A portable self-improvement toolkit designed to help AI agents capture session handoffs, measure reasoning styles, and scan for directive contradictions.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install evolution-toolkit
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install evolution-toolkit using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Evolution Toolkit?
The Evolution Toolkit is a sophisticated framework built for developers who need to maintain high-quality agent performance across multiple workspaces. It functions as a cognitive bridge, allowing agents to perform self-audits, log predictions for calibration, and manage session continuity through structured imprints. By integrating this into your Openclaw Skills library, you enable a meta-layer of intelligence where the agent actively monitors its own reasoning drift and instruction consistency.
This toolkit is essential for complex, long-running projects where context drift or conflicting guidance often degrades agent performance. It provides the scripts necessary to optimize playbooks through iterative evaluation loops and switch into Socratic modes for deeper problem-solving. By using these Openclaw Skills, you ensure your agents remain coherent, self-aware, and aligned with long-term project goals.
Evolution Toolkit Use Cases
- Managing session handoffs and maintaining context continuity between different agent runs.
- Auditing reasoning styles and identifying cognitive drift over time.
- Scanning workspace guidance files for stale references or conflicting directives.
- Logging and calibrating agent predictions to improve decision-making accuracy.
- Iteratively optimizing prompts and playbooks through automated evaluation loops.
- Implementing Socratic questioning to provide deeper insights instead of reflexive advice.
How Evolution Toolkit Works
- The user defines a writable workspace by exporting the EVOLUTION_TOOLKIT_WORKSPACE environment variable.
- The agent executes specific Node.js scripts targeted at cognitive tasks, such as session imprinting or contradiction scanning.
- State and metadata are persisted within a structured memory directory, including imprints and research reports.
- Performance is measured against historical data to detect recurring themes or identity drift.
- Playbooks are refined via the skill-optimizer which runs a generate-evaluate-improve loop based on a JSON configuration.
Evolution Toolkit Setup
First, ensure you have a writable workspace prepared, then export the path:
export EVOLUTION_TOOLKIT_WORKSPACE=/path/to/your/workspace
You can then run various scripts included in the Openclaw Skills package:
# To capture a session handoff
node scripts/session-imprint.js
# To analyze reasoning dimensions
node scripts/cognitive-fingerprint.js --daily
# To scan for conflicting guidance
node scripts/contradiction-scanner.js --verbose
Evolution Toolkit Data Schema & Taxonomy
The toolkit organizes its metadata and state within the designated workspace using the following taxonomy:
| Path | Description |
|---|---|
memory/imprints/ |
Stores session handoff files and interaction snapshots. |
memory/research/ |
Contains coherence reports and long-term drift analysis. |
memory/prediction-log.md |
A markdown file tracking logs and calibration audits. |
CURRENT.md |
Optional file providing immediate session-imprint context. |
Evolution Toolkit Advanced Features
- Multi-dimensional cognitive fingerprinting across 14 reasoning dimensions.
- Automated playbook optimization via a config-driven generate-evaluate-improve loop.
- Socratic mode problem classification for friction-injecting analytical support.
- Cross-session coherence analysis for tracking energy and themes over 14+ day windows.
- Portable protocol integration using session-continuity and thinking-partner templates.
SKILL.md
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