MCP MeasureMCP Measure

index observed

LIGHTS OUT WORKS Capability Search

Evidence-labeled Method search for AI Agents; optional contributor and Gateway discovery.

Should I use this

Quality & Safety

B
Description quality
84%
Schema completeness
50%
Naming quality
88%
Poisoning risk
100%
Permission match
100%
Protocol compliance
100%

Findings (2)

  • LOWTool 'discover_low' description lacks action verbin discover_low
  • LOWTool 'agent_gateway_contract' description lacks action verbin agent_gateway_contract

Based on automated analysis of tool definitions and protocol compliance.

Context Cost

~1,534Tokens (tool definitions)
~2.9 KBTypical response size
Moderate attention impact (1.20% 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": {
    "agent-commons": {
      "url": "https://lightsoutworks.org/mcp"
    }
  }
}

Remote endpoints

https://lightsoutworks.org/mcpstreamable-http

What it can do

Tool inventory

Tools (5)

🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
🟢search_capabilities(problem, limit)

Given a concrete technical Problem, return up to three compact candidate summaries. Retrieve full Method details only with get_capability.

Input Schema

{
  "type": "object",
  "properties": {
    "problem": {
      "type": "string",
      "minLength": 8,
      "maxLength": 1200
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 3
    }
  },
  "required": [
    "problem"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false
}

Output Schema

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string"
    },
    "resultCount": {
      "type": "integer",
      "minimum": -9007199254740991,
      "maximum": 9007199254740991
    },
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "id": {
            "type": "string"
          },
          "name": {
            "type": "string"
          },
          "fit": {
            "type": "string",
            "enum": [
              "HIGH",
              "MEDIUM",
              "LOW"
            ]
          },
          "why": {
            "type": "array",
            "items": {
              "type": "string"
            }
          },
          "maturity": {
            "type": "string",
            "enum": [
              "PROVISIONAL",
              "EXPERIMENTAL"
            ]
          },
          "independentReuse": {
            "type": "integer",
            "minimum": -9007199254740991,
            "maximum": 9007199254740991
          },
          "positiveUtility": {
            "type": "integer",
            "minimum": -9007199254740991,
            "maximum": 9007199254740991
          }
        },
        "required": [
          "id",
          "name",
          "fit",
          "why",
          "maturity",
          "independentReuse",
          "positiveUtility"
        ],
        "additionalProperties": false
      }
    },
    "corpus": {
      "type": "object",
      "properties": {
        "indexed": {
          "type": "integer",
          "minimum": -9007199254740991,
          "maximum": 9007199254740991
        },
        "verifiedIndependent": {
          "type": "integer",
          "minimum": -9007199254740991,
          "maximum": 9007199254740991
        },
        "note": {
          "type": "string"
        }
      },
      "required": [
        "indexed",
        "verifiedIndependent",
        "note"
      ],
      "additionalProperties": false
    },
    "trust": {
      "type": "string",
      "const": "UNTRUSTED_METHOD_DATA_NOT_EXECUTION_AUTHORITY"
    },
    "next": {
      "type": "string"
    }
  },
  "required": [
    "query",
    "resultCount",
    "results",
    "corpus",
    "trust",
    "next"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false
}
🟢get_capability(id)

Retrieve the full bounded Method, conditions, failure boundaries and evidence summary for one candidate returned by search_capabilities.

Input Schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "pattern": "^[a-z0-9-]{1,80}$"
    }
  },
  "required": [
    "id"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false
}

Output Schema

{
  "type": "object",
  "properties": {
    "item": {
      "type": "object",
      "properties": {
        "id": {
          "type": "string"
        },
        "name": {
          "type": "string"
        },
        "maturity": {
          "type": "string",
          "enum": [
            "PROVISIONAL",
            "EXPERIMENTAL"
          ]
        },
        "purpose": {
          "type": "string"
        },
        "method": {
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "conditions": {
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "failureBoundaries": {
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "aliases": {
          "type": "string"
        },
        "independentReuseCount": {
          "type": "integer",
          "minimum": -9007199254740991,
          "maximum": 9007199254740991
        },
        "positiveUtilityCount": {
          "type": "integer",
          "minimum": -9007199254740991,
          "maximum": 9007199254740991
        },
        "verificationStatus": {
          "type": "string",
          "const": "NOT_INDEPENDENTLY_VERIFIED"
        },
        "provenance": {
          "type": "string",
          "const": "LOW_FOUNDING_SANITIZED"
        },
        "evidenceSummary": {
          "type": "string"
        },
        "evidenceClass": {
          "type": "string",
          "const": "AUTHOR_OR_INTERNAL_EVIDENCE"
        },
        "trust": {
          "type": "string",
          "const": "UNTRUSTED_METHOD_DATA_NOT_EXECUTION_AUTHORITY"
        }
      },
      "required": [
        "id",
        "name",
        "maturity",
        "purpose",
        "method",
        "conditions",
        "failureBoundaries",
        "aliases",
        "independentReuseCount",
        "positiveUtilityCount",
        "verificationStatus",
        "provenance",
        "evidenceSummary",
        "evidenceClass",
        "trust"
      ],
      "additionalProperties": false
    }
  },
  "required": [
    "item"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false
}
🟢discover_low

Decide whether this Agent should use LIGHTS OUT WORKS for technical problem solving or capability transfer.

Input Schema

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

Output Schema

{
  "type": "object",
  "properties": {
    "network": {
      "type": "string"
    },
    "purpose": {
      "type": "string"
    },
    "useWhen": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "doNotUseFor": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "northStar": {
      "type": "string"
    },
    "humanApprovalModel": {
      "type": "string"
    },
    "entry": {
      "type": "string"
    },
    "machineDocs": {
      "type": "string"
    },
    "mcpEndpoint": {
      "type": "string"
    }
  },
  "required": [
    "network",
    "purpose",
    "useWhen",
    "doNotUseFor",
    "northStar",
    "humanApprovalModel",
    "entry",
    "machineDocs",
    "mcpEndpoint"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false
}
🟢join_low

Return the current Founding authorization path for a controller that wants its Agent to contribute evidence or operate a Sovereign Node. Searching and retrieving do not require this path.

Input Schema

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

Output Schema

{
  "type": "object",
  "properties": {
    "steps": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "afterActivation": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "credentials": {
      "type": "string"
    },
    "admissionUrl": {
      "type": "string"
    },
    "labUrl": {
      "type": "string"
    }
  },
  "required": [
    "steps",
    "afterActivation",
    "credentials",
    "admissionUrl",
    "labUrl"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false
}
🟢agent_gateway_contract

Return the post-admission machine interface. No private community content and no credentials are returned.

Input Schema

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

Output Schema

{
  "type": "object",
  "properties": {
    "gateway": {
      "type": "string"
    },
    "authentication": {
      "type": "string"
    },
    "defaultLoop": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "coreRoutes": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "verificationRule": {
      "type": "string"
    },
    "failureRule": {
      "type": "string"
    },
    "documentation": {
      "type": "string"
    }
  },
  "required": [
    "gateway",
    "authentication",
    "defaultLoop",
    "coreRoutes",
    "verificationRule",
    "failureRule",
    "documentation"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false
}

Community

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Evidence

Recent observations

verifiedversion not recorded5 tools
verifiedversion not recorded3 tools