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Self Evolving Skill
by
bltdz Orion
· GitHub ↗
· v1.0.2
14149
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 skill that stores learning data locally and may receive arbitrary task context. Avoid passing secrets or personal data in skill execution context, check which storage directory is actually used, and prefer a version that ships the documented core files, redacts logs, and clearly documents retention and deletion controls.
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
Credentials
Local filesystem storage and a local Python subprocess are plausible for an MCP-backed learning skill, but the implementation falls back to JavaScript mode when the documented Python server is absent and does not make that runtime boundary very clear.
Install Mechanism
The installer performs local setup only: it creates OpenClaw directories, overwrites a symlink under ~/.openclaw/skills, copies the adapter, and creates storage directories; no remote fetch, cron job, or service installation was found.
Instruction Scope
The skill accepts arbitrary execution context and embeddings for learning, but does not clearly scope what user data should be passed, what may be retained, or how users can inspect and control retained state.
Persistence & Privilege
Persistent storage is disclosed as a feature, but storage paths differ across files, one adapter default is a hardcoded developer path, retention/security controls are not described, and the JavaScript fallback logs complete tool arguments including context.
Purpose & Capability
Creating, executing, analyzing, listing, saving, and loading skills is broadly aligned with the advertised self-evolving learning purpose, but the package documents a Python core that is not present in the supplied artifact.
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 14149 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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