Self Improving Agent

Self-improving agent system that analyzes conversation quality, identifies improvement opportunities, and continuously optimizes response strategies.

Security Scan

The skill's code, instructions, and requirements are coherent with its stated purpose: it locally analyzes conversations, writes/reads improvement logs and a SOUL.md, and does not request credentials or network access.

Purpose & Capability

Name/description match the delivered functionality: a local analyzer and logger for conversation quality. The module exposes analyze/log/report functions that align with the SKILL.md features. The only noteworthy detail is the default workspace path (/root/.openclaw/workspace) which implies filesystem write/read access under root; that is consistent with a logging/analysis skill but worth being aware of.

Instruction Scope

SKILL.md describes automatic analysis after each session and manual logging/reporting. The included code only analyzes conversation text passed to analyze_conversation and reads/writes improvement_log.md and SOUL.md within the workspace; it does not reference environment variables, external endpoints, or other system config. There is a minor ambiguity: SKILL.md doesn't specify how the agent supplies conversation text for 'automatic' analysis — the skill needs the agent to pass conversation content when invoked.

Install Mechanism

No install spec; this is instruction-only with an included Python module. There are no downloads or third-party package installs specified, so nothing arbitrary is pulled from the network during install.

Credentials

The skill requests no environment variables or credentials. It does require file-system access to its workspace (default /root/.openclaw/workspace) to read/write improvement_log.md and SOUL.md — reasonable for its purpose but a privilege you should accept consciously (it will have access to any files under that workspace path).

Persistence & Privilege

always is false and disable-model-invocation is false (normal). The skill does not attempt to modify other skills or system-wide settings; it only writes its own logs and reads its own SOUL.md file. No persistent background services or automatic installers are present.

Assessment

This skill appears to do what it says: analyze conversations and keep a local improvement log. Before installing, confirm you are comfortable with the skill being able to read and write files under the workspace (default: /root/.openclaw/workspace/improvement_log.md and SOUL.md), since that can include sensitive conversation content. If you prefer less privilege, run it with a workspace path you control or inspect/modify the code to change the default path. Note that SKILL.md mentions automatic analysis but the code requires conversation text be passed in — ensure the agent only passes non-sensitive data if that matters. There are no network calls or credential requests in this version, but monitor future updates for added external endpoints or secret usage.

An intelligent self-improvement system for OpenClaw agents that analyzes conversation quality and continuously optimizes performance.

Features

• 📊 Quality Analysis: Evaluates conversation effectiveness
• 🎯 Improvement Tracking: Identifies areas for enhancement
• 📝 Learning Log: Records insights and lessons learned
• 📈 Weekly Reports: Generates improvement summaries
• 🔄 Strategy Optimization: Adapts response patterns over time

Installation

clawhub install self-improving-agent

Usage

Automatic Analysis

The skill automatically analyzes conversations after each session.

Manual Improvement Logging

from self_improving import SelfImprovingAgent

sia = SelfImprovingAgent()
sia.log_improvement("Need to be more concise in technical explanations")

Generate Weekly Report

report = sia.generate_weekly_report()
print(report)

Configuration

Setting	Default	Description
improvement_log	./improvement_log.md	Learning log file
soul_file	./SOUL.md	Personality anchor file
auto_analyze	true	Auto-analyze conversations

Integration

Works best with:

• memory-manager: For tracking improvement history
• Custom agent personalities (SOUL.md)

License

MIT License - Help agents get better every day!