Letta Archives API

Manage archival memory archives and passages (RAG-style long-term store).

Operations 9

POST /v1/archives/ Create Archive #
GET /v1/archives/ List Archives #
GET /v1/archives/{archive_id} Retrieve Archive #
PATCH /v1/archives/{archive_id} Modify Archive #
DELETE /v1/archives/{archive_id} Delete Archive #
GET /v1/archives/{archive_id}/agents List Agents for Archive #
POST /v1/archives/{archive_id}/passages Create Passage in Archive #
POST /v1/archives/{archive_id}/passages/batch Create Passages in Archive #
DELETE /v1/archives/{archive_id}/passages/{passage_id} Delete Passage from Archive #

Documentation

Specifications

Schemas & Data

📊
JSONSchema
https://raw.githubusercontent.com/api-evangelist/letta/refs/heads/main/json-schema/letta-agent-schema.json
📊
JSONSchema
https://raw.githubusercontent.com/api-evangelist/letta/refs/heads/main/json-schema/letta-block-schema.json
📊
JSONSchema
https://raw.githubusercontent.com/api-evangelist/letta/refs/heads/main/json-schema/letta-tool-schema.json
📊
JSONSchema
https://raw.githubusercontent.com/api-evangelist/letta/refs/heads/main/json-schema/letta-source-schema.json
📊
JSONSchema
https://raw.githubusercontent.com/api-evangelist/letta/refs/heads/main/json-schema/letta-run-schema.json
📊
JSONSchema
https://raw.githubusercontent.com/api-evangelist/letta/refs/heads/main/json-schema/letta-group-schema.json
📊
JSONSchema
https://raw.githubusercontent.com/api-evangelist/letta/refs/heads/main/json-schema/letta-identity-schema.json
📊
JSONSchema
https://raw.githubusercontent.com/api-evangelist/letta/refs/heads/main/json-schema/letta-message-schema.json
📊
JSONSchema
https://raw.githubusercontent.com/api-evangelist/letta/refs/heads/main/json-schema/letta-passage-schema.json
📊
JSONSchema
https://raw.githubusercontent.com/api-evangelist/letta/refs/heads/main/json-schema/letta-archive-schema.json
📊
JSONSchema
https://raw.githubusercontent.com/api-evangelist/letta/refs/heads/main/json-schema/letta-job-schema.json
📊
JSONSchema
https://raw.githubusercontent.com/api-evangelist/letta/refs/heads/main/json-schema/letta-llm-config-schema.json
📊
JSONSchema
https://raw.githubusercontent.com/api-evangelist/letta/refs/heads/main/json-schema/letta-embedding-config-schema.json
📊
JSONSchema
https://raw.githubusercontent.com/api-evangelist/letta/refs/heads/main/json-schema/letta-provider-schema.json

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OpenAPI Specification

letta-archives-api-openapi.yml Raw ↑
openapi: 3.2.0
info:
  title: Letta Admin Archives API
  version: 1.0.0
  description: REST API for Letta, the stateful agents platform. Manage agents, memory blocks, archival passages, sources, custom tools, MCP servers, multi-agent groups, runs, and streaming responses. Available as Letta Cloud (managed) at https://api.letta.com/v1 and as the self-hosted open-source server (Apache-2.0) typically run at http://localhost:8283.
  contact:
    name: Letta
    url: https://www.letta.com/
    email: support@letta.com
  license:
    name: Apache-2.0
    url: https://github.com/letta-ai/letta/blob/main/LICENSE
  x-logo:
    url: https://www.letta.com/favicon.ico
servers:
- url: https://api.letta.com
  description: Letta Cloud (managed)
- url: https://app.letta.com
  description: Letta Cloud (app)
- url: http://localhost:8283
  description: Self-hosted Letta server
security:
- bearerAuth: []
tags:
- name: Archives
  description: Manage archival memory archives and passages (RAG-style long-term store).
paths:
  /v1/archives/:
    post:
      tags:
      - Archives
      summary: Create Archive
      description: Create a new archive.
      operationId: create_archive
      parameters: []
      requestBody:
        required: true
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/ArchiveCreateRequest'
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Archive'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
    get:
      tags:
      - Archives
      summary: List Archives
      description: Get a list of all archives for the current organization with optional filters and pagination.
      operationId: list_archives
      parameters:
      - name: before
        in: query
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          description: Archive ID cursor for pagination. Returns archives that come before this archive ID in the specified sort order
          title: Before
        description: Archive ID cursor for pagination. Returns archives that come before this archive ID in the specified sort order
      - name: after
        in: query
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          description: Archive ID cursor for pagination. Returns archives that come after this archive ID in the specified sort order
          title: After
        description: Archive ID cursor for pagination. Returns archives that come after this archive ID in the specified sort order
      - name: limit
        in: query
        required: false
        schema:
          anyOf:
          - type: integer
          - type: 'null'
          description: Maximum number of archives to return
          default: 50
          title: Limit
        description: Maximum number of archives to return
      - name: order
        in: query
        required: false
        schema:
          enum:
          - asc
          - desc
          type: string
          description: Sort order for archives by creation time. 'asc' for oldest first, 'desc' for newest first
          default: desc
          title: Order
        description: Sort order for archives by creation time. 'asc' for oldest first, 'desc' for newest first
      - name: order_by
        in: query
        required: false
        schema:
          const: created_at
          type: string
          description: Field to sort by
          default: created_at
          title: Order By
        description: Field to sort by
      - name: name
        in: query
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          description: Filter by archive name (exact match)
          title: Name
        description: Filter by archive name (exact match)
      - name: agent_id
        in: query
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          description: Only archives attached to this agent ID
          title: Agent Id
        description: Only archives attached to this agent ID
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                type: array
                items:
                  $ref: '#/components/schemas/Archive'
                title: Response List Archives
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/archives/{archive_id}:
    get:
      tags:
      - Archives
      summary: Retrieve Archive
      description: Get a single archive by its ID.
      operationId: retrieve_archive
      parameters:
      - name: archive_id
        in: path
        required: true
        schema:
          type: string
          minLength: 44
          maxLength: 44
          pattern: ^archive-[0-9a-f]{8}-[0-9a-f]{4}-4[0-9a-f]{3}-[89ab][0-9a-f]{3}-[0-9a-f]{12}$
          description: The ID of the archive in the format 'archive-<uuid4>'
          examples:
          - archive-123e4567-e89b-42d3-8456-426614174000
          title: Archive Id
        description: The ID of the archive in the format 'archive-<uuid4>'
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Archive'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
    patch:
      tags:
      - Archives
      summary: Modify Archive
      description: Update an existing archive's name and/or description.
      operationId: modify_archive
      parameters:
      - name: archive_id
        in: path
        required: true
        schema:
          type: string
          minLength: 44
          maxLength: 44
          pattern: ^archive-[0-9a-f]{8}-[0-9a-f]{4}-4[0-9a-f]{3}-[89ab][0-9a-f]{3}-[0-9a-f]{12}$
          description: The ID of the archive in the format 'archive-<uuid4>'
          examples:
          - archive-123e4567-e89b-42d3-8456-426614174000
          title: Archive Id
        description: The ID of the archive in the format 'archive-<uuid4>'
      requestBody:
        required: true
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/ArchiveUpdateRequest'
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Archive'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
    delete:
      tags:
      - Archives
      summary: Delete Archive
      description: Delete an archive by its ID.
      operationId: delete_archive
      parameters:
      - name: archive_id
        in: path
        required: true
        schema:
          type: string
          minLength: 44
          maxLength: 44
          pattern: ^archive-[0-9a-f]{8}-[0-9a-f]{4}-4[0-9a-f]{3}-[89ab][0-9a-f]{3}-[0-9a-f]{12}$
          description: The ID of the archive in the format 'archive-<uuid4>'
          examples:
          - archive-123e4567-e89b-42d3-8456-426614174000
          title: Archive Id
        description: The ID of the archive in the format 'archive-<uuid4>'
      responses:
        '204':
          description: Successful Response
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/archives/{archive_id}/agents:
    get:
      tags:
      - Archives
      summary: List Agents for Archive
      description: Get a list of agents that have access to an archive with pagination support.
      operationId: list_agents_for_archive
      parameters:
      - name: archive_id
        in: path
        required: true
        schema:
          type: string
          minLength: 44
          maxLength: 44
          pattern: ^archive-[0-9a-f]{8}-[0-9a-f]{4}-4[0-9a-f]{3}-[89ab][0-9a-f]{3}-[0-9a-f]{12}$
          description: The ID of the archive in the format 'archive-<uuid4>'
          examples:
          - archive-123e4567-e89b-42d3-8456-426614174000
          title: Archive Id
        description: The ID of the archive in the format 'archive-<uuid4>'
      - name: before
        in: query
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          description: Agent ID cursor for pagination. Returns agents that come before this agent ID in the specified sort order
          title: Before
        description: Agent ID cursor for pagination. Returns agents that come before this agent ID in the specified sort order
      - name: after
        in: query
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          description: Agent ID cursor for pagination. Returns agents that come after this agent ID in the specified sort order
          title: After
        description: Agent ID cursor for pagination. Returns agents that come after this agent ID in the specified sort order
      - name: limit
        in: query
        required: false
        schema:
          anyOf:
          - type: integer
          - type: 'null'
          description: Maximum number of agents to return
          default: 50
          title: Limit
        description: Maximum number of agents to return
      - name: order
        in: query
        required: false
        schema:
          enum:
          - asc
          - desc
          type: string
          description: Sort order for agents by creation time. 'asc' for oldest first, 'desc' for newest first
          default: desc
          title: Order
        description: Sort order for agents by creation time. 'asc' for oldest first, 'desc' for newest first
      - name: include
        in: query
        required: false
        schema:
          type: array
          items:
            enum:
            - agent.blocks
            - agent.identities
            - agent.managed_group
            - agent.pending_approval
            - agent.secrets
            - agent.sources
            - agent.tags
            - agent.tools
            type: string
          description: Specify which relational fields to include in the response. No relationships are included by default.
          default: []
          title: Include
        description: Specify which relational fields to include in the response. No relationships are included by default.
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                type: array
                items:
                  $ref: '#/components/schemas/AgentState'
                title: Response List Agents For Archive
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/archives/{archive_id}/passages:
    post:
      tags:
      - Archives
      summary: Create Passage in Archive
      description: 'Create a new passage in an archive.


        This adds a passage to the archive and creates embeddings for vector storage.'
      operationId: create_passage_in_archive
      parameters:
      - name: archive_id
        in: path
        required: true
        schema:
          type: string
          minLength: 44
          maxLength: 44
          pattern: ^archive-[0-9a-f]{8}-[0-9a-f]{4}-4[0-9a-f]{3}-[89ab][0-9a-f]{3}-[0-9a-f]{12}$
          description: The ID of the archive in the format 'archive-<uuid4>'
          examples:
          - archive-123e4567-e89b-42d3-8456-426614174000
          title: Archive Id
        description: The ID of the archive in the format 'archive-<uuid4>'
      requestBody:
        required: true
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/PassageCreateRequest'
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Passage'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/archives/{archive_id}/passages/batch:
    post:
      tags:
      - Archives
      summary: Create Passages in Archive
      description: 'Create multiple passages in an archive.


        This adds passages to the archive and creates embeddings for vector storage.'
      operationId: create_passages_in_archive
      parameters:
      - name: archive_id
        in: path
        required: true
        schema:
          type: string
          minLength: 44
          maxLength: 44
          pattern: ^archive-[0-9a-f]{8}-[0-9a-f]{4}-4[0-9a-f]{3}-[89ab][0-9a-f]{3}-[0-9a-f]{12}$
          description: The ID of the archive in the format 'archive-<uuid4>'
          examples:
          - archive-123e4567-e89b-42d3-8456-426614174000
          title: Archive Id
        description: The ID of the archive in the format 'archive-<uuid4>'
      requestBody:
        required: true
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/PassageBatchCreateRequest'
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                type: array
                items:
                  $ref: '#/components/schemas/Passage'
                title: Response Create Passages In Archive
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/archives/{archive_id}/passages/{passage_id}:
    delete:
      tags:
      - Archives
      summary: Delete Passage from Archive
      description: 'Delete a passage from an archive.


        This permanently removes the passage from both the database and vector storage (if applicable).'
      operationId: delete_passage_from_archive
      parameters:
      - name: archive_id
        in: path
        required: true
        schema:
          type: string
          minLength: 44
          maxLength: 44
          pattern: ^archive-[0-9a-f]{8}-[0-9a-f]{4}-4[0-9a-f]{3}-[89ab][0-9a-f]{3}-[0-9a-f]{12}$
          description: The ID of the archive in the format 'archive-<uuid4>'
          examples:
          - archive-123e4567-e89b-42d3-8456-426614174000
          title: Archive Id
        description: The ID of the archive in the format 'archive-<uuid4>'
      - name: passage_id
        in: path
        required: true
        schema:
          type: string
          minLength: 44
          maxLength: 44
          pattern: ^passage-[0-9a-f]{8}-[0-9a-f]{4}-4[0-9a-f]{3}-[89ab][0-9a-f]{3}-[0-9a-f]{12}$
          description: The ID of the passage in the format 'passage-<uuid4>'
          examples:
          - passage-123e4567-e89b-42d3-8456-426614174000
          title: Passage Id
        description: The ID of the passage in the format 'passage-<uuid4>'
      responses:
        '204':
          description: Successful Response
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
components:
  schemas:
    ZAIThinking:
      properties:
        type:
          type: string
          enum:
          - enabled
          - disabled
          title: Type
          description: Whether thinking is enabled or disabled.
          default: enabled
        clear_thinking:
          type: boolean
          title: Clear Thinking
          description: If False, preserved thinking is used (recommended for agents).
          default: false
      type: object
      title: ZAIThinking
      description: Thinking configuration for ZAI GLM-4.5+ models.
    FileBlock:
      properties:
        value:
          type: string
          title: Value
          description: Value of the block.
        limit:
          type: integer
          title: Limit
          description: Character limit of the block.
          default: 100000
        project_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Project Id
          description: The associated project id.
        template_name:
          anyOf:
          - type: string
          - type: 'null'
          title: Template Name
          description: Name of the block if it is a template.
        is_template:
          type: boolean
          title: Is Template
          description: Whether the block is a template (e.g. saved human/persona options).
          default: false
        template_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Template Id
          description: The id of the template.
        base_template_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Base Template Id
          description: The base template id of the block.
        deployment_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Deployment Id
          description: The id of the deployment.
        entity_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Entity Id
          description: The id of the entity within the template.
        preserve_on_migration:
          anyOf:
          - type: boolean
          - type: 'null'
          title: Preserve On Migration
          description: Preserve the block on template migration.
          default: false
        label:
          anyOf:
          - type: string
          - type: 'null'
          title: Label
          description: Label of the block (e.g. 'human', 'persona') in the context window.
        read_only:
          type: boolean
          title: Read Only
          description: Whether the agent has read-only access to the block.
          default: false
        description:
          anyOf:
          - type: string
          - type: 'null'
          title: Description
          description: Description of the block.
        metadata:
          anyOf:
          - additionalProperties: true
            type: object
          - type: 'null'
          title: Metadata
          description: Metadata of the block.
          default: {}
        hidden:
          anyOf:
          - type: boolean
          - type: 'null'
          title: Hidden
          description: If set to True, the block will be hidden.
        id:
          type: string
          pattern: ^block-[a-fA-F0-9]{8}
          title: Id
          description: The human-friendly ID of the Block
          examples:
          - block-123e4567-e89b-12d3-a456-426614174000
        created_by_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Created By Id
          description: The id of the user that made this Block.
        last_updated_by_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Last Updated By Id
          description: The id of the user that last updated this Block.
        tags:
          anyOf:
          - items:
              type: string
            type: array
          - type: 'null'
          title: Tags
          description: The tags associated with the block.
          default: []
        file_id:
          type: string
          title: File Id
          description: Unique identifier of the file.
        source_id:
          type: string
          title: Source Id
          description: 'Deprecated: Use `folder_id` field instead. Unique identifier of the source.'
          deprecated: true
        is_open:
          type: boolean
          title: Is Open
          description: True if the agent currently has the file open.
        last_accessed_at:
          anyOf:
          - type: string
            format: date-time
          - type: 'null'
          title: Last Accessed At
          description: UTC timestamp of the agent’s most recent access to this file. Any operations from the open, close, or search tools will update this field.
      type: object
      required:
      - value
      - file_id
      - source_id
      - is_open
      title: FileBlock
    AgentState:
      properties:
        created_by_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Created By Id
          description: The id of the user that made this object.
        last_updated_by_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Last Updated By Id
          description: The id of the user that made this object.
        created_at:
          anyOf:
          - type: string
            format: date-time
          - type: 'null'
          title: Created At
          description: The timestamp when the object was created.
        updated_at:
          anyOf:
          - type: string
            format: date-time
          - type: 'null'
          title: Updated At
          description: The timestamp when the object was last updated.
        id:
          type: string
          title: Id
          description: The id of the agent. Assigned by the database.
        name:
          type: string
          title: Name
          description: The name of the agent.
        tool_rules:
          anyOf:
          - items:
              oneOf:
              - $ref: '#/components/schemas/ChildToolRule'
              - $ref: '#/components/schemas/InitToolRule'
              - $ref: '#/components/schemas/TerminalToolRule'
              - $ref: '#/components/schemas/ConditionalToolRule'
              - $ref: '#/components/schemas/ContinueToolRule'
              - $ref: '#/components/schemas/RequiredBeforeExitToolRule'
              - $ref: '#/components/schemas/MaxCountPerStepToolRule'
              - $ref: '#/components/schemas/ParentToolRule'
              - $ref: '#/components/schemas/RequiresApprovalToolRule'
              discriminator:
                propertyName: type
                mapping:
                  conditional: '#/components/schemas/ConditionalToolRule'
                  constrain_child_tools: '#/components/schemas/ChildToolRule'
                  continue_loop: '#/components/schemas/ContinueToolRule'
                  exit_loop: '#/components/schemas/TerminalToolRule'
                  max_count_per_step: '#/components/schemas/MaxCountPerStepToolRule'
                  parent_last_tool: '#/components/schemas/ParentToolRule'
                  required_before_exit: '#/components/schemas/RequiredBeforeExitToolRule'
                  requires_approval: '#/components/schemas/RequiresApprovalToolRule'
                  run_first: '#/components/schemas/InitToolRule'
            type: array
          - type: 'null'
          title: Tool Rules
          description: The list of tool rules.
        message_ids:
          anyOf:
          - items:
              type: string
            type: array
          - type: 'null'
          title: Message Ids
          description: The ids of the messages in the agent's in-context memory.
        system:
          type: string
          title: System
          description: The system prompt used by the agent.
        agent_type:
          $ref: '#/components/schemas/AgentType'
          description: The type of agent.
        llm_config:
          $ref: '#/components/schemas/LLMConfig'
          description: 'Deprecated: Use `model` field instead. The LLM configuration used by the agent.'
          deprecated: true
        embedding_config:
          anyOf:
          - $ref: '#/components/schemas/EmbeddingConfig'
          - type: 'null'
          description: 'Deprecated: Use `embedding` field instead. The embedding configuration used by the agent.'
          deprecated: true
        model:
          anyOf:
          - type: string
          - type: 'null'
          title: Model
          description: 'The model handle used by the agent (format: provider/model-name).'
        embedding:
          anyOf:
          - type: string
          - type: 'null'
          title: Embedding
          description: 'The embedding model handle used by the agent (format: provider/model-name).'
        model_settings:
          anyOf:
          - oneOf:
            - $ref: '#/components/schemas/OpenAIModelSettings'
            - $ref: '#/components/schemas/SGLangModelSettings'
            - $ref: '#/components/schemas/AnthropicModelSettings'
            - $ref: '#/components/schemas/GoogleAIModelSettings'
            - $ref: '#/components/schemas/GoogleVertexModelSettings'
            - $ref: '#/components/schemas/AzureModelSettings'
            - $ref: '#/components/schemas/XAIModelSettings'
            - $ref: '#/components/schemas/ZAIModelSettings'
            - $ref: '#/components/schemas/GroqModelSettings'
            - $ref: '#/components/schemas/DeepseekModelSettings'
            - $ref: '#/components/schemas/TogetherModelSettings'
            - $ref: '#/components/schemas/BedrockModelSettings'
            - $ref: '#/components/schemas/BasetenModelSettings'
            - $ref: '#/components/schemas/OpenRouterModelSettings'
            - $ref: '#/components/schemas/ChatGPTOAuthModelSettings'
            discriminator:
              propertyName: provider_type
              mapping:
                anthropic: '#/components/schemas/AnthropicModelSettings'
                azure: '#/components/schemas/AzureModelSettings'
                baseten: '#/components/schemas/BasetenModelSettings'
                bedrock: '#/components/schemas/BedrockModelSettings'
                chatgpt_oauth: '#/components/schemas/ChatGPTOAuthModelSettings'
                deepseek: '#/components/schemas/DeepseekModelSettings'
                google_ai: '#/components/schemas/GoogleAIModelSettings'
                google_vertex: '#/components/schemas/GoogleVertexModelSettings'
                groq: '#/components/schemas/GroqModelSettings'
                openai: '#/components/schemas/OpenAIModelSettings'
                openrouter: '#/components/schemas/OpenRouterModelSettings'
                sglang: '#/components/schemas/SGLangModelSettings'
                together: '#/components/schemas/TogetherModelSettings'
                xai: '#/components/schemas/XAIModelSettings'
                zai: '#/components/schemas/ZAIModelSettings'
          - type: 'null'
          title: Model Settings
          description: The model settings used by the agent.
        compaction_settings:
          anyOf:
          - $ref: '#/components/schemas/CompactionSettings-Output'
          - type: 'null'
          description: The compaction settings configuration used for compaction.
        response_format:
          anyOf:
          - oneOf:
            - $ref: '#/components/schemas/TextResponseFormat'
            - $ref: '#/components/schemas/JsonSchemaResponseFormat'
            - $ref: '#/components/schemas/JsonObjectResponseFormat'
            discriminator:
              propertyName: type
              mapping:
                json_object: '#/components/schemas/JsonObjectResponseFormat'
                json_schema: '#/components/schemas/JsonSchemaResponseFormat'
                text: '#/components/schemas/TextResponseFormat'
          - type: 'null'
          title: Response Format
          description: The response format used by the agent
        description:
          anyOf:
          - type: string
          - type: 'null'
          title: Description
          description: The description of the agent.
        metadata:
          anyOf:
          - additionalProperties: true
            type: object
          - type: 'null'
          title: Metadata
          description: The metadata of the agent.
        memory:
          $ref: '#/components/schemas/Memory'
          description: 'Deprecated: Use `blocks` field instead. The in-context memory of the agent.'
          deprecated: true
        blocks:
          items:
            $ref: '#/components/schemas/Block'
          type: array
          title: Blocks
          description: The memory blocks used by the agent.
        tools:
          items:
            $ref: '#/components/schemas/Tool'
          type: array
          title: Tools
          description: The tools used by the agent.
        sources:
          items:
            $ref: '#/components/schemas/Source'
          type: array
          title: Sources
          description: 'Deprecated: Use `folders` field instead. The sources used by the agent.'
          deprecated: true
        tags:
          items:
            type: string
          type: array
          title: Tags
          description: The tags associated with the agent.
        tool_exec_environment_variables:
          items:
            $ref: '#/components/schemas/AgentEnvironmentVariable'
          type: array
          title: Tool Exec Environment Variables
          description: 'Deprecated: use `secrets` field instead.'
          deprecated: true
        secrets:
          items:
            $ref: '#/components/schemas/AgentEnvironmentVariable'
          type: array
          title: Secrets
          description: The environment variables for tool execution specific to this agent.
        project_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Project Id
          description: The id of the project the agent belongs to.
        template_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Template Id
          description: The id of the template the agent belongs to.
        base_template_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Base Template Id
          description: The base template id of the agent.
        deployment_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Deployment Id
          description: The id of the deployment.
        entity_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Entity Id
          description: The id of the entity within the template.
        identity_ids:
          items:
            type: string
          type: array
          title: Identity Ids
          description: 'Deprecated: Use `identities` field instead. The ids of the identities associated with this agent.'
          default: []
          deprecated: true
        identities:
          items:
            $ref: '#/components/schemas/Identity'
          type: array
          title: Identities
          description: The identities associated with this agent.
          default: []
        pending_approval:
          anyOf:
          - $ref: '#/components/schemas/ApprovalRequestMessage'
          - type: 'null'
          description: The latest approval request message pending for this agent, if any.
        message_buffer_autoclear:
          type: boolean
          title: Message Buffer Autoclear
          description: If set to True, the agent will not remember previous messages (though the agent will still retain state via core memory blocks and archival/recall memory). Not recommended unless you have an advanced use case.
          default: false
        enable_sleeptime:
          anyOf:
          - type: boolean
          - type: 'null'
          title: Enable Sleeptime
          description: If set to True, memory management will move to a background agent thread.
        multi_agent_group:
          anyOf:
          - $ref: '#/components/schemas/Group'
          - type: 'null'
          description: 'Deprecated: Use `managed_group` field instead. The multi-agent group that this agen

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