conkurrence

IntegrationMonitoring & ops

See how consistently your AI answers the same question. conkurrence applies statistical consensus metrics to measure whether your AI agrees with itself, so you can tell when responses line up and when they diverge. That gives you a simple way to monitor for contradictory or shifting answers.

This server has no hosted endpoint yet, so ahel can't serve it. You can still add it. It stays paused until ahel can serve it.

After adding conkurrence, have your AI answer the same prompt more than once and review the consensus results to see how closely the responses match.

What your AI can do with it

  • Check whether repeated answers to the same prompt stay consistent
  • Compare multiple responses to see how closely they align
  • Get a statistical measure of how much your AI agrees with itself
  • Spot when answers to the same question contradict each other
  • Use consistency checks as part of monitoring your AI's behavior

Signals

Last commit
Apr 2026
Weekly downloads
84
Advanced
Delivery
conkurrence MCP server → your ahel gateway (mcp.ahel.ai) → every connected AI client.
Catalog kind
mcp-server
Gateway key
io-github-alligatorc0der-conkurrence
Source
github.com/alligatorc0der/conkurrence