{
  "repo": "IgorGanapolsky/ThumbGate",
  "repositoryUrl": "https://github.com/IgorGanapolsky/ThumbGate",
  "homepageUrl": "https://thumbgate-production.up.railway.app",
  "githubDescription": "Agent governance for ThumbGate: 👍/👎 become Pre-Action Checks that block repeat mistakes before code, money, or customer systems change.",
  "metaDescription": "Stop paying for the same AI mistake twice. ThumbGate is machine-speed pre-action defense for AI coding agents and vibe coding workflows: 👍 thumbs up and 👎 thumbs down become history-aware lessons, shared lessons and org visibility, actionable remediations, agent surface inventory, and Pre-Action Checks that block repeat mistakes before the next tool call across Claude Code, Cursor, Codex, Gemini, Amp, Cline, and OpenCode.",
  "topics": [
    "thumbgate",
    "pre-action-checks",
    "save-llm-tokens",
    "reduce-llm-cost",
    "ai-cost-optimization",
    "mcp",
    "mcp-server",
    "ai-agents",
    "agent-reliability",
    "guardrails",
    "ai-safety",
    "developer-tools",
    "feedback-loop",
    "claude-code",
    "cursor",
    "codex",
    "gemini",
    "amp",
    "opencode",
    "thompson-sampling"
  ]
}