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// Skill profile

Adversarial Robustness Toolbox

version: "2.0.0"

by bytesagain · published 2026-03-22

开发工具数据处理
Total installs
0
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Last updated
2026-03
// Install command
$ claw add gh:bytesagain/bytesagain-ba-adversarial-robustness-toolbox
View on GitHub
// Full documentation

---

version: "2.0.0"

name: Adversarial Robustness Toolbox

description: "Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning Security - Evasion, Poiso adversarial robustness toolbox, python."

author: BytesAgain

homepage: https://bytesagain.com

source: https://github.com/bytesagain/ai-skills

---

# Adversarial Robustness Toolbox

A multi-purpose utility tool for managing data entries, searching records, and exporting information from the command line. The Adversarial Robustness Toolbox CLI provides a lightweight, file-based data management system with timestamped logging and full CRUD operations.

Commands

| Command | Description |

|---------|-------------|

| `run` | Execute the main function with provided arguments |

| `config` | Display configuration file path and log the action |

| `status` | Show current operational status (reports "ready" when healthy) |

| `init` | Initialize the data directory and prepare the environment |

| `list` | List all entries stored in the data log file |

| `add` | Add a new timestamped entry to the data log |

| `remove` | Remove a specified entry from the data store |

| `search` | Search entries by keyword (case-insensitive grep) |

| `export` | Export all stored data to stdout |

| `info` | Display version number and data directory path |

| `help` | Show the full help message with all available commands |

| `version` | Print the current version string |

Data Storage

All data is stored in plain text files under the data directory:

  • **Data log**: `$DATA_DIR/data.log` — stores all entries added via `add`, one per line with date prefix
  • **History log**: `$DATA_DIR/history.log` — audit trail of every command executed with timestamps
  • **Config**: `$DATA_DIR/config.json` — referenced by the `config` command
  • Default data directory: `~/.local/share/adversarial-robustness-toolbox/`

    Override by setting the `ADVERSARIAL_ROBUSTNESS_TOOLBOX_DIR` environment variable:

    export ADVERSARIAL_ROBUSTNESS_TOOLBOX_DIR="/custom/path/to/data"

    Requirements

  • Bash (with `set -euo pipefail` support)
  • Standard Unix utilities: `grep`, `cat`, `date`, `echo`
  • No external dependencies or API keys required
  • When to Use

    1. **Quick data logging** — When you need a fast CLI-based way to log timestamped entries for ML security experiments or adversarial testing notes

    2. **Searching through records** — When you need to find specific entries across your data log using keyword search

    3. **Exporting data for reports** — When you need to dump all stored records to stdout or pipe them into another tool for further analysis

    4. **Lightweight experiment tracking** — When you want a minimal, file-based system to track adversarial robustness experiments, model evaluations, or attack results

    5. **System initialization and status checks** — When you need to verify the tool is properly initialized and check its operational health

    Examples

    # Initialize the toolbox and verify status
    adversarial-robustness-toolbox init
    adversarial-robustness-toolbox status
    
    # Add entries to track experiments
    adversarial-robustness-toolbox add "FGSM attack on ResNet50 — accuracy dropped 23%"
    adversarial-robustness-toolbox add "PGD defense applied — robustness improved to 78%"
    adversarial-robustness-toolbox add "Carlini-Wagner L2 attack test on MNIST classifier"
    
    # List all stored entries
    adversarial-robustness-toolbox list
    
    # Search for specific attack types
    adversarial-robustness-toolbox search "FGSM"
    
    # Export all data to a backup file
    adversarial-robustness-toolbox export > experiment-log.txt
    
    # Check version and data directory info
    adversarial-robustness-toolbox info
    adversarial-robustness-toolbox version

    Output

    All commands return output to stdout. You can redirect to a file:

    adversarial-robustness-toolbox export > output.txt
    adversarial-robustness-toolbox list > entries.txt

    Every command execution is logged to `$DATA_DIR/history.log` for auditing purposes.

    Configuration

    Set the `ADVERSARIAL_ROBUSTNESS_TOOLBOX_DIR` environment variable to change the data directory. Default: `~/.local/share/adversarial-robustness-toolbox/`

    # Example: use a custom directory
    export ADVERSARIAL_ROBUSTNESS_TOOLBOX_DIR="$HOME/.art-data"
    adversarial-robustness-toolbox init

    ---

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