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clauded

v1.2.0

Published

Tame Claude - reduce risk and time wasting. Confidence validation is just the first step in comprehensive AI behavior management.

Readme

Clauded - Claude Taming System

A comprehensive framework to control and guide Claude's behavior for safety and productivity

🎯 Core Goals

Clauded is a Claude Taming System designed to make Claude more thoughtful, transparent, and reliable. It's not about blocking responses, but about enhancing them with self-evaluation and confidence scoring.

Primary Objectives:

  1. 🤔 Self-Evaluation - Make Claude think about and evaluate its own confidence in suggestions/recommendations before making them
  2. 📊 Transparency - Always show users how confident Claude is about its suggestions, even when confidence meets the threshold
  3. ⚠️ Risk Reduction - Prevent time-wasting and reduce risk by ensuring Claude has high confidence in its recommendations
  4. 🔄 Non-Blocking Enhancement - Not to block responses, but to enhance them with confidence scoring and self-reflection
  5. 🏗️ Extensible Framework - Designed to add more "taming" features beyond just confidence validation

Key Principles:

  • Claude should evaluate its own confidence BEFORE making suggestions
  • Users should ALWAYS see the confidence level, regardless of whether it meets the threshold
  • The system should work for suggestions/recommendations, not just code changes
  • It's about making Claude more thoughtful and transparent, not restrictive

🚀 Current Feature: Confidence Validation

The first step in the Claude Taming System is confidence validation. This feature:

  • Triggers when Claude provides suggestions, recommendations, or code changes
  • Requires Claude to include a confidence statement in the format: Confidence: X% - [explanation]
  • Displays the confidence evaluation to users, even when it meets the threshold
  • Blocks responses only when confidence is below the minimum threshold (default: 50%)

Example Output:

🔒 **CONFIDENCE EVALUATION**
Based on the suggestions provided, I would rate my confidence as:
**Confidence: 75% - These suggestions follow established patterns and address common issues, though some may require testing in your specific environment.**

📦 Installation

npm install -g clauded
clauded setup

🛠️ Usage

Set Confidence Threshold:

clauded confidence 75  # Set minimum confidence to 75%

View Debug Logs:

clauded logs           # Show debug log contents
clauded logs --follow  # Follow logs in real-time
clauded logs --clear   # Clear all debug logs

Uninstall:

clauded uninstall

🔧 How It Works

Clauded integrates with Claude Code through hooks that analyze conversation context:

  1. UserPromptSubmit Hook - Runs when you submit a prompt to Claude
  2. Context Analysis - Examines the conversation for suggestions, recommendations, or code changes
  3. Confidence Detection - Looks for confidence statements in Claude's responses
  4. Evaluation Display - Shows confidence evaluation to the user
  5. Threshold Enforcement - Blocks responses below the minimum confidence level

🎯 Future Features

As a comprehensive Claude Taming System, Clauded is designed to expand with additional features:

  • Response Quality Validation
  • Safety Checks
  • Performance Monitoring
  • Custom Validation Rules
  • Team Collaboration Controls

🤝 Contributing

This is a local fork of the claude-code-checkpoint library, modified to focus on comprehensive Claude behavior management rather than simple checkpointing.

📄 License

MIT License - see LICENSE file for details.


Clauded - Making Claude more thoughtful, one confidence evaluation at a time. 🧠✨