Use Scripts to Extract or Analyze Prompts

0June 2026

Python and shell scripts for reverse engineering GPTs, extracting prompts, and testing LLM behavior.

What problem does this solve?

Manual reverse engineering is slow and error-prone. This collection includes scripts and tools for automating prompt extraction, analyzing GPT behavior, and testing instruction parsing across models.

How does it work?

Browse available tools (Python packages for prompt extraction, shell scripts for API testing, etc.). 2. Review documentation on what each tool does and how to run it. 3. Modify scripts for your own reverse engineering or testing needs. 4. Combine with the jailbreak and protection prompts to automate vulnerability testing. Output: a toolkit for automated prompt analysis and GPT behavior testing.

Included Skills

No skills in this group

Key Features

Prompt Extraction Tools

Python scripts that interact with GPTs to extract or deduce system instructions.

API Testing Scripts

Shell and Python scripts for testing behavior across OpenAI, Anthropic, and Google APIs.

Analysis & Reporting

Scripts that analyze extracted prompts and generate reports on instruction patterns and vulnerabilities.

Automated Testing

Tools for running jailbreak attempts and protection tests at scale.

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