maker-rs

zircote/maker-rs
★ 3 stars Rust 🤖 AI/LLM Updated 2d ago
Zero-error LLM execution via SPRT voting. Rust library and MCP server implementing the MAKER algorithm for mathematically-grounded error correction in long-horizon AI agent tasks. Research experiment based on arXiv:2511.09030
View on GitHub →

Quick Install

Copy the config for your editor. Some servers may need additional setup — check the README.

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "maker-rs": {
      "command": "cargo",
      "args": [
        "run",
        "--",
        "maker-rs"
      ]
    }
  }
}

README Excerpt

**Zero-Error Long-Horizon LLM Execution via SPRT Voting, Red-Flagging, and Microagent Orchestration** <picture> <source media="(prefers-color-scheme: dark)" srcset=".github/readme-infographic-dark.svg"> <source media="(prefers-color-scheme: light)" srcset=".github/readme-infographic.svg"> <img alt="How MAKER Works - Architecture infographic showing the SPRT voting flow" src=".github/readme-infographic.svg" width="100%">

Tools (5)

CodeMatcherCostAwareEmbeddingMatcherReliabilityWeightedRoundRobin

Topics

ai-agentserror-correctionllmmachine-learningmcp-servermicroagentsresearchrustsprt-votingstatistical-testing