{
  "markdown": "# ConKurrence\n\n**One command. Find out if your AI agrees with itself.**\n\nConKurrence 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.\n\n## Install\n\n```bash\nnpm install -g conkurrence\n```\n\n## MCP Server\n\nUse ConKurrence as an MCP server in Claude Desktop or any MCP-compatible client:\n\n```bash\nnpx conkurrence mcp\n```\n\n### Claude Desktop Configuration\n\nAdd to your `claude_desktop_config.json`:\n\n```json\n{\n  \"mcpServers\": {\n    \"conkurrence\": {\n      \"command\": \"npx\",\n      \"args\": [\"-y\", \"conkurrence\", \"mcp\"]\n    }\n  }\n}\n```\n\n### Claude Code Plugin\n\n```\n/plugin marketplace add AlligatorC0der/conkurrence\n```\n\n## Features\n\n- **Multi-model evaluation** — Run your schema against Bedrock, OpenAI, and Gemini models simultaneously\n- **Statistical rigor** — Fleiss' kappa with bootstrap confidence intervals, Kendall's W for validity\n- **Self-consistency mode** — No API keys needed; uses the host model via MCP Sampling\n- **Schema suggestion** — AI-powered schema design from your data\n- **Trend tracking** — Compare runs over time, detect agreement degradation\n- **Cost estimation** — Know the cost before running\n\n## MCP Tools\n\n| Tool | Description |\n|------|-------------|\n| `conkurrence_run` | Execute an evaluation across multiple AI raters |\n| `conkurrence_report` | Generate a detailed markdown report |\n| `conkurrence_compare` | Side-by-side comparison of two runs |\n| `conkurrence_trend` | Track agreement over multiple runs |\n| `conkurrence_suggest` | AI-powered schema suggestion from your data |\n| `conkurrence_validate_schema` | Validate a schema before running |\n| `conkurrence_estimate` | Estimate cost and token usage |\n\n## Links\n\n- **Homepage:** [conkurrence.com](https://conkurrence.com)\n- **npm:** [npmjs.com/package/conkurrence](https://www.npmjs.com/package/conkurrence)\n- **Terms of Service:** [app.conkurrence.com/terms](https://app.conkurrence.com/terms)\n- **Privacy Policy:** [app.conkurrence.com/privacy](https://app.conkurrence.com/privacy)\n\n## License\n\n[BUSL-1.1](LICENSE.md) — Business Source License 1.1\n",
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  "repo_slug": "alligatorc0der/conkurrence",
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}