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Self Evolving Skill
by
bltdz Orion
· GitHub ↗
· v1.0.2
13830
Downloads
35
Stars
0
Active Installs
3
Versions
Install in OpenClaw
/install self-evolving-skill
Description
Meta-cognitive self-learning system - Automated skill evolution based on predictive coding and value-driven mechanisms.
Usage Guidance
Install only if you are comfortable with a local learning component that may retain task context, embeddings, or learned skill state for future runs. Set an explicit storage directory, avoid sending sensitive inputs until retention and deletion behavior are clear, and review any local MCP/Python server configuration before enabling automatic startup.
Capability Analysis
Type: OpenClaw Skill
Name: self-evolving-skill
Version: 1.0.2
The skill bundle implements a 'Self-Evolving Skill' system with Python core logic and TypeScript/Node.js wrappers, communicating via a local MCP server. The installation script and configuration are standard for OpenClaw skills, creating symlinks and directories within expected paths. While the `mcporter_adapter.py` sets an `action_code` using an f-string `f"# {name}"`, the prepended '#' makes it a comment, preventing direct code injection even if the `skill_engine.py` (not provided) were to execute it. There is no evidence of data exfiltration, unauthorized remote execution, persistence mechanisms beyond standard skill operation, or prompt injection attempts against the AI agent.
Capability Assessment
Purpose & Capability
The create, execute, analyze, save, load, and stats capabilities fit the stated self-evolving skill purpose; the reviewed artifacts do not show unrelated credential access, external network exfiltration, or destructive system behavior.
Instruction Scope
The documentation discloses persistence, storage paths, MCP tools, and local server use, but it does not precisely define what execution context, embeddings, or learned artifacts are retained or reused.
Install Mechanism
The install script creates expected OpenClaw skill links and local storage directories under the user's home directory; there is no postinstall script or hidden package execution, though the documented Python core/server files are not present in the reviewed bundle.
Credentials
Local filesystem storage, environment-selected storage directories, a possible Python subprocess, and localhost HTTP are proportionate to a local MCP wrapper, but users should treat the local service boundary as trusted because no authentication is shown.
Persistence & Privilege
Persistent learned state is central to the skill and disclosed, but retention, inspection, deletion, and reset behavior are under-specified; the documented clear-all operation is not implemented in the reviewed tool definitions or adapter.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install self-evolving-skill - After installation, invoke the skill by name or use
/self-evolving-skill - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.2
Self-Evolving Skill v1.0.2
- Added front-matter metadata (name, description, homepage) to SKILL.md for improved discovery.
- No code or functional changes; documentation formatting updated only.
- All core features, usage, and algorithm details remain unchanged.
v1.0.1
- Updated dependencies in package.json.
- Minor metadata or configuration adjustments in openclaw.yaml.
- No changes to user-facing features or documentation.
v1.0.0
Initial release of self-evolving-skill.
- Implements metacognitive self-learning based on predictive coding and value-driven skill evolution.
- Features Residual Pyramid for quantifying cognitive gaps, adaptive reflection triggers, and experience replay.
- Value gating ensures only beneficial mutations are kept; includes automatic experience storage and loading.
- Provides CLI, MCP server, and TypeScript SDK interfaces.
- Includes core algorithms for residual decomposition, multilevel transition rules, and adaptive thresholds.
Metadata
Frequently Asked Questions
What is Self Evolving Skill?
Meta-cognitive self-learning system - Automated skill evolution based on predictive coding and value-driven mechanisms. It is an AI Agent Skill for Claude Code / OpenClaw, with 13830 downloads so far.
How do I install Self Evolving Skill?
Run "/install self-evolving-skill" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Self Evolving Skill free?
Yes, Self Evolving Skill is completely free (open-source). You can download, install and use it at no cost.
Which platforms does Self Evolving Skill support?
Self Evolving Skill is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Self Evolving Skill?
It is built and maintained by bltdz Orion (@whtoo); the current version is v1.0.2.
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