Finding Skills

SkillSearch

Discover and load skills on demand from /mnt/skills/user/. Use when you need a capability but don't know which skill provides it, when the boot-emitted skill list is names-only and you need a full description, or when you want to list the catalog. Verbs are list (names only), search (rank by name/description match against a query), and show (emit the full SKILL.md for a named skill).

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Finding Skills skill

What this skill tells your AI

The instructions your AI receives, as published by oaustegard/claude-skills in finding-skills/SKILL.md and read by ahel’s review.

Skills on disk at /mnt/skills/user/ are a catalog — too expensive to preload as descriptions in every session's context. This skill is the on-demand accessor, analogous to Anthropic's ToolSearch for MCP tools.

Usage

PY=/home/user/.spokes/claude-skills/finding-skills/scripts/skills.py

# List every skill by name (cheap, ~1.4KB)
python3 "$PY" list

# Search by keyword — ranks name matches above description matches
python3 "$PY" search "adversarial review"

# Load the full SKILL.md of a specific skill
python3 "$PY" show challenging

In a live CCotw session the script lives at /mnt/skills/user/finding-skills/scripts/skills.py.

When to reach for this

  • You have a task where a skill might help but no obvious name comes to mind → search <keywords>
  • The boot emitted names-only and you want the description of a candidate → show <name>
  • You want catalog breadth before picking an approach → list

Pattern

  1. search "<what you want to do>" — get 3–10 ranked candidates
  2. show <top-pick> — read its SKILL.md
  3. Follow the SKILL.md's instructions (which may point at scripts/, references/, etc.)

Stop at step 1 if none of the candidates fit — don't shoehorn an unrelated skill onto the task.

Ranking

  • Exact match on skill name: 100
  • Substring match on skill name: 10
  • Substring match in description: 1 per match (multiple hits compound)

Case-insensitive throughout. Results sorted high-to-low, ties broken by name.

Output format

  • list: one skill name per line
  • search: tab-separated <name>\t<description (truncated to 200 chars)>, one per line
  • show: raw SKILL.md contents to stdout; exit 1 with a stderr message if not found

All three are line-oriented so they compose with grep, head, etc.

Signals

GitHub stars
148
Forks
5
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
finding-skills
Source
github.com/oaustegard/claude-skills