{
  "repo": "IgorGanapolsky/ThumbGate",
  "repositoryUrl": "https://github.com/IgorGanapolsky/ThumbGate",
  "homepageUrl": "https://thumbgate.ai",
  "githubDescription": "ThumbGate Pre-Action Checks self-improve from ranked lessons and repeated failures, hard-block detected secret leaks, and block matches in strict mode.",
  "topics": [
    "thumbgate",
    "pre-action-checks",
    "mcp",
    "mcp-server",
    "ai-agents",
    "agent-reliability",
    "guardrails",
    "ai-safety",
    "developer-tools",
    "feedback-loop",
    "claude-code",
    "cursor",
    "codex",
    "gemini",
    "amp",
    "opencode",
    "thompson-sampling",
    "self-improving-agents"
  ],
  "metaDescription": "Stop AI agent mistakes before they cost you. Self-serve is $19/mo; the $499 Diagnostic installs one hard, test-backed safety gate for a supported AI-agent workflow in two business days."
}