Creation OS
by spektre-labs
Deterministic coherence kernel to detect LLM hallucinations without using a second model.
What it does
Creation OS is a model-free coherence kernel (σ-gate) that measures the distance between an LLM's declared output and actual coherence. Unlike traditional confidence scores, it uses a deterministic invariant (σ = realized − declared) to score outputs for hallucinations locally and instantly, without needing an external probe model or cloud dependency.
Tools
sigma_score: Evaluates a prompt-response pair to determine coherence distance.verdict_check: Provides an ACCEPT, RETHINK, or ABSTAIN decision based on the σ measurement.coherence_analysis: analyzes the effective cognitive capacity of the output.
Installation
Install from source:
git clone https://github.com/spektre-labs/creation-os
cd creation-os
pip install '.[mcp]'
Add to claude_desktop_config.json:
{
"mcpServers": {
"creation-os": {
"command": "cos",
"args": ["mcp"]
}
}
}
Supported hosts
- Claude Desktop
Choose your AI client and follow the steps below.
Claude Desktop
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