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agent-sh/skillers

skillers

Learn from your workflow patterns and suggest skills, hooks, and agents to automate repetitive work.

How It Works

  1. Work normally - your AI tool saves conversation transcripts automatically (Claude Code, Codex, OpenCode)
  2. /skillers compact - Analyze transcripts and extract recurring patterns into weighted knowledge
  3. /skillers recommend - Get actionable suggestions for automation

Commands

Command Description
/skillers show Show status, transcript stats, and knowledge themes
/skillers compact [--days=N] Analyze transcripts and extract patterns
/skillers recommend Suggest skills, hooks, and agents to create

What It Finds

  • Pain points ("this auth flow is broken again")
  • Repeated requests ("run tests after editing auth/")
  • Task themes ("refactoring the login module")
  • Wishes ("I wish the AI knew our API patterns")
  • Workflow sequences (multi-step patterns you follow consistently)

What It Ignores

  • API keys, passwords, or secrets
  • One-off tasks that won't recur
  • Normal productive work without friction

Architecture

Transcripts (Claude Code, Codex CLI, OpenCode)
  ↓ /skillers compact (auto-detects installed tools)
Knowledge themes (weighted JSON, frequency + recency + cross-session)
  ↓ /skillers recommend (ecosystem-aware)
Ranked suggestions → user picks → scaffold via existing tools

Part of agentsys

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Learn from your workflow patterns and suggest skills, hooks, and agents to automate repetitive work

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