Rlhf Feedback Loop MCP Server

ThumbGate Pre-Action Checks self-improve from ranked lessons and repeated failures, hard-block detected secret leaks, and block matches in strict

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What is the Rlhf Feedback Loop MCP Server?

ThumbGate Pre-Action Checks self-improve from ranked lessons and repeated failures, hard-block detected secret leaks, and block matches in strict mode.

What you get

ThumbGate is the local-first Pre-Action Checks engine for AI coding agents. It runs in the PreToolUse hook on your machine: it evaluates a proposed tool call and logs the decision before tool execution. It hard-blocks detected secret leaks and two direct self-disable command classes by default — commands that terminate the ThumbGate gate process or enable its bypass environment override. Other high-risk classes, including destructive deletes (rm -rf), force-push, fetch-and-run, direct guardrail-file edits, off-scope edits, and deploys, warn and log by default. Set THUMBGATE_STRICT_ENFORCEMENT=1 to

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Maintainer setup documentation.

How to install the Rlhf Feedback Loop MCP Server

{
  "mcpServers": {
    "rlhf-feedback-loop": {
      "command": "npx",
      "args": ["-y", "thumbgate"],
      "env": {
        "THUMBGATE_HUMAN_REVIEWER_ID": "your-value"
      }
    }
  }
}

Add to claude_desktop_config.json, then restart Claude Desktop.

Configuration

VariableDescriptionRequired
THUMBGATE_HUMAN_REVIEWER_IDConfiguration value read at startup.Optional

Frequently asked questions

ThumbGate Pre-Action Checks self-improve from ranked lessons and repeated failures, hard-block detected secret leaks, and block matches in strict mode. Confirm the tools offered by your installed version in the connected client. Tool availability and permissions depend on the server and account configuration.