ReasoningBank Intelligence

This gives Claude the ability to learn from its own execution history and optimize strategies over time. It tracks task outcomes with metrics, recognizes patterns across similar contexts, and recommends approaches based on what's worked before. You'd use it when building agents that need to improve through experience, like a code reviewer that learns which analysis methods catch the most bugs in different languages, or a deployment bot that adapts its rollback triggers based on past incidents. It integrates with AgentDB for persistence and includes meta-learning capabilities, so the system can learn about its own learning process. The examples show meaningful stuff like comparing debugging strategies and transferring knowledge between similar domains. Requires at least 100 experiences per task type to give decent recommendations, which means this is for production systems with real volume, not one-off scripts.

GitHub stars: 240
last updated: Jun 11, 2026

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Install

$ npx -y skills add spencermarx/open-code-review --skill 'ReasoningBank Intelligence' --agent claude-code

Installs into .claude/skills of the current project.

Files

ReasoningBank Intelligence

What This Skill Does

Implements ReasoningBank's adaptive learning system for AI agents to learn from experience, recognize patterns, and optimize strategies over time. Enables meta-cognitive capabilities and continuous improvement.

Prerequisites

agentic-flow v3.0.0-alpha.1+
AgentDB v3.0.0-alpha.10+ (for persistence)
Node.js 18+

Quick Start

import { ReasoningBank } from 'agentic-flow/reasoningbank';

// Initialize ReasoningBank
const rb = new ReasoningBank({
  persist: true,
  learningRate: 0.1,
  adapter: 'agentdb' // Use AgentDB for storage
});

// Record task outcome
await rb.recordExperience({
  task: 'code_review',
  approach: 'static_analysis_first',
  outcome: {
    success: true,
    metrics: {
      bugs_found: 5,
      time_taken: 120,
      false_positives: 1
    }
  },
  context: {
    language: 'typescript',
    complexity: 'medium'
  }
});

// Get optimal strategy
const strategy = await rb.recommendStrategy('code_review', {
  language: 'typescript',
  complexity: 'high'
});