Conkurrence
Quantify how often parallel or repeated LLM runs agree so you can gate prompts, evals, or agent loops on consensus before shipping.
Overview
Conkurrence is an MCP server for the Ship phase that measures whether your AI agrees with itself using statistical consensus metrics.
What is this MCP server?
- Statistical consensus metrics across multiple AI responses on the same prompt or task
- stdio npm package conkurrence v1.0.3 for local MCP wiring
- Suited to self-consistency checks before trusting automated codegen or research answers
- GitHub source at AlligatorC0der/conkurrence with MCP server schema 2025-12-11
- Server version 1.0.3
- 1 npm stdio package identifier: conkurrence
- Repository: github.com/AlligatorC0der/conkurrence
What problem does it solve?
You cannot tell if your agent is reliably right or just lucky when you only read one completion.
Who is it for?
Builders running parallel LLM runs or self-consistency checks on prompts before they depend on agents in production.
Skip if: Teams that need full RAG evaluation, human labeling workflows, or non-LLM test automation only.
What do I get? / Deliverables
You get quantified self-agreement you can use in eval gates, regression checks, and safer ship decisions.
- Consensus metric results exposed via MCP tools for your test prompts
- Repeatable self-agreement checks wired into your local agent workflow
Recommended MCP Servers
Journey fit
How it compares
MCP statistical consensus tooling, not a general-purpose agent skill or hosted eval platform.
Common Questions / FAQ
Who is Conkurrence for?
Solo and indie builders using MCP clients who want numeric self-agreement signals when testing LLM-backed features or agents.
When should I use Conkurrence?
Use it during ship-phase testing when you compare repeated or parallel model outputs and need a threshold before merging or releasing.
How do I add Conkurrence to my agent?
Add the npm package conkurrence with stdio transport in your MCP config per the server.json entry, then restart Claude Code, Cursor, or your compatible client.