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    "canonical_url": "https://registry.modelcontextprotocol.io/v0.1/servers/ai.byteask%2Fembedded-docs/versions/1.0.1",
    "name": "embedded-docs",
    "summary_en": "Page-cited retrieval for embedded docs, datasheets, MISRA, CMSIS, and RTOS references.",
    "summary_zh": "面向嵌入式文档、数据手册、MISRA、CMSIS 和 RTOS 参考的带页码引用的检索服务。",
    "description_en": "This MCP server provides page-cited retrieval over an indexed corpus of embedded, firmware, and hardware reference documents. The corpus covers grid-interconnection and DER standards (IEEE 1547/1547.1/2030.5, SunSpec Modbus profiles, ENA G98/G99), industrial and fieldbus protocols (Modbus, CAN/ISO-TP, MQTT), SCPI instrument-programming manuals, Arm Cortex-M and other MCU/hardware datasheets, FPGA transceivers and toolchains (AMD/Xilinx UltraScale GTH/GTY/GTM, 7-series GTX, Vivado & Vitis HLS), networking and interface IP product guides, bus and interconnect specs (AMBA AXI, AXI4-Stream), optical-module management (SFF-8472/8636), networking protocol RFCs, PCIe Base Specification, IEEE 1588 PTP, exchange market-data and order-entry protocols (Nasdaq TotalView-ITCH & OUCH, NYSE Pillar, CME MDP/SBE, Cboe PITCH/BOE, FIX), and safety-critical C/C++ coding guidelines. The server exposes three tools: search_docs (search the corpus and return verbatim, page-cited evidence), get_context (expand a previous search hit to its full verbatim section), and request_document (request that a document be added to the corpus).",
    "description_zh": "该MCP服务器提供对嵌入式、固件和硬件参考文档索引语料库的带页码引用检索。语料库涵盖电网互联和分布式能源标准（IEEE 1547/1547.1/2030.5、SunSpec Modbus配置文件、ENA G98/G99）、工业和现场总线协议（Modbus、CAN/ISO-TP、MQTT）、SCPI仪器编程手册、Arm Cortex-M及其他MCU/硬件数据手册、FPGA收发器和工具链（AMD/Xilinx UltraScale GTH/GTY/GTM、7系列GTX、Vivado和Vitis HLS）、网络和接口IP产品指南、总线和互连规范（AMBA AXI、AXI4-Stream）、光模块管理（SFF-8472/8636）、网络协议RFC、PCIe基础规范、IEEE 1588 PTP、交易所市场数据和订单输入协议（纳斯达克TotalView-ITCH和OUCH、纽交所Pillar、CME MDP/SBE、Cboe PITCH/BOE、FIX）以及安全关键C/C++编码指南。该服务器提供三个工具：search_docs（搜索语料库并返回逐字、带页码引用的证据）、get_context（将先前的搜索结果扩展为完整的逐字章节）和request_document（请求将文档添加到语料库）。",
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    "homepage_url": "https://docs.byteask.ai/embedded",
    "endpoint_url": "https://mcp.byteask.ai/mcp",
    "source_url": "https://github.com/ByteAsk/ByteAsk-Embedded-MCP",
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    "cover_image_url": null,
    "capabilities": [
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      "data.search",
      "data.request"
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    "categories": [
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      "data"
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    "industries": [
      "software",
      "industrial",
      "finance"
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    "protocols": [
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    "auth": {
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    "pricing": {
      "model": "unknown"
    },
    "input_schema": {},
    "output_schema": {},
    "metadata": {
      "content_language": "en",
      "translation_status": "original-only",
      "official_registry": {
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        "remotes": []
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        "reasons": [],
        "policy_version": "review-gate-v1",
        "evaluated_at": "2026-09-03T05:51:46.071Z"
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    "latest_version": "1.0.1",
    "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": "partial",
      "evidence_strength": "protocol_inspected",
      "use_readiness": "guided_use",
      "reviewed_at": "2026-09-03T05:51:46.958Z"
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    "verified_experience_count": 0,
    "usage_count": 0,
    "success_rate": null,
    "first_seen_at": "2026-09-03T02:50:02.786Z",
    "last_seen_at": "2026-09-03T05:51:46.291Z",
    "published_at": "2026-09-03T05:51:46.291Z",
    "created_at": "2026-09-03T02:50:02.786Z",
    "updated_at": "2026-09-03T05:51:46.958Z",
    "api_url": "https://aiworkshub.io/api/v1/resources/RES_EA0764AE6697",
    "reviews_url": "https://aiworkshub.io/api/v1/resources/RES_EA0764AE6697/reviews",
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    "distribution": {
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      "origins": [
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          "registry_url": "https://registry.modelcontextprotocol.io/",
          "upstream_resource_id": "ai.byteask/embedded-docs@1.0.1",
          "upstream_record_url": "https://registry.modelcontextprotocol.io/v0.1/servers/ai.byteask%2Fembedded-docs/versions/1.0.1",
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          "last_seen_at": "2026-09-03T05:51:46.291Z"
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    "tools": [
      {
        "name": "get_context",
        "title_en": "Get Context",
        "title_zh": "获取上下文",
        "description_en": "Expand a previous search hit to its full verbatim section (markdown).\n\n    Args:\n        result_id: The result_id from a search_docs hit.\n        effort: Internal diagnostics tag; clients should leave this unset.",
        "description_zh": "将先前的搜索结果扩展为完整的逐字章节（markdown）。\n\n    参数：\n        result_id：来自search_docs命中的result_id。\n        effort：内部诊断标签；客户端应将其留空。",
        "input_schema": {
          "properties": {
            "result_id": {
              "title": "Result Id",
              "type": "string"
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            "effort": {
              "anyOf": [
                {
                  "type": "string"
                },
                {
                  "type": "null"
                }
              ],
              "default": null,
              "title": "Effort"
            }
          },
          "required": [
            "result_id"
          ],
          "title": "get_contextArguments",
          "type": "object"
        },
        "output_schema": {
          "properties": {
            "result": {
              "title": "Result",
              "type": "string"
            }
          },
          "required": [
            "result"
          ],
          "title": "get_contextOutput",
          "type": "object"
        },
        "unit_kind": "mcp_tool",
        "effect": "read",
        "open_world": false,
        "idempotency": "idempotent",
        "confirmation": "explicit policy",
        "evidence_ids": [
          "protocol-tools"
        ],
        "runtime_auth": {},
        "pricing": {},
        "metadata": {}
      },
      {
        "name": "request_document",
        "title_en": "Request Document",
        "title_zh": "请求文档",
        "description_en": "Request that a document be ADDED to the corpus - use this when search_docs returns 'no confident match' for material it should cover (a standard, protocol spec, SCPI or instrument manual, MCU / hardware datasheet, or library reference). This does NOT search; use search_docs for that. Pass ONE string with as much as you know: the document title or standard number, a URL if you have one, the edition / version, and what you were looking for. Requests are reviewed and the document is typically added within 24 hours.",
        "description_zh": "请求将文档添加到语料库 - 当search_docs对应该涵盖的材料（标准、协议规范、SCPI或仪器手册、MCU/硬件数据手册或库参考）返回“无可靠匹配”时使用。这不进行搜索；请使用search_docs进行搜索。传入一个字符串，尽可能多地提供信息：文档标题或标准编号、URL（如果有）、版本/版次以及您要查找的内容。请求会经过审核，文档通常在24小时内添加。",
        "input_schema": {
          "properties": {
            "request": {
              "title": "Request",
              "type": "string"
            },
            "effort": {
              "anyOf": [
                {
                  "type": "string"
                },
                {
                  "type": "null"
                }
              ],
              "default": null,
              "title": "Effort"
            }
          },
          "required": [
            "request"
          ],
          "title": "request_documentArguments",
          "type": "object"
        },
        "output_schema": {
          "properties": {
            "result": {
              "title": "Result",
              "type": "string"
            }
          },
          "required": [
            "result"
          ],
          "title": "request_documentOutput",
          "type": "object"
        },
        "unit_kind": "mcp_tool",
        "effect": "external_action",
        "open_world": false,
        "idempotency": "not_idempotent",
        "confirmation": "explicit policy",
        "evidence_ids": [
          "protocol-tools"
        ],
        "runtime_auth": {},
        "pricing": {},
        "metadata": {}
      },
      {
        "name": "search_docs",
        "title_en": "Search Docs",
        "title_zh": "搜索文档",
        "description_en": "Search the indexed embedded / firmware / hardware reference corpus; return verbatim, page-cited evidence. The indexed corpus covers: grid-interconnection & DER standards (IEEE 1547 / 1547.1 / 2030.5, SunSpec Modbus profiles, ENA G98/G99 and other grid codes); industrial & fieldbus protocols (Modbus, CAN / ISO-TP, MQTT); SCPI instrument-programming manuals (power analysers, grid simulators, programmable AC sources); Arm Cortex-M and other MCU / hardware datasheets (registers, bitfields, reset values); FPGA transceivers, silicon & toolchain (AMD/Xilinx UltraScale GTH/GTY/GTM and 7-series GTX, SelectIO/clocking, Vivado & Vitis HLS, device datasheets) plus networking & interface IP product guides (10G/25G and 100G Ethernet, PCIe integrated block, XDMA/QDMA/AXI-DMA, DDR4 memory IP); bus & interconnect specs (AMBA AXI and AXI4-Stream); optical-module management (SFF-8472/8636 SFP+/QSFP DDM); networking protocol RFCs (IPv4, TCP, UDP, ARP, Internet checksum), the PCIe Base Specification and IEEE 1588 PTP; exchange market-data & order-entry protocols (Nasdaq TotalView-ITCH & OUCH, NYSE Pillar, CME MDP/SBE, Cboe PITCH/BOE, FIX); safety-critical C/C++ coding guidelines and language standards",
        "description_zh": "在索引的嵌入式/固件/硬件参考语料库中搜索；返回逐字、带页码引用的证据。索引语料库涵盖：电网互联和分布式能源标准（IEEE 1547 / 1547.1 / 2030.5、SunSpec Modbus配置文件、ENA G98/G99及其他电网规范）；工业和现场总线协议（Modbus、CAN / ISO-TP、MQTT）；SCPI仪器编程手册（功率分析仪、电网模拟器、可编程交流电源）；Arm Cortex-M及其他MCU/硬件数据手册（寄存器、位域、复位值）；FPGA收发器、硅片和工具链（AMD/Xilinx UltraScale GTH/GTY/GTM和7系列GTX、SelectIO/时钟、Vivado和Vitis HLS、器件数据手册）以及网络和接口IP产品指南（10G/25G和100G以太网、PCIe集成块、XDMA/QDMA/AXI-DMA、DDR4内存IP）；总线和互连规范（AMBA AXI和AXI4-Stream）；光模块管理（SFF-8472/8636 SFP+/QSFP DDM）；网络协议RFC（IPv4、TCP、UDP、ARP、Internet校验和）、PCIe基础规范和IEEE 1588 PTP；交易所市场数据和订单输入协议（纳斯达克TotalView-ITCH和OUCH、纽交所Pillar、CME MDP/SBE、Cboe PITCH/BOE、FIX）；安全关键C/C++编码指南和语言标准",
        "input_schema": {
          "properties": {
            "query": {
              "title": "Query",
              "type": "string"
            },
            "limit": {
              "default": 8,
              "title": "Limit",
              "type": "integer"
            },
            "effort": {
              "anyOf": [
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                  "type": "string"
                },
                {
                  "type": "null"
                }
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              "default": null,
              "title": "Effort"
            }
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          "required": [
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          "title": "search_docsArguments",
          "type": "object"
        },
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          "properties": {
            "result": {
              "title": "Result",
              "type": "string"
            }
          },
          "required": [
            "result"
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          "title": "search_docsOutput",
          "type": "object"
        },
        "unit_kind": "mcp_tool",
        "effect": "read",
        "open_world": false,
        "idempotency": "idempotent",
        "confirmation": "explicit policy",
        "evidence_ids": [
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        ],
        "runtime_auth": {},
        "pricing": {},
        "metadata": {}
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      "method_version": "capability-evidence-v2",
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        "source": "verified",
        "connectivity": "verified",
        "contract": "strong",
        "safe_use": "untested",
        "real_use": "unobserved"
      },
      "assessment": {
        "capability_definition": "strong",
        "contract_completeness": "strong",
        "access_friction": "low",
        "operational_transparency": "partial",
        "evidence_strength": "protocol_inspected",
        "use_readiness": "guided_use"
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            "weight": 90,
            "confidence": 90,
            "evidence_ids": [
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              "protocol-tools"
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          },
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            "weight": 90,
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            "evidence_ids": [
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          },
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            "evidence_ids": [
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        "domains": [
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        "dependencies": []
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      "trust": {
        "signal": "none",
        "evidence_ids": [],
        "reason": "No suspicious or malicious evidence found."
      },
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        "good_for": [
          "Retrieving page-cited technical documentation for embedded systems, firmware, and hardware engineering.",
          "Searching standards, datasheets, and protocol specifications across industrial, networking, and financial trading domains.",
          "Expanding search results to full verbatim sections for in-depth analysis."
        ],
        "not_for": [
          "General web search or non-technical document retrieval.",
          "Writing or modifying documents; the server only retrieves and requests additions.",
          "Real-time data or monitoring; it is a static reference corpus."
        ]
      },
      "evidence": [
        {
          "id": "source-record",
          "type": "registry_record",
          "source": "https://github.com/ByteAsk/ByteAsk-Embedded-MCP",
          "observation": "MCP source record for embedded-docs; version 1.0.1.",
          "observed_at": null,
          "payload": {}
        },
        {
          "id": "protocol-tools",
          "type": "protocol_observation",
          "source": "https://mcp.byteask.ai/mcp#tools/list",
          "observation": "3 tools were returned by MCP discovery; 3 were retained for review.",
          "observed_at": "2026-09-03T05:51:28.451Z",
          "payload": {}
        }
      ],
      "unknowns": [
        "Authentication mechanism is unknown.",
        "Pricing model is unknown.",
        "Exact content of the indexed corpus beyond the description is not fully verified.",
        "Latency and reliability under load are not assessed.",
        "The 'effort' parameter's effect is unknown.",
        "The tool 'request_document' may have side effects (external action) but confirmation policy is not explicitly stated."
      ],
      "id": "REV_144832538C11",
      "resource_id": "RES_EA0764AE6697",
      "evaluator_type": "platform_ai",
      "provider": "deepseek",
      "model": "deepseek-v4-flash",
      "review_scope": "protocol-inspected-mcp",
      "created_at": "2026-09-03T05:51:46.958Z"
    }
  }
}