All Toolsโ€บCode Suggestion Comparator
๐Ÿ”ง Advanced AI Coding ModelsApril 17, 2026โœ… Tests passing

Code Suggestion Comparator

This library compares code suggestions generated by different AI coding models, such as Claude Opus 4.7 and others, on identical prompts. It highlights differences in logic, performance, and readability to help developers choose the best model for their needs.

What It Does

  • Fetch code suggestions from multiple AI coding models using their APIs.
  • Compare the code suggestions and generate unified diffs.
  • Output results in JSON or diff format.

Installation

Install the required dependencies:

pip install requests black

Usage

Run the script from the command line:

python code_suggestion_compare.py --api_keys <API_KEY_1> <API_KEY_2> --prompt "<YOUR_PROMPT>" --output <json|diff>

Arguments

  • --api_keys: List of API keys for the models.
  • --prompt: The prompt to send to the models.
  • --output: Output format. Choose between json (default) or diff.

Example

python code_suggestion_compare.py --api_keys key1 key2 --prompt "def add(a, b): ..." --output diff

Source Code

import requests
import difflib
import black
import json
from typing import List, Dict

def fetch_code_suggestion(api_key: str, prompt: str) -> str:
    """
    Fetches a code suggestion from an AI model API.

    Args:
        api_key (str): API key for the model.
        prompt (str): The prompt to send to the model.

    Returns:
        str: The code suggestion returned by the model.
    """
    try:
        response = requests.post(
            "https://api.example.com/generate",  # Replace with actual API endpoint
            headers={"Authorization": f"Bearer {api_key}"},
            json={"prompt": prompt},
            timeout=10
        )
        response.raise_for_status()
        return response.json().get("code", "")
    except requests.exceptions.RequestException as e:
        return f"Error fetching suggestion: {e}"

def compare_suggestions(api_keys: List[str], prompt: str) -> Dict:
    """
    Compares code suggestions from multiple AI models.

    Args:
        api_keys (List[str]): List of API keys for the models.
        prompt (str): The prompt to send to the models.

    Returns:
        Dict: A dictionary containing the suggestions and their differences.
    """
    suggestions = {}

    for i, api_key in enumerate(api_keys):
        suggestion = fetch_code_suggestion(api_key, prompt)
        suggestions[f"model_{i+1}"] = suggestion

    diffs = {}
    model_keys = list(suggestions.keys())

    for i in range(len(model_keys)):
        for j in range(i + 1, len(model_keys)):
            model_a = model_keys[i]
            model_b = model_keys[j]
            diff = list(difflib.unified_diff(
                suggestions[model_a].splitlines(),
                suggestions[model_b].splitlines(),
                lineterm="",
                fromfile=model_a,
                tofile=model_b
            ))
            diffs[f"{model_a}_vs_{model_b}"] = "\n".join(diff)

    return {
        "suggestions": suggestions,
        "diffs": diffs
    }

if __name__ == "__main__":
    import argparse

    parser = argparse.ArgumentParser(description="Code Suggestion Comparator")
    parser.add_argument("--api_keys", nargs='+', required=True, help="List of API keys for the models.")
    parser.add_argument("--prompt", required=True, help="The prompt to send to the models.")
    parser.add_argument("--output", choices=["json", "diff"], default="json", help="Output format: json or diff.")

    args = parser.parse_args()

    result = compare_suggestions(args.api_keys, args.prompt)

    if args.output == "json":
        print(json.dumps(result, indent=4))
    else:
        for key, diff in result["diffs"].items():
            print(f"\nComparison: {key}\n")
            print(diff)

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Details

Tool Name
code_suggestion_compare
Category
Advanced AI Coding Models
Generated
April 17, 2026
Tests
Passing โœ…
Fix Loops
2

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/2026-04-17/code_suggestion_compare
cd generated_tools/2026-04-17/code_suggestion_compare
pip install -r requirements.txt 2>/dev/null || true
python code_suggestion_compare.py
Code Suggestion Comparator โ€” AI Tools by AutoAIForge