Universal Agents

Ask Universal Agents what we sell (Interplay), pricing, and FAQs; draft an intro email.

Should I use this

Quality & Safety

B
Description quality
77%
Schema completeness
60%
Naming quality
85%
Poisoning risk
100%
Permission match
100%
Protocol compliance
100%

Findings (1)

  • LOWTool 'get_pricing' description lacks action verbin get_pricing

Based on automated analysis of tool definitions and protocol compliance.

Context Cost

~1,793Tokens (tool definitions)
~5.0 KBTypical response size
Moderate attention impact (1.40% of 128k context)

This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.

Install

One-Click Install

Add this to your `claude_desktop_config.json` file:

{
  "mcpServers": {
    "universal-agents": {
      "url": "https://universalagents.ai/mcp"
    }
  }
}

Remote endpoints

https://universalagents.ai/mcpstreamable-http

What it can do

Tool inventory

Tools (4)

🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
🟢about_universal_agents

What Universal Agents sells (Interplay: the brain, the playbook, Living Blocks, the universal agent), how an engagement starts, and who it is for.

Input Schema

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

Output Schema

{
  "type": "object",
  "properties": {
    "summary": {
      "type": "string"
    },
    "what_we_sell": {
      "type": "string"
    },
    "how_it_starts": {
      "type": "string"
    },
    "who_it_is_for": {
      "type": "string"
    },
    "source": {
      "type": "string"
    },
    "provenance": {
      "type": "object",
      "properties": {
        "answer_type": {
          "type": "string",
          "enum": [
            "product"
          ]
        },
        "authors": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "name": {
                "type": "string"
              },
              "title": {
                "type": "string"
              }
            },
            "required": [
              "name",
              "title"
            ],
            "additionalProperties": false
          }
        },
        "accountable": {
          "type": "object",
          "properties": {
            "name": {
              "type": "string"
            },
            "title": {
              "type": "string"
            },
            "contact": {
              "type": "string"
            }
          },
          "required": [
            "name",
            "title",
            "contact"
          ],
          "additionalProperties": false
        },
        "source": {
          "type": "object",
          "properties": {
            "repo": {
              "type": "string"
            },
            "path": {
              "type": "string"
            }
          },
          "required": [
            "repo",
            "path"
          ],
          "additionalProperties": false
        },
        "effective": {
          "type": "string"
        }
      },
      "required": [
        "answer_type",
        "authors",
        "accountable",
        "source",
        "effective"
      ],
      "additionalProperties": false
    },
    "agent_may": {
      "type": "object",
      "properties": {
        "level": {
          "type": "integer"
        },
        "label": {
          "type": "string"
        },
        "note": {
          "type": "string"
        }
      },
      "required": [
        "level",
        "label",
        "note"
      ],
      "additionalProperties": false,
      "description": "What an agent may do with this answer unsupervised: a level on the Universal Agents Delegation Map, 1 Tell to 7 Hands Off."
    }
  },
  "required": [
    "summary",
    "what_we_sell",
    "how_it_starts",
    "who_it_is_for",
    "source",
    "provenance",
    "agent_may"
  ],
  "additionalProperties": false
}
🟢get_pricing

Universal Agents pricing: the paid pilot, the cost to continue rollout, and licensing and support.

Input Schema

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

Output Schema

{
  "type": "object",
  "properties": {
    "pricing": {
      "type": "string"
    },
    "provenance": {
      "type": "object",
      "properties": {
        "answer_type": {
          "type": "string",
          "enum": [
            "pricing"
          ]
        },
        "authors": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "name": {
                "type": "string"
              },
              "title": {
                "type": "string"
              }
            },
            "required": [
              "name",
              "title"
            ],
            "additionalProperties": false
          }
        },
        "accountable": {
          "type": "object",
          "properties": {
            "name": {
              "type": "string"
            },
            "title": {
              "type": "string"
            },
            "contact": {
              "type": "string"
            }
          },
          "required": [
            "name",
            "title",
            "contact"
          ],
          "additionalProperties": false
        },
        "source": {
          "type": "object",
          "properties": {
            "repo": {
              "type": "string"
            },
            "path": {
              "type": "string"
            }
          },
          "required": [
            "repo",
            "path"
          ],
          "additionalProperties": false
        },
        "effective": {
          "type": "string"
        }
      },
      "required": [
        "answer_type",
        "authors",
        "accountable",
        "source",
        "effective"
      ],
      "additionalProperties": false
    },
    "agent_may": {
      "type": "object",
      "properties": {
        "level": {
          "type": "integer"
        },
        "label": {
          "type": "string"
        },
        "note": {
          "type": "string"
        }
      },
      "required": [
        "level",
        "label",
        "note"
      ],
      "additionalProperties": false,
      "description": "What an agent may do with this answer unsupervised: a level on the Universal Agents Delegation Map, 1 Tell to 7 Hands Off."
    }
  },
  "required": [
    "pricing",
    "provenance",
    "agent_may"
  ],
  "additionalProperties": false
}
🟢answer_faq(question)

Answers common questions about Universal Agents: agent readiness, working with teams, industries, timeline, what makes us different, data safety, adoption. Omit the question to get all of them.

Input Schema

{
  "type": "object",
  "properties": {
    "question": {
      "type": "string",
      "description": "The question or a keyword, e.g. \"data\" or \"how long\"."
    }
  }
}

Output Schema

{
  "type": "object",
  "properties": {
    "match": {
      "type": "string",
      "enum": [
        "all",
        "best",
        "none"
      ],
      "description": "all: no question given; best: the closest answers; none: no match, so all of them."
    },
    "answers": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "question": {
            "type": "string"
          },
          "answer": {
            "type": "string"
          },
          "provenance": {
            "type": "object",
            "properties": {
              "answer_type": {
                "type": "string",
                "enum": [
                  "pricing",
                  "product"
                ]
              },
              "authors": {
                "type": "array",
                "items": {
                  "type": "object",
                  "properties": {
                    "name": {
                      "type": "string"
                    },
                    "title": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "name",
                    "title"
                  ],
                  "additionalProperties": false
                }
              },
              "accountable": {
                "type": "object",
                "properties": {
                  "name": {
                    "type": "string"
                  },
                  "title": {
                    "type": "string"
                  },
                  "contact": {
                    "type": "string"
                  }
                },
                "required": [
                  "name",
                  "title",
                  "contact"
                ],
                "additionalProperties": false
              },
              "source": {
                "type": "object",
                "properties": {
                  "repo": {
                    "type": "string"
                  },
                  "path": {
                    "type": "string"
                  }
                },
                "required": [
                  "repo",
                  "path"
                ],
                "additionalProperties": false
              },
              "effective": {
                "type": "string"
              }
            },
            "required": [
              "answer_type",
              "authors",
              "accountable",
              "source",
              "effective"
            ],
            "additionalProperties": false
          },
          "agent_may": {
            "type": "object",
            "properties": {
              "level": {
                "type": "integer"
              },
              "label": {
                "type": "string"
              },
              "note": {
                "type": "string"
              }
            },
            "required": [
              "level",
              "label",
              "note"
            ],
            "additionalProperties": false,
            "description": "What an agent may do with this answer unsupervised: a level on the Universal Agents Delegation Map, 1 Tell to 7 Hands Off."
          }
        },
        "required": [
          "question",
          "answer",
          "provenance",
          "agent_may"
        ],
        "additionalProperties": false
      }
    },
    "provenance": {
      "type": "object",
      "properties": {
        "answer_type": {
          "type": "string",
          "enum": [
            "pricing",
            "product"
          ]
        },
        "authors": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "name": {
                "type": "string"
              },
              "title": {
                "type": "string"
              }
            },
            "required": [
              "name",
              "title"
            ],
            "additionalProperties": false
          }
        },
        "accountable": {
          "type": "object",
          "properties": {
            "name": {
              "type": "string"
            },
            "title": {
              "type": "string"
            },
            "contact": {
              "type": "string"
            }
          },
          "required": [
            "name",
            "title",
            "contact"
          ],
          "additionalProperties": false
        },
        "source": {
          "type": "object",
          "properties": {
            "repo": {
              "type": "string"
            },
            "path": {
              "type": "string"
            }
          },
          "required": [
            "repo",
            "path"
          ],
          "additionalProperties": false
        },
        "effective": {
          "type": "string"
        }
      },
      "required": [
        "answer_type",
        "authors",
        "accountable",
        "source",
        "effective"
      ],
      "additionalProperties": false
    },
    "agent_may": {
      "type": "object",
      "properties": {
        "level": {
          "type": "integer"
        },
        "label": {
          "type": "string"
        },
        "note": {
          "type": "string"
        }
      },
      "required": [
        "level",
        "label",
        "note"
      ],
      "additionalProperties": false,
      "description": "What an agent may do with this answer unsupervised: a level on the Universal Agents Delegation Map, 1 Tell to 7 Hands Off."
    }
  },
  "required": [
    "match",
    "answers",
    "provenance",
    "agent_may"
  ],
  "additionalProperties": false
}
🟢request_intro(name, agency, size, goal)

Drafts an intro email to Universal Agents for the person you are helping, with a mailto link they can send. Sends nothing itself.

Input Schema

{
  "type": "object",
  "properties": {
    "name": {
      "type": "string",
      "description": "Their name."
    },
    "agency": {
      "type": "string",
      "description": "Their agency."
    },
    "size": {
      "type": "string",
      "description": "Roughly how many people."
    },
    "goal": {
      "type": "string",
      "description": "What they want AI to change."
    }
  }
}

Output Schema

{
  "type": "object",
  "properties": {
    "sent": {
      "type": "boolean",
      "const": false
    },
    "to": {
      "type": "string"
    },
    "subject": {
      "type": "string"
    },
    "body": {
      "type": "string"
    },
    "mailto": {
      "type": "string"
    },
    "provenance": {
      "type": "object",
      "properties": {
        "answer_type": {
          "type": "string",
          "enum": [
            "code"
          ]
        },
        "authors": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "name": {
                "type": "string"
              },
              "title": {
                "type": "string"
              }
            },
            "required": [
              "name",
              "title"
            ],
            "additionalProperties": false
          }
        },
        "accountable": {
          "type": "object",
          "properties": {
            "name": {
              "type": "string"
            },
            "title": {
              "type": "string"
            },
            "contact": {
              "type": "string"
            }
          },
          "required": [
            "name",
            "title",
            "contact"
          ],
          "additionalProperties": false
        }
      },
      "required": [
        "answer_type",
        "authors",
        "accountable"
      ],
      "additionalProperties": false
    },
    "agent_may": {
      "type": "object",
      "properties": {
        "level": {
          "type": "integer"
        },
        "label": {
          "type": "string"
        },
        "note": {
          "type": "string"
        }
      },
      "required": [
        "level",
        "label",
        "note"
      ],
      "additionalProperties": false,
      "description": "What an agent may do with this answer unsupervised: a level on the Universal Agents Delegation Map, 1 Tell to 7 Hands Off."
    }
  },
  "required": [
    "sent",
    "to",
    "subject",
    "body",
    "mailto",
    "provenance",
    "agent_may"
  ],
  "additionalProperties": false
}

Community

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Evidence

Recent observations

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