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Evolution State Analyzer

Analyzes the evolution memory graph for stagnation patterns, recurring failures, and success plateau

Rating: 4.6 (437 reviews)
Downloads: 503 downloads
Version: 1.0.0

Overview

Analyzes the evolution memory graph for stagnation patterns, recurring failures, and success plateaus.

Complete Documentation

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Evolution State Analyzer

This skill provides meta-analysis of the evolution process itself by examining the memory_graph.jsonl file.

Capabilities

Stagnation Detection: Identifies repetitive cycles without improvement.
Gene Efficacy Analysis: Tracks which genes yield the highest success rates.
Failure Cluster Analysis: Groups failure reasons to pinpoint systemic issues.
Trend Reporting: Visualizes evolution score trends over time.

Usage

javascript

const analyzer = require('./index');
const insights = await analyzer.analyzeState();
console.log(JSON.stringify(insights, null, 2));

Example Output

json

{
  "total_cycles": 120,
  "success_rate": 0.75,
  "stagnation_detected": true,
  "top_genes": [
    { "id": "gene_repair_v2", "success_rate": 0.95 },
    { "id": "gene_innovate_v1", "success_rate": 0.40 }
  ],
  "recommendations": [
    "Switch to INNOVATE intent (stagnation streak: 5)",
    "Deprecate gene_innovate_v1 (success rate < 0.5)"
  ]
}

Installation

Terminal bash


openclaw install evolution-state-analyzer

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💻Code Examples

example.js

const analyzer = require('./index');
const insights = await analyzer.analyzeState();
console.log(JSON.stringify(insights, null, 2));

example.json

{
  "total_cycles": 120,
  "success_rate": 0.75,
  "stagnation_detected": true,
  "top_genes": [
    { "id": "gene_repair_v2", "success_rate": 0.95 },
    { "id": "gene_innovate_v1", "success_rate": 0.40 }
  ],
  "recommendations": [
    "Switch to INNOVATE intent (stagnation streak: 5)",
    "Deprecate gene_innovate_v1 (success rate < 0.5)"
  ]
}