Rules or configurationAI and agent development

one-skill-to-rule-them-all

Turn real work corrections into ongoing skill improvements and new skills.

Stars
1,015
Forks
116
License
CC-BY-4.0
Updated
Updated Jul 14, 2026

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Project overview

Task Observer is a meta-skill that runs alongside normal work, capturing corrections, judgment calls, and repeated workflow gaps. It turns those observations into proposed updates for existing skills or drafts for new ones, so a skill library can evolve from actual use rather than remain frozen. The fullest experience is available in Claude environments with filesystem access, where logs and proposals persist between sessions; web and mobile use a handoff-document mode instead.

Repository facts

Primary language
Not detected
License
CC-BY-4.0
Repository updated
Jul 14, 2026
Default branch
main

Resource types

Rules or configuration

Use cases

AI and agent development

Platforms

ClaudeClaude CodeOpenClaw

Runtime

Local

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