MCP MeasureMCP Measure

index observed

torneo

Observatory operated and funded by devlo: real tools on frozen tasks; intervals, cost, limits.

Should I use this

Quality & Safety

A
Description quality
89%
Schema completeness
73%
Naming quality
93%
Poisoning risk
100%
Permission match
100%
Protocol compliance
100%

Findings (2)

  • LOWTool 'list_categories' description lacks action verbin list_categories
  • LOWTool 'get_run' description lacks action verbin get_run

Based on automated analysis of tool definitions and protocol compliance.

Context Cost

~1,733Tokens (tool definitions)
~1.6 KBTypical response size
Moderate attention impact (1.35% 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": {
    "torneo": {
      "url": "https://torneo.ai/api/mcp"
    }
  }
}

Remote endpoints

https://torneo.ai/api/mcpstreamable-http

What it can do

Tool inventory

Tools (9)

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

Discover categories with dated status and fixture flags. Fixtures are synthetic, never real evidence.

Input Schema

{
  "type": "object",
  "properties": {},
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false
}
🟢get_results(category)

Canonical evidence for a category. Cite observed_at, uncertainty and limits; never the best tool. INSUFFICIENT_EVIDENCE is not a ranking.

Input Schema

{
  "type": "object",
  "properties": {
    "category": {
      "type": "string",
      "pattern": "^[a-z0-9][a-z0-9-]{1,63}$"
    }
  },
  "required": [
    "category"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false
}
🟢get_run(run_id)

Canonical result bundle or explicit PRE_REGISTERED state. Unknown cost is null / UNKNOWN.

Input Schema

{
  "type": "object",
  "properties": {
    "run_id": {
      "type": "string",
      "pattern": "^[A-Z0-9][A-Z0-9-]{1,63}$"
    }
  },
  "required": [
    "run_id"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false
}
🟢explain_limits(category, run_id)

Limits, freshness, conflicts and answer rule of a category or run. Read before citing evidence.

Input Schema

{
  "type": "object",
  "properties": {
    "category": {
      "type": "string",
      "pattern": "^[a-z0-9][a-z0-9-]{1,63}$"
    },
    "run_id": {
      "type": "string",
      "pattern": "^[A-Z0-9][A-Z0-9-]{1,63}$"
    }
  },
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false
}
🟢get_auto_tournament(category, run_id)

Automatic attempts, including failures: current private-store state when configured, otherwise a published snapshot. No execution is triggered.

Input Schema

{
  "type": "object",
  "properties": {
    "category": {
      "type": "string",
      "pattern": "^[a-z0-9][a-z0-9-]{1,63}$"
    },
    "run_id": {
      "type": "string",
      "pattern": "^[A-Z0-9][A-Z0-9-]{1,63}$"
    }
  },
  "required": [
    "category"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false
}
🟡submit_need(need)

Log an advisory need.v1 request. Do not include personal or secret data. Returns need-id; persistence is partial until private ingestion and publication.

Input Schema

{
  "type": "object",
  "properties": {
    "need": {
      "type": "object",
      "properties": {
        "schema": {
          "type": "string",
          "const": "need.v1"
        },
        "requester": {
          "type": "object",
          "properties": {
            "kind": {
              "type": "string",
              "enum": [
                "agent",
                "buyer",
                "vendor",
                "operator",
                "researcher"
              ]
            },
            "origin": {
              "type": "string"
            }
          },
          "required": [
            "kind",
            "origin"
          ],
          "additionalProperties": false
        },
        "task_class": {
          "type": "string",
          "pattern": "^[a-z0-9][a-z0-9-]{1,63}$"
        },
        "constraints": {
          "type": "object",
          "properties": {
            "max_cost_per_unit_usd": {
              "type": "number",
              "minimum": 0
            },
            "max_latency_ms": {
              "type": "integer",
              "exclusiveMinimum": 0,
              "maximum": 9007199254740991
            },
            "interfaces": {
              "maxItems": 3,
              "type": "array",
              "items": {
                "type": "string",
                "enum": [
                  "api",
                  "cli",
                  "mcp"
                ]
              }
            },
            "languages": {
              "maxItems": 10,
              "type": "array",
              "items": {
                "type": "string",
                "pattern": "^[a-z]{2,3}(-[A-Z]{2})?$"
              }
            },
            "data_residency": {
              "type": "string",
              "enum": [
                "any",
                "ch",
                "eu",
                "us"
              ]
            }
          },
          "additionalProperties": false
        },
        "priorities": {
          "type": "object",
          "properties": {
            "quality": {
              "type": "number",
              "minimum": 0,
              "maximum": 1
            },
            "cost": {
              "type": "number",
              "minimum": 0,
              "maximum": 1
            },
            "latency": {
              "type": "number",
              "minimum": 0,
              "maximum": 1
            },
            "reliability": {
              "type": "number",
              "minimum": 0,
              "maximum": 1
            }
          },
          "additionalProperties": false
        },
        "adaptation": {
          "type": "object",
          "properties": {
            "kind": {
              "type": "string",
              "enum": [
                "none",
                "view",
                "next_season",
                "on_demand"
              ]
            }
          },
          "required": [
            "kind"
          ],
          "additionalProperties": false
        },
        "description": {
          "type": "string"
        }
      },
      "required": [
        "schema",
        "requester",
        "task_class"
      ],
      "additionalProperties": false
    }
  },
  "required": [
    "need"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false
}
🟢request_tournament(need)

Request a tournament using need.v1. Advisory only; never starts a run or spends. Follow the returned id with get_need.

Input Schema

{
  "type": "object",
  "properties": {
    "need": {
      "type": "object",
      "properties": {
        "schema": {
          "type": "string",
          "const": "need.v1"
        },
        "requester": {
          "type": "object",
          "properties": {
            "kind": {
              "type": "string",
              "enum": [
                "agent",
                "buyer",
                "vendor",
                "operator",
                "researcher"
              ]
            },
            "origin": {
              "type": "string"
            }
          },
          "required": [
            "kind",
            "origin"
          ],
          "additionalProperties": false
        },
        "task_class": {
          "type": "string",
          "pattern": "^[a-z0-9][a-z0-9-]{1,63}$"
        },
        "constraints": {
          "type": "object",
          "properties": {
            "max_cost_per_unit_usd": {
              "type": "number",
              "minimum": 0
            },
            "max_latency_ms": {
              "type": "integer",
              "exclusiveMinimum": 0,
              "maximum": 9007199254740991
            },
            "interfaces": {
              "maxItems": 3,
              "type": "array",
              "items": {
                "type": "string",
                "enum": [
                  "api",
                  "cli",
                  "mcp"
                ]
              }
            },
            "languages": {
              "maxItems": 10,
              "type": "array",
              "items": {
                "type": "string",
                "pattern": "^[a-z]{2,3}(-[A-Z]{2})?$"
              }
            },
            "data_residency": {
              "type": "string",
              "enum": [
                "any",
                "ch",
                "eu",
                "us"
              ]
            }
          },
          "additionalProperties": false
        },
        "priorities": {
          "type": "object",
          "properties": {
            "quality": {
              "type": "number",
              "minimum": 0,
              "maximum": 1
            },
            "cost": {
              "type": "number",
              "minimum": 0,
              "maximum": 1
            },
            "latency": {
              "type": "number",
              "minimum": 0,
              "maximum": 1
            },
            "reliability": {
              "type": "number",
              "minimum": 0,
              "maximum": 1
            }
          },
          "additionalProperties": false
        },
        "adaptation": {
          "type": "object",
          "properties": {
            "kind": {
              "type": "string",
              "enum": [
                "none",
                "view",
                "next_season",
                "on_demand"
              ]
            }
          },
          "required": [
            "kind"
          ],
          "additionalProperties": false
        },
        "description": {
          "type": "string"
        }
      },
      "required": [
        "schema",
        "requester",
        "task_class"
      ],
      "additionalProperties": false
    }
  },
  "required": [
    "need"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false
}
🟢get_need(need_id)

Follow need-id in current private-store state when configured, otherwise the published snapshot. Unknown or unavailable means partial, not refused.

Input Schema

{
  "type": "object",
  "properties": {
    "need_id": {
      "type": "string",
      "pattern": "^need-[0-9a-f]{16}$"
    }
  },
  "required": [
    "need_id"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false
}
🟢decide(category, constraints, max_age_days, as_of)

Read-only decision.v1 for one category and a declared context: constraint applicability first, then EVIDENCE or ABSTAIN with a stable reason_code (answer_rule.v3). An abstention removes the verdict only; evidence, reservations and gaps stay. Never a rank on overlapping intervals. Replay and attestation verdicts are as of the last build.

Input Schema

{
  "type": "object",
  "properties": {
    "category": {
      "type": "string",
      "pattern": "^[a-z0-9][a-z0-9-]{1,63}$"
    },
    "constraints": {
      "type": "object",
      "propertyNames": {
        "type": "string"
      },
      "additionalProperties": {
        "type": [
          "string",
          "number",
          "boolean"
        ]
      }
    },
    "max_age_days": {
      "type": "integer",
      "minimum": 0,
      "maximum": 9007199254740991
    },
    "as_of": {
      "type": "string",
      "pattern": "^\\d{4}-\\d{2}-\\d{2}T\\d{2}:\\d{2}:\\d{2}Z$"
    }
  },
  "required": [
    "category"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false
}

Community

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Evidence

Recent observations

verifiedversion not recorded9 tools
verifiedversion not recorded8 tools
verifiedversion not recorded4 tools
verifiedversion not recorded4 tools
verifiedversion not recorded4 tools
verifiedversion not recorded4 tools