Vi Assistant by Vultax

Vi market evidence, hypothetical price scenarios and published Vultax research.

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Calidad y seguridad

A
Calidad de la descripción
100%
Integridad del esquema
77%
Calidad de los nombres
100%
Riesgo de envenenamiento
100%
Coincidencia de permisos
100%
Cumplimiento del protocolo
100%

Basado en el análisis automatizado de las definiciones de herramientas y el cumplimiento del protocolo.

Costo de contexto

~2,006Tokens (definiciones de herramientas)
~7.4 KBTamaño de respuesta típico
Impacto moderado en la atención (1.57% del contexto de 128k)

Este es el número aproximado de tokens que se consumen cada vez que las herramientas del servidor se cargan en el contexto de un modelo. Los recuentos más altos reducen la atención disponible para otras tareas.

Instalar

Instalación con un clic

Agrega esto a tu archivo `claude_desktop_config.json`:

{
  "mcpServers": {
    "vultax-research": {
      "url": "https://vultax.com/mcp"
    }
  }
}

Puntos de conexión remotos

https://vultax.com/mcpstreamable-http
https://vultax.com/vi-mcpstreamable-http

Qué puede hacer

Inventario de herramientas

Herramientas (3)

🟢 Solo lectura🟡 Escritura🔴 Eliminación⚪ Desconocido
🟢search_research(query, limit, offset)

Find published Vultax studies by topic or question. Returns citation URLs, summaries and public dates. Use get_research_article for the full study.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "query": {
      "default": "",
      "type": "string",
      "maxLength": 240
    },
    "limit": {
      "default": 5,
      "type": "integer",
      "minimum": 1,
      "maximum": 10
    },
    "offset": {
      "default": 0,
      "type": "integer",
      "minimum": 0,
      "maximum": 10000
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string"
    },
    "total": {
      "type": "number"
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "id": {
            "type": "string"
          },
          "title": {
            "type": "string"
          },
          "description": {
            "type": "string"
          },
          "url": {
            "type": "string"
          },
          "markdownUrl": {
            "type": "string"
          },
          "category": {
            "type": "string"
          },
          "publishedAt": {
            "type": "string"
          },
          "modifiedAt": {
            "type": "string"
          }
        },
        "required": [
          "id",
          "title",
          "description",
          "url",
          "markdownUrl",
          "category",
          "publishedAt",
          "modifiedAt"
        ],
        "additionalProperties": false
      }
    },
    "nextOffset": {
      "type": [
        "number",
        "null"
      ]
    }
  },
  "required": [
    "query",
    "total",
    "results",
    "nextOffset"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#",
  "additionalProperties": false
}
🟢get_research_article(slug)

Read a published study by its exact slug from search_research. Includes the full article as Markdown, source citations, published tables, methodology context and limitations. Does not fetch changing live widgets.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string",
      "minLength": 1,
      "maxLength": 160,
      "pattern": "^[a-z0-9-]+$"
    }
  },
  "required": [
    "slug"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string"
    },
    "title": {
      "type": "string"
    },
    "description": {
      "type": "string"
    },
    "url": {
      "type": "string"
    },
    "markdownUrl": {
      "type": "string"
    },
    "category": {
      "type": "string"
    },
    "publishedAt": {
      "type": "string"
    },
    "modifiedAt": {
      "type": "string"
    },
    "schemaVersion": {
      "type": "string"
    },
    "markdown": {
      "type": "string"
    },
    "summary": {
      "type": "string"
    },
    "keywords": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "author": {
      "type": "object",
      "properties": {
        "id": {
          "type": "string"
        },
        "name": {
          "type": "string"
        },
        "url": {
          "type": "string"
        }
      },
      "required": [
        "id",
        "name",
        "url"
      ],
      "additionalProperties": false
    },
    "publisher": {
      "type": "object",
      "properties": {
        "id": {
          "type": "string"
        },
        "name": {
          "type": "string"
        },
        "url": {
          "type": "string"
        }
      },
      "required": [
        "id",
        "name",
        "url"
      ],
      "additionalProperties": false
    },
    "signals": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "label": {
            "type": "string"
          },
          "value": {
            "type": "string"
          },
          "note": {
            "type": "string"
          }
        },
        "required": [
          "label",
          "value"
        ],
        "additionalProperties": false
      }
    },
    "sections": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "id": {
            "type": "string"
          },
          "heading": {
            "type": "string"
          },
          "paragraphs": {
            "type": "array",
            "items": {
              "type": "string"
            }
          },
          "bullets": {
            "type": "array",
            "items": {
              "type": "string"
            }
          },
          "code": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "label": {
                  "type": [
                    "string",
                    "null"
                  ]
                },
                "language": {
                  "type": "string",
                  "enum": [
                    "bash",
                    "python",
                    "json",
                    "text"
                  ]
                },
                "text": {
                  "type": "string"
                },
                "caption": {
                  "type": [
                    "string",
                    "null"
                  ]
                }
              },
              "required": [
                "label",
                "language",
                "text",
                "caption"
              ],
              "additionalProperties": false
            }
          }
        },
        "required": [
          "id",
          "heading",
          "paragraphs",
          "bullets",
          "code"
        ],
        "additionalProperties": false
      }
    },
    "sources": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "label": {
            "type": "string"
          },
          "url": {
            "type": "string"
          },
          "note": {
            "type": [
              "string",
              "null"
            ]
          }
        },
        "required": [
          "label",
          "url",
          "note"
        ],
        "additionalProperties": false
      }
    },
    "datasets": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "id": {
            "type": "string"
          },
          "title": {
            "type": "string"
          },
          "kind": {
            "type": "string",
            "enum": [
              "published-table",
              "published-chart"
            ]
          },
          "description": {
            "type": "string"
          },
          "articleUrl": {
            "type": "string"
          },
          "sectionUrl": {
            "type": "string"
          },
          "publishedAt": {
            "type": "string"
          },
          "modifiedAt": {
            "type": "string"
          },
          "version": {
            "type": "string"
          },
          "isLive": {
            "type": "boolean",
            "const": false
          },
          "columns": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "name": {
                  "type": "string"
                },
                "unit": {
                  "type": [
                    "string",
                    "null"
                  ]
                }
              },
              "required": [
                "name",
                "unit"
              ],
              "additionalProperties": false
            }
          },
          "rows": {
            "type": "array",
            "items": {
              "type": "array",
              "items": {
                "type": [
                  "string",
                  "number"
                ]
              }
            }
          },
          "measurementContext": {
            "type": [
              "string",
              "null"
            ]
          },
          "measurement": {
            "type": "object",
            "properties": {
              "kind": {
                "anyOf": [
                  {
                    "type": "string",
                    "enum": [
                      "observed",
                      "illustrative",
                      "reference"
                    ]
                  },
                  {
                    "type": "null"
                  }
                ]
              },
              "temporalCoverage": {
                "type": [
                  "string",
                  "null"
                ]
              },
              "population": {
                "type": [
                  "string",
                  "null"
                ]
              },
              "methodology": {
                "type": [
                  "string",
                  "null"
                ]
              }
            },
            "required": [
              "kind",
              "temporalCoverage",
              "population",
              "methodology"
            ],
            "additionalProperties": false
          },
          "limitations": {
            "type": "string"
          },
          "sources": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "label": {
                  "type": "string"
                },
                "url": {
                  "type": "string"
                },
                "note": {
                  "type": [
                    "string",
                    "null"
                  ]
                }
              },
              "required": [
                "label",
                "url",
                "note"
              ],
              "additionalProperties": false
            }
          },
          "downloads": {
            "type": "object",
            "properties": {
              "json": {
                "type": "string"
              },
              "csv": {
                "type": "string"
              }
            },
            "required": [
              "json",
              "csv"
            ],
            "additionalProperties": false
          }
        },
        "required": [
          "id",
          "title",
          "kind",
          "description",
          "articleUrl",
          "sectionUrl",
          "publishedAt",
          "modifiedAt",
          "version",
          "isLive",
          "columns",
          "rows",
          "measurementContext",
          "measurement",
          "limitations",
          "sources",
          "downloads"
        ],
        "additionalProperties": false
      }
    },
    "questions": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "question": {
            "type": "string"
          },
          "answer": {
            "type": "string"
          }
        },
        "required": [
          "question",
          "answer"
        ],
        "additionalProperties": false
      }
    },
    "revisions": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "date": {
            "type": "string"
          },
          "text": {
            "type": "string"
          }
        },
        "required": [
          "date",
          "text"
        ],
        "additionalProperties": false
      }
    },
    "limitations": {
      "type": "string"
    },
    "liveContextUrl": {
      "type": [
        "string",
        "null"
      ]
    }
  },
  "required": [
    "id",
    "title",
    "description",
    "url",
    "markdownUrl",
    "category",
    "publishedAt",
    "modifiedAt",
    "schemaVersion",
    "markdown",
    "summary",
    "keywords",
    "author",
    "publisher",
    "signals",
    "sections",
    "sources",
    "datasets",
    "questions",
    "revisions",
    "limitations",
    "liveContextUrl"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#",
  "additionalProperties": false
}
🟢get_research_dataset(slug, dataset)

Retrieve a published table or chart by article slug and optional dataset ID returned by get_research_article. Without a dataset ID, returns all datasets in the article. Values include units, source context, data version and CSV/JSON links; these are study snapshots and calculations.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string",
      "minLength": 1,
      "maxLength": 160,
      "pattern": "^[a-z0-9-]+$"
    },
    "dataset": {
      "type": "string",
      "maxLength": 200,
      "pattern": "^[a-z0-9-]+$"
    }
  },
  "required": [
    "slug"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "articleUrl": {
      "type": "string"
    },
    "datasets": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "id": {
            "type": "string"
          },
          "title": {
            "type": "string"
          },
          "kind": {
            "type": "string",
            "enum": [
              "published-table",
              "published-chart"
            ]
          },
          "description": {
            "type": "string"
          },
          "articleUrl": {
            "type": "string"
          },
          "sectionUrl": {
            "type": "string"
          },
          "publishedAt": {
            "type": "string"
          },
          "modifiedAt": {
            "type": "string"
          },
          "version": {
            "type": "string"
          },
          "isLive": {
            "type": "boolean",
            "const": false
          },
          "columns": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "name": {
                  "type": "string"
                },
                "unit": {
                  "type": [
                    "string",
                    "null"
                  ]
                }
              },
              "required": [
                "name",
                "unit"
              ],
              "additionalProperties": false
            }
          },
          "rows": {
            "type": "array",
            "items": {
              "type": "array",
              "items": {
                "type": [
                  "string",
                  "number"
                ]
              }
            }
          },
          "measurementContext": {
            "type": [
              "string",
              "null"
            ]
          },
          "measurement": {
            "type": "object",
            "properties": {
              "kind": {
                "anyOf": [
                  {
                    "type": "string",
                    "enum": [
                      "observed",
                      "illustrative",
                      "reference"
                    ]
                  },
                  {
                    "type": "null"
                  }
                ]
              },
              "temporalCoverage": {
                "type": [
                  "string",
                  "null"
                ]
              },
              "population": {
                "type": [
                  "string",
                  "null"
                ]
              },
              "methodology": {
                "type": [
                  "string",
                  "null"
                ]
              }
            },
            "required": [
              "kind",
              "temporalCoverage",
              "population",
              "methodology"
            ],
            "additionalProperties": false
          },
          "limitations": {
            "type": "string"
          },
          "sources": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "label": {
                  "type": "string"
                },
                "url": {
                  "type": "string"
                },
                "note": {
                  "type": [
                    "string",
                    "null"
                  ]
                }
              },
              "required": [
                "label",
                "url",
                "note"
              ],
              "additionalProperties": false
            }
          },
          "downloads": {
            "type": "object",
            "properties": {
              "json": {
                "type": "string"
              },
              "csv": {
                "type": "string"
              }
            },
            "required": [
              "json",
              "csv"
            ],
            "additionalProperties": false
          }
        },
        "required": [
          "id",
          "title",
          "kind",
          "description",
          "articleUrl",
          "sectionUrl",
          "publishedAt",
          "modifiedAt",
          "version",
          "isLive",
          "columns",
          "rows",
          "measurementContext",
          "measurement",
          "limitations",
          "sources",
          "downloads"
        ],
        "additionalProperties": false
      }
    }
  },
  "required": [
    "articleUrl",
    "datasets"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#",
  "additionalProperties": false
}

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