{
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  "resource": {
    "id": "RES_44EFD4B4AE77",
    "resource_type": "mcp_server",
    "canonical_url": "https://registry.modelcontextprotocol.io/v0.1/servers/ai.cerebrium%2Fdocs/versions/0.1.1",
    "name": "Cerebrium Docs",
    "summary_en": "Search the Cerebrium docs: deployment, cerebrium.toml, hardware, endpoints. Also sends feedback.",
    "summary_zh": "搜索 Cerebrium 文档：部署、cerebrium.toml、硬件、端点。同时发送反馈。",
    "description_en": "This MCP server provides tools to search the Cerebrium documentation knowledge base, read documentation pages via a virtualized read-only filesystem, and submit feedback about documentation issues. It is designed to help users find information about Cerebrium deployment, configuration, hardware, and endpoints.",
    "description_zh": "该 MCP 服务器提供工具，用于搜索 Cerebrium 文档知识库、通过虚拟化只读文件系统读取文档页面，以及提交关于文档问题的反馈。它旨在帮助用户查找有关 Cerebrium 部署、配置、硬件和端点的信息。",
    "provider_name": "ai.cerebrium",
    "homepage_url": "https://cerebrium.ai/docs",
    "endpoint_url": "https://cerebrium.ai/docs/mcp",
    "source_url": "https://github.com/CerebriumAI/cerebrium-skills",
    "icon_url": null,
    "cover_image_url": null,
    "capabilities": [
      "documentation.search",
      "documentation.read",
      "feedback.submit"
    ],
    "categories": [
      "developer-tools",
      "productivity"
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    "industries": [
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      "general"
    ],
    "protocols": [
      "mcp"
    ],
    "auth": {
      "type": "unknown"
    },
    "pricing": {
      "model": "unknown"
    },
    "input_schema": {},
    "output_schema": {},
    "metadata": {
      "content_language": "en",
      "translation_status": "original-only",
      "official_registry": {
        "version": "0.1.1",
        "packages": [],
        "remotes": []
      },
      "review_gate": {
        "passed": true,
        "reasons": [],
        "policy_version": "review-gate-v1",
        "evaluated_at": "2026-09-03T06:31:32.400Z"
      }
    },
    "latest_version": "0.1.1",
    "status": "listed",
    "health_status": "healthy",
    "source_kind": "imported",
    "source_agent": "registry.modelcontextprotocol.io",
    "trust": {
      "signal": "none",
      "reason": "No suspicious or malicious evidence found.",
      "signals": {
        "yellow": 0,
        "red": 0
      }
    },
    "review_summary": {
      "method_version": "capability-evidence-v2",
      "capability_definition": "strong",
      "contract_completeness": "strong",
      "access_friction": "low",
      "operational_transparency": "strong",
      "evidence_strength": "protocol_inspected",
      "use_readiness": "ready_for_guidance",
      "reviewed_at": "2026-09-03T06:31:33.323Z"
    },
    "experience_count": 0,
    "verified_experience_count": 0,
    "usage_count": 0,
    "success_rate": null,
    "first_seen_at": "2026-09-03T02:50:06.660Z",
    "last_seen_at": "2026-09-03T06:31:32.620Z",
    "published_at": "2026-09-03T06:31:32.620Z",
    "created_at": "2026-09-03T02:50:06.660Z",
    "updated_at": "2026-09-03T06:31:33.323Z",
    "api_url": "https://aiworkshub.io/api/v1/resources/RES_44EFD4B4AE77",
    "reviews_url": "https://aiworkshub.io/api/v1/resources/RES_44EFD4B4AE77/reviews",
    "public_url": "https://aiworkshub.io/resources/RES_44EFD4B4AE77",
    "distribution": {
      "canonical_identity": "https://registry.modelcontextprotocol.io/v0.1/servers/ai.cerebrium%2Fdocs/versions/0.1.1",
      "syndicatable": true,
      "origins": [
        {
          "registry_url": "https://registry.modelcontextprotocol.io/",
          "upstream_resource_id": "ai.cerebrium/docs@0.1.1",
          "upstream_record_url": "https://registry.modelcontextprotocol.io/v0.1/servers/ai.cerebrium%2Fdocs/versions/0.1.1",
          "relation": "syndicated",
          "metadata": {
            "source": "official-mcp-registry"
          },
          "first_seen_at": "2026-09-03T02:50:06.660Z",
          "last_seen_at": "2026-09-03T06:31:32.620Z"
        }
      ]
    },
    "tools": [
      {
        "name": "query_docs_filesystem_cerebrium",
        "title_en": "query_docs_filesystem_cerebrium",
        "title_zh": "query_docs_filesystem_cerebrium",
        "description_en": "Run a read-only shell-like query against a virtualized, in-memory filesystem rooted at `/` that contains ONLY the Cerebrium documentation pages and OpenAPI specs. This is NOT a shell on any real machine — nothing runs on the user's computer, the server host, or any network. The filesystem is a sandbox backed by documentation chunks.\n\nThis is how you read documentation pages: there is no separate \"get page\" tool. To read a page, pass its `.mdx` path (e.g. `/quickstart.mdx`, `/api-reference/create-customer.mdx`) to `head` or `cat`. To search the docs with exact keyword or regex matches, use `rg`. To understand the docs structure, use `tree` or `ls`.\n\n**Workflow:** Start with the search tool for broad or conceptual queries like \"how to authenticate\" or \"rate limiting\". Use this tool when you need exact keyword/regex matching, structural exploration, or to read the full content of a specific page by path.\n\nSupported commands: rg (ripgrep), grep, find, tree, ls, cat, head, tail, stat, wc, sort, uniq, cut, sed, awk, jq, plus basic text utilities. No writes, no network, no process control. Run `--help` on any command for usage.\n\nEach call is STATELESS: the working directory always resets",
        "description_zh": "对以 `/` 为根的虚拟化内存文件系统执行只读的类 shell 查询，该文件系统仅包含 Cerebrium 文档页面和 OpenAPI 规范。这不是任何真实机器上的 shell——不会在用户的计算机、服务器主机或任何网络上运行任何内容。该文件系统是一个由文档块支持的沙箱。\n\n这就是您阅读文档页面的方式：没有单独的“获取页面”工具。要阅读页面，请将其 `.mdx` 路径（例如 `/quickstart.mdx`、`/api-reference/create-customer.mdx`）传递给 `head` 或 `cat`。要使用精确关键字或正则表达式搜索文档，请使用 `rg`。要了解文档结构，请使用 `tree` 或 `ls`。\n\n**工作流程：** 对于广泛或概念性查询（如“如何认证”或“速率限制”），请先使用搜索工具。当您需要精确关键字/正则表达式匹配、结构探索或按路径读取特定页面的完整内容时，请使用此工具。\n\n支持的命令：rg (ripgrep)、grep、find、tree、ls、cat、head、tail、stat、wc、sort、uniq、cut、sed、awk、jq，以及基本文本实用程序。不支持写入、网络或进程控制。在任何命令上运行 `--help` 以获取用法。\n\n每次调用都是无状态的：工作目录始终重置",
        "input_schema": {
          "type": "object",
          "properties": {
            "command": {
              "type": "string",
              "description": "A shell command to run against the virtualized documentation filesystem (e.g., `rg -il \"keyword\" /`, `tree / -L 2`, `head -80 /path/file.mdx`)."
            }
          },
          "required": [
            "command"
          ],
          "additionalProperties": false
        },
        "output_schema": {},
        "unit_kind": "mcp_tool",
        "effect": "read",
        "open_world": false,
        "idempotency": "idempotent",
        "confirmation": "explicit policy",
        "evidence_ids": [
          "protocol-tools"
        ],
        "runtime_auth": {},
        "pricing": {},
        "metadata": {}
      },
      {
        "name": "search_cerebrium",
        "title_en": "Search documentation",
        "title_zh": "搜索文档",
        "description_en": "Search across the Cerebrium knowledge base to find relevant information, code examples, API references, and guides. Use this tool when you need to answer questions about Cerebrium, find specific documentation, understand how features work, or locate implementation details. The search returns contextual content with titles and direct links to the documentation pages. If you need the full content of a specific page, use the query_docs_filesystem tool to `head` or `cat` the page path (append `.mdx` to the path returned from search — e.g. `head -200 /api-reference/create-customer.mdx`).",
        "description_zh": "在 Cerebrium 知识库中搜索相关信息、代码示例、API 参考和指南。当您需要回答关于 Cerebrium 的问题、查找特定文档、了解功能如何工作或定位实现细节时，请使用此工具。搜索返回带有标题和文档页面直接链接的上下文内容。如果您需要特定页面的完整内容，请使用 query_docs_filesystem 工具对页面路径执行 `head` 或 `cat`（在搜索返回的路径后附加 `.mdx`，例如 `head -200 /api-reference/create-customer.mdx`）。",
        "input_schema": {
          "type": "object",
          "properties": {
            "query": {
              "type": "string",
              "description": "Search query"
            },
            "version": {
              "type": "string",
              "description": "Filter to specific version (e.g., 'v0.7')"
            }
          },
          "required": [
            "query"
          ],
          "additionalProperties": false
        },
        "output_schema": {},
        "unit_kind": "mcp_tool",
        "effect": "read",
        "open_world": false,
        "idempotency": "idempotent",
        "confirmation": "explicit policy",
        "evidence_ids": [
          "protocol-tools"
        ],
        "runtime_auth": {},
        "pricing": {},
        "metadata": {}
      },
      {
        "name": "submit_feedback",
        "title_en": "Submit documentation feedback",
        "title_zh": "提交文档反馈",
        "description_en": "Report a problem with this documentation site so the docs team can fix it. Use when a documentation page is incorrect, outdated, confusing, incomplete, or has a broken example. This is for feedback about the documentation content itself — not for product support requests or feedback about this tool or assistant.",
        "description_zh": "报告此文档站点的问题，以便文档团队修复。当文档页面不正确、过时、令人困惑、不完整或示例损坏时使用。这是关于文档内容本身的反馈——不用于产品支持请求或关于此工具或助手的反馈。",
        "input_schema": {
          "type": "object",
          "properties": {
            "path": {
              "type": "string",
              "minLength": 1,
              "description": "The documentation page path the feedback is about (e.g., the page you were reading, such as `/quickstart`)."
            },
            "feedback": {
              "type": "string",
              "minLength": 1,
              "description": "A clear description of the documentation issue or suggestion — what is incorrect, outdated, missing, or confusing."
            }
          },
          "required": [
            "path",
            "feedback"
          ],
          "additionalProperties": false
        },
        "output_schema": {},
        "unit_kind": "mcp_tool",
        "effect": "external_action",
        "open_world": true,
        "idempotency": "unknown",
        "confirmation": "explicit policy",
        "evidence_ids": [
          "protocol-tools"
        ],
        "runtime_auth": {},
        "pricing": {},
        "metadata": {}
      }
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    "review_profile": {
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        "source": "verified",
        "connectivity": "verified",
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        "safe_use": "tested",
        "real_use": "unobserved"
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        "contract_completeness": "strong",
        "access_friction": "low",
        "operational_transparency": "strong",
        "evidence_strength": "protocol_inspected",
        "use_readiness": "ready_for_guidance"
      },
      "profile": {
        "capabilities": [
          {
            "id": "documentation.search",
            "weight": 80,
            "confidence": 95,
            "evidence_ids": [
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            ]
          },
          {
            "id": "documentation.read",
            "weight": 80,
            "confidence": 95,
            "evidence_ids": [
              "protocol-tools"
            ]
          },
          {
            "id": "feedback.submit",
            "weight": 20,
            "confidence": 95,
            "evidence_ids": [
              "protocol-tools"
            ]
          }
        ],
        "domains": [
          {
            "id": "developer-tools",
            "weight": 90,
            "confidence": 95,
            "evidence_ids": [
              "source-record"
            ]
          },
          {
            "id": "productivity",
            "weight": 10,
            "confidence": 95,
            "evidence_ids": [
              "source-record"
            ]
          }
        ],
        "workflow_roles": [
          "discover",
          "retrieve",
          "analyze",
          "instruct"
        ]
      },
      "capability_units": [
        {
          "id": "tool:search_cerebrium",
          "kind": "mcp_tool",
          "capability_id": "documentation.search",
          "effect": "read",
          "open_world": false,
          "idempotency": "idempotent",
          "confirmation": "explicit policy",
          "input_contract": "typed",
          "output_contract": "typed_envelope_dynamic_result",
          "accepts": [
            "text"
          ],
          "produces": [
            "text"
          ],
          "runtime_auth": {},
          "pricing": {},
          "evidence_ids": [
            "protocol-tools"
          ],
          "metadata": {}
        },
        {
          "id": "tool:query_docs_filesystem_cerebrium",
          "kind": "mcp_tool",
          "capability_id": "documentation.read",
          "effect": "read",
          "open_world": false,
          "idempotency": "idempotent",
          "confirmation": "explicit policy",
          "input_contract": "typed",
          "output_contract": "typed_envelope_dynamic_result",
          "accepts": [
            "text"
          ],
          "produces": [
            "text"
          ],
          "runtime_auth": {},
          "pricing": {},
          "evidence_ids": [
            "protocol-tools"
          ],
          "metadata": {}
        },
        {
          "id": "tool:submit_feedback",
          "kind": "mcp_tool",
          "capability_id": "feedback.submit",
          "effect": "external_action",
          "open_world": true,
          "idempotency": "unknown",
          "confirmation": "explicit policy",
          "input_contract": "typed",
          "output_contract": "typed_envelope_dynamic_result",
          "accepts": [
            "text"
          ],
          "produces": [
            "text"
          ],
          "runtime_auth": {},
          "pricing": {},
          "evidence_ids": [
            "protocol-tools"
          ],
          "metadata": {}
        }
      ],
      "access": {},
      "operational_flags": [],
      "trust": {
        "signal": "none",
        "evidence_ids": [],
        "reason": "No suspicious or malicious evidence found."
      },
      "fit": {
        "good_for": [
          "Answering questions about Cerebrium platform features and configuration.",
          "Finding specific documentation pages and code examples.",
          "Reading full documentation pages via filesystem commands.",
          "Submitting feedback about documentation errors or improvements."
        ],
        "not_for": [
          "Executing code or performing actions on Cerebrium infrastructure.",
          "Accessing real filesystem or network resources.",
          "Product support requests."
        ]
      },
      "evidence": [
        {
          "id": "source-record",
          "type": "registry_record",
          "source": "https://github.com/CerebriumAI/cerebrium-skills",
          "observation": "MCP source record for Cerebrium Docs; version 0.1.1.",
          "observed_at": null,
          "payload": {}
        },
        {
          "id": "protocol-tools",
          "type": "protocol_observation",
          "source": "https://cerebrium.ai/docs/mcp#tools/list",
          "observation": "3 tools were returned by MCP discovery; 3 were retained for review.",
          "observed_at": "2026-09-03T06:19:57.184Z",
          "payload": {}
        }
      ],
      "unknowns": [
        "Authentication requirements are unknown.",
        "Pricing model is unknown.",
        "Exact output schema of tools is not fully specified.",
        "Real-world usage patterns are not observed."
      ],
      "id": "REV_4B531D648415",
      "resource_id": "RES_44EFD4B4AE77",
      "evaluator_type": "platform_ai",
      "provider": "deepseek",
      "model": "deepseek-v4-flash",
      "review_scope": "protocol-inspected-mcp",
      "created_at": "2026-09-03T06:31:33.323Z"
    }
  }
}