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Create

Create an Agent
agents.create(AgentCreateParams**kwargs) -> AgentCreateResponse
post/v2/gen-ai/agents

To create a new agent, send a POST request to /v2/gen-ai/agents. The response body contains a JSON object with the newly created agent object.

ParametersExpand Collapse
anthropic_key_uuid: Optional[str]

Optional Anthropic API key ID to use with Anthropic models

description: Optional[str]

A text description of the agent, not used in inference

instruction: Optional[str]

Agent instruction. Instructions help your agent to perform its job effectively. See Write Effective Agent Instructions for best practices.

knowledge_base_uuid: Optional[List[str]]

Ids of the knowledge base(s) to attach to the agent

model_uuid: Optional[str]

Identifier for the foundation model.

name: Optional[str]

Agent name

openai_key_uuid: Optional[str]

Optional OpenAI API key ID to use with OpenAI models

project_id: Optional[str]

The id of the DigitalOcean project this agent will belong to

region: Optional[str]

The DigitalOcean region to deploy your agent in

tags: Optional[List[str]]

Agent tag to organize related resources

ReturnsExpand Collapse
class AgentCreateResponse:

Information about a newly created Agent

agent: Optional[APIAgent]

An Agent

from gradient import Gradient

client = Gradient()
agent = client.agents.create()
print(agent.agent)
{
  "agent": {
    "anthropic_api_key": {
      "created_at": "2023-01-01T00:00:00Z",
      "created_by": "12345",
      "deleted_at": "2023-01-01T00:00:00Z",
      "name": "example name",
      "updated_at": "2023-01-01T00:00:00Z",
      "uuid": "123e4567-e89b-12d3-a456-426614174000"
    },
    "api_key_infos": [
      {
        "created_at": "2023-01-01T00:00:00Z",
        "created_by": "12345",
        "deleted_at": "2023-01-01T00:00:00Z",
        "name": "example name",
        "secret_key": "example string",
        "uuid": "123e4567-e89b-12d3-a456-426614174000"
      }
    ],
    "api_keys": [
      {
        "api_key": "example string"
      }
    ],
    "chatbot": {
      "button_background_color": "example string",
      "logo": "example string",
      "name": "example name",
      "primary_color": "example string",
      "secondary_color": "example string",
      "starting_message": "example string"
    },
    "chatbot_identifiers": [
      {
        "agent_chatbot_identifier": "123e4567-e89b-12d3-a456-426614174000"
      }
    ],
    "child_agents": [],
    "conversation_logs_enabled": true,
    "created_at": "2023-01-01T00:00:00Z",
    "deployment": {
      "created_at": "2023-01-01T00:00:00Z",
      "name": "example name",
      "status": "STATUS_UNKNOWN",
      "updated_at": "2023-01-01T00:00:00Z",
      "url": "example string",
      "uuid": "123e4567-e89b-12d3-a456-426614174000",
      "visibility": "VISIBILITY_UNKNOWN"
    },
    "description": "example string",
    "functions": [
      {
        "api_key": "example string",
        "created_at": "2023-01-01T00:00:00Z",
        "created_by": "12345",
        "description": "example string",
        "faas_name": "example name",
        "faas_namespace": "example name",
        "input_schema": {},
        "name": "example name",
        "output_schema": {},
        "updated_at": "2023-01-01T00:00:00Z",
        "url": "example string",
        "uuid": "123e4567-e89b-12d3-a456-426614174000"
      }
    ],
    "guardrails": [
      {
        "agent_uuid": "123e4567-e89b-12d3-a456-426614174000",
        "created_at": "2023-01-01T00:00:00Z",
        "default_response": "example string",
        "description": "example string",
        "guardrail_uuid": "123e4567-e89b-12d3-a456-426614174000",
        "is_attached": true,
        "is_default": true,
        "metadata": {},
        "name": "example name",
        "priority": 123,
        "type": "GUARDRAIL_TYPE_UNKNOWN",
        "updated_at": "2023-01-01T00:00:00Z",
        "uuid": "123e4567-e89b-12d3-a456-426614174000"
      }
    ],
    "if_case": "example string",
    "instruction": "example string",
    "k": 123,
    "knowledge_bases": [
      {
        "added_to_agent_at": "2023-01-01T00:00:00Z",
        "created_at": "2023-01-01T00:00:00Z",
        "database_id": "123e4567-e89b-12d3-a456-426614174000",
        "embedding_model_uuid": "123e4567-e89b-12d3-a456-426614174000",
        "is_public": true,
        "last_indexing_job": {
          "completed_datasources": 123,
          "created_at": "2023-01-01T00:00:00Z",
          "data_source_uuids": [
            "example string"
          ],
          "finished_at": "2023-01-01T00:00:00Z",
          "knowledge_base_uuid": "123e4567-e89b-12d3-a456-426614174000",
          "phase": "BATCH_JOB_PHASE_UNKNOWN",
          "started_at": "2023-01-01T00:00:00Z",
          "status": "INDEX_JOB_STATUS_UNKNOWN",
          "tokens": 123,
          "total_datasources": 123,
          "total_items_failed": "12345",
          "total_items_indexed": "12345",
          "total_items_skipped": "12345",
          "updated_at": "2023-01-01T00:00:00Z",
          "uuid": "123e4567-e89b-12d3-a456-426614174000"
        },
        "name": "example name",
        "project_id": "123e4567-e89b-12d3-a456-426614174000",
        "region": "example string",
        "tags": [
          "example string"
        ],
        "updated_at": "2023-01-01T00:00:00Z",
        "user_id": "user_id",
        "uuid": "123e4567-e89b-12d3-a456-426614174000"
      }
    ],
    "logging_config": {
      "galileo_project_id": "123e4567-e89b-12d3-a456-426614174000",
      "galileo_project_name": "example name",
      "insights_enabled": true,
      "insights_enabled_at": "2023-01-01T00:00:00Z",
      "log_stream_id": "123e4567-e89b-12d3-a456-426614174000",
      "log_stream_name": "example name"
    },
    "max_tokens": 123,
    "model": {
      "agreement": {
        "description": "example string",
        "name": "example name",
        "url": "example string",
        "uuid": "123e4567-e89b-12d3-a456-426614174000"
      },
      "created_at": "2023-01-01T00:00:00Z",
      "inference_name": "example name",
      "inference_version": "example string",
      "is_foundational": true,
      "metadata": {},
      "name": "example name",
      "parent_uuid": "123e4567-e89b-12d3-a456-426614174000",
      "provider": "MODEL_PROVIDER_DIGITALOCEAN",
      "updated_at": "2023-01-01T00:00:00Z",
      "upload_complete": true,
      "url": "example string",
      "usecases": [
        "MODEL_USECASE_AGENT",
        "MODEL_USECASE_GUARDRAIL"
      ],
      "uuid": "123e4567-e89b-12d3-a456-426614174000",
      "version": {
        "major": 123,
        "minor": 123,
        "patch": 123
      }
    },
    "name": "example name",
    "openai_api_key": {
      "created_at": "2023-01-01T00:00:00Z",
      "created_by": "12345",
      "deleted_at": "2023-01-01T00:00:00Z",
      "models": [
        {
          "agreement": {
            "description": "example string",
            "name": "example name",
            "url": "example string",
            "uuid": "123e4567-e89b-12d3-a456-426614174000"
          },
          "created_at": "2023-01-01T00:00:00Z",
          "inference_name": "example name",
          "inference_version": "example string",
          "is_foundational": true,
          "metadata": {},
          "name": "example name",
          "parent_uuid": "123e4567-e89b-12d3-a456-426614174000",
          "provider": "MODEL_PROVIDER_DIGITALOCEAN",
          "updated_at": "2023-01-01T00:00:00Z",
          "upload_complete": true,
          "url": "example string",
          "usecases": [
            "MODEL_USECASE_AGENT",
            "MODEL_USECASE_GUARDRAIL"
          ],
          "uuid": "123e4567-e89b-12d3-a456-426614174000",
          "version": {
            "major": 123,
            "minor": 123,
            "patch": 123
          }
        }
      ],
      "name": "example name",
      "updated_at": "2023-01-01T00:00:00Z",
      "uuid": "123e4567-e89b-12d3-a456-426614174000"
    },
    "parent_agents": [],
    "project_id": "123e4567-e89b-12d3-a456-426614174000",
    "provide_citations": true,
    "region": "example string",
    "retrieval_method": "RETRIEVAL_METHOD_UNKNOWN",
    "route_created_at": "2023-01-01T00:00:00Z",
    "route_created_by": "12345",
    "route_name": "example name",
    "route_uuid": "123e4567-e89b-12d3-a456-426614174000",
    "tags": [
      "example string"
    ],
    "temperature": 123,
    "template": {
      "created_at": "2023-01-01T00:00:00Z",
      "description": "example string",
      "guardrails": [
        {
          "priority": 123,
          "uuid": "123e4567-e89b-12d3-a456-426614174000"
        }
      ],
      "instruction": "example string",
      "k": 123,
      "knowledge_bases": [
        {
          "added_to_agent_at": "2023-01-01T00:00:00Z",
          "created_at": "2023-01-01T00:00:00Z",
          "database_id": "123e4567-e89b-12d3-a456-426614174000",
          "embedding_model_uuid": "123e4567-e89b-12d3-a456-426614174000",
          "is_public": true,
          "last_indexing_job": {
            "completed_datasources": 123,
            "created_at": "2023-01-01T00:00:00Z",
            "data_source_uuids": [
              "example string"
            ],
            "finished_at": "2023-01-01T00:00:00Z",
            "knowledge_base_uuid": "123e4567-e89b-12d3-a456-426614174000",
            "phase": "BATCH_JOB_PHASE_UNKNOWN",
            "started_at": "2023-01-01T00:00:00Z",
            "status": "INDEX_JOB_STATUS_UNKNOWN",
            "tokens": 123,
            "total_datasources": 123,
            "total_items_failed": "12345",
            "total_items_indexed": "12345",
            "total_items_skipped": "12345",
            "updated_at": "2023-01-01T00:00:00Z",
            "uuid": "123e4567-e89b-12d3-a456-426614174000"
          },
          "name": "example name",
          "project_id": "123e4567-e89b-12d3-a456-426614174000",
          "region": "example string",
          "tags": [
            "example string"
          ],
          "updated_at": "2023-01-01T00:00:00Z",
          "user_id": "user_id",
          "uuid": "123e4567-e89b-12d3-a456-426614174000"
        }
      ],
      "long_description": "\"Enhance your customer service with an AI agent designed to provide consistent, helpful, and accurate support across multiple channels. This template creates an agent that can answer product questions, troubleshoot common issues, process simple requests, and maintain a friendly, on-brand voice throughout customer interactions. Reduce response times, handle routine inquiries efficiently, and ensure your customers feel heard and helped.\"",
      "max_tokens": 123,
      "model": {
        "agreement": {
          "description": "example string",
          "name": "example name",
          "url": "example string",
          "uuid": "123e4567-e89b-12d3-a456-426614174000"
        },
        "created_at": "2023-01-01T00:00:00Z",
        "inference_name": "example name",
        "inference_version": "example string",
        "is_foundational": true,
        "metadata": {},
        "name": "example name",
        "parent_uuid": "123e4567-e89b-12d3-a456-426614174000",
        "provider": "MODEL_PROVIDER_DIGITALOCEAN",
        "updated_at": "2023-01-01T00:00:00Z",
        "upload_complete": true,
        "url": "example string",
        "usecases": [
          "MODEL_USECASE_AGENT",
          "MODEL_USECASE_GUARDRAIL"
        ],
        "uuid": "123e4567-e89b-12d3-a456-426614174000",
        "version": {
          "major": 123,
          "minor": 123,
          "patch": 123
        }
      },
      "name": "example name",
      "short_description": "\"This template has been designed with question-answer and conversational use cases in mind. It comes with validated agent instructions, fine-tuned model settings, and preconfigured guardrails defined for customer support-related use cases.\"",
      "summary": "example string",
      "tags": [
        "example string"
      ],
      "temperature": 123,
      "template_type": "AGENT_TEMPLATE_TYPE_STANDARD",
      "top_p": 123,
      "updated_at": "2023-01-01T00:00:00Z",
      "uuid": "123e4567-e89b-12d3-a456-426614174000"
    },
    "top_p": 123,
    "updated_at": "2023-01-01T00:00:00Z",
    "url": "example string",
    "user_id": "12345",
    "uuid": "123e4567-e89b-12d3-a456-426614174000",
    "version_hash": "example string"
  }
}
Returns Examples
{
  "agent": {
    "anthropic_api_key": {
      "created_at": "2023-01-01T00:00:00Z",
      "created_by": "12345",
      "deleted_at": "2023-01-01T00:00:00Z",
      "name": "example name",
      "updated_at": "2023-01-01T00:00:00Z",
      "uuid": "123e4567-e89b-12d3-a456-426614174000"
    },
    "api_key_infos": [
      {
        "created_at": "2023-01-01T00:00:00Z",
        "created_by": "12345",
        "deleted_at": "2023-01-01T00:00:00Z",
        "name": "example name",
        "secret_key": "example string",
        "uuid": "123e4567-e89b-12d3-a456-426614174000"
      }
    ],
    "api_keys": [
      {
        "api_key": "example string"
      }
    ],
    "chatbot": {
      "button_background_color": "example string",
      "logo": "example string",
      "name": "example name",
      "primary_color": "example string",
      "secondary_color": "example string",
      "starting_message": "example string"
    },
    "chatbot_identifiers": [
      {
        "agent_chatbot_identifier": "123e4567-e89b-12d3-a456-426614174000"
      }
    ],
    "child_agents": [],
    "conversation_logs_enabled": true,
    "created_at": "2023-01-01T00:00:00Z",
    "deployment": {
      "created_at": "2023-01-01T00:00:00Z",
      "name": "example name",
      "status": "STATUS_UNKNOWN",
      "updated_at": "2023-01-01T00:00:00Z",
      "url": "example string",
      "uuid": "123e4567-e89b-12d3-a456-426614174000",
      "visibility": "VISIBILITY_UNKNOWN"
    },
    "description": "example string",
    "functions": [
      {
        "api_key": "example string",
        "created_at": "2023-01-01T00:00:00Z",
        "created_by": "12345",
        "description": "example string",
        "faas_name": "example name",
        "faas_namespace": "example name",
        "input_schema": {},
        "name": "example name",
        "output_schema": {},
        "updated_at": "2023-01-01T00:00:00Z",
        "url": "example string",
        "uuid": "123e4567-e89b-12d3-a456-426614174000"
      }
    ],
    "guardrails": [
      {
        "agent_uuid": "123e4567-e89b-12d3-a456-426614174000",
        "created_at": "2023-01-01T00:00:00Z",
        "default_response": "example string",
        "description": "example string",
        "guardrail_uuid": "123e4567-e89b-12d3-a456-426614174000",
        "is_attached": true,
        "is_default": true,
        "metadata": {},
        "name": "example name",
        "priority": 123,
        "type": "GUARDRAIL_TYPE_UNKNOWN",
        "updated_at": "2023-01-01T00:00:00Z",
        "uuid": "123e4567-e89b-12d3-a456-426614174000"
      }
    ],
    "if_case": "example string",
    "instruction": "example string",
    "k": 123,
    "knowledge_bases": [
      {
        "added_to_agent_at": "2023-01-01T00:00:00Z",
        "created_at": "2023-01-01T00:00:00Z",
        "database_id": "123e4567-e89b-12d3-a456-426614174000",
        "embedding_model_uuid": "123e4567-e89b-12d3-a456-426614174000",
        "is_public": true,
        "last_indexing_job": {
          "completed_datasources": 123,
          "created_at": "2023-01-01T00:00:00Z",
          "data_source_uuids": [
            "example string"
          ],
          "finished_at": "2023-01-01T00:00:00Z",
          "knowledge_base_uuid": "123e4567-e89b-12d3-a456-426614174000",
          "phase": "BATCH_JOB_PHASE_UNKNOWN",
          "started_at": "2023-01-01T00:00:00Z",
          "status": "INDEX_JOB_STATUS_UNKNOWN",
          "tokens": 123,
          "total_datasources": 123,
          "total_items_failed": "12345",
          "total_items_indexed": "12345",
          "total_items_skipped": "12345",
          "updated_at": "2023-01-01T00:00:00Z",
          "uuid": "123e4567-e89b-12d3-a456-426614174000"
        },
        "name": "example name",
        "project_id": "123e4567-e89b-12d3-a456-426614174000",
        "region": "example string",
        "tags": [
          "example string"
        ],
        "updated_at": "2023-01-01T00:00:00Z",
        "user_id": "user_id",
        "uuid": "123e4567-e89b-12d3-a456-426614174000"
      }
    ],
    "logging_config": {
      "galileo_project_id": "123e4567-e89b-12d3-a456-426614174000",
      "galileo_project_name": "example name",
      "insights_enabled": true,
      "insights_enabled_at": "2023-01-01T00:00:00Z",
      "log_stream_id": "123e4567-e89b-12d3-a456-426614174000",
      "log_stream_name": "example name"
    },
    "max_tokens": 123,
    "model": {
      "agreement": {
        "description": "example string",
        "name": "example name",
        "url": "example string",
        "uuid": "123e4567-e89b-12d3-a456-426614174000"
      },
      "created_at": "2023-01-01T00:00:00Z",
      "inference_name": "example name",
      "inference_version": "example string",
      "is_foundational": true,
      "metadata": {},
      "name": "example name",
      "parent_uuid": "123e4567-e89b-12d3-a456-426614174000",
      "provider": "MODEL_PROVIDER_DIGITALOCEAN",
      "updated_at": "2023-01-01T00:00:00Z",
      "upload_complete": true,
      "url": "example string",
      "usecases": [
        "MODEL_USECASE_AGENT",
        "MODEL_USECASE_GUARDRAIL"
      ],
      "uuid": "123e4567-e89b-12d3-a456-426614174000",
      "version": {
        "major": 123,
        "minor": 123,
        "patch": 123
      }
    },
    "name": "example name",
    "openai_api_key": {
      "created_at": "2023-01-01T00:00:00Z",
      "created_by": "12345",
      "deleted_at": "2023-01-01T00:00:00Z",
      "models": [
        {
          "agreement": {
            "description": "example string",
            "name": "example name",
            "url": "example string",
            "uuid": "123e4567-e89b-12d3-a456-426614174000"
          },
          "created_at": "2023-01-01T00:00:00Z",
          "inference_name": "example name",
          "inference_version": "example string",
          "is_foundational": true,
          "metadata": {},
          "name": "example name",
          "parent_uuid": "123e4567-e89b-12d3-a456-426614174000",
          "provider": "MODEL_PROVIDER_DIGITALOCEAN",
          "updated_at": "2023-01-01T00:00:00Z",
          "upload_complete": true,
          "url": "example string",
          "usecases": [
            "MODEL_USECASE_AGENT",
            "MODEL_USECASE_GUARDRAIL"
          ],
          "uuid": "123e4567-e89b-12d3-a456-426614174000",
          "version": {
            "major": 123,
            "minor": 123,
            "patch": 123
          }
        }
      ],
      "name": "example name",
      "updated_at": "2023-01-01T00:00:00Z",
      "uuid": "123e4567-e89b-12d3-a456-426614174000"
    },
    "parent_agents": [],
    "project_id": "123e4567-e89b-12d3-a456-426614174000",
    "provide_citations": true,
    "region": "example string",
    "retrieval_method": "RETRIEVAL_METHOD_UNKNOWN",
    "route_created_at": "2023-01-01T00:00:00Z",
    "route_created_by": "12345",
    "route_name": "example name",
    "route_uuid": "123e4567-e89b-12d3-a456-426614174000",
    "tags": [
      "example string"
    ],
    "temperature": 123,
    "template": {
      "created_at": "2023-01-01T00:00:00Z",
      "description": "example string",
      "guardrails": [
        {
          "priority": 123,
          "uuid": "123e4567-e89b-12d3-a456-426614174000"
        }
      ],
      "instruction": "example string",
      "k": 123,
      "knowledge_bases": [
        {
          "added_to_agent_at": "2023-01-01T00:00:00Z",
          "created_at": "2023-01-01T00:00:00Z",
          "database_id": "123e4567-e89b-12d3-a456-426614174000",
          "embedding_model_uuid": "123e4567-e89b-12d3-a456-426614174000",
          "is_public": true,
          "last_indexing_job": {
            "completed_datasources": 123,
            "created_at": "2023-01-01T00:00:00Z",
            "data_source_uuids": [
              "example string"
            ],
            "finished_at": "2023-01-01T00:00:00Z",
            "knowledge_base_uuid": "123e4567-e89b-12d3-a456-426614174000",
            "phase": "BATCH_JOB_PHASE_UNKNOWN",
            "started_at": "2023-01-01T00:00:00Z",
            "status": "INDEX_JOB_STATUS_UNKNOWN",
            "tokens": 123,
            "total_datasources": 123,
            "total_items_failed": "12345",
            "total_items_indexed": "12345",
            "total_items_skipped": "12345",
            "updated_at": "2023-01-01T00:00:00Z",
            "uuid": "123e4567-e89b-12d3-a456-426614174000"
          },
          "name": "example name",
          "project_id": "123e4567-e89b-12d3-a456-426614174000",
          "region": "example string",
          "tags": [
            "example string"
          ],
          "updated_at": "2023-01-01T00:00:00Z",
          "user_id": "user_id",
          "uuid": "123e4567-e89b-12d3-a456-426614174000"
        }
      ],
      "long_description": "\"Enhance your customer service with an AI agent designed to provide consistent, helpful, and accurate support across multiple channels. This template creates an agent that can answer product questions, troubleshoot common issues, process simple requests, and maintain a friendly, on-brand voice throughout customer interactions. Reduce response times, handle routine inquiries efficiently, and ensure your customers feel heard and helped.\"",
      "max_tokens": 123,
      "model": {
        "agreement": {
          "description": "example string",
          "name": "example name",
          "url": "example string",
          "uuid": "123e4567-e89b-12d3-a456-426614174000"
        },
        "created_at": "2023-01-01T00:00:00Z",
        "inference_name": "example name",
        "inference_version": "example string",
        "is_foundational": true,
        "metadata": {},
        "name": "example name",
        "parent_uuid": "123e4567-e89b-12d3-a456-426614174000",
        "provider": "MODEL_PROVIDER_DIGITALOCEAN",
        "updated_at": "2023-01-01T00:00:00Z",
        "upload_complete": true,
        "url": "example string",
        "usecases": [
          "MODEL_USECASE_AGENT",
          "MODEL_USECASE_GUARDRAIL"
        ],
        "uuid": "123e4567-e89b-12d3-a456-426614174000",
        "version": {
          "major": 123,
          "minor": 123,
          "patch": 123
        }
      },
      "name": "example name",
      "short_description": "\"This template has been designed with question-answer and conversational use cases in mind. It comes with validated agent instructions, fine-tuned model settings, and preconfigured guardrails defined for customer support-related use cases.\"",
      "summary": "example string",
      "tags": [
        "example string"
      ],
      "temperature": 123,
      "template_type": "AGENT_TEMPLATE_TYPE_STANDARD",
      "top_p": 123,
      "updated_at": "2023-01-01T00:00:00Z",
      "uuid": "123e4567-e89b-12d3-a456-426614174000"
    },
    "top_p": 123,
    "updated_at": "2023-01-01T00:00:00Z",
    "url": "example string",
    "user_id": "12345",
    "uuid": "123e4567-e89b-12d3-a456-426614174000",
    "version_hash": "example string"
  }
}