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.
AI & Automationagent-memorycontext-engineeringpersonalizationsession-mining
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:mineis 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 DITTO_PY, and its matching MINING_PROMPT.md path. Confirm the installed version and source before use.
Do not download or install executable code as part of this skill. If Ditto is not i
Subscribers only
The full skill, its 1 bundled files and every download is included with every paid Complete AI plan.
Details
| Source | ohad6k/ditto |
|---|---|
| License | MIT |
| Risk label | critical ("critical" means the skill may run commands or touch files — read before use) |
| Files | SKILL.md |
| Added | 2026-07-14 |
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