fix broken claude skills
by nowrich
Audit, debug, and fix Claude SKILL.md files to ensure they trigger reliably and follow official templates.
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Works with the AI tools you already use
See it in action
You say
Audit the SKILL.md in ./skills/data-fetcher. It's not triggering when I ask for database reports.
Your agent does
Findings:
- Critical: Frontmatter name 'DataFetcher' must be lowercase kebab-case.
- Major: Description is in first-person; needs third-person trigger phrases.
Fixed SKILL.md:
name: data-fetcher description: Fetches raw data and generates SQL reports...
...
Verdict: ✅ DEPLOY-READY
What you get
About this skill
The problem
Skills often fail to trigger because of subtle frontmatter typos, vague descriptions, or invalid YAML. Manually debugging why an agent ignores a specific instruction is time-consuming and prone to trial-and-error.
What it does
- Audits SKILL.md files against official templates to find critical frontmatter and structural errors.
- Identifies hallucination risks where instructions reference non-existent scripts, files, or tools.
- Rewrites skill descriptions into high-performance, third-person trigger text for better routing.
- Provides a deploy-ready fixed file along with a severity-ranked findings report.
Why this beats prompting it yourself
General-purpose LLMs often overlook technical frontmatter requirements or silently hallucinate missing dependencies. This skill uses a specific checklist and validation script to ensure every line is load-bearing and compliant with the agent's router logic.
Use cases
- Debug a skill that is currently ignored by the agent during conversations.
- Standardize a large library of skills to ensure consistent behavior and formatting.
- Perform a pre-deployment QA check on new skills to catch silent failures before shipping.
Known limitations
This skill audits and edits file contents but does not perform filesystem operations like renaming folders without explicit confirmation.
How to install
Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.
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