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

• https://github.com/agent-sh/agentsys
• https://agentskills.io