ThumbGate — Cursor AI Agent
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    ThumbGate

    ThumbGate

    IgorGanapolsky March 3, 2026
    14 copies 0 downloads

    Agent governance that stops costly AI mistakes before they run: pre-action gates, shared lessons, and team safeguards for AI coding workflows.

    ThumbGate

    Your AI coding bill has a leak.

    Stop paying $ for the same AI mistake.

    Every retry loop, every hallucinated import, every "let me try a different approach" — those are billable tokens on every LLM vendor's bill. Thumbs-down once; ThumbGate blocks that exact mistake on every future call. Across Claude Code, Cursor, Codex, Cursor, Amp, OpenCode — any MCP-compatible agent, forever.

    Under the hood: your thumbs-down becomes a Pre-Action Gate that physically blocks the pattern permanently on every future call — across every session, every model, every agent. It is self-improving agent governance: every correction promotes a fresh prevention rule, and your library of Pre-Action Gates grows stronger with every lesson. Works with Claude Code, Cursor, Codex, Cursor CLI, Amp, OpenCode, and any MCP-compatible agent. The monthly Anthropic / OpenAI bill stops paying for the same lesson over and over — local-first enforcement, zero tokens spent on repeats.

    Prevent expensive AI mistakes. Make AI stop repeating mistakes. Turn a smart assistant into a reliable operator.

    Mission: make AI coding affordable by making sure you never pay for the same mistake twice.

    CI npm License: MIT


    First-dollar activation path

    If someone is not already bought into ThumbGate, do not lead with architecture. Lead with one repeated mistake.

    1. Show the pain: open the ThumbGate GPT and paste the bad answer, risky command, deploy, PR action, o

    Tags

    agent-reliabilityai-agentsai-safetyampclaude-codecodexcursordeveloper-toolsfeedback-loopgemini

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