A zero-dependency evolution engine that integrates secure self-modification, 3-tier memory, and revenue automation into a single autonomous framework.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install mupeng-evolve
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install mupeng-evolve using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Mupeng Evolve?
Mupeng Evolve represents the next generation of autonomous frameworks for AI agents. Developed by analyzing the architectural flaws in existing Openclaw Skills, this engine provides a battle-tested solution for agents to evolve safely and independently. It eliminates the need for expensive external APIs and complex database setups, instead leveraging a sophisticated file-based architecture for memory and identity management.
By consolidating evolution, tiered memory, and revenue tracking, it allows developers to build agents that not only learn but also contribute to real-world business outcomes. This skill is designed for production environments where security, cost-efficiency, and autonomy are the primary requirements for advanced Openclaw Skills.
Mupeng Evolve Use Cases
- Enabling agents to safely modify their own code and capabilities through a 3-tier security gate.
- Implementing a cost-free, high-performance memory stack using only markdown and JSONL files.
- Automating business-centric revenue cycles such as client quoting, grant drafting, and freelance execution.
- Maintaining a living, self-adjusting agent identity through feedback-driven calibration loops.
- Reducing operational costs by removing dependencies on external vector databases or embedding APIs.
How Mupeng Evolve Works
- The engine initiates context recovery by loading the 3-tier memory stack in sequence: Cold (identity), Warm (insights), then Hot (daily logs).
- During active sessions, a heartbeat monitor scans raw interaction logs for recurring patterns and evolution opportunities.
- Proposed modifications are evaluated by a security gate; safe changes to tools are applied automatically while core changes to identity require human approval.
- The revenue flywheel discovers and executes business-related tasks, logging financial metrics into structured JSONL files for weekly reviews.
- Personality parameters are continuously calibrated based on human feedback to ensure the agent's communication style remains aligned with user expectations.
Mupeng Evolve Setup
Install the skill directly via the CLI:
clawhub install mupeng-evolve
Once installed, integrate the engine into your agent's heartbeat or startup sequence. No external environment variables, API keys, or database configurations are necessary, as the system operates entirely on local file structures to maximize the efficiency of your Openclaw Skills.
Mupeng Evolve Data Schema & Taxonomy
| Component | Location | Format |
|---|---|---|
| Evolution Logs | memory/evolution-log.jsonl | JSONL |
| Long-term Insights | memory/consolidated/ | Markdown |
| Identity & Personality | SOUL.md | YAML/Markdown |
| Revenue Tracking | memory/revenue-review.jsonl | JSONL |
| Core Values & Protocols | memory/cortex/ | Markdown |
Mupeng Evolve Advanced Features
- Automated memory promotion pipeline that intelligently migrates data from volatile daily logs to permanent storage.
- Policy-gated communication channels with built-in security scanning for prompt injection protection.
- Self-calibration triggers that dynamically adjust agent verbosity, directness, and empathy based on user interaction quality.
- Multi-platform revenue connectors designed for real-world business integration including invoicing and proposal drafting.
- Zero-dependency architecture ensuring portability across different environments for all Openclaw Skills.
SKILL.md
Loading
Related Openclaw Skills
Multi-Agent Chat
A specialized protocol designed to prevent communication failures and resource exhaustion during multi-bot Discord interactions.
Mufi Email Manager
A unified email automation and management tool specifically designed for Korean providers including Gmail, Naver, Daum, and Kakao.
MUFI Calendar
A comprehensive calendar management skill that integrates Google and Naver calendars with advanced Korean natural language parsing.
MUFI Admin Event Registration
A comprehensive automation skill for managing the festival and photo frame registration lifecycle on the MUFI Admin portal.
Notification Hub
A unified notification management system that centralizes alerts from all Openclaw Skills and delivers them based on priority.
Prompt Engineer Skill
An expert prompt engineering skill for designing, optimizing, and evaluating advanced LLM prompts using production-ready methodologies.
Featured*
