Best-Matching Skill Loader

VerifiedSafe

Loads the most relevant skill documentation from the skills/ directory by searching for a keyword with ripgrep, then applies the corresponding workflow rules to the current task. Helps reuse an existing skill for a new but related task.

Sby Skills Guide Bot
ProductivityIntermediate
906/2/2026
Claude Code
#skill-loading#meta-skill#dynamic-application#workflow-adaptation

Recommended for

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 to use it

When you need to apply a standardized workflow that matches a known skill keyword.

When not to use it

For entirely novel tasks where no existing skill exists, or when you need fine-grained control over the process.

Security analysis

Safe
Quality score75/100

The 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 testing skill
Load the best-matching skill for 'testing' and apply it to the current task.
Apply deployment skill
Find the skill for 'deployment' and use it to guide the current deployment process.
Load documentation skill
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:

  1. Search skills/ for the keyword using ripgrep.
  2. Identify the most relevant skills/**/skill.md.
  3. Summarize the workflow rules from that skill.
  4. Apply those rules to the current task and proceed.
Related skills