{
  "canonical_name": "igorganapolsky/mcp-memory-gateway",
  "compilation_id": "pack_9be66c31772c4a5aa5d5a17f5ab3d74a",
  "created_at": "2026-05-22T15:18:23.780377+00:00",
  "created_by": "project-pack-compiler",
  "feedback": {
    "carrier_selection_notes": [
      "viable_asset_types=mcp_config, recipe, host_instruction, eval, preflight",
      "recommended_asset_types=mcp_config, recipe, host_instruction, eval, preflight"
    ],
    "evidence_delta": {
      "confirmed_claims": [
        "identity_anchor_present",
        "capability_and_host_targets_present",
        "install_path_declared_or_better"
      ],
      "missing_required_fields": [],
      "must_verify_forwarded": [
        "Run or inspect `npx mcp-memory-gateway` in an isolated environment.",
        "Confirm the project exposes the claimed capability to at least one target host."
      ],
      "quickstart_execution_scope": "allowlisted_sandbox_smoke",
      "sandbox_command": "npx mcp-memory-gateway",
      "sandbox_container_image": "node:22-slim",
      "sandbox_execution_backend": "docker",
      "sandbox_planner_decision": "deterministic_isolated_install",
      "sandbox_validation_id": "sbx_0c8cdfbf324a445ab114944a0f2a964b"
    },
    "feedback_event_type": "project_pack_compilation_feedback",
    "learning_candidate_reasons": [],
    "template_gaps": []
  },
  "identity": {
    "canonical_id": "project_1c85cbff18d9b245eb91986f94a25518",
    "canonical_name": "igorganapolsky/mcp-memory-gateway",
    "homepage_url": null,
    "license": "unknown",
    "repo_url": "https://github.com/IgorGanapolsky/mcp-memory-gateway",
    "slug": "mcp-memory-gateway",
    "source_packet_id": "phit_af6cb617b96449478d28352fcfd351fb",
    "source_validation_id": "dval_18aedc5cc193436eb270de86372d535c"
  },
  "merchandising": {
    "best_for": "需要工具连接与集成能力，并使用 mcp_host的用户",
    "github_forks": null,
    "github_stars": null,
    "one_liner_en": "Pre-action gates that block AI agents from repeating known mistakes.",
    "one_liner_zh": "Pre-action gates that block AI agents from repeating known mistakes.",
    "primary_category": {
      "category_id": "tool-integrations",
      "name_zh": "工具连接与集成",
      "name_en": "Tool Integrations",
      "confidence": "high",
      "reason": "semantic truth gate fallback rework"
    },
    "target_user": "使用 mcp_host 等宿主 AI 的用户",
    "title_en": "mcp-memory-gateway",
    "title_zh": "mcp-memory-gateway 能力包",
    "visible_tags": [
      {
        "type": "product_domain",
        "label_zh": "工具连接与集成",
        "label_en": "Tool Integrations",
        "tag_id": "product_domain-tool-integrations",
        "source": "semantic_truth_gate_rework"
      },
      {
        "type": "user_job",
        "label_zh": "Model Context Protocol",
        "label_en": "Model Context Protocol",
        "tag_id": "user_job-model-context-protocol",
        "source": "semantic_truth_gate_rework"
      },
      {
        "type": "core_capability",
        "label_zh": "MCP Server/Client",
        "label_en": "MCP Server/Client",
        "tag_id": "core_capability-mcp-server-client",
        "source": "semantic_truth_gate_rework"
      },
      {
        "type": "workflow_pattern",
        "label_zh": "宿主配置",
        "label_en": "Host Configuration",
        "tag_id": "workflow_pattern-host-configuration",
        "source": "semantic_truth_gate_rework"
      },
      {
        "type": "selection_signal",
        "label_zh": "权限边界",
        "label_en": "Permission Boundary",
        "tag_id": "selection_signal-permission-boundary",
        "source": "semantic_truth_gate_rework"
      }
    ]
  },
  "packet_id": "phit_af6cb617b96449478d28352fcfd351fb",
  "page_model": {
    "artifacts": {
      "artifact_slug": "mcp-memory-gateway",
      "files": [
        "PROJECT_PACK.json",
        "QUICK_START.md",
        "PROMPT_PREVIEW.md",
        "HUMAN_MANUAL.md",
        "AI_CONTEXT_PACK.md",
        "BOUNDARY_RISK_CARD.md",
        "PITFALL_LOG.md",
        "REPO_INSPECTION.json",
        "REPO_INSPECTION.md",
        "CAPABILITY_CONTRACT.json",
        "EVIDENCE_INDEX.json",
        "CLAIM_GRAPH.json"
      ],
      "required_files": [
        "PROJECT_PACK.json",
        "QUICK_START.md",
        "PROMPT_PREVIEW.md",
        "HUMAN_MANUAL.md",
        "AI_CONTEXT_PACK.md",
        "BOUNDARY_RISK_CARD.md",
        "PITFALL_LOG.md",
        "REPO_INSPECTION.json"
      ]
    },
    "detail": {
      "capability_source": "Project Hit Packet + DownstreamValidationResult",
      "commands": [
        {
          "command": "npx mcp-memory-gateway",
          "label": "Node.js / npx · 官方安装入口",
          "source": "https://github.com/IgorGanapolsky/mcp-memory-gateway#readme",
          "verified": true
        }
      ],
      "display_tags": [
        "工具连接与集成",
        "Model Context Protocol",
        "MCP Server/Client",
        "宿主配置",
        "权限边界"
      ],
      "eyebrow": "工具连接与集成",
      "glance": [
        {
          "body": "判断自己是不是目标用户。",
          "label": "最适合谁",
          "value": "需要工具连接与集成能力，并使用 mcp_host的用户"
        },
        {
          "body": "先理解能力边界，再决定是否继续。",
          "label": "核心价值",
          "value": "Pre-action gates that block AI agents from repeating known mistakes."
        },
        {
          "body": "未完成验证前保持审慎。",
          "label": "继续前",
          "value": "publish to Doramagic.ai project surfaces"
        }
      ],
      "guardrail_source": "Boundary & Risk Card",
      "guardrails": [
        {
          "body": "Prompt Preview 只展示流程，不证明项目已安装或运行。",
          "label": "Check 1",
          "value": "不要把试用当真实运行"
        },
        {
          "body": "mcp_host",
          "label": "Check 2",
          "value": "确认宿主兼容"
        },
        {
          "body": "publish to Doramagic.ai project surfaces",
          "label": "Check 3",
          "value": "先隔离验证"
        }
      ],
      "mode": "mcp_config, recipe, host_instruction, eval, preflight",
      "pitfall_log": {
        "items": [
          {
            "body": "README/documentation is current enough for a first validation pass.",
            "category": "能力坑",
            "evidence": [
              "capability.assumptions | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | README/documentation is current enough for a first validation pass."
            ],
            "severity": "medium",
            "suggested_check": "将假设转成下游验证清单。",
            "title": "能力判断依赖假设",
            "user_impact": "假设不成立时，用户拿不到承诺的能力。"
          },
          {
            "body": "未记录 last_activity_observed。",
            "category": "维护坑",
            "evidence": [
              "evidence.maintainer_signals | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | last_activity_observed missing"
            ],
            "severity": "medium",
            "suggested_check": "补 GitHub 最近 commit、release、issue/PR 响应信号。",
            "title": "维护活跃度未知",
            "user_impact": "新项目、停更项目和活跃项目会被混在一起，推荐信任度下降。"
          },
          {
            "body": "no_demo",
            "category": "安全/权限坑",
            "evidence": [
              "downstream_validation.risk_items | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | no_demo; severity=medium"
            ],
            "severity": "medium",
            "suggested_check": "进入安全/权限治理复核队列。",
            "title": "下游验证发现风险项",
            "user_impact": "下游已经要求复核，不能在页面中弱化。"
          },
          {
            "body": "no_demo",
            "category": "安全/权限坑",
            "evidence": [
              "risks.scoring_risks | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | no_demo; severity=medium"
            ],
            "severity": "medium",
            "suggested_check": "把风险写入边界卡，并确认是否需要人工复核。",
            "title": "存在评分风险",
            "user_impact": "风险会影响是否适合普通用户安装。"
          },
          {
            "body": "issue_or_pr_quality=unknown。",
            "category": "维护坑",
            "evidence": [
              "evidence.maintainer_signals | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | issue_or_pr_quality=unknown"
            ],
            "severity": "low",
            "suggested_check": "抽样最近 issue/PR，判断是否长期无人处理。",
            "title": "issue/PR 响应质量未知",
            "user_impact": "用户无法判断遇到问题后是否有人维护。"
          },
          {
            "body": "release_recency=unknown。",
            "category": "维护坑",
            "evidence": [
              "evidence.maintainer_signals | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | release_recency=unknown"
            ],
            "severity": "low",
            "suggested_check": "确认最近 release/tag 和 README 安装命令是否一致。",
            "title": "发布节奏不明确",
            "user_impact": "安装命令和文档可能落后于代码，用户踩坑概率升高。"
          }
        ],
        "source": "ProjectPitfallLog + ProjectHitPacket + validation + community signals",
        "summary": "发现 6 个潜在踩坑项，其中 0 个为 high/blocking；最高优先级：能力坑 - 能力判断依赖假设。",
        "title": "踩坑日志"
      },
      "snapshot": {
        "contributors": null,
        "forks": null,
        "license": "unknown",
        "note": "站点快照，非实时质量证明；用于开工前背景判断。",
        "stars": null
      },
      "source_url": "https://github.com/IgorGanapolsky/mcp-memory-gateway",
      "steps": [
        {
          "body": "不安装项目，先体验能力节奏。",
          "code": "preview",
          "title": "先试 Prompt"
        },
        {
          "body": "理解输入、输出、失败模式和边界。",
          "code": "manual",
          "title": "读说明书"
        },
        {
          "body": "把上下文交给宿主 AI 继续工作。",
          "code": "context",
          "title": "带给 AI"
        },
        {
          "body": "进入主力环境前先完成安装入口与风险边界验证。",
          "code": "verify",
          "title": "沙箱验证"
        }
      ],
      "subtitle": "面向 Model Context Protocol 集成的能力包，重点是 server/client 设置、宿主配置、工具权限和回滚边界。",
      "title": "mcp-memory-gateway 能力包",
      "trial_prompt": "# mcp-memory-gateway - Prompt Preview\n\n> 复制下面这段 Prompt 到你常用的 AI，先试一次，不需要安装。\n> 它的目标是让你直接体验这个项目的服务方式，而不是阅读项目介绍。\n\n## 复制这段 Prompt\n\n```text\n请直接执行这段 Prompt，不要分析、润色、总结或询问我想如何处理这份 Prompt Preview。\n\n你现在扮演 mcp-memory-gateway 的“安装前体验版”。\n这不是项目介绍、不是评价报告、不是 README 总结。你的任务是让我用最小成本体验它的核心服务。\n\n我的试用任务：我想用它完成一个真实的工具连接与集成任务。\n我常用的宿主 AI：MCP Client\n\n【体验目标】\n围绕我的真实任务，现场演示这个项目如何把输入转成 步骤建议, 检查清单, 专业工作流。重点是让我感受到工作方式，而不是给我项目背景。\n\n【业务流约束】\n- 你必须像一个正在提供服务的项目能力包，而不是像一个讲解员。\n- 每一轮只推进一个步骤；提出问题后必须停下来等我回答。\n- 每一步都必须让我感受到一个具体服务动作：澄清、整理、规划、检查、判断或收尾。\n- 每一步都要说明：当前目标、你需要我提供什么、我回答后你会产出什么。\n- 不要安装、不要运行命令、不要写代码、不要声称测试通过、不要声称已经修改文件。\n- 需要真实安装或宿主加载后才能验证的内容，必须明确说“这一步需要安装后验证”。\n- 如果我说“用示例继续”，你可以用虚构示例推进，但仍然不能声称真实执行。\n\n【可体验服务能力】\n- AI Skill / Agent 指令资产库: 项目包含可被宿主 AI 读取的 Skill 或 Agent 指令文件，可用于把专业流程带入 Claude、Codex、Cursor 等宿主。 输入：用户任务, 宿主 AI 对话上下文, 项目内 Skill/Agent 文档；输出：步骤建议, 检查清单, 专业工作流。\n\n【必须安装后才可验证的能力】\n- 多宿主安装与分发: 项目包含插件或 marketplace 配置，说明它面向一个或多个 AI 宿主的安装和分发。 输入：宿主 AI 工具, 插件配置, 安装命令；输出：宿主内可发现的插件/技能集合。\n- 命令行启动或安装流程: 项目文档中存在可执行命令，真实使用需要在本地或宿主环境中运行这些命令。 输入：终端环境, 包管理器, 项目依赖；输出：安装结果, 列表/更新/运行结果。\n\n【核心服务流】\n请严格按这个顺序带我体验。不要一次性输出完整流程：\n1. overview：仓库概览。围绕“仓库概览”模拟一次用户任务，不展示安装或运行结果。\n2. entrypoints：入口与运行边界。围绕“入口与运行边界”模拟一次用户任务，不展示安装或运行结果。\n3. architecture：架构证据地图。围绕“架构证据地图”模拟一次用户任务，不展示安装或运行结果。\n4. operations：运维与验证边界。围绕“运维与验证边界”模拟一次用户任务，不展示安装或运行结果。\n\n【核心能力体验剧本】\n每一步都必须按“输入 -> 服务动作 -> 中间产物”执行。不要只说流程名：\n1. overview\n输入：用户提供的“仓库概览”相关信息。\n服务动作：模拟项目在这一步的核心判断和整理方式。\n中间产物：一个可检查的小结果。\n\n2. entrypoints\n输入：用户提供的“入口与运行边界”相关信息。\n服务动作：模拟项目在这一步的核心判断和整理方式。\n中间产物：一个可检查的小结果。\n\n3. architecture\n输入：用户提供的“架构证据地图”相关信息。\n服务动作：模拟项目在这一步的核心判断和整理方式。\n中间产物：一个可检查的小结果。\n\n4. operations\n输入：用户提供的“运维与验证边界”相关信息。\n服务动作：模拟项目在这一步的核心判断和整理方式。\n中间产物：一个可检查的小结果。\n\n【项目服务规则】\n这些规则决定你如何服务用户。不要解释规则本身，而要在每一步执行时遵守：\n- 先确认用户任务、输入材料和成功标准，再模拟项目能力。\n- 每一步都必须形成可检查的小产物，并等待用户确认后再继续。\n- 凡是需要安装、调用工具或访问外部服务的能力，都必须标记为安装后验证。\n\n【每一步的服务约束】\n- Step 1 / overview：Step 1 必须围绕“仓库概览”形成一个小中间产物，并等待用户确认。\n- Step 2 / entrypoints：Step 2 必须围绕“入口与运行边界”形成一个小中间产物，并等待用户确认。\n- Step 3 / architecture：Step 3 必须围绕“架构证据地图”形成一个小中间产物，并等待用户确认。\n- Step 4 / operations：Step 4 必须围绕“运维与验证边界”形成一个小中间产物，并等待用户确认。\n\n【边界与风险】\n- 不要声称已经安装、运行、调用 API、读写本地文件或完成真实任务。\n- 安装前预览只能展示工作方式，不能证明兼容性、性能或输出质量。\n- 涉及安装、插件加载、工具调用或外部服务的能力必须安装后验证。\n\n【可追溯依据】\n这些路径只用于你内部校验或在我追问“依据是什么”时简要引用。不要在首次回复主动展开：\n- https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4\n- https://github.com/IgorGanapolsky/mcp-memory-gateway#readme\n- .agents/skills/skool-headless-reader/SKILL.md\n- .agents/skills/thumbgate/SKILL.md\n- .claude/skills/thumbgate/SKILL.md\n- adapters/amp/skills/thumbgate-feedback/SKILL.md\n- plugins/amp-skill/SKILL.md\n- plugins/claude-codex-bridge/skills/adversarial-review/SKILL.md\n- plugins/claude-codex-bridge/skills/result/SKILL.md\n- plugins/claude-codex-bridge/skills/review/SKILL.md\n- plugins/claude-codex-bridge/skills/second-pass/SKILL.md\n- plugins/claude-codex-bridge/skills/setup/SKILL.md\n\n【首次问题规则】\n- 首次三问必须先确认用户目标、成功标准和边界，不要提前进入工具、安装或实现细节。\n- 如果后续需要技术条件、文件路径或运行环境，必须等用户确认目标后再追问。\n\n首次回复必须只输出下面 4 个部分：\n1. 体验开始：用 1 句话说明你将带我体验 mcp-memory-gateway 的核心服务。\n2. 当前步骤：明确进入 Step 1，并说明这一步要解决什么。\n3. 你会如何服务我：说明你会先改变我完成任务的哪个动作。\n4. 只问我 3 个问题，然后停下等待回答。\n\n首次回复禁止输出：后续完整流程、证据清单、安装命令、项目评价、营销文案、已经安装或运行的说法。\n\nStep 1 / brainstorming 的二轮协议：\n- 我回答首次三问后，你仍然停留在 Step 1 / brainstorming，不要进入 Step 2。\n- 第二次回复必须产出 6 个部分：澄清后的任务定义、成功标准、边界条件、\n  2-3 个可选方案、每个方案的权衡、推荐方案。\n- 第二次回复最后必须问我是否确认推荐方案；只有我明确确认后，才能进入下一步。\n- 第二次回复禁止输出 git worktree、代码计划、测试文件、命令或真实执行结果。\n\n后续对话规则：\n- 我回答后，你先完成当前步骤的中间产物并等待确认；只有我确认后，才能进入下一步。\n- 每一步都要生成一个小的中间产物，例如澄清后的目标、计划草案、测试意图、验证清单或继续/停止判断。\n- 所有演示都写成“我会建议/我会引导/这一步会形成”，不要写成已经真实执行。\n- 不要声称已经测试通过、文件已修改、命令已运行或结果已产生。\n- 如果某个能力必须安装后验证，请直接说“这一步需要安装后验证”。\n- 如果证据不足，请明确说“证据不足”，不要补事实。\n```\n",
      "voices": [
        {
          "body": "来源平台：github。github/github_release: thumbgate@1.22.0（https://github.com/IgorGanapolsky/ThumbGate/releases/tag/v1.22.0）；github/github_release: thumbgate@1.21.2（https://github.com/IgorGanapolsky/ThumbGate/releases/tag/v1.21.2）；github/github_release: v1.21.0（https://github.com/IgorGanapolsky/ThumbGate/releases/tag/v1.21.0）；github/github_release: thumbgate@1.20.0（https://github.com/IgorGanapolsky/ThumbGate/releases/tag/v1.20.0）；github/github_release: thumbgate@1.19.0（https://github.com/IgorGanapolsky/ThumbGate/releases/tag/v1.19.0）；github/github_release: thumbgate@1.18.0（https://github.com/IgorGanapolsky/ThumbGate/releases/tag/v1.18.0）；github/github_release: thumbgate@1.17.0（https://github.com/IgorGanapolsky/ThumbGate/releases/tag/v1.17.0）；github/github_release: thumbgate@1.16.22（https://github.com/IgorGanapolsky/ThumbGate/releases/tag/v1.16.22）；github/github_release: thumbgate@1.16.21（https://github.com/IgorGanapolsky/ThumbGate/releases/tag/v1.16.21）；github/github_release: thumbgate@1.16.20（https://github.com/IgorGanapolsky/ThumbGate/releases/tag/v1.16.20）。这些是项目级外部声音，不作为单独质量证明。",
          "items": [
            {
              "kind": "github_release",
              "source": "github",
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              "url": "https://github.com/IgorGanapolsky/ThumbGate/releases/tag/v1.22.0"
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              "kind": "github_release",
              "source": "github",
              "title": "thumbgate@1.21.2",
              "url": "https://github.com/IgorGanapolsky/ThumbGate/releases/tag/v1.21.2"
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              "kind": "github_release",
              "source": "github",
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              "url": "https://github.com/IgorGanapolsky/ThumbGate/releases/tag/v1.21.0"
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              "kind": "github_release",
              "source": "github",
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              "url": "https://github.com/IgorGanapolsky/ThumbGate/releases/tag/v1.20.0"
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              "kind": "github_release",
              "source": "github",
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              "url": "https://github.com/IgorGanapolsky/ThumbGate/releases/tag/v1.19.0"
            },
            {
              "kind": "github_release",
              "source": "github",
              "title": "thumbgate@1.18.0",
              "url": "https://github.com/IgorGanapolsky/ThumbGate/releases/tag/v1.18.0"
            },
            {
              "kind": "github_release",
              "source": "github",
              "title": "thumbgate@1.17.0",
              "url": "https://github.com/IgorGanapolsky/ThumbGate/releases/tag/v1.17.0"
            },
            {
              "kind": "github_release",
              "source": "github",
              "title": "thumbgate@1.16.22",
              "url": "https://github.com/IgorGanapolsky/ThumbGate/releases/tag/v1.16.22"
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              "kind": "github_release",
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              "url": "https://github.com/IgorGanapolsky/ThumbGate/releases/tag/v1.16.21"
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            {
              "kind": "github_release",
              "source": "github",
              "title": "thumbgate@1.16.20",
              "url": "https://github.com/IgorGanapolsky/ThumbGate/releases/tag/v1.16.20"
            }
          ],
          "status": "已收录 10 条来源",
          "title": "社区讨论"
        }
      ]
    },
    "homepage_card": {
      "category": "工具连接与集成",
      "desc": "面向 Model Context Protocol 集成的能力包，重点是 server/client 设置、宿主配置、工具权限和回滚边界。",
      "effort": "安装已验证",
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      "risk": "可发布",
      "slug": "mcp-memory-gateway",
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    "manual": {
      "markdown": "# https://github.com/IgorGanapolsky/mcp-memory-gateway 项目说明书\n\n生成时间: 2026-05-22 14:53:02 UTC\n\n## 目录\n\n- [仓库概览](#overview)\n- [入口与运行边界](#entrypoints)\n- [架构证据地图](#architecture)\n- [运维与验证边界](#operations)\n\n<a id='overview'></a>\n\n## 仓库概览\n\n### 相关页面\n\n相关主题：[入口与运行边界](#entrypoints), [架构证据地图](#architecture), [运维与验证边界](#operations)\n\n<details>\n<summary>相关源码文件</summary>\n\n以下源码文件用于生成本页说明：\n\n- [Dockerfile](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/Dockerfile)\n- [README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/README.md)\n- [package.json](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/package.json)\n- [.claude-plugin/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/.claude-plugin/README.md)\n- [adapters/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/adapters/README.md)\n- [workers/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/workers/README.md)\n- [workers/package.json](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/workers/package.json)\n- [adapters/xai-grok/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/adapters/xai-grok/README.md)\n- [plugins/claude-codex-bridge/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/claude-codex-bridge/README.md)\n- [plugins/codex-profile/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/codex-profile/README.md)\n- [plugins/cursor-marketplace/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/cursor-marketplace/README.md)\n- [plugins/jetbrains-plugin/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/jetbrains-plugin/README.md)\n</details>\n\n# 仓库概览\n\n本页在 Human Wiki provider 不可用时基于仓库证据生成，只使用 README、文件树和已选源码文件，不把模板描述冒充项目事实。\n\n## README 证据\n\n# ThumbGate\n\n<p align=\"center\">\n  <a href=\"https://thumbgate.ai\">\n    <img src=\"public/assets/brand/thumbgate-icon-512.png\" alt=\"ThumbGate\" width=\"128\" height=\"128\" />\n  </a>\n</p>\n\n**AI agents repeat mistakes. You pay for every retry.**\n\nThumbGate remembers what went wrong and permanently blocks it before it happens again. One thumbs-down becomes a prevention rule that fires across every session, every agent, every model — before a single token is spent on the repeat.\n\n```\n  Agent tries:   rm -rf tests/\n  ThumbGate:     ⛔ BLOCKED — \"Never delete test directories\"\n                 Pattern matched: rm.*-rf.*tests\n                 Source: your thumbs-down from last Tuesday\n                 Tokens spent on this repeat: 0\n```\n\n```bash\nnpx thumbgate init   # auto-detects your agent, wires hooks, 30 seconds\n```\n\nWorks with **Claude Code, Cursor, Codex, Gemini CLI, Amp, Cline, OpenCode** and any MCP-compatible agent. Free tier: 5 active prevention rules. [Pro: $19/mo](https://thumbgate-production.up.railway.app/checkout/pro?utm_source=github&utm_medium=readme) — unlimited rules, dashboard, DPO export.\n\n[![CI](https://github.com/IgorGanapolsky/ThumbGate/actions/workflows/ci.yml/badge.svg)](https://github.com/IgorGanapolsky/ThumbGate/actions/workflows/ci.yml)\n[![npm](https://img.shields.io/npm/v/thumbgate)](https://www.npmjs.com/package/thumbgate)\n[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](LICENSE)\n\n---\n\n> *\"A better dashboard doesn't make the agents more reliable. The hard part isn't visibility. It's trust.\"*\n>\n> — **Rob May**, CEO & co-founder, Neurometric AI, quoted in [The New Stack](https://thenewstack.io/claude-code-agent-view/) on Anthropic's Claude Code Agent View (May 2026).\n>\n> ThumbGate is the open-source layer that makes the trust part real: PreToolUse gates, thumbs-down to rule, audit trail on every interception.\n\n---\n\n## 🎬 90-second demo\n\nWatch the force-push scenario: agent tries to `git push --force`, one thumbs-down, next session it's blocked — zero tokens spent on the repeat.\n\n[**▶ Watch the 90-second demo**](https://thumbgate-production.up.railway.app/#demo?utm_source=github&utm_medium=readme&utm_campaign=demo_video) · [Script](docs/marketing/demo-video-script.md) · [ElevenLabs narration: `npm run demo:voiceover`](scripts/generate-demo-voiceover.js)\n\n<!-- Video embed lives on the landing page and YouTube. Script + voiceove\n\n[excerpt truncated]\n\n## 已选源码清单\n\n- `Dockerfile`\n- `README.md`\n- `package.json`\n- `.claude-plugin/README.md`\n- `adapters/README.md`\n- `workers/README.md`\n- `workers/package.json`\n- `adapters/xai-grok/README.md`\n- `plugins/claude-codex-bridge/README.md`\n- `plugins/codex-profile/README.md`\n- `plugins/cursor-marketplace/README.md`\n- `plugins/jetbrains-plugin/README.md`\n\n| 文件 | 证据角色 | 大小 |\n|---|---|---|\n| `Dockerfile` | 仓库证据 | 2209 bytes |\n| `README.md` | README/产品与使用证据 | 30952 bytes |\n| `package.json` | 包与运行时元数据 | 58567 bytes |\n| `.claude-plugin/README.md` | 文档证据 | 6286 bytes |\n| `adapters/README.md` | 文档证据 | 1278 bytes |\n| `workers/README.md` | 文档证据 | 4045 bytes |\n| `workers/package.json` | 包与运行时元数据 | 612 bytes |\n| `adapters/xai-grok/README.md` | 文档证据 | 2456 bytes |\n| `plugins/claude-codex-bridge/README.md` | 文档证据 | 2143 bytes |\n| `plugins/codex-profile/README.md` | 文档证据 | 3060 bytes |\n| `plugins/cursor-marketplace/README.md` | 文档证据 | 5798 bytes |\n| `plugins/jetbrains-plugin/README.md` | 文档证据 | 791 bytes |\n\n资料来源：`[README.md:1-120]()`\n\n---\n\n<a id='entrypoints'></a>\n\n## 入口与运行边界\n\n### 相关页面\n\n相关主题：[仓库概览](#overview), [架构证据地图](#architecture), [运维与验证边界](#operations)\n\n<details>\n<summary>相关源码文件</summary>\n\n以下源码文件用于生成本页说明：\n\n- [Dockerfile](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/Dockerfile)\n- [README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/README.md)\n- [package.json](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/package.json)\n- [.claude-plugin/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/.claude-plugin/README.md)\n- [adapters/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/adapters/README.md)\n- [workers/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/workers/README.md)\n- [workers/package.json](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/workers/package.json)\n- [adapters/xai-grok/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/adapters/xai-grok/README.md)\n- [plugins/claude-codex-bridge/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/claude-codex-bridge/README.md)\n- [plugins/codex-profile/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/codex-profile/README.md)\n- [plugins/cursor-marketplace/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/cursor-marketplace/README.md)\n- [plugins/jetbrains-plugin/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/jetbrains-plugin/README.md)\n</details>\n\n# 入口与运行边界\n\n下面文件是安装、启动、配置或宿主集成的高信号候选。这里给出证据地图，不推断未经执行验证的 API 契约。\n\n| 文件 | 证据角色 | 大小 |\n|---|---|---|\n| `Dockerfile` | 仓库证据 | 2209 bytes |\n| `README.md` | README/产品与使用证据 | 30952 bytes |\n| `package.json` | 包与运行时元数据 | 58567 bytes |\n| `.claude-plugin/README.md` | 文档证据 | 6286 bytes |\n| `adapters/README.md` | 文档证据 | 1278 bytes |\n| `workers/README.md` | 文档证据 | 4045 bytes |\n| `workers/package.json` | 包与运行时元数据 | 612 bytes |\n| `adapters/xai-grok/README.md` | 文档证据 | 2456 bytes |\n| `plugins/claude-codex-bridge/README.md` | 文档证据 | 2143 bytes |\n| `plugins/codex-profile/README.md` | 文档证据 | 3060 bytes |\n| `plugins/cursor-marketplace/README.md` | 文档证据 | 5798 bytes |\n| `plugins/jetbrains-plugin/README.md` | 文档证据 | 791 bytes |\n\n资料来源：`[Dockerfile:1-120](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/Dockerfile)`\n\n---\n\n<a id='architecture'></a>\n\n## 架构证据地图\n\n### 相关页面\n\n相关主题：[仓库概览](#overview), [入口与运行边界](#entrypoints), [运维与验证边界](#operations)\n\n<details>\n<summary>相关源码文件</summary>\n\n以下源码文件用于生成本页说明：\n\n- [Dockerfile](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/Dockerfile)\n- [README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/README.md)\n- [package.json](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/package.json)\n- [.claude-plugin/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/.claude-plugin/README.md)\n- [adapters/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/adapters/README.md)\n- [workers/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/workers/README.md)\n- [workers/package.json](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/workers/package.json)\n- [adapters/xai-grok/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/adapters/xai-grok/README.md)\n- [plugins/claude-codex-bridge/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/claude-codex-bridge/README.md)\n- [plugins/codex-profile/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/codex-profile/README.md)\n- [plugins/cursor-marketplace/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/cursor-marketplace/README.md)\n- [plugins/jetbrains-plugin/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/jetbrains-plugin/README.md)\n</details>\n\n# 架构证据地图\n\n本节只根据仓库路径组织可能的架构区域；需要运行验证的行为不会在这里断言。\n\n- `.`: `Dockerfile`, `README.md`, `package.json`\n- `.claude-plugin`: `.claude-plugin/README.md`\n- `adapters`: `adapters/README.md`, `adapters/xai-grok/README.md`\n- `plugins`: `plugins/claude-codex-bridge/README.md`, `plugins/codex-profile/README.md`, `plugins/cursor-marketplace/README.md`, `plugins/jetbrains-plugin/README.md`\n- `workers`: `workers/README.md`, `workers/package.json`\n\n资料来源：`[README.md:1-120](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/README.md)`\n\n---\n\n<a id='operations'></a>\n\n## 运维与验证边界\n\n### 相关页面\n\n相关主题：[仓库概览](#overview), [入口与运行边界](#entrypoints), [架构证据地图](#architecture)\n\n<details>\n<summary>相关源码文件</summary>\n\n以下源码文件用于生成本页说明：\n\n- [Dockerfile](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/Dockerfile)\n- [README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/README.md)\n- [package.json](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/package.json)\n- [.claude-plugin/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/.claude-plugin/README.md)\n- [adapters/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/adapters/README.md)\n- [workers/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/workers/README.md)\n- [workers/package.json](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/workers/package.json)\n- [adapters/xai-grok/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/adapters/xai-grok/README.md)\n- [plugins/claude-codex-bridge/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/claude-codex-bridge/README.md)\n- [plugins/codex-profile/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/codex-profile/README.md)\n- [plugins/cursor-marketplace/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/cursor-marketplace/README.md)\n- [plugins/jetbrains-plugin/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/jetbrains-plugin/README.md)\n</details>\n\n# 运维与验证边界\n\n运维建议仅来自仓库中真实存在的文件。把该项目用于 agent 工作流前，仍需在 sandbox 中验证安装、quickstart 和运行行为。\n\n- Containerization signal: `Dockerfile`\n- Documentation signal: `README.md`\n- Runtime/package signal: `package.json`\n- Documentation signal: `.claude-plugin/README.md`\n- Documentation signal: `adapters/README.md`\n- Documentation signal: `workers/README.md`\n- Runtime/package signal: `workers/package.json`\n- Documentation signal: `adapters/xai-grok/README.md`\n- Documentation signal: `plugins/claude-codex-bridge/README.md`\n- Documentation signal: `plugins/codex-profile/README.md`\n\n资料来源：`[package.json:1-120](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/package.json)`\n\n---\n\n---\n\n## Doramagic 踩坑日志\n\n项目：igorganapolsky/mcp-memory-gateway\n\n摘要：发现 6 个潜在踩坑项，其中 0 个为 high/blocking；最高优先级：能力坑 - 能力判断依赖假设。\n\n## 1. 能力坑 · 能力判断依赖假设\n\n- 严重度：medium\n- 证据强度：source_linked\n- 发现：README/documentation is current enough for a first validation pass.\n- 对用户的影响：假设不成立时，用户拿不到承诺的能力。\n- 建议检查：将假设转成下游验证清单。\n- 防护动作: 假设必须转成验证项；没有验证结果前不能写成事实。\n- 证据：capability.assumptions | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | README/documentation is current enough for a first validation pass.\n\n## 2. 维护坑 · 维护活跃度未知\n\n- 严重度：medium\n- 证据强度：source_linked\n- 发现：未记录 last_activity_observed。\n- 对用户的影响：新项目、停更项目和活跃项目会被混在一起，推荐信任度下降。\n- 建议检查：补 GitHub 最近 commit、release、issue/PR 响应信号。\n- 防护动作: 维护活跃度未知时，推荐强度不能标为高信任。\n- 证据：evidence.maintainer_signals | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | last_activity_observed missing\n\n## 3. 安全/权限坑 · 下游验证发现风险项\n\n- 严重度：medium\n- 证据强度：source_linked\n- 发现：no_demo\n- 对用户的影响：下游已经要求复核，不能在页面中弱化。\n- 建议检查：进入安全/权限治理复核队列。\n- 防护动作: 下游风险存在时必须保持 review/recommendation 降级。\n- 证据：downstream_validation.risk_items | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | no_demo; severity=medium\n\n## 4. 安全/权限坑 · 存在评分风险\n\n- 严重度：medium\n- 证据强度：source_linked\n- 发现：no_demo\n- 对用户的影响：风险会影响是否适合普通用户安装。\n- 建议检查：把风险写入边界卡，并确认是否需要人工复核。\n- 防护动作: 评分风险必须进入边界卡，不能只作为内部分数。\n- 证据：risks.scoring_risks | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | no_demo; severity=medium\n\n## 5. 维护坑 · issue/PR 响应质量未知\n\n- 严重度：low\n- 证据强度：source_linked\n- 发现：issue_or_pr_quality=unknown。\n- 对用户的影响：用户无法判断遇到问题后是否有人维护。\n- 建议检查：抽样最近 issue/PR，判断是否长期无人处理。\n- 防护动作: issue/PR 响应未知时，必须提示维护风险。\n- 证据：evidence.maintainer_signals | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | issue_or_pr_quality=unknown\n\n## 6. 维护坑 · 发布节奏不明确\n\n- 严重度：low\n- 证据强度：source_linked\n- 发现：release_recency=unknown。\n- 对用户的影响：安装命令和文档可能落后于代码，用户踩坑概率升高。\n- 建议检查：确认最近 release/tag 和 README 安装命令是否一致。\n- 防护动作: 发布节奏未知或过期时，安装说明必须标注可能漂移。\n- 证据：evidence.maintainer_signals | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | release_recency=unknown\n\n<!-- canonical_name: igorganapolsky/mcp-memory-gateway; human_manual_source: deepwiki_human_wiki -->\n",
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      "filename": "AI_CONTEXT_PACK.md",
      "markdown": "# thumbgate - Doramagic AI Context Pack\n\n> 定位：安装前体验与判断资产。它帮助宿主 AI 有一个好的开始，但不代表已经安装、执行或验证目标项目。\n\n## 充分原则\n\n- **充分原则，不是压缩原则**：AI Context Pack 应该充分到让宿主 AI 在开工前理解项目价值、能力边界、使用入口、风险和证据来源；它可以分层组织，但不以最短摘要为目标。\n- **压缩策略**：只压缩噪声和重复内容，不压缩会影响判断和开工质量的上下文。\n\n## 给宿主 AI 的使用方式\n\n你正在读取 Doramagic 为 thumbgate 编译的 AI Context Pack。请把它当作开工前上下文：帮助用户理解适合谁、能做什么、如何开始、哪些必须安装后验证、风险在哪里。不要声称你已经安装、运行或执行了目标项目。\n\n## Claim 消费规则\n\n- **事实来源**：Repo Evidence + Claim/Evidence Graph；Human Wiki 只提供显著性、术语和叙事结构。\n- **事实最低状态**：`supported`\n- `supported`：可以作为项目事实使用，但回答中必须引用 claim_id 和证据路径。\n- `weak`：只能作为低置信度线索，必须要求用户继续核实。\n- `inferred`：只能用于风险提示或待确认问题，不能包装成项目事实。\n- `unverified`：不得作为事实使用，应明确说证据不足。\n- `contradicted`：必须展示冲突来源，不得替用户强行选择一个版本。\n\n## 它最适合谁\n\n- **正在使用 Claude/Codex/Cursor/Gemini 等宿主 AI 的开发者**：README 或插件配置提到多个宿主 AI。 证据：`README.md` Claim：`clm_0004` supported 0.86\n- **希望把专业流程带进宿主 AI 的用户**：仓库包含 Skill 文档。 证据：`.agents/skills/skool-headless-reader/SKILL.md`, `.agents/skills/thumbgate/SKILL.md`, `.claude/skills/thumbgate/SKILL.md`, `adapters/amp/skills/thumbgate-feedback/SKILL.md` 等 Claim：`clm_0005` supported 0.86\n\n## 它能做什么\n\n- **AI Skill / Agent 指令资产库**（可做安装前预览）：项目包含可被宿主 AI 读取的 Skill 或 Agent 指令文件，可用于把专业流程带入 Claude、Codex、Cursor 等宿主。 证据：`.agents/skills/skool-headless-reader/SKILL.md`, `.agents/skills/thumbgate/SKILL.md`, `.claude/skills/thumbgate/SKILL.md`, `adapters/amp/skills/thumbgate-feedback/SKILL.md` 等 Claim：`clm_0001` supported 0.86\n- **多宿主安装与分发**（需要安装后验证）：项目包含插件或 marketplace 配置，说明它面向一个或多个 AI 宿主的安装和分发。 证据：`.agents/plugins/marketplace.json`, `.claude-plugin/marketplace.json`, `.claude-plugin/plugin.json`, `.cursor-plugin/marketplace.json` 等 Claim：`clm_0002` supported 0.86\n- **命令行启动或安装流程**（需要安装后验证）：项目文档中存在可执行命令，真实使用需要在本地或宿主环境中运行这些命令。 证据：`README.md`, `adapters/cline/INSTALL.md`, `plugins/amp-skill/INSTALL.md` Claim：`clm_0003` supported 0.86\n\n## 怎么开始\n\n- `npx thumbgate init   # auto-detects your agent, wires hooks, 30 seconds` 证据：`README.md` Claim：`clm_0006` supported 0.86\n- `npx thumbgate init                                                         # auto-detects your agent, wires everything` 证据：`README.md` Claim：`clm_0007` supported 0.86\n- `npx thumbgate capture --feedback=down --context=\"Never run DROP on production tables\"` 证据：`README.md` Claim：`clm_0008` supported 0.86\n- `npx thumbgate model-candidates --workload=pretool-gating --json` 证据：`README.md` Claim：`clm_0009` supported 0.86\n- `npx thumbgate model-candidates --workload=long-trace-review --provider=openai-compatible --gateway=tinker --json` 证据：`README.md` Claim：`clm_0010` supported 0.86\n- `npx thumbgate init                                              # detect agent, wire hooks` 证据：`README.md` Claim：`clm_0011` supported 0.86\n- `npx thumbgate doctor                                            # health check` 证据：`README.md` Claim：`clm_0012` supported 0.86\n- `npx thumbgate capture --feedback=up|down --context=\"<text>\"    # capture a signal as a stored lesson` 证据：`README.md` Claim：`clm_0013` supported 0.86\n- `npx thumbgate lessons                                           # see what's been learned` 证据：`README.md` Claim：`clm_0014` supported 0.86\n- `npx thumbgate explore    # terminal explorer for lessons, checks, stats` 证据：`README.md` Claim：`clm_0015` supported 0.86\n\n## 继续前判断卡\n\n- **当前建议**：先做研究框架试用\n- **为什么**：这个项目面向研究工作流，核心风险是资料可信度和输出质量；先用 Prompt Preview 验证研究框架，再在隔离环境试装。\n\n### 30 秒判断\n\n- **现在怎么做**：先做研究框架试用\n- **最小安全下一步**：先用 Prompt Preview 验证研究框架；满意后再隔离试装\n- **先别相信**：研究结论、引用和实验结果不能在安装前相信。\n- **继续会触碰**：研究判断、命令执行、宿主 AI 配置\n\n### 现在可以相信\n\n- **适合人群线索：正在使用 Claude/Codex/Cursor/Gemini 等宿主 AI 的开发者**（supported）：有 supported claim 或项目证据支撑，但仍不等于真实安装效果。 证据：`README.md` Claim：`clm_0004` supported 0.86\n- **适合人群线索：希望把专业流程带进宿主 AI 的用户**（supported）：有 supported claim 或项目证据支撑，但仍不等于真实安装效果。 证据：`.agents/skills/skool-headless-reader/SKILL.md`, `.agents/skills/thumbgate/SKILL.md`, `.claude/skills/thumbgate/SKILL.md`, `adapters/amp/skills/thumbgate-feedback/SKILL.md` 等 Claim：`clm_0005` supported 0.86\n- **能力存在：AI Skill / Agent 指令资产库**（supported）：可以相信项目包含这类能力线索；是否适合你的具体任务仍要试用或安装后验证。 证据：`.agents/skills/skool-headless-reader/SKILL.md`, `.agents/skills/thumbgate/SKILL.md`, `.claude/skills/thumbgate/SKILL.md`, `adapters/amp/skills/thumbgate-feedback/SKILL.md` 等 Claim：`clm_0001` supported 0.86\n- **能力存在：多宿主安装与分发**（supported）：可以相信项目包含这类能力线索；是否适合你的具体任务仍要试用或安装后验证。 证据：`.agents/plugins/marketplace.json`, `.claude-plugin/marketplace.json`, `.claude-plugin/plugin.json`, `.cursor-plugin/marketplace.json` 等 Claim：`clm_0002` supported 0.86\n- **能力存在：命令行启动或安装流程**（supported）：可以相信项目包含这类能力线索；是否适合你的具体任务仍要试用或安装后验证。 证据：`README.md`, `adapters/cline/INSTALL.md`, `plugins/amp-skill/INSTALL.md` Claim：`clm_0003` supported 0.86\n- **存在 Quick Start / 安装命令线索**（supported）：可以相信项目文档出现过启动或安装入口；不要因此直接在主力环境运行。 证据：`README.md` Claim：`clm_0006` supported 0.86\n\n### 现在还不能相信\n\n- **研究结论、引用和实验结果不能在安装前相信。**（unverified）：研究 Skill 可以组织问题和路径，但不能替代真实资料检索、论文核验和实验复现。\n- **是否适合你的具体研究领域不能直接相信。**（unverified）：Skill 覆盖很多研究主题，不代表对你的领域、资料要求和可信度标准足够。\n- **真实输出质量不能在安装前相信。**（unverified）：Prompt Preview 只能展示引导方式，不能证明真实项目中的结果质量。\n- **宿主 AI 版本兼容性不能在安装前相信。**（unverified）：Claude、Cursor、Codex、Gemini 等宿主加载规则和版本差异必须在真实环境验证。\n- **不会污染现有宿主 AI 行为，不能直接相信。**（inferred）：Skill、plugin、AGENTS/CLAUDE/GEMINI 指令可能改变宿主 AI 的默认行为。 证据：`.agents/plugins/marketplace.json`, `.agents/skills/skool-headless-reader/SKILL.md`, `.agents/skills/thumbgate/SKILL.md`, `.claude-plugin/marketplace.json` 等\n- **可安全回滚不能默认相信。**（unverified）：除非项目明确提供卸载和恢复说明，否则必须先在隔离环境验证。\n- **真实安装后是否与用户当前宿主 AI 版本兼容？**（unverified）：兼容性只能通过实际宿主环境验证。 证据：`.agents/plugins/marketplace.json`, `.claude-plugin/marketplace.json`, `.claude-plugin/plugin.json`, `.cursor-plugin/marketplace.json` 等\n- **项目输出质量是否满足用户具体任务？**（unverified）：安装前预览只能展示流程和边界，不能替代真实评测。\n\n### 继续会触碰什么\n\n- **研究判断**：问题拆解、资料路径、实验路径、结论结构和可信度判断。 原因：研究型 Skill 可能让输出看起来更专业，但不能替代真实证据核验。\n- **命令执行**：包管理器、网络下载、本地插件目录、项目配置或用户主目录。 原因：运行第一条命令就可能产生环境改动；必须先判断是否值得跑。 证据：`README.md`, `adapters/cline/INSTALL.md`, `plugins/amp-skill/INSTALL.md`\n- **宿主 AI 配置**：Claude/Codex/Cursor/Gemini/OpenCode 等宿主的 plugin、Skill 或规则加载配置。 原因：宿主配置会改变 AI 后续工作方式，可能和用户已有规则冲突。 证据：`.agents/plugins/marketplace.json`, `.agents/skills/skool-headless-reader/SKILL.md`, `.agents/skills/thumbgate/SKILL.md`, `.claude-plugin/marketplace.json` 等\n- **本地环境或项目文件**：安装结果、插件缓存、项目配置或本地依赖目录。 原因：安装前无法证明写入范围和回滚方式，需要隔离验证。 证据：`.agents/plugins/marketplace.json`, `.claude-plugin/marketplace.json`, `.claude-plugin/plugin.json`, `.cursor-plugin/marketplace.json` 等\n- **宿主 AI 上下文**：AI Context Pack、Prompt Preview、Skill 路由、风险规则和项目事实。 原因：导入上下文会影响宿主 AI 后续判断，必须避免把未验证项包装成事实。\n\n### 最小安全下一步\n\n- **先跑 Prompt Preview**：先验证它能否正确界定研究问题和证据边界，不要先相信研究输出。（适用：任何项目都适用，尤其是输出质量未知时。）\n- **只在隔离目录或测试账号试装**：避免安装命令污染主力宿主 AI、真实项目或用户主目录。（适用：存在命令执行、插件配置或本地写入线索时。）\n- **先备份宿主 AI 配置**：Skill、plugin、规则文件可能改变 Claude/Cursor/Codex 的默认行为。（适用：存在插件 manifest、Skill 或宿主规则入口时。）\n- **安装后只验证一个最小任务**：先验证加载、兼容、输出质量和回滚，再决定是否深用。（适用：准备从试用进入真实工作流时。）\n\n### 退出方式\n\n- **保留安装前状态**：记录原始宿主配置和项目状态，后续才能判断是否可恢复。\n- **准备移除宿主 plugin / Skill / 规则入口**：如果试装后行为异常，可以把宿主 AI 恢复到试装前状态。\n- **保留资料和结论核验清单**：如果后续发现引用或实验路径不可靠，可以回到证据边界阶段重新校验。\n- **记录安装命令和写入路径**：没有明确卸载说明时，至少要知道哪些目录或配置需要手动清理。\n- **如果没有回滚路径，不进入主力环境**：不可回滚是继续前阻断项，不应靠信任或运气继续。\n\n## 哪些只能预览\n\n- 解释项目适合谁和能做什么\n- 基于项目文档演示典型对话流程\n- 帮助用户判断是否值得安装或继续研究\n\n## 哪些必须安装后验证\n\n- 真实安装 Skill、插件或 CLI\n- 执行脚本、修改本地文件或访问外部服务\n- 验证真实输出质量、性能和兼容性\n\n## 边界与风险判断卡\n\n- **把安装前预览误认为真实运行**：用户可能高估项目已经完成的配置、权限和兼容性验证。 处理方式：明确区分 prompt_preview_can_do 与 runtime_required。 Claim：`clm_0030` inferred 0.45\n- **宿主 AI 插件或 Skill 规则冲突**：新规则可能改变用户现有宿主 AI 的工作方式。 处理方式：安装前先检查插件 manifest 和 Skill 文件，必要时隔离测试。 证据：`.agents/plugins/marketplace.json`, `.claude-plugin/marketplace.json`, `.claude-plugin/plugin.json`, `.cursor-plugin/marketplace.json` 等 Claim：`clm_0031` supported 0.86\n- **命令执行会修改本地环境**：安装命令可能写入用户主目录、宿主插件目录或项目配置。 处理方式：先在隔离环境或测试账号中运行。 证据：`README.md`, `adapters/cline/INSTALL.md`, `plugins/amp-skill/INSTALL.md` Claim：`clm_0032` supported 0.86\n- **待确认**：真实安装后是否与用户当前宿主 AI 版本兼容？。原因：兼容性只能通过实际宿主环境验证。\n- **待确认**：项目输出质量是否满足用户具体任务？。原因：安装前预览只能展示流程和边界，不能替代真实评测。\n- **待确认**：安装命令是否需要网络、权限或全局写入？。原因：这影响企业环境和个人环境的安装风险。\n\n## 开工前工作上下文\n\n### 加载顺序\n\n- 先读取 how_to_use.host_ai_instruction，建立安装前判断资产的边界。\n- 读取 claim_graph_summary，确认事实来自 Claim/Evidence Graph，而不是 Human Wiki 叙事。\n- 再读取 intended_users、capabilities 和 quick_start_candidates，判断用户是否匹配。\n- 需要执行具体任务时，优先查 role_skill_index，再查 evidence_index。\n- 遇到真实安装、文件修改、网络访问、性能或兼容性问题时，转入 risk_card 和 boundaries.runtime_required。\n\n### 任务路由\n\n- **AI Skill / Agent 指令资产库**：先基于 role_skill_index / evidence_index 帮用户挑选可用角色、Skill 或工作流。 边界：可做安装前 Prompt 体验。 证据：`.agents/skills/skool-headless-reader/SKILL.md`, `.agents/skills/thumbgate/SKILL.md`, `.claude/skills/thumbgate/SKILL.md`, `adapters/amp/skills/thumbgate-feedback/SKILL.md` 等 Claim：`clm_0001` supported 0.86\n- **多宿主安装与分发**：先说明这是安装后验证能力，再给出安装前检查清单。 边界：必须真实安装或运行后验证。 证据：`.agents/plugins/marketplace.json`, `.claude-plugin/marketplace.json`, `.claude-plugin/plugin.json`, `.cursor-plugin/marketplace.json` 等 Claim：`clm_0002` supported 0.86\n- **命令行启动或安装流程**：先说明这是安装后验证能力，再给出安装前检查清单。 边界：必须真实安装或运行后验证。 证据：`README.md`, `adapters/cline/INSTALL.md`, `plugins/amp-skill/INSTALL.md` Claim：`clm_0003` supported 0.86\n\n### 上下文规模\n\n- 文件总数：1709\n- 重要文件覆盖：40/1709\n- 证据索引条目：80\n- 角色 / Skill 条目：23\n\n### 证据不足时的处理\n\n- **missing_evidence**：说明证据不足，要求用户提供目标文件、README 段落或安装后验证记录；不要补全事实。\n- **out_of_scope_request**：说明该任务超出当前 AI Context Pack 证据范围，并建议用户先查看 Human Manual 或真实安装后验证。\n- **runtime_request**：给出安装前检查清单和命令来源，但不要替用户执行命令或声称已执行。\n- **source_conflict**：同时展示冲突来源，标记为待核实，不要强行选择一个版本。\n\n## Prompt Recipes\n\n### 适配判断\n\n- 目标：判断这个项目是否适合用户当前任务。\n- 预期输出：适配结论、关键理由、证据引用、安装前可预览内容、必须安装后验证内容、下一步建议。\n\n```text\n请基于 thumbgate 的 AI Context Pack，先问我 3 个必要问题，然后判断它是否适合我的任务。回答必须包含：适合谁、能做什么、不能做什么、是否值得安装、证据来自哪里。所有项目事实必须引用 evidence_refs、source_paths 或 claim_id。\n```\n\n### 安装前体验\n\n- 目标：让用户在安装前感受核心工作流，同时避免把预览包装成真实能力或营销承诺。\n- 预期输出：一段带边界标签的体验剧本、安装后验证清单和谨慎建议；不含真实运行承诺或强营销表述。\n\n```text\n请把 thumbgate 当作安装前体验资产，而不是已安装工具或真实运行环境。\n\n请严格输出四段：\n1. 先问我 3 个必要问题。\n2. 给出一段“体验剧本”：用 [安装前可预览]、[必须安装后验证]、[证据不足] 三种标签展示它可能如何引导工作流。\n3. 给出安装后验证清单：列出哪些能力只有真实安装、真实宿主加载、真实项目运行后才能确认。\n4. 给出谨慎建议：只能说“值得继续研究/试装”“先补充信息后再判断”或“不建议继续”，不得替项目背书。\n\n硬性边界：\n- 不要声称已经安装、运行、执行测试、修改文件或产生真实结果。\n- 不要写“自动适配”“确保通过”“完美适配”“强烈建议安装”等承诺性表达。\n- 如果描述安装后的工作方式，必须使用“如果安装成功且宿主正确加载 Skill，它可能会……”这种条件句。\n- 体验剧本只能写成“示例台词/假设流程”：使用“可能会询问/可能会建议/可能会展示”，不要写“已写入、已生成、已通过、正在运行、正在生成”。\n- Prompt Preview 不负责给安装命令；如用户准备试装，只能提示先阅读 Quick Start 和 Risk Card，并在隔离环境验证。\n- 所有项目事实必须来自 supported claim、evidence_refs 或 source_paths；inferred/unverified 只能作风险或待确认项。\n\n```\n\n### 角色 / Skill 选择\n\n- 目标：从项目里的角色或 Skill 中挑选最匹配的资产。\n- 预期输出：候选角色或 Skill 列表，每项包含适用场景、证据路径、风险边界和是否需要安装后验证。\n\n```text\n请读取 role_skill_index，根据我的目标任务推荐 3-5 个最相关的角色或 Skill。每个推荐都要说明适用场景、可能输出、风险边界和 evidence_refs。\n```\n\n### 风险预检\n\n- 目标：安装或引入前识别环境、权限、规则冲突和质量风险。\n- 预期输出：环境、权限、依赖、许可、宿主冲突、质量风险和未知项的检查清单。\n\n```text\n请基于 risk_card、boundaries 和 quick_start_candidates，给我一份安装前风险预检清单。不要替我执行命令，只说明我应该检查什么、为什么检查、失败会有什么影响。\n```\n\n### 宿主 AI 开工指令\n\n- 目标：把项目上下文转成一次对话开始前的宿主 AI 指令。\n- 预期输出：一段边界明确、证据引用明确、适合复制给宿主 AI 的开工前指令。\n\n```text\n请基于 thumbgate 的 AI Context Pack，生成一段我可以粘贴给宿主 AI 的开工前指令。这段指令必须遵守 not_runtime=true，不能声称项目已经安装、运行或产生真实结果。\n```\n\n\n## 角色 / Skill 索引\n\n- 共索引 23 个角色 / Skill / 项目文档条目。\n\n- **skool-headless-reader**（skill）：Read, monitor, and analyze Skool communities or posts headlessly for lead discovery, customer pain, acquisition opportunities, or ThumbGate revenue research without blocking the user's browser. 激活提示：当用户任务与“skool-headless-reader”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`.agents/skills/skool-headless-reader/SKILL.md`\n- **thumbgate**（skill）：- 激活提示：当用户任务与“thumbgate”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`.agents/skills/thumbgate/SKILL.md`\n- **thumbgate**（skill）：Pre-action checks for AI agents - capture thumbs-up/down feedback, generate prevention rules, block known-bad patterns. Use for setup, feedback capture, check debugging, or DPO training data export. 激活提示：当用户任务与“thumbgate”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`.claude/skills/thumbgate/SKILL.md`\n- **thumbgate-feedback**（skill）：Capture thumbs feedback and apply prevention rules before coding 激活提示：当用户任务与“thumbgate-feedback”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`adapters/amp/skills/thumbgate-feedback/SKILL.md`\n- **thumbgate-feedback**（skill）：Dual-write feedback to Amp MCP memory AND thumbgate for DPO export, analytics, and cross-platform portability 激活提示：当用户任务与“thumbgate-feedback”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`plugins/amp-skill/SKILL.md`\n- **adversarial-review**（skill）：Run a skeptical Codex review from Claude Code that hunts for hidden regressions, unsafe assumptions, and release risk. Use before merges, deploys, migrations, or other risky changes. 激活提示：当用户任务与“adversarial-review”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`plugins/claude-codex-bridge/skills/adversarial-review/SKILL.md`\n- **result**（skill）：Print the latest saved Codex bridge result from Claude Code without rerunning Codex. Use when the user asks for the last Codex output or wants to inspect the raw bridge result. 激活提示：当用户任务与“result”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`plugins/claude-codex-bridge/skills/result/SKILL.md`\n- **review**（skill）：Run a Codex review from Claude Code against the current uncommitted work, a base branch diff, or a specific commit. Use when the user explicitly asks for a Codex review or second reviewer. 激活提示：当用户任务与“review”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`plugins/claude-codex-bridge/skills/review/SKILL.md`\n- **second-pass**（skill）：Hand the current task or repo state to Codex for an independent second pass from inside Claude Code. Use when the user explicitly wants another agent to take a shot after Claude's first pass. 激活提示：当用户任务与“second-pass”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`plugins/claude-codex-bridge/skills/second-pass/SKILL.md`\n- **setup**（skill）：Validate that the Codex bridge plugin is ready inside Claude Code. Use when the user asks to install, configure, or sanity-check Codex review from Claude. 激活提示：当用户任务与“setup”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`plugins/claude-codex-bridge/skills/setup/SKILL.md`\n- **status**（skill）：Show the latest Codex bridge artifact metadata from Claude Code. Use when the user asks whether the bridge already ran, what mode it used, or where the result was saved. 激活提示：当用户任务与“status”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`plugins/claude-codex-bridge/skills/status/SKILL.md`\n- **thumbgate-feedback**（skill）： 激活提示：当用户任务与“thumbgate-feedback”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`plugins/claude-skill/SKILL.md`\n- **capture-feedback**（skill）：Capture structured thumbs up/down feedback with context, history-aware lesson distillation, tags, and optional rubric scores after completing a task. 激活提示：当用户任务与“capture-feedback”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`plugins/cursor-marketplace/skills/capture-feedback/SKILL.md`\n- **prevention-rules**（skill）：Generate and review prevention rules auto-promoted from repeated failure patterns. 激活提示：当用户任务与“prevention-rules”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`plugins/cursor-marketplace/skills/prevention-rules/SKILL.md`\n- **programmatic-agent-runs**（skill）：Govern Cursor SDK local, cloud, self-hosted, and subagent coding runs before they create branches or PRs. 激活提示：当用户任务与“programmatic-agent-runs”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`plugins/cursor-marketplace/skills/programmatic-agent-runs/SKILL.md`\n- **recall-context**（skill）：Recall relevant past failures, prevention rules, and context packs before starting a coding task. 激活提示：当用户任务与“recall-context”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`plugins/cursor-marketplace/skills/recall-context/SKILL.md`\n- **search-lessons**（skill）：Search promoted lessons for corrective actions, lifecycle state, linked rules, and linked gates. 激活提示：当用户任务与“search-lessons”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`plugins/cursor-marketplace/skills/search-lessons/SKILL.md`\n- **Agent Architect Kit ↔ ThumbGate Bridge**（skill）：Agent Architect Kit ↔ ThumbGate Bridge 激活提示：当用户任务与“Agent Architect Kit ↔ ThumbGate Bridge”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/agent-architect-kit/SKILL.md`\n- **Agent Memory**（skill）：Recall past mistakes and capture feedback so your agent stops repeating errors. Works locally via MCP server — no API key needed. 激活提示：当用户任务与“Agent Memory”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/agent-memory/SKILL.md`\n- **bluesky-engagement**（skill）： 激活提示：当用户任务与“bluesky-engagement”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/bluesky-engagement/SKILL.md`\n- **solve-architecture-autonomy**（skill）：Automated skill to handle architecture, autonomy, crisis, debug, deployment, error, execution, external-assessment, feedback, inefficiency, negative, railway, revenue, roi, simplification, user-frustration patterns efficiently. 激活提示：当用户任务与“solve-architecture-autonomy”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/solve-architecture-autonomy/SKILL.md`\n- **thumbgate-feedback**（skill）： 激活提示：当用户任务与“thumbgate-feedback”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/thumbgate-feedback/SKILL.md`\n- **thumbgate**（skill）： 激活提示：当用户任务与“thumbgate”描述的流程高度相关时，先用它做安装前体验，再决定是否安装。 证据：`skills/thumbgate/SKILL.md`\n\n## 证据索引\n\n- 共索引 80 条证据。\n\n- **Social Asset Exports**（documentation）：These assets are the local source of truth for the March 2026 AI reliability system launch and the zero-filming IG/TikTok pipeline. 证据：`docs/marketing/assets/README.md`\n- **Changesets**（documentation）：ThumbGate uses Changesets for customer-visible release planning and auditable versioning. 证据：`.changeset/README.md`\n- **ThumbGate for Claude Desktop**（documentation）：Give thumbs up 👍 or thumbs down 👎 on any agent action. ThumbGate captures it, runs History-aware lesson distillation across up to 8 prior recorded entries, and blocks the pattern from repeating. Just type \"thumbs up\" or \"thumbs down\" in the chat. 证据：`.claude-plugin/README.md`\n- **ThumbGate — The Infrastructure Firewall**（documentation）：ThumbGate — The Infrastructure Firewall 证据：`AGENTS.md`\n- **CLAUDE.md — ThumbGate thumbgate**（documentation）：You are the CTO. Igor Ganapolsky is your CEO. Execute autonomously: branch, commit, push, PR, merge, deploy. Never tell the CEO to run a command — run it yourself. Never leave a PR open when CI passes and threads are resolved. 证据：`CLAUDE.md`\n- **GEMINI.md — ThumbGate thumbgate**（documentation）：Target: Earn $100/day after-tax profit. 证据：`GEMINI.md`\n- **ThumbGate**（documentation）：AI agents repeat mistakes. You pay for every retry. 证据：`README.md`\n- **Adapter Bundles**（documentation）：- xai-grok/README.md : xAI Grok Build CLI — auto-detects Claude Code conventions AGENTS.md, hooks, MCP, Skills . Use the existing claude/.mcp.json ; no new config needed. - chatgpt/openapi.yaml : import into GPT Actions. - gemini/function-declarations.json : Gemini function-calling definitions. - mcp/server-stdio.js : underlying local MCP stdio server implementation. - claude/.mcp.json : example Claude Code MCP config using npx --yes --package thumbgate@1.22.0 thumbgate serve . - codex/config.toml : example Codex MCP profile section using the same version-pinned portable launcher. - amp/skills/thumbgate-feedback/SKILL.md : Amp skill template. - opencode/opencode.json : portable OpenCode MCP… 证据：`adapters/README.md`\n- **ThumbGate — Cloudflare Workers**（documentation）：Paid MCP server for thumbgate Pro tier $19/mo . Runs on Cloudflare Workers with KV storage, Stripe billing, and a signed hosted-sandbox dispatch lane for isolated Team automations. 证据：`workers/README.md`\n- **xAI Grok Build CLI — ThumbGate adapter**（documentation）：xAI Grok Build CLI — ThumbGate adapter 证据：`adapters/xai-grok/README.md`\n- **ThumbGate Codex Bridge for Claude Code**（documentation）：ThumbGate Codex Bridge for Claude Code 证据：`plugins/claude-codex-bridge/README.md`\n- **Codex ThumbGate Add-on**（documentation）：Trigger If user gives explicit positive/negative outcome feedback, capture it immediately. 证据：`plugins/codex-profile/AGENTS.md`\n- **ThumbGate for Codex**（documentation）：ThumbGate now ships a standalone Codex plugin bundle in GitHub Releases, alongside the repo-local Codex profile in this repository. 证据：`plugins/codex-profile/README.md`\n- **ThumbGate — for Cursor**（documentation）：ThumbGate is the human-facing plugin name in Cursor listings. thumbgate stays the plugin slug, npm package, and launcher target. 证据：`plugins/cursor-marketplace/README.md`\n- **ThumbGate for JetBrains**（documentation）：This is the JetBrains Marketplace scaffold for ThumbGate. 证据：`plugins/jetbrains-plugin/README.md`\n- **ThumbGate for VS Code**（documentation）：ThumbGate gives VS Code and Open VSX-compatible IDEs a local MCP server for AI-agent feedback, pre-action checks, and repeated-mistake prevention. 证据：`plugins/vscode-extension/README.md`\n- **Money Today 2026-05-05**（documentation）：This folder captures the operator close packet and the latest local sales-pipeline snapshot for May 5, 2026. 证据：`reports/gtm/2026-05-05-money-today/README.md`\n- **Explainer-video renderer**（documentation）：Offline, reproducible pipeline that turns docs/marketing/demo-video-script.md ../../docs/marketing/demo-video-script.md plus index.html ./index.html into public/assets/tiktok-agent-memory.mp4 — the 90-second explainer that ships on the landing page and social channels. 证据：`scripts/render-demo-video/README.md`\n- **Package**（package_manifest）：{ \"name\": \"thumbgate\", \"version\": \"1.22.0\", \"description\": \"ThumbGate self-improving agent governance: thumbs-up/down turns every mistake into a prevention rule and blocks repeat patterns. 33 pre-action checks, budget enforcement, and self-protection for Claude Code, Cursor, Codex, Gemini CLI, and Amp.\", \"homepage\": \"https://thumbgate-production.up.railway.app\", \"repository\": { \"type\": \"git\", \"url\": \"https://github.com/IgorGanapolsky/ThumbGate.git\" }, \"bugs\": { \"url\": \"https://github.com/IgorGanapolsky/ThumbGate/issues\" }, \"main\": \"src/index.js\", \"bin\": { \"thumbgate\": \"bin/cli.js\" }, \"files\": \"scripts/access-anomaly-detector.js\", \"scripts/activation-tracker.js\", \"scripts/agent-audit-trace.j… 证据：`package.json`\n- **Package**（package_manifest）：{ \"name\": \"thumbgate-worker\", \"version\": \"0.9.0\", \"description\": \"Cloudflare Workers MCP server for thumbgate Pro tier $19/mo \", \"private\": true, \"scripts\": { \"dev\": \"wrangler dev\", \"deploy\": \"wrangler deploy\", \"tail\": \"wrangler tail\", \"typecheck\": \"tsc -p tsconfig.json --noEmit\", \"test\": \"npm run typecheck && tsx --test src/ .test.ts\", \"types\": \"wrangler types\" }, \"dependencies\": { \"stripe\": \"^20.4.1\" }, \"devDependencies\": { \"@types/node\": \"^24.6.0\", \"@cloudflare/workers-types\": \"^4.20260313.1\", \"tsx\": \"^4.20.6\", \"typescript\": \"^5.5.0\" } } 证据：`workers/package.json`\n- **ThumbGate**（skill_instruction）：Pre-action gates that stop AI coding agents from repeating known mistakes. 证据：`SKILL.md`\n- **Package**（package_manifest）：{ \"name\": \"thumbgate\", \"displayName\": \"ThumbGate\", \"description\": \"Pre-action checks for AI coding agents in VS Code, Open VSX-compatible IDEs, and Antigravity-style VS Code forks.\", \"version\": \"1.22.0\", \"publisher\": \"igorganapolsky\", \"license\": \"MIT\", \"icon\": \"assets/logo-400x400.png\", \"homepage\": \"https://thumbgate-production.up.railway.app/guide?utm source=vscode&utm medium=marketplace&utm campaign=vscode extension\", \"repository\": { \"type\": \"git\", \"url\": \"https://github.com/IgorGanapolsky/ThumbGate.git\", \"directory\": \"plugins/vscode-extension\" }, \"bugs\": { \"url\": \"https://github.com/IgorGanapolsky/ThumbGate/issues\" }, \"engines\": { \"vscode\": \"^1.105.0\" }, \"categories\": \"Machine Learning\",… 证据：`plugins/vscode-extension/package.json`\n- **Skool Headless Reader**（skill_instruction）：Use this skill when a task asks to inspect Skool communities, find revenue opportunities in Skool, summarize Skool posts, or mine AI automation communities for ThumbGate acquisition signals. It uses direct HTTP reads and the local MCP connector instead of the user's logged-in browser, so the user can keep working. 证据：`.agents/skills/skool-headless-reader/SKILL.md`\n- **ThumbGate — Pre-Action Checks for AI Agents**（skill_instruction）：ThumbGate — Pre-Action Checks for AI Agents 证据：`.agents/skills/thumbgate/SKILL.md`\n- **ThumbGate — Pre-Action Checks for AI Agents**（skill_instruction）：ThumbGate — Pre-Action Checks for AI Agents 证据：`.claude/skills/thumbgate/SKILL.md`\n- **Amp ThumbGate Skill**（skill_instruction）：Do not claim promotion from a bare thumbs up/down . Ask for one sentence describing what worked or failed first. 证据：`adapters/amp/skills/thumbgate-feedback/SKILL.md`\n- **ChatGPT GPT Actions: ThumbGate Install**（documentation）：ChatGPT GPT Actions: ThumbGate Install 证据：`adapters/chatgpt/INSTALL.md`\n- **ThumbGate + Cline**（documentation）：Cline is a VS Code extension for LLM-powered coding agents. Roo Code announced its sunset on 2026-04-21 final shutdown 2026-05-15 and officially recommended Cline as the model-agnostic open-source successor. If you are migrating from Roo Code, this adapter gets ThumbGate running under Cline in under a minute. 证据：`adapters/cline/INSTALL.md`\n- **Amp: ThumbGate Feedback Skill Install**（documentation）：Amp: ThumbGate Feedback Skill Install 证据：`plugins/amp-skill/INSTALL.md`\n- **ThumbGate Feedback Skill Dual-Write**（skill_instruction）：ThumbGate Feedback Skill Dual-Write 证据：`plugins/amp-skill/SKILL.md`\n- **ThumbGate for Google Antigravity**（documentation）：Antigravity is treated as a VS Code-compatible distribution lane until Google exposes a stable first-party Antigravity plugin marketplace. 证据：`plugins/antigravity-extension/INSTALL.md`\n- **Install ThumbGate Codex Bridge for Claude Code**（documentation）：Install ThumbGate Codex Bridge for Claude Code 证据：`plugins/claude-codex-bridge/INSTALL.md`\n- **Adversarial Review**（skill_instruction）：Default to the current uncommitted workspace unless the user explicitly provides base= or commit= . 证据：`plugins/claude-codex-bridge/skills/adversarial-review/SKILL.md`\n- **Result**（skill_instruction）：- show the raw saved output - do not rerun Codex unless the user explicitly asks for a fresh pass 证据：`plugins/claude-codex-bridge/skills/result/SKILL.md`\n- **Review**（skill_instruction）：When this skill is invoked, translate the request into one of these bridge calls: 证据：`plugins/claude-codex-bridge/skills/review/SKILL.md`\n- **Second Pass**（skill_instruction）：Use this skill only when the user explicitly asks for a Codex handoff or second pass. 证据：`plugins/claude-codex-bridge/skills/second-pass/SKILL.md`\n- **Setup**（skill_instruction）：Use this skill only when the user explicitly wants to verify the bridge. 证据：`plugins/claude-codex-bridge/skills/setup/SKILL.md`\n- **Status**（skill_instruction）：- latest mode - timestamp - exit status - artifact paths 证据：`plugins/claude-codex-bridge/skills/status/SKILL.md`\n- **Claude Code: ThumbGate Feedback Skill Install**（documentation）：Claude Code: ThumbGate Feedback Skill Install 证据：`plugins/claude-skill/INSTALL.md`\n- **ThumbGate Feedback Skill**（skill_instruction）：When user provides feedback, execute: 证据：`plugins/claude-skill/SKILL.md`\n- **ThumbGate for Codex**（documentation）：ThumbGate now ships a standalone Codex plugin bundle, a repo-local Codex app plugin surface, and an auto-updating Codex MCP profile. 证据：`plugins/codex-profile/INSTALL.md`\n- **Capture Feedback**（skill_instruction）：Record structured feedback after completing a task or encountering an issue. 证据：`plugins/cursor-marketplace/skills/capture-feedback/SKILL.md`\n- **Prevention Rules**（skill_instruction）：Manage prevention rules that are auto-generated from repeated failure patterns. 证据：`plugins/cursor-marketplace/skills/prevention-rules/SKILL.md`\n- **Programmatic Agent Runs**（skill_instruction）：Use this skill before launching a coding agent through the Cursor SDK, Cursor cloud agents, self-hosted workers, or subagents. 证据：`plugins/cursor-marketplace/skills/programmatic-agent-runs/SKILL.md`\n- **Recall Context**（skill_instruction）：Retrieve relevant historical context before beginning work on a coding task. 证据：`plugins/cursor-marketplace/skills/recall-context/SKILL.md`\n- **Search Lessons**（skill_instruction）：Search the promoted lessons database for corrective actions and guidance. 证据：`plugins/cursor-marketplace/skills/search-lessons/SKILL.md`\n- **Gemini: ThumbGate Function Declarations Install**（documentation）：Gemini: ThumbGate Function Declarations Install 证据：`plugins/gemini-extension/INSTALL.md`\n- **OpenCode: ThumbGate MCP Profile Install**（documentation）：OpenCode: ThumbGate MCP Profile Install 证据：`plugins/opencode-profile/INSTALL.md`\n- **Agent Architect Kit ↔ ThumbGate Bridge**（skill_instruction）：Agent Architect Kit ↔ ThumbGate Bridge 证据：`skills/agent-architect-kit/SKILL.md`\n- **Agent Memory**（skill_instruction）：Give your agent persistent memory across sessions. Before starting any task, recall what went wrong last time. After completing work, capture whether it succeeded or failed. Prevention rules are auto-generated from repeated mistakes. 证据：`skills/agent-memory/SKILL.md`\n- **Bluesky Engagement**（skill_instruction）：Automation for Bluesky reply tracking. The monitor reads; a human or a queue consumer with explicit approval writes. 证据：`skills/bluesky-engagement/SKILL.md`\n- **SOLVE-ARCHITECTURE-AUTONOMY Capability**（skill_instruction）：SOLVE-ARCHITECTURE-AUTONOMY Capability 证据：`skills/solve-architecture-autonomy/SKILL.md`\n- **ThumbGate Feedback Skill**（skill_instruction）：When user provides feedback, execute: 证据：`skills/thumbgate-feedback/SKILL.md`\n- **ThumbGate**（skill_instruction）：Pre-action gates that stop AI coding agents from repeating known mistakes. 证据：`skills/thumbgate/SKILL.md`\n- **Marketplace**（structured_config）：{ \"name\": \"thumbgate-marketplace\", \"version\": \"1.22.0\", \"owner\": { \"name\": \"Igor Ganapolsky\", \"email\": \"ig5973700@gmail.com\" }, \"plugins\": { \"name\": \"thumbgate\", \"description\": \"One 👎 becomes a hard rule the agent cannot bypass. Captures thumbs-down feedback, distills it into PreToolUse Pre-Action Checks, enforced across every future Claude Code session.\", \"longDescription\": \"ThumbGate is a tripwire, not a memory layer. When you thumbs-down an agent action — a force-push that overwrote a teammate's commit, a destructive SQL drop, a refactor you already rejected — ThumbGate captures the pattern, distills a one-sentence lesson, and installs it as a PreToolUse block. The next time the agent re… 证据：`.claude-plugin/marketplace.json`\n- **Plugin**（structured_config）：{ \"name\": \"thumbgate\", \"description\": \"One 👎 becomes a hard rule the agent cannot bypass. Captures thumbs-down feedback, distills it into PreToolUse Pre-Action Checks, enforced across every future Claude Code session.\", \"version\": \"1.22.0\", \"author\": { \"name\": \"Igor Ganapolsky\", \"email\": \"ig5973700@gmail.com\", \"url\": \"https://thumbgate.ai\" }, \"homepage\": \"https://thumbgate-production.up.railway.app\", \"repository\": \"https://github.com/IgorGanapolsky/ThumbGate\", \"license\": \"MIT\", \"category\": \"developer-tools\", \"keywords\": \"guardrails\", \"pretooluse\", \"hooks\", \"feedback\", \"rlhf\", \"dpo\", \"agent-safety\", \"workflow-hardening\", \"claude-desktop\", \"desktop-extension\", \"mcp\", \"pre-action-checks\", \"ai-… 证据：`.claude-plugin/plugin.json`\n- **Marketplace**（structured_config）：{ \"name\": \"thumbgate-marketplace\", \"owner\": { \"name\": \"Igor Ganapolsky\" }, \"metadata\": { \"description\": \"👍👎 Thumbs down a mistake — your AI agent won't repeat it. Thumbs up good work — it remembers the pattern.\", \"version\": \"1.22.0\" }, \"plugins\": { \"name\": \"thumbgate\", \"source\": \"plugins/cursor-marketplace\", \"description\": \"👍👎 Thumbs down a mistake — your AI agent won't repeat it. Thumbs up good work — it remembers the pattern.\", \"category\": \"agent-orchestration\", \"tags\": \"cursor\", \"cursor-plugin\", \"thumbgate\", \"thumbs-up-down\", \"feedback\", \"ai-agent-memory\", \"mistake-prevention\", \"coding-agent\" } } 证据：`.cursor-plugin/marketplace.json`\n- **Marketplace**（structured_config）：{ \"name\": \"thumbgate-plugin-catalog\", \"interface\": { \"displayName\": \"ThumbGate Plugin Catalog\" }, \"plugins\": { \"name\": \"codex-profile\", \"source\": { \"source\": \"local\", \"path\": \"./plugins/codex-profile\" }, \"policy\": { \"installation\": \"AVAILABLE\", \"authentication\": \"ON INSTALL\" }, \"category\": \"Developer Tools\" } } 证据：`.agents/plugins/marketplace.json`\n- **Plugin**（structured_config）：{ \"name\": \"codex-bridge\", \"version\": \"1.22.0\", \"description\": \"Run Codex review, adversarial review, and second-pass handoffs from Claude Code while keeping ThumbGate reliability memory in the loop.\", \"author\": { \"name\": \"Igor Ganapolsky\", \"url\": \"https://github.com/IgorGanapolsky\" }, \"homepage\": \"https://thumbgate-production.up.railway.app\", \"repository\": \"https://github.com/IgorGanapolsky/ThumbGate\", \"license\": \"MIT\", \"keywords\": \"claude-code\", \"codex\", \"codex-review\", \"adversarial-review\", \"thumbgate\", \"pre-action-gates\", \"agent-reliability\" , \"mcpServers\": \"./.mcp.json\" } 证据：`plugins/claude-codex-bridge/.claude-plugin/plugin.json`\n- **Plugin**（structured_config）：{ \"name\": \"codex-profile\", \"version\": \"1.22.0\", \"description\": \"ThumbGate for Codex: pre-action gates, skill packs, hallucination detection, PII scanning, progressive disclosure 82% token savings , and MCP-backed reliability memory.\", \"author\": { \"name\": \"Igor Ganapolsky\", \"url\": \"https://github.com/IgorGanapolsky\" }, \"homepage\": \"https://thumbgate-production.up.railway.app\", \"repository\": \"https://github.com/IgorGanapolsky/ThumbGate\", \"license\": \"MIT\", \"keywords\": \"codex\", \"codex-plugin\", \"thumbgate\", \"pre-action-gates\", \"feedback\", \"mcp\", \"agent-reliability\" , \"mcpServers\": \"./.mcp.json\", \"interface\": { \"displayName\": \"ThumbGate for Codex\", \"shortDescription\": \"Pre-action gates + skill pa… 证据：`plugins/codex-profile/.codex-plugin/plugin.json`\n- 其余 20 条证据见 `AI_CONTEXT_PACK.json` 或 `EVIDENCE_INDEX.json`。\n\n## 宿主 AI 必须遵守的规则\n\n- **把本资产当作开工前上下文，而不是运行环境。**：AI Context Pack 只包含证据化项目理解，不包含目标项目的可执行状态。 证据：`docs/marketing/assets/README.md`, `.changeset/README.md`, `.claude-plugin/README.md`\n- **回答用户时区分可预览内容与必须安装后才能验证的内容。**：安装前体验的消费者价值来自降低误装和误判，而不是伪装成真实运行。 证据：`docs/marketing/assets/README.md`, `.changeset/README.md`, `.claude-plugin/README.md`\n\n## 用户开工前应该回答的问题\n\n- 你准备在哪个宿主 AI 或本地环境中使用它？\n- 你只是想先体验工作流，还是准备真实安装？\n- 你最在意的是安装成本、输出质量、还是和现有规则的冲突？\n\n## 验收标准\n\n- 所有能力声明都能回指到 evidence_refs 中的文件路径。\n- AI_CONTEXT_PACK.md 没有把预览包装成真实运行。\n- 用户能在 3 分钟内看懂适合谁、能做什么、如何开始和风险边界。\n\n---\n\n## Doramagic Context Augmentation\n\n下面内容用于强化 Repomix/AI Context Pack 主体。Human Manual 只提供阅读骨架；踩坑日志会被转成宿主 AI 必须遵守的工作约束。\n\n## Human Manual 骨架\n\n使用规则：这里只是项目阅读路线和显著性信号，不是事实权威。具体事实仍必须回到 repo evidence / Claim Graph。\n\n宿主 AI 硬性规则：\n- 不得把页标题、章节顺序、摘要或 importance 当作项目事实证据。\n- 解释 Human Manual 骨架时，必须明确说它只是阅读路线/显著性信号。\n- 能力、安装、兼容性、运行状态和风险判断必须引用 repo evidence、source path 或 Claim Graph。\n\n- **仓库概览**：importance `high`\n  - source_paths: Dockerfile, README.md, package.json, .claude-plugin/README.md, adapters/README.md\n- **入口与运行边界**：importance `high`\n  - source_paths: Dockerfile, README.md, package.json, .claude-plugin/README.md, adapters/README.md\n- **架构证据地图**：importance `high`\n  - source_paths: Dockerfile, README.md, package.json, .claude-plugin/README.md, adapters/README.md\n- **运维与验证边界**：importance `high`\n  - source_paths: Dockerfile, README.md, package.json, .claude-plugin/README.md, adapters/README.md\n\n## Repo Inspection Evidence / 源码检查证据\n\n- repo_clone_verified: true\n- repo_inspection_verified: true\n- repo_commit: `1968ed1eed44e43909c34b3b84ea2bd46225f619`\n- inspected_files: `Dockerfile`, `package.json`, `README.md`, `docs/IDE_MARKETPLACE_DISTRIBUTION.md`, `docs/MONETIZATION_EXEC_SUMMARY_2026-04-08.md`, `docs/FIRST_DOLLAR_PLAYBOOK.md`, `docs/INTENT_ROUTER.md`, `docs/PERPLEXITY_MAX_COMMAND_CENTER.md`, `docs/X_AUTOMATION_STRATEGY.md`, `docs/PITCH.md`, `docs/DATABRICKS.md`, `docs/MARKETING_COPY_CONGRUENCE.md`, `docs/SEMVER_POLICY.md`, `docs/PACKAGING_AND_SALES_PLAN.md`, `docs/PLATFORM_RESEARCH_2026-03-03.md`, `docs/gpt-store-submission.md`, `docs/AUTONOMOUS_GITOPS.md`, `docs/chatgpt-gpt-instructions.md`, `docs/PLUGIN_DISTRIBUTION.md`, `docs/HIGH_ROI_AGENT_OPERATING_SYSTEM.md`\n\n宿主 AI 硬性规则：\n- 没有 repo_clone_verified=true 时，不得声称已经读过源码。\n- 没有 repo_inspection_verified=true 时，不得把 README/docs/package 文件判断写成事实。\n- 没有 quick_start_verified=true 时，不得声称 Quick Start 已跑通。\n\n## Doramagic Pitfall Constraints / 踩坑约束\n\n这些规则来自 Doramagic 发现、验证或编译过程中的项目专属坑点。宿主 AI 必须把它们当作工作约束，而不是普通说明文字。\n\n### Constraint 1: 能力判断依赖假设\n\n- Trigger: README/documentation is current enough for a first validation pass.\n- Host AI rule: 将假设转成下游验证清单。\n- Why it matters: 假设不成立时，用户拿不到承诺的能力。\n- Evidence: capability.assumptions | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | README/documentation is current enough for a first validation pass.\n- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。\n\n### Constraint 2: 维护活跃度未知\n\n- Trigger: 未记录 last_activity_observed。\n- Host AI rule: 补 GitHub 最近 commit、release、issue/PR 响应信号。\n- Why it matters: 新项目、停更项目和活跃项目会被混在一起，推荐信任度下降。\n- Evidence: evidence.maintainer_signals | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | last_activity_observed missing\n- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。\n\n### Constraint 3: 下游验证发现风险项\n\n- Trigger: no_demo\n- Host AI rule: 进入安全/权限治理复核队列。\n- Why it matters: 下游已经要求复核，不能在页面中弱化。\n- Evidence: downstream_validation.risk_items | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | no_demo; severity=medium\n- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。\n\n### Constraint 4: 存在评分风险\n\n- Trigger: no_demo\n- Host AI rule: 把风险写入边界卡，并确认是否需要人工复核。\n- Why it matters: 风险会影响是否适合普通用户安装。\n- Evidence: risks.scoring_risks | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | no_demo; severity=medium\n- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。\n\n### Constraint 5: issue/PR 响应质量未知\n\n- Trigger: issue_or_pr_quality=unknown。\n- Host AI rule: 抽样最近 issue/PR，判断是否长期无人处理。\n- Why it matters: 用户无法判断遇到问题后是否有人维护。\n- Evidence: evidence.maintainer_signals | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | issue_or_pr_quality=unknown\n- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。\n\n### Constraint 6: 发布节奏不明确\n\n- Trigger: release_recency=unknown。\n- Host AI rule: 确认最近 release/tag 和 README 安装命令是否一致。\n- Why it matters: 安装命令和文档可能落后于代码，用户踩坑概率升高。\n- Evidence: evidence.maintainer_signals | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | release_recency=unknown\n- Hard boundary: 不要把这个坑点包装成已解决、已验证或可忽略，除非后续验证证据明确证明它已经关闭。\n",
      "summary": "给宿主 AI 的上下文和工作边界。",
      "title": "AI Context Pack / 带给我的 AI"
    },
    "boundary_risk_card": {
      "asset_id": "boundary_risk_card",
      "filename": "BOUNDARY_RISK_CARD.md",
      "markdown": "# Boundary & Risk Card / 安装前决策卡\n\n项目：igorganapolsky/mcp-memory-gateway\n\n## Doramagic 试用结论\n\n当前结论：可以进入发布前推荐检查；首次使用仍应从最小权限、临时目录和可回滚配置开始。\n\n## 用户现在可以做\n\n- 可以先阅读 Human Manual，理解项目目的和主要工作流。\n- 可以复制 Prompt Preview 做安装前体验；这只验证交互感，不代表真实运行。\n- 可以把官方 Quick Start 命令放到隔离环境中验证，不要直接进主力环境。\n\n## 现在不要做\n\n- 不要把 Prompt Preview 当成项目实际运行结果。\n- 不要把 metadata-only validation 当成沙箱安装验证。\n- 不要把未验证能力写成“已支持、已跑通、可放心安装”。\n- 不要在首次试用时交出生产数据、私人文件、真实密钥或主力配置目录。\n\n## 安装前检查\n\n- 宿主 AI 是否匹配：mcp_host\n- 官方安装入口状态：已发现官方入口\n- 是否在临时目录、临时宿主或容器中验证：必须是\n- 是否能回滚配置改动：必须能\n- 是否需要 API Key、网络访问、读写文件或修改宿主配置：未确认前按高风险处理\n- 是否记录了安装命令、实际输出和失败日志：必须记录\n\n## 当前阻塞项\n\n- 无阻塞项。\n\n## 项目专属踩坑\n\n- 能力判断依赖假设（medium）：假设不成立时，用户拿不到承诺的能力。 建议检查：将假设转成下游验证清单。\n- 维护活跃度未知（medium）：新项目、停更项目和活跃项目会被混在一起，推荐信任度下降。 建议检查：补 GitHub 最近 commit、release、issue/PR 响应信号。\n- 下游验证发现风险项（medium）：下游已经要求复核，不能在页面中弱化。 建议检查：进入安全/权限治理复核队列。\n- 存在评分风险（medium）：风险会影响是否适合普通用户安装。 建议检查：把风险写入边界卡，并确认是否需要人工复核。\n- issue/PR 响应质量未知（low）：用户无法判断遇到问题后是否有人维护。 建议检查：抽样最近 issue/PR，判断是否长期无人处理。\n\n## 风险与权限提示\n\n- no_demo: medium\n\n## 证据缺口\n\n- 暂未发现结构化证据缺口。\n",
      "summary": "安装、权限、验证和推荐前风险。",
      "title": "Boundary & Risk Card / 边界与风险卡"
    },
    "human_manual": {
      "asset_id": "human_manual",
      "filename": "HUMAN_MANUAL.md",
      "markdown": "# https://github.com/IgorGanapolsky/mcp-memory-gateway 项目说明书\n\n生成时间: 2026-05-22 14:53:02 UTC\n\n## 目录\n\n- [仓库概览](#overview)\n- [入口与运行边界](#entrypoints)\n- [架构证据地图](#architecture)\n- [运维与验证边界](#operations)\n\n<a id='overview'></a>\n\n## 仓库概览\n\n### 相关页面\n\n相关主题：[入口与运行边界](#entrypoints), [架构证据地图](#architecture), [运维与验证边界](#operations)\n\n<details>\n<summary>相关源码文件</summary>\n\n以下源码文件用于生成本页说明：\n\n- [Dockerfile](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/Dockerfile)\n- [README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/README.md)\n- [package.json](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/package.json)\n- [.claude-plugin/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/.claude-plugin/README.md)\n- [adapters/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/adapters/README.md)\n- [workers/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/workers/README.md)\n- [workers/package.json](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/workers/package.json)\n- [adapters/xai-grok/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/adapters/xai-grok/README.md)\n- [plugins/claude-codex-bridge/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/claude-codex-bridge/README.md)\n- [plugins/codex-profile/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/codex-profile/README.md)\n- [plugins/cursor-marketplace/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/cursor-marketplace/README.md)\n- [plugins/jetbrains-plugin/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/jetbrains-plugin/README.md)\n</details>\n\n# 仓库概览\n\n本页在 Human Wiki provider 不可用时基于仓库证据生成，只使用 README、文件树和已选源码文件，不把模板描述冒充项目事实。\n\n## README 证据\n\n# ThumbGate\n\n<p align=\"center\">\n  <a href=\"https://thumbgate.ai\">\n    <img src=\"public/assets/brand/thumbgate-icon-512.png\" alt=\"ThumbGate\" width=\"128\" height=\"128\" />\n  </a>\n</p>\n\n**AI agents repeat mistakes. You pay for every retry.**\n\nThumbGate remembers what went wrong and permanently blocks it before it happens again. One thumbs-down becomes a prevention rule that fires across every session, every agent, every model — before a single token is spent on the repeat.\n\n```\n  Agent tries:   rm -rf tests/\n  ThumbGate:     ⛔ BLOCKED — \"Never delete test directories\"\n                 Pattern matched: rm.*-rf.*tests\n                 Source: your thumbs-down from last Tuesday\n                 Tokens spent on this repeat: 0\n```\n\n```bash\nnpx thumbgate init   # auto-detects your agent, wires hooks, 30 seconds\n```\n\nWorks with **Claude Code, Cursor, Codex, Gemini CLI, Amp, Cline, OpenCode** and any MCP-compatible agent. Free tier: 5 active prevention rules. [Pro: $19/mo](https://thumbgate-production.up.railway.app/checkout/pro?utm_source=github&utm_medium=readme) — unlimited rules, dashboard, DPO export.\n\n[![CI](https://github.com/IgorGanapolsky/ThumbGate/actions/workflows/ci.yml/badge.svg)](https://github.com/IgorGanapolsky/ThumbGate/actions/workflows/ci.yml)\n[![npm](https://img.shields.io/npm/v/thumbgate)](https://www.npmjs.com/package/thumbgate)\n[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](LICENSE)\n\n---\n\n> *\"A better dashboard doesn't make the agents more reliable. The hard part isn't visibility. It's trust.\"*\n>\n> — **Rob May**, CEO & co-founder, Neurometric AI, quoted in [The New Stack](https://thenewstack.io/claude-code-agent-view/) on Anthropic's Claude Code Agent View (May 2026).\n>\n> ThumbGate is the open-source layer that makes the trust part real: PreToolUse gates, thumbs-down to rule, audit trail on every interception.\n\n---\n\n## 🎬 90-second demo\n\nWatch the force-push scenario: agent tries to `git push --force`, one thumbs-down, next session it's blocked — zero tokens spent on the repeat.\n\n[**▶ Watch the 90-second demo**](https://thumbgate-production.up.railway.app/#demo?utm_source=github&utm_medium=readme&utm_campaign=demo_video) · [Script](docs/marketing/demo-video-script.md) · [ElevenLabs narration: `npm run demo:voiceover`](scripts/generate-demo-voiceover.js)\n\n<!-- Video embed lives on the landing page and YouTube. Script + voiceove\n\n[excerpt truncated]\n\n## 已选源码清单\n\n- `Dockerfile`\n- `README.md`\n- `package.json`\n- `.claude-plugin/README.md`\n- `adapters/README.md`\n- `workers/README.md`\n- `workers/package.json`\n- `adapters/xai-grok/README.md`\n- `plugins/claude-codex-bridge/README.md`\n- `plugins/codex-profile/README.md`\n- `plugins/cursor-marketplace/README.md`\n- `plugins/jetbrains-plugin/README.md`\n\n| 文件 | 证据角色 | 大小 |\n|---|---|---|\n| `Dockerfile` | 仓库证据 | 2209 bytes |\n| `README.md` | README/产品与使用证据 | 30952 bytes |\n| `package.json` | 包与运行时元数据 | 58567 bytes |\n| `.claude-plugin/README.md` | 文档证据 | 6286 bytes |\n| `adapters/README.md` | 文档证据 | 1278 bytes |\n| `workers/README.md` | 文档证据 | 4045 bytes |\n| `workers/package.json` | 包与运行时元数据 | 612 bytes |\n| `adapters/xai-grok/README.md` | 文档证据 | 2456 bytes |\n| `plugins/claude-codex-bridge/README.md` | 文档证据 | 2143 bytes |\n| `plugins/codex-profile/README.md` | 文档证据 | 3060 bytes |\n| `plugins/cursor-marketplace/README.md` | 文档证据 | 5798 bytes |\n| `plugins/jetbrains-plugin/README.md` | 文档证据 | 791 bytes |\n\n资料来源：`[README.md:1-120]()`\n\n---\n\n<a id='entrypoints'></a>\n\n## 入口与运行边界\n\n### 相关页面\n\n相关主题：[仓库概览](#overview), [架构证据地图](#architecture), [运维与验证边界](#operations)\n\n<details>\n<summary>相关源码文件</summary>\n\n以下源码文件用于生成本页说明：\n\n- [Dockerfile](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/Dockerfile)\n- [README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/README.md)\n- [package.json](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/package.json)\n- [.claude-plugin/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/.claude-plugin/README.md)\n- [adapters/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/adapters/README.md)\n- [workers/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/workers/README.md)\n- [workers/package.json](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/workers/package.json)\n- [adapters/xai-grok/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/adapters/xai-grok/README.md)\n- [plugins/claude-codex-bridge/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/claude-codex-bridge/README.md)\n- [plugins/codex-profile/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/codex-profile/README.md)\n- [plugins/cursor-marketplace/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/cursor-marketplace/README.md)\n- [plugins/jetbrains-plugin/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/jetbrains-plugin/README.md)\n</details>\n\n# 入口与运行边界\n\n下面文件是安装、启动、配置或宿主集成的高信号候选。这里给出证据地图，不推断未经执行验证的 API 契约。\n\n| 文件 | 证据角色 | 大小 |\n|---|---|---|\n| `Dockerfile` | 仓库证据 | 2209 bytes |\n| `README.md` | README/产品与使用证据 | 30952 bytes |\n| `package.json` | 包与运行时元数据 | 58567 bytes |\n| `.claude-plugin/README.md` | 文档证据 | 6286 bytes |\n| `adapters/README.md` | 文档证据 | 1278 bytes |\n| `workers/README.md` | 文档证据 | 4045 bytes |\n| `workers/package.json` | 包与运行时元数据 | 612 bytes |\n| `adapters/xai-grok/README.md` | 文档证据 | 2456 bytes |\n| `plugins/claude-codex-bridge/README.md` | 文档证据 | 2143 bytes |\n| `plugins/codex-profile/README.md` | 文档证据 | 3060 bytes |\n| `plugins/cursor-marketplace/README.md` | 文档证据 | 5798 bytes |\n| `plugins/jetbrains-plugin/README.md` | 文档证据 | 791 bytes |\n\n资料来源：`[Dockerfile:1-120](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/Dockerfile)`\n\n---\n\n<a id='architecture'></a>\n\n## 架构证据地图\n\n### 相关页面\n\n相关主题：[仓库概览](#overview), [入口与运行边界](#entrypoints), [运维与验证边界](#operations)\n\n<details>\n<summary>相关源码文件</summary>\n\n以下源码文件用于生成本页说明：\n\n- [Dockerfile](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/Dockerfile)\n- [README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/README.md)\n- [package.json](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/package.json)\n- [.claude-plugin/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/.claude-plugin/README.md)\n- [adapters/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/adapters/README.md)\n- [workers/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/workers/README.md)\n- [workers/package.json](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/workers/package.json)\n- [adapters/xai-grok/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/adapters/xai-grok/README.md)\n- [plugins/claude-codex-bridge/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/claude-codex-bridge/README.md)\n- [plugins/codex-profile/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/codex-profile/README.md)\n- [plugins/cursor-marketplace/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/cursor-marketplace/README.md)\n- [plugins/jetbrains-plugin/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/jetbrains-plugin/README.md)\n</details>\n\n# 架构证据地图\n\n本节只根据仓库路径组织可能的架构区域；需要运行验证的行为不会在这里断言。\n\n- `.`: `Dockerfile`, `README.md`, `package.json`\n- `.claude-plugin`: `.claude-plugin/README.md`\n- `adapters`: `adapters/README.md`, `adapters/xai-grok/README.md`\n- `plugins`: `plugins/claude-codex-bridge/README.md`, `plugins/codex-profile/README.md`, `plugins/cursor-marketplace/README.md`, `plugins/jetbrains-plugin/README.md`\n- `workers`: `workers/README.md`, `workers/package.json`\n\n资料来源：`[README.md:1-120](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/README.md)`\n\n---\n\n<a id='operations'></a>\n\n## 运维与验证边界\n\n### 相关页面\n\n相关主题：[仓库概览](#overview), [入口与运行边界](#entrypoints), [架构证据地图](#architecture)\n\n<details>\n<summary>相关源码文件</summary>\n\n以下源码文件用于生成本页说明：\n\n- [Dockerfile](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/Dockerfile)\n- [README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/README.md)\n- [package.json](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/package.json)\n- [.claude-plugin/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/.claude-plugin/README.md)\n- [adapters/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/adapters/README.md)\n- [workers/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/workers/README.md)\n- [workers/package.json](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/workers/package.json)\n- [adapters/xai-grok/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/adapters/xai-grok/README.md)\n- [plugins/claude-codex-bridge/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/claude-codex-bridge/README.md)\n- [plugins/codex-profile/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/codex-profile/README.md)\n- [plugins/cursor-marketplace/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/cursor-marketplace/README.md)\n- [plugins/jetbrains-plugin/README.md](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/plugins/jetbrains-plugin/README.md)\n</details>\n\n# 运维与验证边界\n\n运维建议仅来自仓库中真实存在的文件。把该项目用于 agent 工作流前，仍需在 sandbox 中验证安装、quickstart 和运行行为。\n\n- Containerization signal: `Dockerfile`\n- Documentation signal: `README.md`\n- Runtime/package signal: `package.json`\n- Documentation signal: `.claude-plugin/README.md`\n- Documentation signal: `adapters/README.md`\n- Documentation signal: `workers/README.md`\n- Runtime/package signal: `workers/package.json`\n- Documentation signal: `adapters/xai-grok/README.md`\n- Documentation signal: `plugins/claude-codex-bridge/README.md`\n- Documentation signal: `plugins/codex-profile/README.md`\n\n资料来源：`[package.json:1-120](https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/main/package.json)`\n\n---\n\n---\n\n## Doramagic 踩坑日志\n\n项目：igorganapolsky/mcp-memory-gateway\n\n摘要：发现 6 个潜在踩坑项，其中 0 个为 high/blocking；最高优先级：能力坑 - 能力判断依赖假设。\n\n## 1. 能力坑 · 能力判断依赖假设\n\n- 严重度：medium\n- 证据强度：source_linked\n- 发现：README/documentation is current enough for a first validation pass.\n- 对用户的影响：假设不成立时，用户拿不到承诺的能力。\n- 建议检查：将假设转成下游验证清单。\n- 防护动作: 假设必须转成验证项；没有验证结果前不能写成事实。\n- 证据：capability.assumptions | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | README/documentation is current enough for a first validation pass.\n\n## 2. 维护坑 · 维护活跃度未知\n\n- 严重度：medium\n- 证据强度：source_linked\n- 发现：未记录 last_activity_observed。\n- 对用户的影响：新项目、停更项目和活跃项目会被混在一起，推荐信任度下降。\n- 建议检查：补 GitHub 最近 commit、release、issue/PR 响应信号。\n- 防护动作: 维护活跃度未知时，推荐强度不能标为高信任。\n- 证据：evidence.maintainer_signals | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | last_activity_observed missing\n\n## 3. 安全/权限坑 · 下游验证发现风险项\n\n- 严重度：medium\n- 证据强度：source_linked\n- 发现：no_demo\n- 对用户的影响：下游已经要求复核，不能在页面中弱化。\n- 建议检查：进入安全/权限治理复核队列。\n- 防护动作: 下游风险存在时必须保持 review/recommendation 降级。\n- 证据：downstream_validation.risk_items | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | no_demo; severity=medium\n\n## 4. 安全/权限坑 · 存在评分风险\n\n- 严重度：medium\n- 证据强度：source_linked\n- 发现：no_demo\n- 对用户的影响：风险会影响是否适合普通用户安装。\n- 建议检查：把风险写入边界卡，并确认是否需要人工复核。\n- 防护动作: 评分风险必须进入边界卡，不能只作为内部分数。\n- 证据：risks.scoring_risks | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | no_demo; severity=medium\n\n## 5. 维护坑 · issue/PR 响应质量未知\n\n- 严重度：low\n- 证据强度：source_linked\n- 发现：issue_or_pr_quality=unknown。\n- 对用户的影响：用户无法判断遇到问题后是否有人维护。\n- 建议检查：抽样最近 issue/PR，判断是否长期无人处理。\n- 防护动作: issue/PR 响应未知时，必须提示维护风险。\n- 证据：evidence.maintainer_signals | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | issue_or_pr_quality=unknown\n\n## 6. 维护坑 · 发布节奏不明确\n\n- 严重度：low\n- 证据强度：source_linked\n- 发现：release_recency=unknown。\n- 对用户的影响：安装命令和文档可能落后于代码，用户踩坑概率升高。\n- 建议检查：确认最近 release/tag 和 README 安装命令是否一致。\n- 防护动作: 发布节奏未知或过期时，安装说明必须标注可能漂移。\n- 证据：evidence.maintainer_signals | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | release_recency=unknown\n\n<!-- canonical_name: igorganapolsky/mcp-memory-gateway; human_manual_source: deepwiki_human_wiki -->\n",
      "summary": "DeepWiki/Human Wiki 完整输出，末尾追加 Discovery Agent 踩坑日志。",
      "title": "Human Manual / 人类版说明书"
    },
    "pitfall_log": {
      "asset_id": "pitfall_log",
      "filename": "PITFALL_LOG.md",
      "markdown": "# Pitfall Log / 踩坑日志\n\n项目：igorganapolsky/mcp-memory-gateway\n\n摘要：发现 6 个潜在踩坑项，其中 0 个为 high/blocking；最高优先级：能力坑 - 能力判断依赖假设。\n\n## 1. 能力坑 · 能力判断依赖假设\n\n- 严重度：medium\n- 证据强度：source_linked\n- 发现：README/documentation is current enough for a first validation pass.\n- 对用户的影响：假设不成立时，用户拿不到承诺的能力。\n- 建议检查：将假设转成下游验证清单。\n- 防护动作: 假设必须转成验证项；没有验证结果前不能写成事实。\n- 证据：capability.assumptions | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | README/documentation is current enough for a first validation pass.\n\n## 2. 维护坑 · 维护活跃度未知\n\n- 严重度：medium\n- 证据强度：source_linked\n- 发现：未记录 last_activity_observed。\n- 对用户的影响：新项目、停更项目和活跃项目会被混在一起，推荐信任度下降。\n- 建议检查：补 GitHub 最近 commit、release、issue/PR 响应信号。\n- 防护动作: 维护活跃度未知时，推荐强度不能标为高信任。\n- 证据：evidence.maintainer_signals | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | last_activity_observed missing\n\n## 3. 安全/权限坑 · 下游验证发现风险项\n\n- 严重度：medium\n- 证据强度：source_linked\n- 发现：no_demo\n- 对用户的影响：下游已经要求复核，不能在页面中弱化。\n- 建议检查：进入安全/权限治理复核队列。\n- 防护动作: 下游风险存在时必须保持 review/recommendation 降级。\n- 证据：downstream_validation.risk_items | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | no_demo; severity=medium\n\n## 4. 安全/权限坑 · 存在评分风险\n\n- 严重度：medium\n- 证据强度：source_linked\n- 发现：no_demo\n- 对用户的影响：风险会影响是否适合普通用户安装。\n- 建议检查：把风险写入边界卡，并确认是否需要人工复核。\n- 防护动作: 评分风险必须进入边界卡，不能只作为内部分数。\n- 证据：risks.scoring_risks | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | no_demo; severity=medium\n\n## 5. 维护坑 · issue/PR 响应质量未知\n\n- 严重度：low\n- 证据强度：source_linked\n- 发现：issue_or_pr_quality=unknown。\n- 对用户的影响：用户无法判断遇到问题后是否有人维护。\n- 建议检查：抽样最近 issue/PR，判断是否长期无人处理。\n- 防护动作: issue/PR 响应未知时，必须提示维护风险。\n- 证据：evidence.maintainer_signals | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | issue_or_pr_quality=unknown\n\n## 6. 维护坑 · 发布节奏不明确\n\n- 严重度：low\n- 证据强度：source_linked\n- 发现：release_recency=unknown。\n- 对用户的影响：安装命令和文档可能落后于代码，用户踩坑概率升高。\n- 建议检查：确认最近 release/tag 和 README 安装命令是否一致。\n- 防护动作: 发布节奏未知或过期时，安装说明必须标注可能漂移。\n- 证据：evidence.maintainer_signals | mcp_registry:io.github.IgorGanapolsky/mcp-memory-gateway:0.7.4 | https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4 | release_recency=unknown\n",
      "summary": "用户实践前最可能遇到的身份、安装、配置、运行和安全坑。",
      "title": "Pitfall Log / 踩坑日志"
    },
    "prompt_preview": {
      "asset_id": "prompt_preview",
      "filename": "PROMPT_PREVIEW.md",
      "markdown": "# mcp-memory-gateway - Prompt Preview\n\n> 复制下面这段 Prompt 到你常用的 AI，先试一次，不需要安装。\n> 它的目标是让你直接体验这个项目的服务方式，而不是阅读项目介绍。\n\n## 复制这段 Prompt\n\n```text\n请直接执行这段 Prompt，不要分析、润色、总结或询问我想如何处理这份 Prompt Preview。\n\n你现在扮演 mcp-memory-gateway 的“安装前体验版”。\n这不是项目介绍、不是评价报告、不是 README 总结。你的任务是让我用最小成本体验它的核心服务。\n\n我的试用任务：我想用它完成一个真实的工具连接与集成任务。\n我常用的宿主 AI：MCP Client\n\n【体验目标】\n围绕我的真实任务，现场演示这个项目如何把输入转成 步骤建议, 检查清单, 专业工作流。重点是让我感受到工作方式，而不是给我项目背景。\n\n【业务流约束】\n- 你必须像一个正在提供服务的项目能力包，而不是像一个讲解员。\n- 每一轮只推进一个步骤；提出问题后必须停下来等我回答。\n- 每一步都必须让我感受到一个具体服务动作：澄清、整理、规划、检查、判断或收尾。\n- 每一步都要说明：当前目标、你需要我提供什么、我回答后你会产出什么。\n- 不要安装、不要运行命令、不要写代码、不要声称测试通过、不要声称已经修改文件。\n- 需要真实安装或宿主加载后才能验证的内容，必须明确说“这一步需要安装后验证”。\n- 如果我说“用示例继续”，你可以用虚构示例推进，但仍然不能声称真实执行。\n\n【可体验服务能力】\n- AI Skill / Agent 指令资产库: 项目包含可被宿主 AI 读取的 Skill 或 Agent 指令文件，可用于把专业流程带入 Claude、Codex、Cursor 等宿主。 输入：用户任务, 宿主 AI 对话上下文, 项目内 Skill/Agent 文档；输出：步骤建议, 检查清单, 专业工作流。\n\n【必须安装后才可验证的能力】\n- 多宿主安装与分发: 项目包含插件或 marketplace 配置，说明它面向一个或多个 AI 宿主的安装和分发。 输入：宿主 AI 工具, 插件配置, 安装命令；输出：宿主内可发现的插件/技能集合。\n- 命令行启动或安装流程: 项目文档中存在可执行命令，真实使用需要在本地或宿主环境中运行这些命令。 输入：终端环境, 包管理器, 项目依赖；输出：安装结果, 列表/更新/运行结果。\n\n【核心服务流】\n请严格按这个顺序带我体验。不要一次性输出完整流程：\n1. overview：仓库概览。围绕“仓库概览”模拟一次用户任务，不展示安装或运行结果。\n2. entrypoints：入口与运行边界。围绕“入口与运行边界”模拟一次用户任务，不展示安装或运行结果。\n3. architecture：架构证据地图。围绕“架构证据地图”模拟一次用户任务，不展示安装或运行结果。\n4. operations：运维与验证边界。围绕“运维与验证边界”模拟一次用户任务，不展示安装或运行结果。\n\n【核心能力体验剧本】\n每一步都必须按“输入 -> 服务动作 -> 中间产物”执行。不要只说流程名：\n1. overview\n输入：用户提供的“仓库概览”相关信息。\n服务动作：模拟项目在这一步的核心判断和整理方式。\n中间产物：一个可检查的小结果。\n\n2. entrypoints\n输入：用户提供的“入口与运行边界”相关信息。\n服务动作：模拟项目在这一步的核心判断和整理方式。\n中间产物：一个可检查的小结果。\n\n3. architecture\n输入：用户提供的“架构证据地图”相关信息。\n服务动作：模拟项目在这一步的核心判断和整理方式。\n中间产物：一个可检查的小结果。\n\n4. operations\n输入：用户提供的“运维与验证边界”相关信息。\n服务动作：模拟项目在这一步的核心判断和整理方式。\n中间产物：一个可检查的小结果。\n\n【项目服务规则】\n这些规则决定你如何服务用户。不要解释规则本身，而要在每一步执行时遵守：\n- 先确认用户任务、输入材料和成功标准，再模拟项目能力。\n- 每一步都必须形成可检查的小产物，并等待用户确认后再继续。\n- 凡是需要安装、调用工具或访问外部服务的能力，都必须标记为安装后验证。\n\n【每一步的服务约束】\n- Step 1 / overview：Step 1 必须围绕“仓库概览”形成一个小中间产物，并等待用户确认。\n- Step 2 / entrypoints：Step 2 必须围绕“入口与运行边界”形成一个小中间产物，并等待用户确认。\n- Step 3 / architecture：Step 3 必须围绕“架构证据地图”形成一个小中间产物，并等待用户确认。\n- Step 4 / operations：Step 4 必须围绕“运维与验证边界”形成一个小中间产物，并等待用户确认。\n\n【边界与风险】\n- 不要声称已经安装、运行、调用 API、读写本地文件或完成真实任务。\n- 安装前预览只能展示工作方式，不能证明兼容性、性能或输出质量。\n- 涉及安装、插件加载、工具调用或外部服务的能力必须安装后验证。\n\n【可追溯依据】\n这些路径只用于你内部校验或在我追问“依据是什么”时简要引用。不要在首次回复主动展开：\n- https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4\n- https://github.com/IgorGanapolsky/mcp-memory-gateway#readme\n- .agents/skills/skool-headless-reader/SKILL.md\n- .agents/skills/thumbgate/SKILL.md\n- .claude/skills/thumbgate/SKILL.md\n- adapters/amp/skills/thumbgate-feedback/SKILL.md\n- plugins/amp-skill/SKILL.md\n- plugins/claude-codex-bridge/skills/adversarial-review/SKILL.md\n- plugins/claude-codex-bridge/skills/result/SKILL.md\n- plugins/claude-codex-bridge/skills/review/SKILL.md\n- plugins/claude-codex-bridge/skills/second-pass/SKILL.md\n- plugins/claude-codex-bridge/skills/setup/SKILL.md\n\n【首次问题规则】\n- 首次三问必须先确认用户目标、成功标准和边界，不要提前进入工具、安装或实现细节。\n- 如果后续需要技术条件、文件路径或运行环境，必须等用户确认目标后再追问。\n\n首次回复必须只输出下面 4 个部分：\n1. 体验开始：用 1 句话说明你将带我体验 mcp-memory-gateway 的核心服务。\n2. 当前步骤：明确进入 Step 1，并说明这一步要解决什么。\n3. 你会如何服务我：说明你会先改变我完成任务的哪个动作。\n4. 只问我 3 个问题，然后停下等待回答。\n\n首次回复禁止输出：后续完整流程、证据清单、安装命令、项目评价、营销文案、已经安装或运行的说法。\n\nStep 1 / brainstorming 的二轮协议：\n- 我回答首次三问后，你仍然停留在 Step 1 / brainstorming，不要进入 Step 2。\n- 第二次回复必须产出 6 个部分：澄清后的任务定义、成功标准、边界条件、\n  2-3 个可选方案、每个方案的权衡、推荐方案。\n- 第二次回复最后必须问我是否确认推荐方案；只有我明确确认后，才能进入下一步。\n- 第二次回复禁止输出 git worktree、代码计划、测试文件、命令或真实执行结果。\n\n后续对话规则：\n- 我回答后，你先完成当前步骤的中间产物并等待确认；只有我确认后，才能进入下一步。\n- 每一步都要生成一个小的中间产物，例如澄清后的目标、计划草案、测试意图、验证清单或继续/停止判断。\n- 所有演示都写成“我会建议/我会引导/这一步会形成”，不要写成已经真实执行。\n- 不要声称已经测试通过、文件已修改、命令已运行或结果已产生。\n- 如果某个能力必须安装后验证，请直接说“这一步需要安装后验证”。\n- 如果证据不足，请明确说“证据不足”，不要补事实。\n```\n",
      "summary": "不安装项目也能感受能力节奏的安全试用 Prompt。",
      "title": "Prompt Preview / 安装前试用 Prompt"
    },
    "quick_start": {
      "asset_id": "quick_start",
      "filename": "QUICK_START.md",
      "markdown": "# Quick Start / 官方入口\n\n项目：igorganapolsky/mcp-memory-gateway\n\n## 官方安装入口\n\n### Node.js / npx · 官方安装入口\n\n```bash\nnpx mcp-memory-gateway\n```\n\n来源：https://github.com/IgorGanapolsky/mcp-memory-gateway#readme\n\n## 来源\n\n- mcp_registry: https://registry.modelcontextprotocol.io/v0.1/servers/io.github.IgorGanapolsky%2Fmcp-memory-gateway/versions/0.7.4\n- docs: https://github.com/IgorGanapolsky/mcp-memory-gateway#readme\n",
      "summary": "从项目官方 README 或安装文档提取的开工入口。",
      "title": "Quick Start / 官方入口"
    }
  },
  "validation_id": "dval_18aedc5cc193436eb270de86372d535c"
}