Ai Answer Synthesizer
Stop reading 5 AI answers. Get one clear recommendation. A Claude Skill for intelligent multi-model response synthesis.
Install
git clone https://github.com/knightkar/Ai-Answer-SynthesizerInstall command taken from the project's README or registry entry. Always review code before running it.
README excerpt
Read full README on GitHub →AI Answer Synthesizer
Stop reading 5 AI answers. Get one clear recommendation.
The Problem · How It Works · Installation · Usage · Examples · Roadmap · Contributing
The Problem
You ask the same question to ChatGPT, Claude, Gemini, Copilot, and Perplexity. You get five long responses. Now you're more confused than before.
The AI Answer Synthesizer solves this. Paste multiple AI responses into Claude and get back:
- One clear recommendation (not five summaries)
- Confidence scoring (how much the AIs actually agree)
- Real disagreement detection (not just vocabulary differences)
- An action plan matched to your skill level
- A list of what to ignore (so you don't drown in options)
This is not a summarizer. It's an adjudicator.
How It Works
The skill uses a 6-step analytical methodology that goes beyond summarization:
┌─────────────────────────────────────────────────────┐
│ │
│ 1. EXTRACT CLAIMS → Break each response into │
│ discrete, testable claims │
│ │
│ 2. MAP CONSENSUS → Which claims do multiple │
│ AIs actually agree on? │
│ │
│ 3. COLLAPSE ALIASES → "MVP" and "prototype" │
│ mean the same thing │
│ │
│ 4. DETECT CONFLICTS → Where do they ACTUALLY │
│ disagree, not just differ? │
│ │
│ 5. ASSESS FIT → Match complexity to the │
│ user's real skill level │
│ │
│ 6. SYNTHESIZE → One recommended path with │
│ honest confidence level │
│ │
└─────────────────────────────────────────────────────┘
Key Safeguards
| Safeguard | What It Prevents |
|---|---|
| Anti-Consensus Bias | Majority vote burying a better minority answer |
| Hallucination Cascade Detection | LLM summarizing LLM errors and amplifying them |
| Lone Claim Flagging | One AI's unsupported claim slipping in as fact |
| Complexity Filter | The most advanced answer winning over the most useful one |
Installation
Claude.ai (Recommended)
- Go to claude.ai → Settings → Skills
- Click Create Skill
- Copy the contents of
skills/ai-answer-synthesizer/SKILL.md - Paste into the skill instructions
- Save
Claude Code
# Clone and install
git clone https://github.com/knightkar/Ai-Answer-Synthesizer.git
cd ai-answer-synthesizer
# The skill file is at:
# skills/ai-answer-synthesizer/SKILL.md
Usage
Quick Mode — Just give me the answer
I asked ChatGPT and Gemini the same question. Here are their responses:
[paste responses]
Give me a quick synthesis.
Output: 2-4 sentence answer + confidence level + one next step.
Deep Mode — Help me understand
I asked 3 AIs how to deploy a web app. Here are all their responses:
ChatGPT said: [paste]
Gemini said: [paste]
Copilot said: [paste]
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