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LocalKinAILocalKinAI/kinclaw/skills/learn/SKILL.md

learn

Skill9 starsChanged 6 months agoApache-2.0View on GitHub

The agent's cross-session notebook at ~/.kinclaw/learned.md, organized by bundle_id / topic. The kernel reads it at every boot and injects it into the system prompt (when it outgrows the prompt budget you see a topic index plus the newest notes — use action=recall for the rest).

195 other projects use a version of this.

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Projects with it also use add-anydoc, add-clidash and 10 more.

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Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
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  • +5 more from TomGranot
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The file

Files
SKILL.md

learn — append to the cross-session notebook

KinClaw's persistence layer for Genesis Protocol. Every successful task or hard-won failure is an opportunity to make next session smarter. This skill is the standardized way to write into ~/.kinclaw/learned.md — kernel auto-loads that file at boot and injects it into the agent's system prompt. (Until v1.18 this skill wrote to ~/.localkin/learned.md while the kernel read ~/.kinclaw/ — the kernel still reads the old file so nothing written there is lost.)

Idempotent

Calling learn with the same topic + note twice is a no-op. Safe to spam without polluting the notebook.

Examples

learn topic=com.apple.calculator note="AX tree depth ≥ 6 to see number buttons"
learn topic=com.apple.Notes note="cmd+N more reliable than ui click 'New Note'"
learn topic=com.apple.reminders note="ui click description='Add Reminder' fails with AXError -25205; use cmd+N + type"
learn topic="Common: focus protection" note="osascript activate from Terminal-driven KinClaw rarely takes frontmost"
learn action=list
learn action=recall topic=com.apple.Notes

Why a SKILL.md and not native

Pure shell + awk. No Go state. The notebook lives at a known path that the kernel already reads — this skill is just an idempotent append helper. Nothing here belongs in the kernel.

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What did you use it for? e.g. Reviewing pull requests in a Rails app

Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.

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