Agent Toolkit
by @xueyetianya
Configure and benchmark agent tools and integration patterns. Use when setting up agent workflows, comparing tools, or evaluating agents.
clawhub install agent-toolkitπ About This Skill
version: "2.0.1" name: agent-toolkit description: "Configure and benchmark agent tools and integration patterns. Use when setting up agent workflows, comparing tools, or evaluating agents." author: BytesAgain homepage: https://bytesagain.com source: https://github.com/bytesagain/ai-skills
Agent Toolkit
A comprehensive AI toolkit for configuring, benchmarking, comparing, and optimizing agent tools and integration patterns. Agent Toolkit provides persistent, file-based logging for each command category with timestamped entries, summary statistics, multi-format export, and full-text search across all records.
Commands
| Command | Description |
|---------|-------------|
| configure | Configure agent tools β log configuration entries or view recent ones |
| benchmark | Benchmark tool performance β log benchmark results or view history |
| compare | Compare tool outputs β log comparison data or view recent comparisons |
| prompt | Prompt management β log prompt variations or view recent prompts |
| evaluate | Evaluate tool results β log evaluation data or view history |
| fine-tune | Fine-tune parameters β log fine-tuning sessions or view recent ones |
| analyze | Analyze tool behavior β log analysis entries or view recent analyses |
| cost | Cost tracking β log cost data or view recent cost entries |
| usage | Usage monitoring β log usage metrics or view recent usage data |
| optimize | Optimize configurations β log optimization runs or view history |
| test | Test tool behavior β log test results or view recent tests |
| report | Report generation β log report entries or view recent reports |
| stats | Show summary statistics across all log categories (entry counts, data size, first entry date) |
| export | Export all data in json, csv, or txt format to the data directory |
| search | Full-text search across all log files (case-insensitive) |
| recent | Show the 20 most recent entries from the activity history log |
| status | Health check β show version, data directory, total entries, disk usage, and last activity |
| help | Show the full help message with all available commands |
| version | Print the current version string |
Each data command (configure, benchmark, compare, etc.) works in two modes:
Data Storage
All data is stored in plain text files under the data directory:
$DATA_DIR/.log β one file per command (e.g., configure.log, benchmark.log, prompt.log), each entry is timestamp|value$DATA_DIR/history.log β audit trail of every command executed with timestamps$DATA_DIR/export. β generated by the export command in json, csv, or txt formatDefault data directory: ~/.local/share/agent-toolkit/
Requirements
set -euo pipefail support)grep, cat, date, echo, wc, du, head, tail, basenameWhen to Use
1. Setting up agent workflows β When you need to configure and log settings for agent tool integrations, API connections, or pipeline configurations 2. Benchmarking and comparing tools β When you're evaluating different AI tools or agent frameworks and want to log performance metrics for comparison 3. Cost and usage optimization β When you need to track API costs, token usage, and resource consumption across different tools to optimize spending 4. Fine-tuning and testing β When running fine-tuning experiments or test suites and you want to log parameters, results, and observations 5. Cross-tool analysis and reporting β When you need to search across all logged data, generate reports, or export results for stakeholder review
Examples
# Check toolkit status
agent-toolkit statusConfigure a new tool integration
agent-toolkit configure "OpenAI API key rotated, new model endpoint: gpt-4o-2024-08"Benchmark a tool
agent-toolkit benchmark "LangChain ReAct agent: 94% task completion, 3.4s avg response time"Compare two tools
agent-toolkit compare "LangChain vs CrewAI: LangChain 20% faster setup, CrewAI better multi-agent coordination"Log a prompt template
agent-toolkit prompt "Tool-use system prompt v3: Added structured output format and error handling instructions"Track costs
agent-toolkit cost "Weekly API spend: OpenAI $12.30, Anthropic $8.50, total $20.80"View recent benchmarks
agent-toolkit benchmarkSearch across all logs
agent-toolkit search "LangChain"Export all data as CSV
agent-toolkit export csvView summary statistics
agent-toolkit statsShow recent activity
agent-toolkit recent
Output
All commands return output to stdout. Export files are written to the data directory:
agent-toolkit export json # β ~/.local/share/agent-toolkit/export.json
agent-toolkit export csv # β ~/.local/share/agent-toolkit/export.csv
agent-toolkit export txt # β ~/.local/share/agent-toolkit/export.txt
Every command execution is logged to $DATA_DIR/history.log for auditing purposes.
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β‘ When to Use
π‘ Examples
# Check toolkit status
agent-toolkit statusConfigure a new tool integration
agent-toolkit configure "OpenAI API key rotated, new model endpoint: gpt-4o-2024-08"Benchmark a tool
agent-toolkit benchmark "LangChain ReAct agent: 94% task completion, 3.4s avg response time"Compare two tools
agent-toolkit compare "LangChain vs CrewAI: LangChain 20% faster setup, CrewAI better multi-agent coordination"Log a prompt template
agent-toolkit prompt "Tool-use system prompt v3: Added structured output format and error handling instructions"Track costs
agent-toolkit cost "Weekly API spend: OpenAI $12.30, Anthropic $8.50, total $20.80"View recent benchmarks
agent-toolkit benchmarkSearch across all logs
agent-toolkit search "LangChain"Export all data as CSV
agent-toolkit export csvView summary statistics
agent-toolkit statsShow recent activity
agent-toolkit recent