Second Opinion

Second Opinion

Overview

This skill enables Claude to get second (and third) opinions on its outputs by querying GPT-5.2 Pro and Gemini 3 Pro in parallel. It automatically extracts the original task and Claude's response from conversation history, submits the same prompt to both alternative models via concurrent async API calls, then presents all three responses for Claude to analyze objectively.

Claude performs the actual comparative analysis - the skill just fetches and formats the responses.

When to Use This Skill

Invoke this skill using /second-opinion after Claude has provided a response and you want:

• Validation of accuracy or completeness
• Alternative approaches or perspectives
• Comparison across multiple models
• An objective determination of which answer is best

Workflow

/second-opinion → Validate API Keys
                → Extract Context (auto)
                → Query ChatGPT + Gemini (parallel via asyncio)
                → Format All Responses
                → Claude Analyzes & Compares

Setup Requirements

API Keys

Both API keys must be set as environment variables:

export OPENAI_API_KEY="your-openai-key-here"
export GEMINI_API_KEY="your-google-ai-key-here"

Where to get keys:

• OpenAI Key: https://platform.openai.com/api-keys
• Gemini Key: https://aistudio.google.com/apikey

Dependencies

pip install aiohttp

How It Works

1. Context Extraction

When /second-opinion is invoked, the skill automatically:

• Parses the conversation history
• Identifies the original user task
• Extracts Claude's current response

2. Parallel Model Querying

Both models are queried simultaneously using asyncio.gather():

• GPT-5.2 Pro via OpenAI API
• Gemini 3 Pro via Google Generative AI API

Both receive identical prompts for fair comparison. Includes retry logic with exponential backoff.

3. Response Presentation

The skill formats all three responses in markdown:

# Second Opinion Results

## Original Task
[The user's question/task]

---

## Claude's Response
[Claude's original response]

---

## GPT-5.2 Pro's Response
[ChatGPT's response]

---

## Gemini 3 Pro's Response
[Gemini's response]

---

*Response times: ChatGPT: 2.3s | Gemini: 1.8s*

4. Claude's Analysis

Claude then provides an impartial analysis:

• Accuracy: Which responses are factually correct?
• Completeness: Which best addresses all aspects?
• Clarity: Which is most clear and organized?
• Recommendation: Which response is best and why?

Claude is explicitly prompted to be impartial and acknowledge if its original response was not the best.

Error Handling

• Partial failure: If one model fails, the comparison continues with available responses
• Total failure: Clear error message with troubleshooting guidance

File Structure

second-opinion/
├── SKILL.md
└── scripts/
    ├── main.py              # Async orchestrator
    ├── api_clients.py       # Async OpenAI + Gemini clients
    ├── extract_context.py   # Context extraction
    ├── analyze_responses.py # Basic utilities
    └── format_output.py     # Response formatting

How to Invoke

The script accepts JSON input via stdin. Pipe a JSON object with:

• conversation_history: List of message objects with role and content
• claude_response: Claude's response string

Example invocation:

cd ~/.claude/skills/second-opinion/scripts && echo '{"conversation_history": [{"role": "user", "content": "What is X?"}], "claude_response": "X is..."}' | python main.py

Technical Details

• Parallel Execution: Uses asyncio.gather() for true concurrent I/O
• Timeout: 300 seconds (5 minutes) per model
• Retry Logic: 2 retries with exponential backoff
• Models: gpt-5.2-pro and gemini-3-pro

Limitations

• Both API keys must be configured
• Works best when Claude has already provided a complete response
• Requires aiohttp package