{
  "repo": "IgorGanapolsky/ThumbGate",
  "repositoryUrl": "https://github.com/IgorGanapolsky/ThumbGate",
  "homepageUrl": "https://thumbgate.ai",
  "githubDescription": "ThumbGate Pre-Action Checks derive rules from repeated failures, flag risky tool calls, hard-block detected secret leaks, and block matches in strict mode.",
  "metaDescription": "ThumbGate is the local pre-action governance runtime for AI coding agents (Claude Code, Cursor, Codex, Gemini CLI, Amp, Cline, OpenCode): accepted 👍 thumbs-up and 👎 thumbs-down feedback becomes history-aware local lessons; repeated failures can become prevention rules. PreToolUse checks flag and log risky tool calls, hard-block detected secret leaks, and block matching actions in strict mode. Pro is for individual operators; Enterprise rollout is scoped after intake.",
  "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"
  ]
}