A comprehensive resource management skill for tracking API token usage, credit balances, and cloud infrastructure costs.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install resources
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 resources 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 Resources Management?
The Resources Management skill is a vital utility for developers using Openclaw Skills to maintain financial and operational oversight of their AI agents. It provides a structured framework to monitor API credit consumption across major providers like Anthropic and OpenAI, ensuring that autonomous tasks remain within predefined budget constraints. By integrating with infrastructure like Cloudflare AI Gateway, Workers, and R2 storage, this skill offers a centralized dashboard for resource allocation and cost optimization.
Resources Management Use Cases
- Real-time monitoring of API credit balances for Claude 4.5 and OpenAI models.
- Setting automated budget alerts to prevent overspending during long-running research tasks.
- Optimizing development costs by identifying opportunities for prompt caching and model switching.
- Tracking usage limits for cloud-native resources like Cloudflare Workers and R2 storage.
How Resources Management Works
- The skill tracks every API interaction through the Cloudflare AI Gateway to record token input and output metrics.
- It maps usage data against current pricing tiers for specific models such as Claude Sonnet, Opus, and Haiku.
- Consumption is categorized into specific project budgets including SNS operations, development, and research.
- Integrated monitors check credit balances against threshold alerts ($30 for saving mode, $10 for minimum use).
- The system generates usage logs and suggests cost-reduction strategies like Batch API processing or prompt splitting.
Resources Management Setup
To initialize resource tracking within your Openclaw Skills environment, configure your gateway and budget parameters in your configuration file.
# Set your Cloudflare AI Gateway endpoint
export AI_GATEWAY_URL="https://gateway.ai.cloudflare.com/v1/your-account/"
# Initialize the resource tracking log
openclaw resources init --budget 100
Resources Management Data Schema & Taxonomy
The skill organizes resource data into a clear taxonomy for financial auditing and reporting.
| Attribute | Description | Data Type |
|---|---|---|
| service | The provider name (e.g., Claude, OpenAI, R2) | String |
| usage_purpose | Allocation category (SNS, Dev, Research) | Enum |
| cost_estimate | Calculated cost in USD based on tokens | Float |
| alert_level | Current status based on remaining credits | String |
| model_tier | The specific LLM version utilized | String |
Resources Management Advanced Features
- Prompt Caching Support: Automatically calculates savings from cached reads, potentially reducing costs by up to 90%.
- Model Switching Logic: Recommends switching to Claude Haiku for lightweight tasks to achieve 67% cost reduction.
- Batch API Integration: Supports asynchronous task processing via Openclaw Skills at a 50% discount.
- Persistent Auditing: Stores detailed usage logs in Cloudflare R2 for long-term resource analysis.
SKILL.md
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