ditto
Use when a user asks to mine or update a private, evidence-backed work profile from local Claude Code, Codex, Copilot CLI, or OpenCode sessions.
Profile →npx skills add sickn33/agentic-awesome-skills --skill ditto --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Ditto ## Overview Ditto mines only the user's words from real local coding-agent session logs and turns repeated, supported patterns into private work, design, and writing profiles. It keeps dated session receipts, rejects authored rules and memory as source evidence, and requires approval before model-backed mining begins. This standalone skill routes a compatible, already-installed Ditto runtime. Native namespaced routing is available through the upstream Ditto plugin. ## When to Use This Skill - Use when the user explicitly asks to set up, run, update, re-mine, or deepen Ditto. - Use when the user wants an agent profile derived from real coding-session history rather than a questionnaire or rules file. - Use when native `ditto:mine` is unavailable and the user already has a compatible Ditto runtime installed. Do not trigger this skill merely because personalization might be useful. Mining requires an explicit user request. ## How It Works ### 1. Resolve an installed runtime Ask the user for the path to an existing, trusted Ditto runtime, or use the native upstream plugin when it is already installed. Retain the exact Python 3 executable path as `PYTHON3`, the runtime path as `
- Overview
- When to Use This Skill
- How It Works
- 1. Resolve an installed runtime
- 2. Show the read-only mining plan
- 3. Prepare the approved run
- 4. Mine and validate evidence
- 5. Verify and report
- Examples
- Full-history setup
- Explicit quick preview
- Best Practices
- Limitations
- Security & Safety Notes
What does the ditto skill do?
Use when a user asks to mine or update a private, evidence-backed work profile from local Claude Code, Codex, Copilot CLI, or OpenCode sessions.
How do I install it?
Run `npx skills add sickn33/agentic-awesome-skills --skill ditto --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From sickn33/agentic-awesome-skills, a repository with 44,414 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.