one-skill-to-rule-them-all
Turn real work corrections into ongoing skill improvements and new skills.
Turn real work corrections into ongoing skill improvements and new skills.
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.
Resource types
Use cases
Platforms
Provides Claude skill examples, the Agent Skills specification, and a template for custom skills.
Design agent workflows visually and expose them as APIs or MCP tools.
Runtime
Public GitHub facts last synced Jul 14, 2026.
Build LLM apps with visual workflows, RAG, agents, and APIs.
Combine interchangeable models, data sources, and tools in LLM applications.