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Self Evolving Skill
by
bltdz Orion
· GitHub ↗
· v1.0.2
12752
Downloads
34
Stars
97
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 self-learning component that may store task context or embeddings and affect future behavior. Before enabling it, confirm the missing Python core/server files from the publisher, set an explicit storage directory, avoid sensitive inputs until retention is documented, and review or disable any auto-start MCP configuration.
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, and load tools fit the self-evolving skill purpose, but they can mutate and retain learned skill state without clear boundaries, rollback, or isolation guarantees.
Instruction Scope
The documentation mentions persistence and learning, but does not clearly say what context, embeddings, learned behavior, or execution history are stored, retained, reused, or cleared.
Install Mechanism
The install script creates OpenClaw skill links and storage directories, which is expected, but the artifact documents Python core/server files that are absent from the reviewed package and the adapter has a developer-specific default storage path.
Credentials
Local filesystem storage, localhost HTTP, and a Python subprocess are broadly consistent with the MCP wrapper design, but the data boundary is under-documented and there is no local service authentication shown.
Persistence & Privilege
Persistent learned state is central to the skill, but save/load behavior, retention, deletion, inspection, and reset controls are not sufficiently specified; the guide also lists a clear-all tool without safety language.
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 12752 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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