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affaan-m/skill-scout

affaan-m

skill-scout

Search existing local, marketplace, GitHub, and web skill sources before creating a new skill. Use when the user wants to create, build, fork, or find a skill for a workflow.

New~1.1kUpdated Jul 14, 2026

Skill Scout

Use this skill before creating a new skill. The goal is to avoid duplicating existing community or marketplace work, while still vetting anything external before adoption.

Source: salvaged from stale community PR #1232 by redminwang.

When to Use

  • The user says "create a skill", "build a skill", "make a skill", or "new skill".
  • The user asks "is there a skill for X?" or "does a skill exist that does Y?"
  • The user describes a workflow and you are about to suggest creating a new skill.
  • The user wants to fork or extend an existing skill.

If the user explicitly says to skip search or create from scratch, acknowledge that and proceed with the requested creation workflow.

How It Works

Step 1 - Capture Intent

Extract:

  • The task the skill should perform.
  • The trigger conditions for using it.
  • The domain, tools, frameworks, or data sources involved.
  • Three to five search keywords plus useful synonyms.

Step 2 - Search Local Sources

Search installed and marketplace skill names first. Local sources are preferred because they are already part of the user's environment.

find ~/.claude/skills -maxdepth 2 -name SKILL.md 2>/dev/null | grep -iE "keyword|synonym"
find ~/.claude/plugins/marketplaces -path '*/skills/*/SKILL.md' 2>/dev/null | grep -iE "keyword|synonym"

Then search frontmatter descriptions:

grep -RilE "keyword|synonym" ~/.claude/skills ~/.claude/plugins/marketplaces 2>/dev/null

Step 3 - Search Remote Sources

Use available GitHub and web search tools. Prefer concise queries:

gh search repos "claude code skill keyword" --limit 10 --sort stars
gh search code "name: keyword" --filename SKILL.md --limit 10

For web search, use at most three targeted queries such as:

"claude code skill" keyword
"SKILL.md" keyword
"everything-claude-code" keyword

Step 4 - Vet External Matches

Before recommending any external skill for adoption or forking:

  • Read the SKILL.md frontmatter and instructions.
  • Look for unexpected shell commands, file writes, network calls, credential handling, or package installs.
  • Check whether the repository appears maintained.
  • Prefer copying into a fresh local branch and reviewing the diff over editing marketplace originals.

Step 5 - Rank Results

Rank candidates by:

  1. Exact keyword match in the skill name.
  2. Keyword or synonym match in description.
  3. Local installed or marketplace source.
  4. Maintained GitHub source with recent activity.
  5. Web-only mention.

Cap the final list at 10 results.

Step 6 - Present Decision Options

Give the user a short table:

Option Meaning
Use existing Invoke or install a matching skill as-is.
Fork or extend Copy the closest skill and modify it.
Create fresh Build a new skill after confirming no close match exists.

Only create a new skill after the user chooses that path or after the search finds no close match.

Examples

Result Table

| # | Skill | Source | Why it matches | Gap |
| --- | --- | --- | --- | --- |
| 1 | article-writing | Local ECC | Drafts articles and guides | Not focused on release notes |
| 2 | content-engine | Local ECC | Multi-format content workflow | Heavier than needed |
| 3 | blog-writer | GitHub | Blog writing skill with recent commits | Needs security review |

User-Facing Summary

I found two close local matches and one external candidate. The closest fit is
`article-writing`; it covers drafting and revision, but it does not include the
release-note checklist you asked for. I can either use it as-is, fork it into a
release-note variant, or create a fresh skill.

Anti-Patterns

  • Do not jump directly to new skill creation when a search is reasonable.
  • Do not install external skills without reading them first.
  • Do not present a long unranked list of weak matches.
  • Do not treat web-only mentions as trusted sources.
  • Do not edit installed marketplace originals in place.
  • search-first - General search-before-building workflow.
  • skill-stocktake - Audit installed skills for health, duplicates, and gaps.
  • agent-sort - Categorize and organize existing agents and skills.
Files1
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Overall Score

84/100

Grade

B

Good

Safety

87

Quality

85

Clarity

88

Completeness

78

Summary

Skill Scout is a meta-skill that guides agents to search local, marketplace, GitHub, and web sources before creating new skills, preventing duplication and enabling code reuse. It provides a structured 6-step workflow for capturing intent, searching multiple sources, vetting external matches, and presenting ranked decision options to the user.

Detected Capabilities

file search (local filesystem)bash command executionGitHub CLI searchweb searchmarkdown table generationfrontmatter parsingrepository inspection

Trigger Keywords

Phrases that MCP clients use to match this skill to user intent.

search before creatingfind existing skillskill duplication checkfork or extend skillvet external skill

Risk Signals

INFO

find and grep commands searching user's local skill directory

Step 2 - Search Local Sources
INFO

GitHub CLI search using gh search commands

Step 3 - Search Remote Sources
INFO

Web search queries for skill discovery

Step 3 - Search Remote Sources
INFO

Instructions to read and inspect external SKILL.md files before adoption

Step 4 - Vet External Matches

Use Cases

  • Prevent duplicate skill creation by discovering existing matches
  • Evaluate whether to fork, extend, or build skills from scratch
  • Search GitHub and marketplace for pre-built skill implementations
  • Vet external skills for security and maintenance status before adoption
  • Rank and present skill discovery results to users for informed decision-making

Quality Notes

  • Clear, well-structured 6-step workflow with descriptive headings
  • Provides concrete bash commands and GitHub CLI examples for searchability
  • Includes explicit vetting checklist (shell commands, file writes, network calls, credentials, package installs)
  • Practical decision table showing ranked results and trade-offs (Use Existing / Fork / Create Fresh)
  • Well-documented anti-patterns to prevent misuse (e.g., avoid jumping to creation, don't edit marketplace originals)
  • Related skills listed for context (search-first, skill-stocktake, agent-sort)
  • Examples section demonstrates realistic result formatting and user-facing summary
  • Clear 'When to Use' section aligns with trigger keywords for skill activation
Model: claude-haiku-4-5-20251001Analyzed: Jul 14, 2026

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Version History

  1. v1.1

    Content updated

    ✦ AISafety grade changed from A to B.

    2026-07-14

    Latest
  2. v1.0

    2026-05-15

    View This VersionInitial version

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