A comprehensive AI toolkit for configuring, benchmarking, and optimizing agent tools and integration patterns with persistent file-based logging.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install agent-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 agent-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 Agent Toolkit?
Agent Toolkit is a developer-centric utility designed to streamline the management of AI agent tools and integration patterns. As a versatile part of the Openclaw Skills ecosystem, it provides a structured framework for logging configurations, benchmarking performance, and comparing tool outputs without the need for external databases or API keys. It serves as a local command-center for developers who need to maintain an audit trail of their agent experimentation and production workflows.
The toolkit focuses on data persistence and accessibility, storing all entries in plain-text logs categorized by functionality. Whether you are managing prompt variations or tracking token costs, this skill ensures that your technical decisions are backed by historical data and easily searchable records.
Agent Toolkit Use Cases
- Logging and versioning configurations for agent tool integrations and API connections.
- Benchmarking performance metrics across different AI models and agent frameworks.
- Tracking API consumption and token costs to optimize resource allocation.
- Running fine-tuning experiments and documenting results for future reference.
- Generating comprehensive reports and exporting data for stakeholder analysis.
How Agent Toolkit Works
- The user initiates a command (e.g., benchmark or cost) followed by a descriptive entry.
- The skill automatically captures the input and appends it with a precise timestamp to a specific log file in the data directory.
- A secondary audit record is created in a central history log to track every interaction with the toolkit.
- Users can query recent entries or perform full-text searches across all logs to find specific tool behaviors or configurations.
- When required, the toolkit compiles all local log files into a single export file in JSON, CSV, or TXT format.
Agent Toolkit Setup
Agent Toolkit requires Bash and standard Unix utilities. No external API keys are necessary.
# Check the status and initialize the data directory
agent-toolkit status
# Verify your current version
agent-toolkit version
Agent Toolkit Data Schema & Taxonomy
The skill organizes data in a simple, file-based hierarchy located at ~/.local/share/agent-toolkit/.
| Data Type | File Pattern | Structure |
|---|---|---|
| Category Logs | <command>.log |
timestamp|value |
| Audit History | history.log |
Complete command execution trail |
| Exported Data | export.<fmt> |
Compiled JSON, CSV, or TXT output |
| Statistics | Internal | Aggregated entry counts and disk usage |
Agent Toolkit Advanced Features
- Case-insensitive full-text search across the entire log repository for rapid troubleshooting.
- Multi-format export engine supporting JSON, CSV, and TXT for easy integration with external data tools.
- Summary statistics reporting including entry counts, data size, and activity duration.
- Health check system to monitor disk usage and tool status within Openclaw Skills environments.
- Dual-mode command execution for both data entry and rapid history retrieval.
SKILL.md
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