Evolution State Analyzer

Analyzes the evolution memory graph for stagnation patterns, recurring failures, and success plateaus. Generates actionable insights to guide future evolution cycles.

Audits

Pass

ClawScanPass

Agentic behavior and permission review.

Static analysisPass

Pattern checks against bundled files.

VirusTotalPass

Multi-engine malware detections and file reputation.

Install

openclaw skills install evolution-state-analyzer

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

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

Example Output

{
  "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)"
  ]
}