All Toolsโ€บAI Query Optimizer
๐Ÿ”ง AI-Powered Search ReinventionMay 27, 2026โœ… Tests passing

AI Query Optimizer

This tool leverages AI to analyze and optimize search queries by suggesting refined keywords and query structures for better search results. Developers can integrate it into applications to enhance search accuracy and relevance.

What It Does

The AI Query Optimizer leverages OpenAI's API to analyze and optimize search queries by suggesting refined keywords and query structures for better search results. Developers can integrate this tool into applications to enhance search accuracy and relevance.

Installation

1. Install Python 3.7 or later.

2. Install the required packages:

pip install openai pytest

Usage

Run the tool from the command line:

python ai_query_optimizer.py --query "example query" --api_key YOUR_API_KEY --output optimized_query.json --format json

Arguments

  • --query: The search query to optimize.
  • --input_file: Path to a text file containing the search query.
  • --output: File path to save the optimized query.
  • --format: Output format (json or text). Default is json.
  • --api_key: Your OpenAI API key (required).

Source Code

import argparse
import json
import openai

def optimize_query(query, api_key):
    """Optimize a search query using OpenAI's API."""
    if not query.strip():
        raise ValueError("Query cannot be empty.")

    openai.api_key = api_key

    try:
        response = openai.Completion.create(
            engine="text-davinci-003",
            prompt=f"Optimize the following search query for better results: {query}",
            max_tokens=100
        )
        optimized_query = response.choices[0].text.strip()
        return optimized_query
    except openai.error.OpenAIError as e:
        raise RuntimeError(f"Failed to optimize query: {e}")

def save_output(output, file_path, output_format):
    """Save the optimized query to a file in the specified format."""
    if output_format == "json":
        with open(file_path, "w") as f:
            json.dump({"optimized_query": output}, f, indent=4)
    elif output_format == "text":
        with open(file_path, "w") as f:
            f.write(output)
    else:
        raise ValueError("Unsupported output format. Use 'json' or 'text'.")

def main():
    parser = argparse.ArgumentParser(description="AI Query Optimizer")
    parser.add_argument("--query", type=str, help="Search query to optimize.")
    parser.add_argument("--input_file", type=str, help="Path to a text file containing the search query.")
    parser.add_argument("--output", type=str, help="File path to save the optimized query.")
    parser.add_argument("--format", type=str, choices=["json", "text"], default="json", help="Output format (default: json).")
    parser.add_argument("--api_key", type=str, required=True, help="OpenAI API key.")

    args = parser.parse_args()

    if not args.query and not args.input_file:
        parser.error("Either --query or --input_file must be provided.")

    if args.query:
        query = args.query
    else:
        try:
            with open(args.input_file, "r") as f:
                query = f.read().strip()
        except FileNotFoundError:
            raise FileNotFoundError(f"Input file '{args.input_file}' not found.")

    try:
        optimized_query = optimize_query(query, args.api_key)
        print("Optimized Query:", optimized_query)

        if args.output:
            save_output(optimized_query, args.output, args.format)
    except Exception as e:
        print(f"Error: {e}")

if __name__ == "__main__":
    main()

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Details

Tool Name
ai_query_optimizer
Category
AI-Powered Search Reinvention
Generated
May 27, 2026
Tests
Passing โœ…
Fix Loops
3

Quick Install

Clone just this tool:

git clone --depth 1 --filter=blob:none --sparse \
  https://github.com/ptulin/autoaiforge.git
cd autoaiforge
git sparse-checkout set generated_tools/2026-05-27/ai_query_optimizer
cd generated_tools/2026-05-27/ai_query_optimizer
pip install -r requirements.txt 2>/dev/null || true
python ai_query_optimizer.py
AI Query Optimizer โ€” AI Tools by AutoAIForge