Skills Librarian AI Agent icon

Skills Librarian AI Agent

Indexes every SKILL.md in your workspace and answers "which skill does X?" instantly.

Supported frameworks Claude AI OpenClaw
Free

What this agent does

As a workspace accumulates skills, "do we already have something for this?" becomes a real question nobody can answer from memory. This agent indexes every skill in your workspace and answers that question instantly — point it at a task and it tells you which skill (if any) already covers it, or confirms there's a gap.

  1. stage-1-index-build — walks every skills directory in your workspace, parses each skill's frontmatter and description, and builds a single searchable index.
  2. stage-2-match-query — given a plain-language description of a task, searches the index and returns the best-matching skill(s) with a confidence note, or reports that no existing skill covers it.

The index is rebuilt incrementally, so adding a new skill to your workspace makes it discoverable on the very next query without a full re-scan.

Requirements

  • Works on OpenClaw — this agent is built specifically around OpenClaw's project-scoped skills convention (AgentSkills-format frontmatter).
  • No external API required — indexing and matching both run on your existing OpenClaw model access.

Setup

  1. Unzip the package into your workspace, keeping the folder structure intact.
  2. List the directories where your skills live (defaults to the standard OpenClaw skills locations).
  3. Run the starter prompt to build the initial index.
  4. From then on, just ask "which skill handles X?" and the agent queries the index directly — no need to re-run indexing manually unless you add skills outside the watched directories.

What you get

  • A single searchable index of every skill across your entire workspace
  • An instant answer to "do we already have something for this?" instead of relying on memory
  • A confidence-scored match (or an honest "no existing skill covers this") for any plain-language task description
  • An index that stays current incrementally as you add new skills, with no full re-scan required
Free
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