human-review-loop
CommunityImprove confidence with human oversight in outputs
Data & Analytics#human oversight#agent learning#review queue#accuracy assurance#confidence monitoring
AuthorPatientVibes
Version1.0.0
Installs0
System Documentation
What problem does it solve?
The human-review-loop Skill addresses situations where an agent's outputs have variable confidence, and human oversight is necessary for high precision.
Core Features & Use Cases
- Confidence Threshold: Gate outputs below a confidence threshold into a human review queue.
- Asynchronous Review: Agent doesn't block for human review; items accumulate and are reviewed asynchronously.
- Learning Loop: Feed corrections back as wiki rules to improve agent performance over time.
- Use Case: Apply when agents have downstream consumers who need high precision, such as in financial reporting or legal document review.
Quick Start
Activate the human-review-loop Skill and set a confidence threshold, routing below-threshold outputs to a human review queue.
Dependency Matrix
Required Modules
None requiredComponents
scripts
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: human-review-loop Download link: https://github.com/PatientVibes/agent-skills/archive/main.zip#human-review-loop Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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