Query multiple LLMs in parallel from AI coding tools. Ask a question to OpenAI, Gemini, Groq, or any OpenAI-compatible API — and CLI agents like Claude Code, Codex, and Gemini CLI — then compare answers, run consensus votes, structured debates, and judge evaluations. Rubber duck debugging, but the ducks talk back.
Signals are stable with no major breakout or decline pattern detected in recent weekly snapshots.
Momentum changed by 1% due to steady ecosystem activity.
Operational posture, confidence, and momentum classification in one decision panel.
Momentum and health are visible, but confidence depth is still incomplete.
The final outlook blends raw trend signals with quality, confidence, and operational risk. These are the strongest drivers right now.
Mcp Rubber Duck: export and report actions do not influence ranking or scoring.