A high-efficiency memory adapter for OpenClaw that implements ByteDance's OpenViking architecture to optimize context window usage.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install openviking-adapter
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 openviking-adapter 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 OpenViking Adapter?
The OpenViking Adapter is a sophisticated implementation of ByteDance's open-source AI memory system designed specifically for the Openclaw Skills ecosystem. It addresses the common challenge of information overload and high token costs in complex agent workflows. By utilizing a three-layer memory architecture, it ensures that agents retain critical context while filtering out unnecessary data, leading to a significant 83% reduction in token consumption and boosting task completion rates from 35% to 52%.
OpenViking Adapter Use Cases
- Reducing operational costs for long-running AI conversations by optimizing token usage.
- Improving the accuracy of AI agents in complex environments through structured memory recall.
- Managing large datasets or long histories without exceeding LLM context limits.
- Implementing a consistent 'identity' for agents across multiple sessions using the L0 Soul layer.
How OpenViking Adapter Works
- The adapter performs an initial token audit to identify current memory inefficiencies.
- It generates an L0 Soul layer, a compact 100-token summary of the agent's core identity and mission.
- An L1 Overview layer is constructed to capture up to 2000 tokens of high-level interaction history.
- For specific queries, the system triggers the L2 Detail layer to perform an on-demand search for relevant granular memories.
- The optimization engine dynamically loads only the most relevant layers into the context window for each request.
OpenViking Adapter Setup
Install the adapter through the command line:
clawhub install openviking-adapter
Analyze your current memory footprint:
openclaw tools call openviking-adapter analyze_token_usage
Run the optimization process:
openclaw tools call openviking-adapter optimize_memory_loading
OpenViking Adapter Data Schema & Taxonomy
The adapter organizes memory into three distinct tiers for maximum efficiency:
| Tier | Identifier | Token Limit | Description |
|---|---|---|---|
| L0 | Soul Layer | ~100 | Core identity and personality summary |
| L1 | Overview Layer | ~2000 | Summarized historical context and key events |
| L2 | Detail Layer | Search-based | Granular memory fragments retrieved as needed |
OpenViking Adapter Advanced Features
- Intelligent token usage analysis to monitor cost-performance ratios within Openclaw Skills.
- Automated generation of core identity summaries to maintain agent consistency.
- On-demand semantic search for L2 detailed memories to minimize context bloat.
- Full optimization workflow that automates the transition between memory layers based on task complexity.
SKILL.md
Loading
Related Openclaw Skills
Social Media Title Insight
An AI-powered tool that analyzes social media titles and engagement metrics to discover and verify high-performance content patterns.
Hot Topic Content Ideator
An AI-powered creative engine that analyzes Xiaohongshu data to generate professional, trend-validated content reports for brands.
High-Repeat Small Goods E-commerce Ops Skill
An automated e-commerce operations manager designed to optimize growth, conversion, and repurchase rates for high-frequency small-ticket items.
Receipt Assistant
An AI-powered tool for automatically identifying, extracting data from, and organizing expense receipts into structured reports.
OpenClaw Official Documentation
A comprehensive knowledge base skill providing instant access to OpenClaw installation, configuration, and command-line interface documentation.
ClawHub Skill Installer
An automated installation utility designed to reliably deploy Openclaw Skills with built-in error handling and retry logic.
Featured*
