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Self-Improving OpenClaw
by
muhamadbasim
· GitHub ↗
· v1.0.0
· MIT-0
101
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0
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1
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Install in OpenClaw
/install self-improving-openclaw
Description
Log corrections, errors, feature requests, and recurring patterns into structured workspace learning files, then promote stable patterns into tiered memory a...
Usage Guidance
This skill appears internally consistent and implements a local learning loop that reads and appends to workspace files; the included init script only creates folders and copies templates. Before installing, consider: (1) Run the init script in a test workspace to see exactly what files are created; (2) Back up SOUL.md / AGENTS.md / TOOLS.md / MEMORY.md if you don't want automatic appends; (3) Decide whether you want the agent to autonomously promote learnings — if not, avoid enabling autonomous invocation or require explicit confirmation for promotions; (4) Remember that redaction guidance is advisory (the agent must follow it): confirm by inspecting logs that secrets are not being written; (5) Review promotion/demotion rules in references/promotion-rules.md to ensure they match your expectations. If you want stronger safety, require manual review of REVIEW_QUEUE.md before any promotions are applied.
Capability Assessment
Purpose & Capability
Name/description (self-improving/learning loop) match the content: files and instructions all relate to logging, reviewing, promoting, and maintaining workspace memory. There are no unrelated environment vars, binaries, or external services requested.
Instruction Scope
SKILL.md tells the agent to read/write specific local workspace files (.learnings/, .self-improving/) and to append/promote entries into workspace files (SOUL.md, AGENTS.md, TOOLS.md, MEMORY.md). All referenced paths are within the workspace and the guidance includes explicit safety rules (never store credentials, redact secrets, require private/local sessions). It does not instruct reading arbitrary system files or sending data externally.
Install Mechanism
No install spec; instruction-only skill plus a tiny init script (scripts/init-workspace.sh) that safely creates directories and copies bundled template files if they don't exist. The script is idempotent and does not download or execute remote code.
Credentials
Requires no environment variables or credentials. The skill's behavior (logging and promoting entries) does not justify any external credentials. The SKILL.md explicitly forbids storing secrets, which aligns with the lack of requested credentials.
Persistence & Privilege
The skill is allowed to write persistent changes into workspace files (append/promote items to HOT.md, SOUL.md, AGENTS.md, TOOLS.md, MEMORY.md). This is expected for a learning/promote workflow, but it is a lasting change to agent behavior and workspace contents — consider this intended privilege. always:false and normal autonomous invocation are used (the agent can run this skill autonomously), which increases the chance the agent will add/promote entries without an explicit human step unless you limit invocation or review promoted changes.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install self-improving-openclaw - After installation, invoke the skill by name or use
/self-improving-openclaw - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release: structured learning loop for OpenClaw with raw intake (.learnings), tiered memory (.self-improving/HOT, domains, projects, archive), promotion rules, heartbeat review workflow, and workspace init script.
Metadata
Frequently Asked Questions
What is Self-Improving OpenClaw?
Log corrections, errors, feature requests, and recurring patterns into structured workspace learning files, then promote stable patterns into tiered memory a... It is an AI Agent Skill for Claude Code / OpenClaw, with 101 downloads so far.
How do I install Self-Improving OpenClaw?
Run "/install self-improving-openclaw" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Self-Improving OpenClaw free?
Yes, Self-Improving OpenClaw is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Self-Improving OpenClaw support?
Self-Improving OpenClaw is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Self-Improving OpenClaw?
It is built and maintained by muhamadbasim (@muhamadbasim); the current version is v1.0.0.
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