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io.github.AlligatorC0der/conkurrence

Measure whether your AI agrees with itself using statistical consensus metrics.

Open source Open in the app JSON README (API)

About

Measure whether your AI agrees with itself using statistical consensus metrics.

Details

Kind
MCP servers
Topic
Cloud & DevOps
Publisher
alligatorc0der
Origin
official
Category
ferramentas
Transport
local
Version
1.0.3
Last push
2026-04-08T20:54:41Z
Repository state
ativo
Language
Dockerfile
License
NOASSERTION
Added
2026-08-29 03:01:41
Updated
2026-08-29 03:01:41
Origin id
io.github.AlligatorC0der/conkurrence

README

# ConKurrence

**One command. Find out if your AI agrees with itself.**

ConKurrence is a statistically validated consensus measurement toolkit for AI evaluation pipelines. It uses multiple AI models as independent raters, measures inter-rater reliability with Fleiss' kappa and bootstrap confidence intervals, and routes contested items to human experts.

## Install

```bash
npm install -g conkurrence
```

## MCP Server

Use ConKurrence as an MCP server in Claude Desktop or any MCP-compatible client:

```bash
npx conkurrence mcp
```

### Claude Desktop Configuration

Add to your `claude_desktop_config.json`:

```json
{
  "mcpServers": {
    "conkurrence": {
      "command": "npx",
      "args": ["-y", "conkurrence", "mcp"]
    }
  }
}
```

### Claude Code Plugin

```
/plugin marketplace add AlligatorC0der/conkurrence
```

## Features

- **Multi-model evaluation** — Run your schema against Bedrock, OpenAI, and Gemini models simultaneously
- **Statistical rigor** — Fleiss' kappa with bootstrap confidence intervals, Kendall's W for validity
- **Self-consistency mode** — No API keys needed; uses the host model via MCP Sampling
- **Schema suggestion** — AI-powered schema design from your data
- **Trend tracking** — Compare runs over time, detect agreement degradation
- **Cost estimation** — Know the cost before running

## MCP Tools

| Tool | Description |
|------|-------------|
| `conkurrence_run` | Execute an evaluation across multiple AI raters |
| `conkurrence_report` | Generate a detailed markdown report |
| `conkurrence_compare` | Side-by-side comparison of two runs |
| `conkurrence_trend` | Track agreement over multiple runs |
| `conkurrence_suggest` | AI-powered schema suggestion from your data |
| `conkurrence_validate_schema` | Validate a schema before running |
| `conkurrence_estimate` | Estimate cost and token usage |

## Links

- **Homepage:** [conkurrence.com](https://conkurrence.com)
- **npm:** [npmjs.com/package/conkurrence](https://www.npmjs.com/package/conkurrence)
- **Terms of Service:** [app.conkurrence.com/terms](https://app.conkurrence.com/terms)
- **Privacy Policy:** [app.conkurrence.com/privacy](https://app.conkurrence.com/privacy)

## License

[BUSL-1.1](LICENSE.md) — Business Source License 1.1

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