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索引已观测

ResearchPilot

Plan and verify evidence-aware research workflows with specialist execution receipts.

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质量与安全性

B
描述质量
98%
模式完整度
69%
命名质量
68%
投毒风险
100%
权限匹配度
100%
协议合规性
100%

发现（14）

  • LOWTool 'researchpilot_search_literature' name length outside 3-30 range在 researchpilot_search_literature 中
  • LOWTool 'researchpilot_research_registry' name length outside 3-30 range在 researchpilot_research_registry 中
  • LOWTool 'researchpilot_build_collection_recipe' name length outside 3-30 range在 researchpilot_build_collection_recipe 中
  • LOWTool 'researchpilot_content_analysis_template' name length outside 3-30 range在 researchpilot_content_analysis_template 中
  • LOWTool 'researchpilot_text_analysis_pilot' name length outside 3-30 range在 researchpilot_text_analysis_pilot 中
  • LOWTool 'researchpilot_read_handoff_evidence' name length outside 3-30 range在 researchpilot_read_handoff_evidence 中
  • LOWTool 'researchpilot_get_project_context' name length outside 3-30 range在 researchpilot_get_project_context 中
  • LOWTool 'researchpilot_update_user_preferences' name length outside 3-30 range在 researchpilot_update_user_preferences 中
  • LOWTool 'researchpilot_record_routing_feedback' name length outside 3-30 range在 researchpilot_record_routing_feedback 中
  • LOWTool 'researchpilot_list_work_artifacts' name length outside 3-30 range在 researchpilot_list_work_artifacts 中

基于对工具定义和协议合规性的自动分析。

上下文开销

~3,965token 数（工具定义）
~918 B典型响应大小
对注意力有显著影响（占 128k 上下文窗口的 3.10%）

这是每次将服务器的工具加载到模型上下文窗口时所消耗的大致 token 数。数值越高，可用于其他任务的注意力就越少。

安装

一键安装

将以下内容添加到你的 `claude_desktop_config.json` 文件中：

{
  "mcpServers": {
    "researchpilot": {
      "url": "https://researchpilot-academy-production.up.railway.app/mcp"
    }
  }
}

远程端点

https://researchpilot-academy-production.up.railway.app/mcpstreamable-http

它能做什么

工具清单

工具（23）

🟢 只读🟡 写入🔴 删除⚪ 未知
🟢researchpilot_open_workspace

Open the interactive ResearchPilot workspace when the user wants to select a project, inspect method capability, review research context, or edit an instruction before continuing in the host AI conversation.

输入模式

{
  "type": "object",
  "properties": {},
  "additionalProperties": false
}
🟢researchpilot_capabilities

Read canonical ResearchPilot capability authority. Use this before claiming that ResearchPilot can directly execute a research method.

输入模式

{
  "type": "object",
  "properties": {},
  "additionalProperties": false
}
🟢researchpilot_check_method(capabilityId)

Check one ResearchPilot capability by canonical capability ID and distinguish discussion/planning, direct execution, certified core, registered engine, and specialist handoff.

输入模式

{
  "type": "object",
  "properties": {
    "capabilityId": {
      "type": "string",
      "minLength": 1,
      "maxLength": 120
    }
  },
  "required": [
    "capabilityId"
  ],
  "additionalProperties": false
}
🟢researchpilot_search_literature(query)

Search research literature through ResearchPilot's OpenAlex/Crossref adapter. Bibliographic verification is not scientific-quality or full-text verification.

输入模式

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string",
      "minLength": 1,
      "maxLength": 1000
    }
  },
  "required": [
    "query"
  ],
  "additionalProperties": false
}
🟢researchpilot_search_datasets(query, scope)

Search ResearchPilot dataset/data-paper providers with explicit provider availability states. Returned records remain source candidates, not automatic dataset-fit approval.

输入模式

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string",
      "minLength": 1,
      "maxLength": 500
    },
    "scope": {
      "type": "string",
      "enum": [
        "korean",
        "international",
        "all"
      ],
      "default": "all"
    }
  },
  "required": [
    "query"
  ],
  "additionalProperties": false
}
🟢researchpilot_research_registry(kind, query, limit)

Search ResearchPilot's unified method/model, source-provider, official-reference, or planned-plugin registry. Planning/discovery only; registry presence never authorizes execution or collection.

输入模式

{
  "type": "object",
  "properties": {
    "kind": {
      "type": "string",
      "enum": [
        "methods",
        "sourceProviders",
        "references",
        "plugins"
      ]
    },
    "query": {
      "type": "string",
      "maxLength": 500
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 50,
      "default": 12
    }
  },
  "required": [
    "kind"
  ],
  "additionalProperties": false
}
🟢researchpilot_build_collection_recipe(goal, sourceType, query, period, targetSize)

Build a reproducible collection plan for YouTube metadata, web text, legal references, data APIs, or a bounded text corpus. This returns a plan only and never claims collection occurred.

输入模式

{
  "type": "object",
  "properties": {
    "goal": {
      "type": "string",
      "minLength": 1,
      "maxLength": 4000
    },
    "sourceType": {
      "type": "string",
      "enum": [
        "youtube",
        "web",
        "legal",
        "data_api",
        "text_corpus"
      ]
    },
    "query": {
      "type": "string",
      "maxLength": 1000
    },
    "period": {
      "type": "string",
      "maxLength": 500
    },
    "targetSize": {
      "type": "integer",
      "minimum": 1,
      "maximum": 10000000
    }
  },
  "required": [
    "goal",
    "sourceType"
  ],
  "additionalProperties": false
}
🟢researchpilot_content_analysis_template(researchQuestion, approach, codingMode)

Create a bounded content-analysis codebook and validation skeleton with sampling/coding/context units, category contracts, pilot coding and human/AI validation requirements. Categories remain researcher proposals.

输入模式

{
  "type": "object",
  "properties": {
    "researchQuestion": {
      "type": "string",
      "minLength": 1,
      "maxLength": 4000
    },
    "approach": {
      "type": "string",
      "enum": [
        "deductive",
        "inductive",
        "hybrid"
      ],
      "default": "hybrid"
    },
    "codingMode": {
      "type": "string",
      "enum": [
        "human",
        "ai",
        "hybrid"
      ],
      "default": "hybrid"
    }
  },
  "required": [
    "researchQuestion"
  ],
  "additionalProperties": false
}
🟢researchpilot_text_analysis_pilot(researchQuestion, sourceType, query, period, targetSize, ...)

Create a bounded text-analysis pilot package: collection recipe, codebook skeleton, corpus manifest, pilot/validation plan, AG-UI state, and specialist handoff route. Design only; no coding or validation is claimed.

输入模式

{
  "type": "object",
  "properties": {
    "researchQuestion": {
      "type": "string",
      "minLength": 1,
      "maxLength": 4000
    },
    "sourceType": {
      "type": "string",
      "enum": [
        "youtube",
        "web",
        "legal",
        "data_api",
        "text_corpus"
      ],
      "default": "text_corpus"
    },
    "query": {
      "type": "string",
      "maxLength": 1000
    },
    "period": {
      "type": "string",
      "maxLength": 500
    },
    "targetSize": {
      "type": "integer",
      "minimum": 1,
      "maximum": 10000000
    },
    "approach": {
      "type": "string",
      "enum": [
        "deductive",
        "inductive",
        "hybrid"
      ],
      "default": "hybrid"
    },
    "codingMode": {
      "type": "string",
      "enum": [
        "human",
        "ai",
        "hybrid"
      ],
      "default": "hybrid"
    },
    "corpusItems": {
      "type": "array",
      "maxItems": 200,
      "items": {
        "type": "object",
        "properties": {
          "id": {
            "type": "string",
            "minLength": 1,
            "maxLength": 240
          },
          "title": {
            "type": "string",
            "maxLength": 500
          },
          "source": {
            "type": "string",
            "maxLength": 1000
          },
          "text": {
            "type": "string",
            "maxLength": 200000
          },
          "digest": {
            "type": "string",
            "maxLength": 240
          },
          "provenance": {
            "type": "string",
            "maxLength": 1000
          }
        },
        "required": [
          "id"
        ],
        "additionalProperties": false
      }
    },
    "categories": {
      "type": "array",
      "maxItems": 100,
      "items": {
        "type": "string",
        "maxLength": 240
      }
    }
  },
  "required": [
    "researchQuestion"
  ],
  "additionalProperties": false
}
🟢researchpilot_handoff_summary(handoff)

Validate the outer ResearchPilot specialist handoff identity and return a bounded context summary without source bodies. Use the original handoff package as the authority.

输入模式

{
  "type": "object",
  "properties": {
    "handoff": {
      "type": "object"
    }
  },
  "required": [
    "handoff"
  ],
  "additionalProperties": false
}
🟢researchpilot_handoff_context(handoff)

Read the immutable ResearchContext snapshot carried by a ResearchPilot handoff, including an evidence catalog without source bodies. This does not mutate Studio state or authorize execution.

输入模式

{
  "type": "object",
  "properties": {
    "handoff": {
      "type": "object"
    }
  },
  "required": [
    "handoff"
  ],
  "additionalProperties": false
}
🟢researchpilot_read_handoff_evidence(handoff, sourceId, offset)

Read one exact evidence page from a ResearchPilot handoff after verifying the outer source digest against the immutable ResearchContext snapshot.

输入模式

{
  "type": "object",
  "properties": {
    "handoff": {
      "type": "object"
    },
    "sourceId": {
      "type": "string",
      "minLength": 1,
      "maxLength": 240
    },
    "offset": {
      "type": "integer",
      "minimum": 0,
      "default": 0
    }
  },
  "required": [
    "handoff",
    "sourceId"
  ],
  "additionalProperties": false
}
🟢researchpilot_get_profile

Return the authenticated ResearchPilot user profile for the current OAuth connection. Use only for user identity/personalization, not as research evidence.

输入模式

{
  "type": "object",
  "properties": {},
  "additionalProperties": false
}

输出模式

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "minLength": 1,
      "pattern": "\\S"
    },
    "name": {
      "type": "string"
    },
    "email": {
      "type": "string"
    },
    "nickname": {
      "type": "string"
    }
  },
  "required": [
    "id"
  ],
  "additionalProperties": false
}
🟢researchpilot_list_projects

List the authenticated user's active ResearchPilot projects, newest first. Use before choosing a project when the user's phrase such as 'my study' is ambiguous.

输入模式

{
  "type": "object",
  "properties": {},
  "additionalProperties": false
}
🟢researchpilot_get_project_context(projectId)

Read one authenticated user's cloud ResearchPilot project state: research question, decisions, analysis/result summaries, stale state, source identities/digests and local-artifact availability. Raw local research files are intentionally absent.

输入模式

{
  "type": "object",
  "properties": {
    "projectId": {
      "type": "string",
      "pattern": "^[0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-5][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}$"
    }
  },
  "required": [
    "projectId"
  ],
  "additionalProperties": false
}
🟢researchpilot_get_user_memory

Read the authenticated user's ResearchPilot working preferences and bounded routing history. These are workflow/presentation signals, never scientific authority.

输入模式

{
  "type": "object",
  "properties": {},
  "additionalProperties": false
}
🟡researchpilot_update_user_preferences(answerStyle, resultFirst, writingVoice, avoidTextbookStyle, preferEvidenceBeforeAdvice, ...)

Update bounded ResearchPilot working/writing preferences only when the user explicitly states a stable preference. These preferences affect presentation/workflow, never scientific authority or method validity.

输入模式

{
  "type": "object",
  "properties": {
    "answerStyle": {
      "type": [
        "string",
        "null"
      ],
      "enum": [
        "concise",
        "standard",
        "deep",
        null
      ]
    },
    "resultFirst": {
      "type": [
        "boolean",
        "null"
      ]
    },
    "writingVoice": {
      "type": [
        "string",
        "null"
      ],
      "enum": [
        "restrained",
        "analytic",
        "argumentative",
        null
      ]
    },
    "avoidTextbookStyle": {
      "type": [
        "boolean",
        "null"
      ]
    },
    "preferEvidenceBeforeAdvice": {
      "type": [
        "boolean",
        "null"
      ]
    },
    "preferredOutput": {
      "type": [
        "string",
        "null"
      ],
      "enum": [
        "chat",
        "word",
        "markdown",
        null
      ]
    },
    "discipline": {
      "type": [
        "string",
        "null"
      ],
      "maxLength": 200
    },
    "targetGenre": {
      "type": [
        "string",
        "null"
      ],
      "enum": [
        "journal_article",
        "research_proposal",
        "policy_report",
        "presentation",
        "general",
        null
      ]
    },
    "citationStyle": {
      "type": [
        "string",
        "null"
      ],
      "maxLength": 100
    }
  },
  "additionalProperties": false
}
⚪researchpilot_record_routing_feedback(projectId, taskFamily, capabilityId, toolName, outcome, ...)

Record explicit user feedback about a ResearchPilot capability/tool outcome. Call only when the user explicitly accepts, rejects, corrects, or reports failure/success. Do not store the user's full research question or source text.

输入模式

{
  "type": "object",
  "properties": {
    "projectId": {
      "type": [
        "string",
        "null"
      ],
      "pattern": "^[0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-5][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}$"
    },
    "taskFamily": {
      "type": "string",
      "minLength": 1,
      "maxLength": 160
    },
    "capabilityId": {
      "type": [
        "string",
        "null"
      ],
      "maxLength": 160
    },
    "toolName": {
      "type": [
        "string",
        "null"
      ],
      "maxLength": 200
    },
    "outcome": {
      "type": "string",
      "enum": [
        "SUCCEEDED",
        "FAILED",
        "ACCEPTED",
        "REJECTED",
        "CORRECTED"
      ]
    },
    "feedback": {
      "type": [
        "string",
        "null"
      ],
      "maxLength": 1000
    }
  },
  "required": [
    "taskFamily",
    "outcome"
  ],
  "additionalProperties": false
}
🟢researchpilot_list_work_artifacts(projectId)

List saved working artifacts for one authenticated ResearchPilot project. Use this to continue prior host-AI plans, interpretations, critiques, or drafts without treating them as researcher-approved canonical decisions.

输入模式

{
  "type": "object",
  "properties": {
    "projectId": {
      "type": "string",
      "pattern": "^[0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-5][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}$"
    }
  },
  "required": [
    "projectId"
  ],
  "additionalProperties": false
}
🟢researchpilot_read_work_artifact(projectId, artifactId)

Read one saved working artifact after verifying that both project and artifact belong to the authenticated ResearchPilot owner.

输入模式

{
  "type": "object",
  "properties": {
    "projectId": {
      "type": "string",
      "pattern": "^[0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-5][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}$"
    },
    "artifactId": {
      "type": "string",
      "pattern": "^[0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-5][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}$"
    }
  },
  "required": [
    "projectId",
    "artifactId"
  ],
  "additionalProperties": false
}
🟢researchpilot_prepare_specialist_execution(projectId, capabilityId, requestedWork, rigor, requiredOutputs)

Prepare a rigorous specialist execution request bound to the authenticated project, exact ResearchContext digest, capability authority, and input artifact digests. This does not execute the analysis or transfer local raw files.

输入模式

{
  "type": "object",
  "properties": {
    "projectId": {
      "type": "string",
      "pattern": "^[0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-5][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}$"
    },
    "capabilityId": {
      "type": "string",
      "minLength": 1,
      "maxLength": 160
    },
    "requestedWork": {
      "type": "string",
      "minLength": 1,
      "maxLength": 4000
    },
    "rigor": {
      "type": "string",
      "enum": [
        "STANDARD",
        "HIGH",
        "INDEPENDENT_VALIDATION_REQUIRED"
      ],
      "default": "HIGH"
    },
    "requiredOutputs": {
      "type": "array",
      "items": {
        "type": "string",
        "maxLength": 120
      },
      "maxItems": 50
    }
  },
  "required": [
    "projectId",
    "capabilityId",
    "requestedWork"
  ],
  "additionalProperties": false
}
🟢researchpilot_validate_specialist_receipt(request, receipt)

Validate a specialist execution receipt against its ResearchPilot request and authenticated project/context identity. This verifies identity, input digests, sample accounting, diagnostics and validation-state structure; it does not independently validate scientific correctness.

输入模式

{
  "type": "object",
  "properties": {
    "request": {
      "type": "object"
    },
    "receipt": {
      "type": "object"
    }
  },
  "required": [
    "request",
    "receipt"
  ],
  "additionalProperties": false
}
🟡researchpilot_save_work_artifact(projectId, contextDigest, kind, title, text, ...)

Save a substantive project-specific plan, interpretation, critique, draft, or specialist result as a non-canonical WORKING artifact. Use for durable ResearchPilot continuity; this never accepts a research decision or authorizes execution.

输入模式

{
  "type": "object",
  "properties": {
    "projectId": {
      "type": "string",
      "pattern": "^[0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-5][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}$"
    },
    "contextDigest": {
      "type": "string",
      "minLength": 1,
      "maxLength": 200
    },
    "kind": {
      "type": "string",
      "enum": [
        "research_plan",
        "analysis_interpretation",
        "critical_review",
        "draft",
        "specialist_result",
        "research_note"
      ]
    },
    "title": {
      "type": "string",
      "minLength": 1,
      "maxLength": 500
    },
    "text": {
      "type": "string",
      "minLength": 1,
      "maxLength": 200000
    },
    "sourceRefs": {
      "type": "array",
      "items": {
        "type": "string",
        "maxLength": 240
      },
      "maxItems": 200
    }
  },
  "required": [
    "projectId",
    "contextDigest",
    "kind",
    "title",
    "text"
  ],
  "additionalProperties": false
}

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最近观测

已验证未记录版本23 个工具