.io/crates/backup-suite)
[![Documentation](https://docs.rs/backup-suite/badge.svg)](https://docs.rs/backup-suite)
[![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](LICENSE)
[![Rust](https://img.shields.io/badge/rust-1.82%2B-blue.svg)](https://www.rust-lang.org)
[![CI](https://github.com/sanae-abe/backup-suite/workflows/CI/badge.svg)](https://github.com/sanae-abe/backup-suite/actions)

[日本語]README.ja.md | [English]README.md | [简体中文]README.zh-CN.md | [繁體中文]README.zh-TW.md

> **Fast, Secure & Intelligent Local Backup Tool**

## Table of Contents

- [Key Features]#key-features
- [Screenshots]#screenshots
- [Installation]#installation
- [Quick Start]#quick-start
- [Basic Usage]#basic-usage
- [Smart Features (Intelligent Backup)]#-smart-features-intelligent-backup
- [Configuration File]#configuration-file
- [Scheduling Features]#scheduling-features
- [Command Reference]#command-reference
- [Update & Uninstall]#update--uninstall
- [Security & Quality]#security--quality
- [Technology Stack]#technology-stack
- [Supported Platforms]#supported-platforms
- [License]#license

## Key Features

### 🎯 Priority-Based Backup Management
- **Important work files** automatically backed up daily
- **Photos and personal files** backed up weekly
- **Archive files** backed up monthly

### 🤖 Smart-Driven Intelligent Management
- **Auto-Optimization**: Automatically generate optimal backup configuration through directory analysis
- **File Importance Analysis**: Automatically classify files in directories by importance level (~8s/10,000 files)
- **Exclude Pattern Suggestions**: Auto-detect and suggest exclusion of unnecessary files (cache, build artifacts)
- **Anomaly Detection**: Automatically detect backup size anomalies using statistical analysis (< 1ms)
- **Fully Offline**: All Smart features run locally, complete privacy protection

### 🔐 Military-Grade Encryption Protection
- **AES-256-GCM encryption** virtually impossible to decrypt
- **Argon2 key derivation** securely generates encryption keys from passwords
- **Data completely safe** even if computer is stolen
- **Third parties cannot access** when stored in cloud
- **Strong password auto-generation** ensures security

### 📦 High-Speed Compression for Storage Savings
- **Zstd compression** for fast and high compression ratio
- **Gzip compression** for compatibility focus
- **No compression** option also available
- **Reduce disk usage by up to 70%**

### ⚡ Incremental Backup for Ultra-Fast Performance
- **Backup only changed files** for massive time savings
- **SHA-256 hash-based** accurate change detection
- **90% faster backup time** (from 2nd run onwards)
- **85% storage reduction** (only differences saved)
- **Automatic fallback to full backup** (on first run)

### ⏰ Fully Automated Scheduling
- **No manual operation required** after setup - runs automatically
- **Frequency adjusted by importance** (daily/weekly/monthly)
- **Completely prevents forgotten backups**
- **macOS launchd/Linux systemd integration** for reliable automated execution

### 📊 Clear Management and Maintenance
- **Check backup statistics** to see how much has been backed up
- **View execution history** to see when backups ran
- **Automatically delete old backups** to save disk space
- **Easy restoration** when data is corrupted

### 🌍 International Language Support
- **4 languages fully supported**: English, Japanese (日本語), Simplified Chinese (简体中文), Traditional Chinese (繁體中文)
- **Automatic language detection**: Auto-detected from `LANG` environment variable (supports `ja`, `en`, `zh-CN`, `zh-TW`, etc.)
- **Complete translations**: All CLI output, error messages, and help text available in each language

### 💡 User-Friendly CLI
- **Typo correction suggestions**: Automatically detects command name typos and suggests the correct command
  ```bash
  $ backup-suite restor
  error: unrecognized subcommand 'restor'

  Did you mean 'restore'?

  For more information, try '--help'.
  ```
- **Intelligent edit distance algorithm**: Uses Levenshtein distance to automatically detect similar commands (up to 2 character differences)
- **Color support**: Automatically adjusts based on terminal color capabilities

## Screenshots

### Help Screen
<img src="docs/screenshots/help.webp" alt="backup-suite help" width="600">

*Display command list and options in Japanese*

### Backup Target List
<img src="docs/screenshots/list.webp" alt="backup-suite list" width="600">

*Display registered backup targets in table format*

### Backup Execution
<img src="docs/screenshots/run.webp" alt="backup-suite run" width="600">

*Actual backup execution screen*

### Backup Execution (Dry Run)
<img src="docs/screenshots/dry-run.webp" alt="backup-suite dry-run" width="600">

*Check execution content without actually copying files*

### Backup History
<img src="docs/screenshots/history.webp" alt="backup-suite history" width="600">

*Check past backup execution history*

## Installation

### Install via Homebrew (macOS)

```bash
brew tap sanae-abe/backup-suite
brew install backup-suite
```

### Install via Cargo

```bash
# Install with Smart features enabled (recommended)
cargo install backup-suite --features smart

# Install without Smart features (lightweight version)
cargo install backup-suite
```

### Build from Source

```bash
# 1. Clone repository
git clone git@github.com:sanae-abe/backup-suite.git
cd backup-suite

# 2. Install Rust (if not already installed)
curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh
source ~/.cargo/env

# 3. Build & Install (with Smart features)
cargo build --release --features smart
cargo install --path . --features smart

# 4. Verify operation
backup-suite --version
```

### 🌍 Shell Completion (Multilingual Support)

Shell completion is supported in **4 languages**: English, Japanese, Simplified Chinese, Traditional Chinese.

#### Quick Setup (Zsh)

```bash
# 1. Create completion directory
mkdir -p ~/.zfunc

# 2. Add to ~/.zshrc
echo 'fpath=(~/.zfunc $fpath)' >> ~/.zshrc
echo 'autoload -Uz compinit && compinit' >> ~/.zshrc

# 3. Generate completion (auto-detects language from $LANG)
backup-suite completion zsh > ~/.zfunc/_backup-suite

# 4. Restart shell
exec zsh
```

**Manual language selection**:

```bash
# Japanese
./scripts/generate-completion.sh ja

# Simplified Chinese
./scripts/generate-completion.sh zh-CN

# Traditional Chinese
./scripts/generate-completion.sh zh-TW

# English
./scripts/generate-completion.sh en
```

**Troubleshooting**:

If completion doesn't work, see the comprehensive guide at [docs/shell-completion.md](docs/shell-completion.md). Common solutions:

- **No completion at all**: Restart shell (`exec zsh`), check file exists (`ls -la ~/.zfunc/_backup-suite`)
- **Wrong language displayed**: Check `echo $LANG`, or use `./scripts/generate-completion.sh en` to manually specify
- **compinit warnings**: Fix permissions (`chmod go-w ~/.zfunc`)

For Bash/Fish installation and detailed troubleshooting, refer to [docs/shell-completion.md](docs/shell-completion.md).

## Quick Start

### 1. Basic Setup
```bash
# Check current settings
backup-suite status

# Configuration file location
# ~/.config/backup-suite/config.toml
```

**Note**: Language is automatically detected from the `LANG` environment variable. Supported languages: English, Japanese, Simplified Chinese (简体中文), Traditional Chinese (繁體中文). It will automatically display in the appropriate language based on your system locale.

### 2. Configure Backup Destination

```bash
# Set Google Drive destination
backup-suite config set-destination "/Users/your-username/Library/CloudStorage/GoogleDrive-your@email.com/My Drive/backup-storage"

# ⚠️ IMPORTANT: Always enable encryption when backing up to cloud storage
# When storing backups on cloud storage like Google Drive,
# always use the --encrypt option to protect against unauthorized third-party access

# Check current settings
backup-suite config get-destination
```

### 3. Verify Configuration

To verify your configuration, use the `backup-suite status` command from [1. Basic Setup](#1-basic-setup).

## Basic Usage

1. **Add Files**
```bash
backup-suite add ~/Documents/project --priority high --category development
backup-suite add ~/Photos --priority medium --category personal
```

2. **Check Target List**
```bash
backup-suite list
backup-suite list --priority high  # High priority only
```

3. **Update Target Settings**
```bash
# Change category only
backup-suite update ~/.config --category "Config files"

# Change priority and category simultaneously
backup-suite update ~/.ssh --priority high --category "SSH config (private keys)"

# Add exclude patterns
backup-suite update ~/.ssh --exclude "known_hosts*" --exclude "*.old"

# Update multiple settings at once
backup-suite update ~/Documents --priority high --category "Important docs" --exclude "*.tmp"
```

4. **Execute Backup**
```bash
backup-suite run                   # Execute all targets
backup-suite run --priority high   # High priority only
backup-suite run --category work   # Specific category only
backup-suite run --dry-run         # Dry run (verification only)

# Incremental backup
backup-suite run --incremental     # Backup only changed files (recommended from 2nd run)

# Compression options
backup-suite run --compress zstd   # Zstd compression (fast, high ratio, recommended)
backup-suite run --compress gzip   # Gzip compression (compatibility focus)
backup-suite run --compress none   # No compression

# Encrypted backup (recommended: interactive password prompt)
backup-suite run --encrypt
# → Enter password securely via prompt (won't be saved in shell history)

# Or use environment variable (optional)
export BACKUP_SUITE_PASSWORD="your-secure-password"
backup-suite run --encrypt

# Compression + encryption combination
backup-suite run --compress zstd --encrypt
# → Enter password interactively via prompt
```

5. **Setup Automation**
```bash
# Set priority-based schedule
backup-suite schedule setup --high daily --medium weekly --low monthly
backup-suite schedule enable
```

## 🤖 Smart Features (Intelligent Backup)

Optimize your backups with statistical anomaly detection and file importance analysis.

### Installation

To use Smart features, you need to build with the `--features smart` flag.

```bash
# Build with Smart features enabled
cargo build --release --features smart
cargo install --path . --features smart

# Or install via Cargo
cargo install backup-suite --features smart
```

### Key Features

#### 1. Smart Auto-Configuration

Analyze directories and automatically generate optimal backup configuration.

```bash
# Auto-analyze and configure (evaluate each subdirectory individually)
backup-suite smart auto-configure ~/data

# Interactive mode (confirm each subdirectory and exclusion pattern)
backup-suite smart auto-configure ~/data --interactive

# Dry run (preview only, don't apply changes)
backup-suite smart auto-configure ~/data --dry-run

# Specify subdirectory scan depth (default: 1)
backup-suite smart auto-configure ~/data --max-depth 2

# Specify maximum number of subdirectories to process (default: 100)
backup-suite smart auto-configure ~/data --max-subdirs 50

# Increase subdirectory processing limit for large directory trees
backup-suite smart auto-configure ~/data --max-subdirs 200
```

**Features**:
- **Individual evaluation of each subdirectory** (optimal priority for each directory)
- **Automatic exclusion pattern detection** (auto-exclude `node_modules/`, `target/`, `.cache/`, etc.)
- **Project type auto-detection** (Rust, Node.js, Python, etc.)
- **Only patterns with 80%+ confidence applied** (prevents false positives)
- **Performance optimization with processing limit** (`--max-subdirs` for handling large directory trees, default: 100)

**Example Output**:
```
🤖 Smart Auto-Configuration
Analyzing: "/Users/user/projects"
  📁 Found 3 subdirectories: 3
    Evaluating: "/Users/user/projects/web-app"
      Recommended Priority: High (Score: 95)
      📋 Exclusion pattern suggestions: 3
        - node_modules (99.0%, 2.34 GB estimated reduction)
        - .cache (95.0%, 0.45 GB estimated reduction)
        - .*\.tmp$ (99.0%, 0.00 GB estimated reduction)
      📝 Exclusion patterns: node_modules, .cache, .*\.tmp$
      ✅ Added to configuration
    Evaluating: "/Users/user/projects/rust-cli"
      Recommended Priority: High (Score: 95)
      📋 Exclusion pattern suggestions: 2
        - target (99.0%, 1.87 GB estimated reduction)
        - .cache (95.0%, 0.12 GB estimated reduction)
      📝 Exclusion patterns: target, .cache
      ✅ Added to configuration
    Evaluating: "/Users/user/projects/archive"
      Recommended Priority: Low (Score: 30)
      ✅ Added to configuration

Auto-configuration completed
  Items added: 3
  Total reduction: 4.78 GB (approx. 35% faster backup time)
```

**When subdirectory limit is reached**:
```
🤖 Smart Auto-Configuration
Analyzing: "/Users/user/large-project"
  📁 Found 100 subdirectories: 100
  ⚠️  Limit reached, some subdirectories were not processed: 100 (use --max-subdirs to change)
```

#### 2. File Importance Analysis

Classify files in a directory by importance level to optimize backup strategy.

```bash
# Analyze directory importance
backup-suite smart analyze ~/documents

# Show detailed importance scores
backup-suite smart analyze ~/documents --detailed

# Analyze only specific file types
backup-suite smart analyze ~/projects --filter "*.rs,*.toml"
```

**Evaluation Criteria**:
- **High Importance (80-100 points)**: Source code, documents, configuration files
- **Medium Importance (40-79 points)**: Images, data files
- **Low Importance (0-39 points)**: Logs, temporary files

**Example Output**:
```
🤖 Smart File Importance Analysis: ~/Documents

┌─────────────────────────┬──────────────────┬──────────────┬─────────────────────┐
│ File/Directory          │ Importance Score │ Suggested    │ Reason              │
│                         │                  │ Priority     │                     │
├─────────────────────────┼──────────────────┼──────────────┼─────────────────────┤
│ src/                    │ ████████ 95      │ High         │ Source code (frequent updates) │
│ reports/                │ ████████ 90      │ High         │ Documents (important) │
│ photos/                 │ ████░░░░ 60      │ Medium       │ Image files         │
│ .cache/                 │ █░░░░░░░ 10      │ Exclude      │ Cache directory     │
└─────────────────────────┴──────────────────┴──────────────┴─────────────────────┘
```

**Performance**: ~8 seconds (10,000 files)

#### 3. Exclusion Pattern Suggestions

Automatically detect unnecessary files and suggest exclusion patterns.

```bash
# Show suggested exclusion patterns
backup-suite smart suggest-exclude ~/projects

# Automatically apply suggested patterns to config
backup-suite smart suggest-exclude ~/projects --apply

# Specify minimum file size (default: 100MB)
backup-suite smart suggest-exclude ~/projects --min-size 50MB
```

**Detection Targets**:
- Build artifacts (`target/`, `dist/`, `build/`)
- Dependency caches (`node_modules/`, `.cargo/`)
- Temporary files (`*.tmp`, `*.cache`)
- Large media files (above threshold size)

**Example Output**:
```
🤖 Smart Exclusion Pattern Suggestions: ~/projects

┌──────────────────┬──────────┬──────────┬─────────────────────┐
│ Pattern          │ Size     │ Confidence │ Reason                  │
│                  │ Saved    │            │                         │
├──────────────────┼──────────┼──────────┼─────────────────────┤
│ node_modules/    │ 2.34 GB  │ 99%      │ npm dependencies (regenerable) │
│ target/          │ 1.87 GB  │ 99%      │ Rust build artifacts    │
│ .cache/          │ 0.45 GB  │ 95%      │ Cache directory         │
└──────────────────┴──────────┴──────────┴─────────────────────┘

💡 Total Reduction: 4.66 GB (approx. 30% faster backup time)
```

#### 4. Anomaly Detection

Detect statistically abnormal backups from historical data.

```bash
# Detect anomalies in the last 7 days
backup-suite smart detect --days 7

# More detailed analysis (also shows statistics)
backup-suite smart detect --days 14 --detailed
```

**Detection Contents**:
- Backup size spikes/drops (Z-score statistical analysis)
- Disk capacity depletion prediction (linear regression)
- Failure pattern analysis (by category and time)

**Example Output**:
```
🤖 Smart Anomaly Detection Report (Last 7 Days)

┌────┬──────────────────┬──────────────┬────────────┬────────────────────────┐
│ No │ Detection Time   │ Anomaly Type │ Confidence │ Description            │
├────┼──────────────────┼──────────────┼────────────┼────────────────────────┤
│ 1  │ 2025-11-09 03:15 │ Size Surge   │ 95.3%      │ File size 3x normal    │
└────┴──────────────────┴──────────────┴────────────┴────────────────────────┘

📊 Summary: 1 anomaly detected
💡 Recommended Action: Add temporary files in ~/Downloads to exclusion settings
```

**Performance**: < 1ms (100 history entries)

### Disabling Smart Features

If Smart features are not needed, use the standard build.

```bash
# Standard build (without Smart features)
cargo build --release
cargo install --path .
```

### Security and Privacy

All Smart features operate **completely offline**:

- ✅ External API calls: None
- ✅ Cloud services: Not required
- ✅ Sensitive data transmission: Zero
- ✅ Data collection: None

For more details, see [Smart Features Documentation](docs/smart/features.md).

## Configuration File

### ~/.config/backup-suite/config.toml Example
```toml
[general]
log_level = "info"
log_file = "~/.local/share/backup-suite/logs/backup.log"

[storage]
type = "local"
path = "/Users/john/Library/CloudStorage/GoogleDrive-john@example.com/My Drive/backup-storage"  # When using cloud storage, encryption = true is required
compression = "zstd"  # Compression type: "zstd", "gzip", "none"
compression_level = 3  # Compression level: 1-22 (Zstd), 1-9 (Gzip)
encryption = true
encryption_key_file = "~/.config/backup-suite/keys/backup.key"  # Important: Protect with chmod 600

[schedule]
enabled = true
daily_time = "02:00"
weekly_day = "sunday"
monthly_day = 1

[targets]
[[targets.directories]]
name = "documents"
path = "~/Documents"
exclude = ["*.tmp", "*.cache", ".DS_Store"]

[[targets.directories]]
name = "projects"
path = "~/Projects"
exclude = ["node_modules/", "target/", ".git/", "*.log"]
```

## Command Reference

| Command        | Description               | Example                                         |
| -------------- | ------------------------- | ----------------------------------------------- |
| **add**        | Add backup target         | `backup-suite add ~/docs --priority high`       |
| **list, ls**   | Display target list       | `backup-suite list --priority medium`           |
| **remove**     | Remove target             | `backup-suite remove ~/old-files`               |
| **update**     | Update target settings    | `backup-suite update ~/.ssh --priority high --category "SSH config"` |
| **clear, rm**  | Bulk delete               | `backup-suite clear --priority low`             |
| **run**        | Execute backup            | `backup-suite run --encrypt`                    |
| **restore**    | Restore backup            | `backup-suite restore --from backup-20251104`   |
| **cleanup**    | Delete old backups        | `backup-suite cleanup --days 30`                |
| **status**     | Display current status    | `backup-suite status`                           |
| **history**    | Display execution history | `backup-suite history --days 7`                 |
| **schedule**   | Manage scheduling         | `backup-suite schedule enable`                  |
| **config**     | Manage configuration      | `backup-suite config set-destination ~/backups` |
| **open**       | Open backup directory     | `backup-suite open`                             |
| **completion** | Generate shell completion | `backup-suite completion zsh`                   |
| **smart**         | Smart features (requires `--features smart`) | `backup-suite smart detect --days 7`    |

## Update & Uninstall

### Update

```bash
# Homebrew
brew upgrade backup-suite

# Cargo
cargo install backup-suite --force --features smart

# From source
cd backup-suite
git pull origin main
cargo install --path . --force --features smart
```

### Uninstall

```bash
# 1. Remove binary
rm ~/.local/bin/backup-suite

# 2. Delete configuration files (optional)
rm -rf ~/.config/backup-suite/

# 3. Delete log files (optional)
rm -rf ~/.local/share/backup-suite/
```

## Security & Quality

### **Enterprise-Grade Security**
- **Encryption**: AES-256-GCM (Authenticated Encryption)
- **Key Derivation**: Argon2id (Memory cost 19MB, Iterations 2)
- **Nonce Collision Detection**: Auto-tracking in debug builds (zero overhead in release builds)
  - Tracks all Nonces (encryption initialization vectors) and immediately detects collisions
  - Provides detailed error messages explaining security impact when collision occurs
  - Completely removed at compile-time in release builds (no performance impact)
- **Path Traversal Protection**: Unicode normalization (NFKC), Null byte detection, Symlink attack prevention
- **Sensitive Data Erasure**: Zeroize usage (memory dump attack protection)
- **Local-only**: Cloud-independent security
- **Permission Management**: Proper configuration file permissions

### **Type Safety & Memory Safety**
- Minimize runtime errors with Rust's powerful type system
- Memory safety guarantee (prevents buffer overflow, memory leaks)
- Compile-time error detection

## Technology Stack

- **Language**: Rust (latest stable version)
- **CLI**: clap 4.x (command line parsing & completion generation)
- **Compression**: Zstd (fast & high ratio), Gzip (compatibility)
- **Encryption**: AES-256-GCM, Argon2
- **Configuration**: TOML (human-readable configuration format)
- **Scheduling**: macOS launchctl, Linux systemd
- **Smart/Statistical Analysis**: statrs (statistical computing), rayon (parallel processing)

## Supported Platforms

| OS      | Architecture  | Support Status |
| ------- | ------------- | -------------- |
| 🐧 Linux | x86_64        | ✅ Full support |
| 🐧 Linux | aarch64       | ✅ Full support |
| 🍎 macOS | x86_64        | ✅ Full support |
| 🍎 macOS | Apple Silicon | ✅ Full support |

## License

This project is licensed under the [MIT License](LICENSE).

---

## Contributing

Bug reports, feature requests, and pull requests are welcome!
Feel free to contact us via GitHub Issues or PRs.