capability-evolver

⚠Review·Scanned 2/18/2026

This skill is a self-evolution engine that inspects session logs and can autonomously edit or create skills and knowledge files (e.g., memory/KNOWLEDGE_BASE/LESSONS_LEARNED.md, skills/). It reads ../../memory/feishu_token.json/process.env (MEMORY_DIR, AGENT_NAME, EVOLVE_REPORT_TOOL), runs git log via execSync, and posts reports to https://open.feishu.cn/open-apis/docx/v1/documents/${DOC_TOKEN}/blocks/${DOC_TOKEN}/children.

from clawhub.ai·vc381b4f·37.6 KB·0 installs
Scanned from 1.0.0 at c381b4f · Transparency log ↗
$ vett add clawhub.ai/opencloseopenclose/capability-evolverReview findings below

🧬 Capability Evolver

<p align="center"> <img src="https://github.com/autogame-17/capability-evolver/raw/main/assets/cover.png" alt="Evolver Cover" width="100%"> </p>

🇨🇳 中文文档

"Evolution is not optional. Adapt or die."

The Capability Evolver is a meta-skill that empowers OpenClaw agents to introspect their own runtime logs, identify inefficiencies or errors, and autonomously write code patches to improve their own performance.

It features a Genetic Mutation Protocol to introduce controlled behavioral drift, preventing the agent from getting stuck in local optima.

✨ Features

  • 🔍 Auto-Log Analysis: Scans session logs (.jsonl) for errors and patterns.
  • 🛠️ Self-Repair: Detects runtime crashes and writes fixes.
  • 🧬 Genetic Mutation: Randomized "mutation" cycles to encourage innovation over stagnation.
  • 🔌 Dynamic Integration: Automatically detects and uses local tools (like git-sync or feishu-card) if available, but works out-of-the-box without them.
  • 🐕 Mad Dog Mode: Continuous self-healing loop.

📦 Usage

Standard Run (Automated)

node skills/capability-evolver/index.js

Review Mode (Human-in-the-Loop)

Pauses for human confirmation before applying changes.

node skills/capability-evolver/index.js --review

Continuous Loop (Daemon)

Runs indefinitely. Ideal for background services.

node skills/capability-evolver/index.js --loop

⚙️ Configuration

The skill adapts to your environment.

Env VarDescriptionDefault
EVOLVE_REPORT_TOOLTool to use for reporting (e.g., feishu-card)message
MEMORY_DIRPath to agent memory../../memory

🛡️ Safety Protocols

  1. Single Process: The evolver cannot spawn child evolvers (prevents fork bombs).
  2. Stabilization: If recent errors are high, it forces a Repair Mutation (bug fixing) instead of innovation.
  3. Environment Check: External integrations (like Git syncing) are only enabled if the corresponding skills are present.

📜 License

MIT