{
  "$schema": "../../../schemas/tool-schemas/tool.json",
  "tool_id": "memory",
  "toolkit_id": "structured_knowledge",
  "name": "Memory",
  "description": "Read and write Leon memory entries (persistent, daily, discussion).",
  "icon_name": "brain-2-line",
  "author": {
    "name": "Louis Grenard",
    "email": "louis@getleon.ai",
    "url": "https://twitter.com/grenlouis"
  },
  "functions": {
    "read": {
      "description": "Recall relevant memories for a query using Leon's memory system. Keep the query short and semantically close to the user's wording. Prefer concrete entities or relationships already mentioned. Avoid long speculative keyword lists.",
      "parameters": {
        "type": "object",
        "properties": {
          "query": {
            "type": "string"
          },
          "options": {
            "type": "object",
            "properties": {
              "namespaces": {
                "type": "array",
                "items": {
                  "type": "string",
                  "enum": [
                    "memory_persistent",
                    "memory_daily",
                    "memory_discussion",
                    "conversation_daily",
                    "context"
                  ]
                }
              },
              "topK": {
                "type": "number"
              },
              "tokenBudget": {
                "type": "number"
              },
              "includeFacts": {
                "type": "boolean"
              },
              "includeContext": {
                "type": "boolean"
              },
              "contextFilenames": {
                "type": "array",
                "items": {
                  "type": "string"
                }
              }
            },
            "additionalProperties": false
          }
        },
        "required": [
          "query"
        ]
      }
    },
    "write": {
      "description": "Write a memory item into Leon memory (persistent/daily/discussion).",
      "parameters": {
        "type": "object",
        "properties": {
          "content": {
            "type": "string"
          },
          "options": {
            "type": "object",
            "properties": {
              "scope": {
                "type": "string"
              },
              "kind": {
                "type": "string"
              },
              "title": {
                "type": "string"
              },
              "sourceType": {
                "type": "string"
              },
              "sourceRef": {
                "type": "string"
              },
              "importance": {
                "type": "number"
              },
              "confidence": {
                "type": "number"
              },
              "tags": {
                "type": "array",
                "items": {
                  "type": "string"
                }
              },
              "dayKey": {
                "type": "string"
              },
              "expiresAt": {
                "type": "number"
              },
              "isPinned": {
                "type": "boolean"
              },
              "metadata": {
                "type": "object"
              }
            },
            "additionalProperties": false
          }
        },
        "required": [
          "content"
        ]
      }
    }
  }
}