{
  "namespace": "kom.memory.v1",
  "tools": {
    "save_context": {
      "input": {
        "type": "object",
        "properties": {
          "namespace": {"type": "string"},
          "key": {"type": "string"},
          "content": {},
          "tags": {"type": "array", "items": {"type": "string"}},
          "ttl_seconds": {"type": "integer"}
        },
        "required": ["namespace", "content"]
      },
      "output": {
        "type": "object",
        "properties": {
          "id": {"type": "string"},
          "created_at": {"type": "string"}
        },
        "required": ["id", "created_at"]
      }
    },
    "recall_context": {
      "input": {
        "type": "object",
        "properties": {
          "namespace": {"type": "string"},
          "key": {"type": "string"},
          "tags": {"type": "array", "items": {"type": "string"}},
          "limit": {"type": "integer"},
          "since": {"type": "string"}
        },
        "required": ["namespace"]
      },
      "output": {
        "type": "object",
        "properties": {
          "items": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "id": {"type": "string"},
                "key": {"type": "string"},
                "content": {},
                "tags": {"type": "array", "items": {"type": "string"}},
                "created_at": {"type": "string"}
              },
              "required": ["id", "content", "created_at"]
            }
          }
        },
        "required": ["items"]
      }
    },
    "embed_text": {
      "input": {
        "type": "object",
        "properties": {
          "model": {"type": "string"},
          "texts": {"type": "array", "items": {"type": "string"}}
        },
        "required": ["texts"]
      },
      "output": {
        "type": "object",
        "properties": {
          "model": {"type": "string"},
          "vectors": {"type": "array", "items": {"type": "array", "items": {"type": "number"}}}
        },
        "required": ["model", "vectors"]
      }
    },
    "upsert_memory": {
      "input": {
        "type": "object",
        "properties": {
          "namespace": {"type": "string"},
          "items": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "id": {"type": "string"},
                "text": {"type": "string"},
                "metadata": {"type": "object"},
                "embedding": {"type": "array", "items": {"type": "number"}}
              },
              "required": ["text"]
            }
          }
        },
        "required": ["namespace", "items"]
      },
      "output": {
        "type": "object",
        "properties": {
          "upserted": {"type": "integer"}
        },
        "required": ["upserted"]
      }
    },
    "search_memory": {
      "input": {
        "type": "object",
        "properties": {
          "namespace": {"type": "string"},
          "query": {
            "type": "object",
            "properties": {
              "text": {"type": "string"},
              "embedding": {"type": "array", "items": {"type": "number"}},
              "k": {"type": "integer"},
              "filter": {"type": "object"}
            }
          }
        },
        "required": ["namespace", "query"]
      },
      "output": {
        "type": "object",
        "properties": {
          "matches": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "id": {"type": "string"},
                "score": {"type": "number"},
                "text": {"type": "string"},
                "metadata": {"type": "object"}
              },
              "required": ["id", "score"]
            }
          }
        },
        "required": ["matches"]
      }
    },
    "warm_cache": {
      "input": {
        "type": "object",
        "properties": {
          "namespace": {"type": "string"},
          "since": {"type": "string"}
        },
        "required": ["namespace"]
      },
      "output": {
        "type": "object",
        "properties": {
          "queued": {"type": "integer"}
        },
        "required": ["queued"]
      }
    },

    "kom.local.v1.backup.export_encrypted": {
      "input": {
        "type": "object",
        "properties": {
          "namespaces": {"type": "array", "items": {"type": "string"}},
          "destination": {"type": "string"}
        },
        "required": ["namespaces", "destination"]
      },
      "output": {
        "type": "object",
        "properties": {
          "status": {"type": "string"},
          "artifact": {"type": "string"}
        },
        "required": ["status", "artifact"]
      }
    },

    "kom.local.v1.backup.import_encrypted": {
      "input": {
        "type": "object",
        "properties": {
          "source": {"type": "string"}
        },
        "required": ["source"]
      },
      "output": {
        "type": "object",
        "properties": {
          "status": {"type": "string"}
        },
        "required": ["status"]
      }
    }
  }
}