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Prompt Debugger
by
charlie-morrison
· GitHub ↗
· v1.0.0
· MIT-0
48
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0
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0
Active Installs
1
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Install in OpenClaw
/install prompt-debugger
Description
Debug prompts that produce unexpected AI outputs — diagnose failure modes, identify ambiguity and conflicting instructions, test variations, compare model re...
Usage Guidance
This skill appears coherent and appropriate for debugging prompts. Before using it, avoid pasting secrets, private keys, or proprietary data into prompts you want analyzed — the agent will need to send prompt text (and any example outputs) to the model(s) it uses, which could transmit that data. If you need to debug sensitive prompts, redact or syntheticize private data, or run prompt tests against a local/private model. If you prefer the agent not to test variations autonomously, restrict its ability to call external models or run the skill only interactively.
Capability Analysis
Type: OpenClaw Skill
Name: prompt-debugger
Version: 1.0.0
The 'prompt-debugger' skill is a purely instructional Markdown-based tool designed to help users analyze and improve AI prompts. It contains no executable code, network requests, or file system access, and its instructions are strictly focused on prompt engineering diagnostics and optimization (SKILL.md).
Capability Assessment
Purpose & Capability
The name/description (prompt debugging, diagnosis, variations, rewrites) matches the SKILL.md content. The skill requires no binaries, env vars, or installs — which is proportionate for an instruction-only prompt-debugging helper.
Instruction Scope
The runtime instructions are narrowly focused on analyzing prompts, classifying failure modes, proposing fixes, generating variations, and producing rewrites. They do not instruct the agent to read unrelated files, access environment variables, or transmit data to external endpoints beyond the normal model invocations required to test prompts. Note: applying the skill (especially 'compare' and 'test variations') will usually cause the agent to send prompt content and candidate outputs to whichever model or API the agent uses — so sensitive content could be transmitted as part of normal operation.
Install Mechanism
No install spec or code files; instruction-only skills are lowest-risk because nothing is written to disk or downloaded.
Credentials
The skill declares no environment variables, credentials, or config paths. That is proportional to its purpose.
Persistence & Privilege
always:false and no special persistence or system-wide config changes. The skill can be invoked by the agent (normal behavior) but does not request elevated presence or modify other skills.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install prompt-debugger - After installation, invoke the skill by name or use
/prompt-debugger - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release of prompt-debugger skill.
- Diagnose and fix prompt failures, including ambiguity, conflicting instructions, or missing context.
- Generate and compare prompt variations to test and improve prompt quality.
- Rewrite prompts with best practices (clarity, structure, format, examples).
- Score prompts across multiple quality dimensions and suggest top improvements.
- Detect and report common prompt anti-patterns.
- Includes a library of prompt patterns and anti-patterns for reference.
Metadata
Frequently Asked Questions
What is Prompt Debugger?
Debug prompts that produce unexpected AI outputs — diagnose failure modes, identify ambiguity and conflicting instructions, test variations, compare model re... It is an AI Agent Skill for Claude Code / OpenClaw, with 48 downloads so far.
How do I install Prompt Debugger?
Run "/install prompt-debugger" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Prompt Debugger free?
Yes, Prompt Debugger is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Prompt Debugger support?
Prompt Debugger is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Prompt Debugger?
It is built and maintained by charlie-morrison (@charlie-morrison); the current version is v1.0.0.
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