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
6/2/2026
Claude Code
#skill-loading#meta-skill#dynamic-application#workflow-adaptation

Recommended for

Automated summary

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

How this analysis is made

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.

From the file to a first result

The download contains exactly the content displayed on this page. This copy may differ from the latest version in the source repository.

View the source and supporting files

This download contains SKILL.md only. Any scripts, references, templates and dependencies are not included. Get the required files from the source, preserving their directory structure, before continuing.

1. Download the file

Download SKILL.md

From the root of a test project, save the file as .skill-downloads/best-matching-skill-loader-mmk3nhfx/SKILL.md, or use the command below. This folder is for inspecting the skill before installation.

Command for macOS/Linux or WSL: requires a POSIX shell and curl. On Windows without WSL, use the download button and create the folder manually.

mkdir -p '.skill-downloads/best-matching-skill-loader-mmk3nhfx' && curl --fail --show-error --location 'https://skills-guides.com/api/skills/best-matching-skill-loader-mmk3nhfx/download' --output '.skill-downloads/best-matching-skill-loader-mmk3nhfx/SKILL.md.part' && mv '.skill-downloads/best-matching-skill-loader-mmk3nhfx/SKILL.md.part' '.skill-downloads/best-matching-skill-loader-mmk3nhfx/SKILL.md'

2. Check prerequisites

Read SKILL.md before using it. If it references scripts or external services, inspect them and prepare the required access in your test environment.

Tools declared by the author (check availability in your agent): Bash(rg:*)

No recognized prerequisites section in this file. This does not mean it is self-contained: libraries, tools and access requirements may be mentioned elsewhere in the content or source repository.

The platforms on this page are catalog indications. The paths below follow tool documentation; they do not prove this skill has been run in those tools. No minimum tool version is confirmed for this listing.

3. Load the skill

This file does not provide a usable name/description header for this native procedure. It remains available to download and inspect; use the manual method below.

Manual method or another tool: attach SKILL.md to a conversation, or open it in an agent that can read files. Include any required supporting resources. No universal folder is recognized by every tool.

4. Try a first task

Use a short, synthetic input: an API endpoint, a small document or an interface brief. In a new conversation, attach the file or give the agent its path, then adapt this request:

Read .skill-downloads/best-matching-skill-loader-mmk3nhfx/SKILL.md and apply its instructions to this example: [describe a test input]. Identify any missing files, dependencies or access. Produce the result requested by the skill without inventing data or running unreviewed scripts.

Expected result: output matching the skill instructions, or a precise list of missing prerequisites. A read confirmation alone does not validate a first use. If an external resource is unavailable, that path remains untested.

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