Our review
Automatically finds and applies the best-matching skill from a local skills directory based on a keyword search.
Strengths
- Dynamically adapts to tasks without manual setup
- Reuses known best practices
- Reduces cognitive load by automating skill selection
Limitations
- Only works if skills are properly documented and indexed
- Search depends on rg accuracy
- May not find appropriate skill for ambiguous keywords
When you need to apply a standardized workflow that matches a known skill keyword.
For entirely novel tasks where no existing skill exists, or when you need fine-grained control over the process.
Security analysis
SafeThe skill only uses Bash with ripgrep to search within the 'skills/' directory. No external connections, destructive commands, or exfiltration vectors are present. The allowed tool is restricted to read-only search (rg).
No concerns found
Examples
Load the best-matching skill for 'testing' and apply it to the current task.Find the skill for 'deployment' and use it to guide the current deployment process.Search for the 'documentation' skill and apply its workflow to the current project.description: Load the best-matching skill doc from skills/ and apply it to the current task argument-hint: '[keyword]' allowed-tools: Bash(rg:*)
Find the best matching skill under skills/ for: $ARGUMENTS
Steps:
- Search
skills/for the keyword using ripgrep. - Identify the most relevant
skills/**/skill.md. - Summarize the workflow rules from that skill.
- Apply those rules to the current task and proceed.
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