Gonka — Minority report

What is Gonka Second Opinion (MCP Server)? An MCP server that gets your AI agent a second opinion: it runs one prompt across several independent LLMs live on the decentralized Gonka network — and across assigned debate roles (skeptic / proponent / pragmatist) — in a single call, so your own model can check a decision against a panel of divergent views. It can also run cheap OpenAI-compatible inference through the server itself (free no-signup trial, or your own key) and quote live Gonka prices.

How to use Gonka Second Opinion Add the server URL to your MCP client — no install, no code:

Restart the client — the tools appear automatically. The trial works immediately: no API key, no signup (per-IP budget). To run on your own balance with no limits, add your Gonka gateway key: "headers": { "Authorization": "Bearer jg-YOUR_KEY" }. Self-hosting is Python (python server.py). Full steps in the README's Install (30 seconds).

Key features of Gonka Second Opinion gonka_second_opinion — one prompt → several independent opinions from the live Gonka models, in parallel; add roles (skeptic / proponent / pragmatist…) for a debate panel; your own model synthesizes. A 3-model panel costs a fraction of a cent. gonka_chat — run a cheap OpenAI-compatible completion through the server; free no-signup trial by IP, or your own key for your balance; model nicknames (minimax, kimi) and auto. Not a replacement — a second contour. Your main proprietary model stays in charge; Gonka is a cheap parallel check, not a provider switch. Auto-failover — if a model is busy, the call reroutes to another live model; never blocked. Live pricing & analysis — get_pricing / compare_providers / calculate_savings / suggest_model_for_task, from the blockchain DEX (GNK/USD) + live gateway rates. Zero setup — works over a hosted URL; the server makes the gateway call for you. Use cases of Gonka Second Opinion Sanity-check or verify an agent's decision against a panel of divergent models before trusting it. Stress-test a hypothesis or plan by assigning opposing roles (proponent vs skeptic) in one call. Run cheap inference inside an agent without switching your main provider. Try Gonka instantly with a free no-key trial, then move to your own key with no limits. Compare live LLM prices and estimate savings vs OpenAI / Anthropic / DeepSeek. FAQ from Gonka Second Opinion Do I need an API key or signup? No — the trial works immediately (per-IP budget). Add your own jg- Gonka gateway key for unlimited use on your own balance.

Which models does it use? Whatever is live on Gonka right now (currently MiniMax and Kimi; GLM coming), auto-selected — get_available_models lists them.

Is it a replacement for GPT / Claude? No — it's a cheap second opinion / consult alongside your main model, not a provider swap.

Where is the source code? github.com/bystray/gonka-mcp-server — Python, MIT license.

How much does a second opinion cost? A multi-model panel is a fraction of a cent; prices float with the market and are quoted live via get_pricing.