A specialized skill to extract error data and failed AI attempts into a clean, structured help request document.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install stuck
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install stuck using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Stuck - AI Help Request Generator?
The Stuck skill is a developer-centric tool designed for when AI coding assistants hit a wall. It analyzes conversation logs to pinpoint why an AI is failing—whether it is caught in a loop, regressing, or diverging—and compiles this data into a standardized HELP_REQUEST.md file. This ensures that when you seek human or secondary AI assistance, you provide all necessary context without manual effort.
By leveraging Openclaw Skills, developers can transform frustrating debugging loops into actionable reports. The tool handles the heavy lifting of scanning logs, identifying failure patterns, and redacting sensitive information like API keys and local paths before sharing.
Stuck - AI Help Request Generator Use Cases
- You are stuck in a logical loop where the AI keeps repeating the same incorrect fix.
- An AI agent fixes one bug but introduces a regression elsewhere.
- You need to prepare a detailed issue report for a teammate or a forum.
- You want to summarize a long, complex AI interaction for a different LLM to solve.
How Stuck - AI Help Request Generator Works
- The user triggers the process by saying 'stuck' or similar phrases, prompting a request for a problem description.
- The skill lists recent conversation sessions using a Python parser and asks the user to select the relevant ones.
- It extracts raw error messages, failed attempts, and interaction metrics from the selected logs.
- It automatically detects failure patterns such as infinite loops, regressions, or divergent logic.
- It generates a HELP_REQUEST.md file with redacted sensitive data and presents it for final user approval.
Stuck - AI Help Request Generator Setup
Ensure you have python3 installed and the Openclaw Skills environment configured.
# The skill requires the following script path to exist:
# ~/.claude/skills/stuck/scripts/parse_conversations.py
# Trigger the skill within your AI IDE:
# Type 'stuck' or 'help request'
Stuck - AI Help Request Generator Data Schema & Taxonomy
The skill generates a HELP_REQUEST.md file with the following structure:
| Section | Description |
|---|---|
| Problem | Single-sentence summary of the issue. |
| Environment | Detected AI tools, tech stack, and session duration. |
| Error Info | Raw, unedited error logs from the session. |
| AI Attempts | Chronological list of fixes tried and their results. |
| Failure Mode | Automated classification (e.g., Loop, Regression). |
| Relevant Code | Targeted file paths and functions involved. |
Stuck - AI Help Request Generator Advanced Features
- Multi-session log analysis for complex debugging history.
- Automated failure mode detection (Infinite Loop, Regression, Divergence, Silent Failure).
- Built-in data redaction for API keys, email addresses, and absolute user paths.
- Interaction round counting to quantify the difficulty of the task.
SKILL.md
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