naftiko: "1.0.0-alpha2"

info:
  label: "Letta API — Conversations"
  description: >-
    Conversational sessions — durable conversation threads anchored to an agent. 13 operations. Lead operation: Create Conversation. Self-contained Naftiko capability covering one Letta business surface.
  tags:
    - Letta
    - Stateful Agents
    - Conversations
  created: "2026-05-08"
  modified: "2026-05-22"

binds:
  - namespace: env
    keys:
      LETTA_API_KEY: LETTA_API_KEY

capability:

  consumes:
    - type: http
      namespace: "letta-conversations"
      baseUri: "https://api.letta.com"
      description: "Letta API — Conversations business capability. Self-contained, no shared references."
      authentication:
        type: bearer
        token: "{{env.LETTA_API_KEY}}"
      resources:
        - name: "conversations"
          path: "/v1/conversations/"
          operations:
            - name: "create_conversation"
              method: POST
              description: "Create Conversation"
              inputParameters:
                - name: "agent_id"
                  in: query
                  type: string
                  required: true
                  description: "The agent ID to create a conversation for"
                - name: "body"
                  in: body
                  type: object
                  required: true
                  description: "Request payload"
              outputRawFormat: json
              outputParameters:
                - name: result
                  type: object
                  value: "$."
            - name: "list_conversations"
              method: GET
              description: "List Conversations"
              inputParameters:
                - name: "agent_id"
                  in: query
                  type: string
                  required: false
                  description: "The agent ID to list conversations for (optional - returns all conversations if not provided)"
                - name: "limit"
                  in: query
                  type: integer
                  required: false
                  description: "Maximum number of conversations to return"
                - name: "after"
                  in: query
                  type: string
                  required: false
                  description: "Cursor for pagination (conversation ID)"
                - name: "summary_search"
                  in: query
                  type: string
                  required: false
                  description: "Search for text within conversation summaries"
                - name: "order"
                  in: query
                  type: string
                  required: false
                  description: "Sort order for conversations. 'asc' for oldest first, 'desc' for newest first"
                - name: "order_by"
                  in: query
                  type: string
                  required: false
                  description: "Field to sort by"
              outputRawFormat: json
              outputParameters:
                - name: result
                  type: object
                  value: "$."
        - name: "conversations-by-id"
          path: "/v1/conversations/{conversation_id}"
          operations:
            - name: "retrieve_conversation"
              method: GET
              description: "Retrieve Conversation"
              inputParameters:
                - name: "conversation_id"
                  in: path
                  type: string
                  required: true
                  description: "The ID of the conv in the format 'conv-<uuid4>'"
              outputRawFormat: json
              outputParameters:
                - name: result
                  type: object
                  value: "$."
            - name: "update_conversation"
              method: PATCH
              description: "Update Conversation"
              inputParameters:
                - name: "conversation_id"
                  in: path
                  type: string
                  required: true
                  description: "The ID of the conv in the format 'conv-<uuid4>'"
                - name: "body"
                  in: body
                  type: object
                  required: true
                  description: "Request payload"
              outputRawFormat: json
              outputParameters:
                - name: result
                  type: object
                  value: "$."
            - name: "delete_conversation"
              method: DELETE
              description: "Delete Conversation"
              inputParameters:
                - name: "conversation_id"
                  in: path
                  type: string
                  required: true
                  description: "The ID of the conv in the format 'conv-<uuid4>'"
              outputRawFormat: json
              outputParameters:
                - name: result
                  type: object
                  value: "$."
        - name: "conversations-by-id-fork"
          path: "/v1/conversations/{conversation_id}/fork"
          operations:
            - name: "fork_conversation"
              method: POST
              description: "Fork Conversation"
              inputParameters:
                - name: "conversation_id"
                  in: path
                  type: string
                  required: true
                  description: "The conversation identifier. Can be a conversation ID ('conv-<uuid4>'), 'default' for agent-direct mode (with agent_id parameter), or an agent ID ('agent-<uuid4>') for backwards compatibility (depreca"
                - name: "agent_id"
                  in: query
                  type: string
                  required: false
                  description: "Agent ID for agent-direct mode with 'default' conversation"
              outputRawFormat: json
              outputParameters:
                - name: result
                  type: object
                  value: "$."
        - name: "conversations-by-id-messages"
          path: "/v1/conversations/{conversation_id}/messages"
          operations:
            - name: "list_conversation_messages"
              method: GET
              description: "List Conversation Messages"
              inputParameters:
                - name: "conversation_id"
                  in: path
                  type: string
                  required: true
                  description: "The conversation identifier. Can be a conversation ID ('conv-<uuid4>'), 'default' for agent-direct mode (with agent_id parameter), or an agent ID ('agent-<uuid4>') for backwards compatibility (depreca"
                - name: "agent_id"
                  in: query
                  type: string
                  required: false
                  description: "Agent ID for agent-direct mode with 'default' conversation"
                - name: "before"
                  in: query
                  type: string
                  required: false
                  description: "Message ID cursor for pagination. Returns messages that come before this message ID in the specified sort order"
                - name: "after"
                  in: query
                  type: string
                  required: false
                  description: "Message ID cursor for pagination. Returns messages that come after this message ID in the specified sort order"
                - name: "limit"
                  in: query
                  type: string
                  required: false
                  description: "Maximum number of messages to return"
                - name: "order"
                  in: query
                  type: string
                  required: false
                  description: "Sort order for messages by creation time. 'asc' for oldest first, 'desc' for newest first"
                - name: "order_by"
                  in: query
                  type: string
                  required: false
                  description: "Field to sort by"
                - name: "group_id"
                  in: query
                  type: string
                  required: false
                  description: "Group ID to filter messages by."
                - name: "include_err"
                  in: query
                  type: string
                  required: false
                  description: "Whether to include error messages and error statuses. For debugging purposes only."
                - name: "include_return_message_types"
                  in: query
                  type: string
                  required: false
                  description: "Message types to include in response. When null, all message types are returned."
              outputRawFormat: json
              outputParameters:
                - name: result
                  type: object
                  value: "$."
            - name: "send_conversation_message"
              method: POST
              description: "Send Conversation Message"
              inputParameters:
                - name: "conversation_id"
                  in: path
                  type: string
                  required: true
                  description: "The conversation identifier. Can be a conversation ID ('conv-<uuid4>'), 'default' for agent-direct mode (with agent_id parameter), or an agent ID ('agent-<uuid4>') for backwards compatibility (depreca"
                - name: "body"
                  in: body
                  type: object
                  required: true
                  description: "Request payload"
              outputRawFormat: json
              outputParameters:
                - name: result
                  type: object
                  value: "$."
        - name: "conversations-by-id-messages-preview-raw-payload"
          path: "/v1/conversations/{conversation_id}/messages/preview-raw-payload"
          operations:
            - name: "preview_conversation_model_request"
              method: POST
              description: "Preview Conversation Model Request"
              inputParameters:
                - name: "conversation_id"
                  in: path
                  type: string
                  required: true
                  description: "The conversation identifier. Can be a conversation ID ('conv-<uuid4>'), 'default' for agent-direct mode (with agent_id parameter), or an agent ID ('agent-<uuid4>') for backwards compatibility (depreca"
                - name: "body"
                  in: body
                  type: object
                  required: true
                  description: "Request payload"
              outputRawFormat: json
              outputParameters:
                - name: result
                  type: object
                  value: "$."
        - name: "conversations-by-id-stream"
          path: "/v1/conversations/{conversation_id}/stream"
          operations:
            - name: "retrieve_conversation_stream"
              method: POST
              description: "Retrieve Conversation Stream"
              inputParameters:
                - name: "conversation_id"
                  in: path
                  type: string
                  required: true
                  description: "The conversation identifier. Can be a conversation ID ('conv-<uuid4>'), 'default' for agent-direct mode (with agent_id parameter), or an agent ID ('agent-<uuid4>') for backwards compatibility (depreca"
                - name: "body"
                  in: body
                  type: object
                  required: true
                  description: "Request payload"
              outputRawFormat: json
              outputParameters:
                - name: result
                  type: object
                  value: "$."
        - name: "conversations-by-id-cancel"
          path: "/v1/conversations/{conversation_id}/cancel"
          operations:
            - name: "cancel_conversation"
              method: POST
              description: "Cancel Conversation"
              inputParameters:
                - name: "conversation_id"
                  in: path
                  type: string
                  required: true
                  description: "The conversation identifier. Can be a conversation ID ('conv-<uuid4>'), 'default' for agent-direct mode (with agent_id parameter), or an agent ID ('agent-<uuid4>') for backwards compatibility (depreca"
                - name: "agent_id"
                  in: query
                  type: string
                  required: false
                  description: "Agent ID for agent-direct mode with 'default' conversation"
              outputRawFormat: json
              outputParameters:
                - name: result
                  type: object
                  value: "$."
        - name: "conversations-by-id-recompile"
          path: "/v1/conversations/{conversation_id}/recompile"
          operations:
            - name: "recompile_conversation"
              method: POST
              description: "Recompile Conversation"
              inputParameters:
                - name: "conversation_id"
                  in: path
                  type: string
                  required: true
                  description: "The conversation identifier. Can be a conversation ID ('conv-<uuid4>'), 'default' for agent-direct mode (with agent_id parameter), or an agent ID ('agent-<uuid4>') for backwards compatibility (depreca"
                - name: "dry_run"
                  in: query
                  type: boolean
                  required: false
                  description: "If True, do not persist changes; still returns the compiled system prompt."
                - name: "body"
                  in: body
                  type: object
                  required: true
                  description: "Request payload"
              outputRawFormat: json
              outputParameters:
                - name: result
                  type: object
                  value: "$."
        - name: "conversations-by-id-compact"
          path: "/v1/conversations/{conversation_id}/compact"
          operations:
            - name: "compact_conversation"
              method: POST
              description: "Compact Conversation"
              inputParameters:
                - name: "conversation_id"
                  in: path
                  type: string
                  required: true
                  description: "The conversation identifier. Can be a conversation ID ('conv-<uuid4>'), 'default' for agent-direct mode (with agent_id parameter), or an agent ID ('agent-<uuid4>') for backwards compatibility (depreca"
                - name: "body"
                  in: body
                  type: object
                  required: true
                  description: "Request payload"
              outputRawFormat: json
              outputParameters:
                - name: result
                  type: object
                  value: "$."

  exposes:
    - type: rest
      namespace: "letta-conversations-rest"
      port: 8080
      description: "REST adapter for Letta API — Conversations. One Spectral-compliant resource per consumed operation."
      resources:
        - path: "/v1/conversations/"
          name: "conversations"
          description: "REST surface for conversations."
          operations:
            - method: POST
              name: "create_conversation"
              description: "Create Conversation"
              call: "letta-conversations.create_conversation"
              with:
                "agent_id": "rest.agent_id"
                "body": "rest.body"
              outputParameters:
                - type: object
                  mapping: "$."
            - method: GET
              name: "list_conversations"
              description: "List Conversations"
              call: "letta-conversations.list_conversations"
              with:
                "agent_id": "rest.agent_id"
                "limit": "rest.limit"
                "after": "rest.after"
                "summary_search": "rest.summary_search"
                "order": "rest.order"
                "order_by": "rest.order_by"
              outputParameters:
                - type: object
                  mapping: "$."
        - path: "/v1/conversations/{conversation-id}"
          name: "conversations-by-id"
          description: "REST surface for conversations-by-id."
          operations:
            - method: GET
              name: "retrieve_conversation"
              description: "Retrieve Conversation"
              call: "letta-conversations.retrieve_conversation"
              with:
                "conversation_id": "rest.conversation_id"
              outputParameters:
                - type: object
                  mapping: "$."
            - method: PATCH
              name: "update_conversation"
              description: "Update Conversation"
              call: "letta-conversations.update_conversation"
              with:
                "conversation_id": "rest.conversation_id"
                "body": "rest.body"
              outputParameters:
                - type: object
                  mapping: "$."
            - method: DELETE
              name: "delete_conversation"
              description: "Delete Conversation"
              call: "letta-conversations.delete_conversation"
              with:
                "conversation_id": "rest.conversation_id"
              outputParameters:
                - type: object
                  mapping: "$."
        - path: "/v1/conversations/{conversation-id}/fork"
          name: "conversations-by-id-fork"
          description: "REST surface for conversations-by-id-fork."
          operations:
            - method: POST
              name: "fork_conversation"
              description: "Fork Conversation"
              call: "letta-conversations.fork_conversation"
              with:
                "conversation_id": "rest.conversation_id"
                "agent_id": "rest.agent_id"
              outputParameters:
                - type: object
                  mapping: "$."
        - path: "/v1/conversations/{conversation-id}/messages"
          name: "conversations-by-id-messages"
          description: "REST surface for conversations-by-id-messages."
          operations:
            - method: GET
              name: "list_conversation_messages"
              description: "List Conversation Messages"
              call: "letta-conversations.list_conversation_messages"
              with:
                "conversation_id": "rest.conversation_id"
                "agent_id": "rest.agent_id"
                "before": "rest.before"
                "after": "rest.after"
                "limit": "rest.limit"
                "order": "rest.order"
                "order_by": "rest.order_by"
                "group_id": "rest.group_id"
                "include_err": "rest.include_err"
                "include_return_message_types": "rest.include_return_message_types"
              outputParameters:
                - type: object
                  mapping: "$."
            - method: POST
              name: "send_conversation_message"
              description: "Send Conversation Message"
              call: "letta-conversations.send_conversation_message"
              with:
                "conversation_id": "rest.conversation_id"
                "body": "rest.body"
              outputParameters:
                - type: object
                  mapping: "$."
        - path: "/v1/conversations/{conversation-id}/messages/preview-raw-payload"
          name: "conversations-by-id-messages-preview-raw-payload"
          description: "REST surface for conversations-by-id-messages-preview-raw-payload."
          operations:
            - method: POST
              name: "preview_conversation_model_request"
              description: "Preview Conversation Model Request"
              call: "letta-conversations.preview_conversation_model_request"
              with:
                "conversation_id": "rest.conversation_id"
                "body": "rest.body"
              outputParameters:
                - type: object
                  mapping: "$."
        - path: "/v1/conversations/{conversation-id}/stream"
          name: "conversations-by-id-stream"
          description: "REST surface for conversations-by-id-stream."
          operations:
            - method: POST
              name: "retrieve_conversation_stream"
              description: "Retrieve Conversation Stream"
              call: "letta-conversations.retrieve_conversation_stream"
              with:
                "conversation_id": "rest.conversation_id"
                "body": "rest.body"
              outputParameters:
                - type: object
                  mapping: "$."
        - path: "/v1/conversations/{conversation-id}/cancel"
          name: "conversations-by-id-cancel"
          description: "REST surface for conversations-by-id-cancel."
          operations:
            - method: POST
              name: "cancel_conversation"
              description: "Cancel Conversation"
              call: "letta-conversations.cancel_conversation"
              with:
                "conversation_id": "rest.conversation_id"
                "agent_id": "rest.agent_id"
              outputParameters:
                - type: object
                  mapping: "$."
        - path: "/v1/conversations/{conversation-id}/recompile"
          name: "conversations-by-id-recompile"
          description: "REST surface for conversations-by-id-recompile."
          operations:
            - method: POST
              name: "recompile_conversation"
              description: "Recompile Conversation"
              call: "letta-conversations.recompile_conversation"
              with:
                "conversation_id": "rest.conversation_id"
                "dry_run": "rest.dry_run"
                "body": "rest.body"
              outputParameters:
                - type: object
                  mapping: "$."
        - path: "/v1/conversations/{conversation-id}/compact"
          name: "conversations-by-id-compact"
          description: "REST surface for conversations-by-id-compact."
          operations:
            - method: POST
              name: "compact_conversation"
              description: "Compact Conversation"
              call: "letta-conversations.compact_conversation"
              with:
                "conversation_id": "rest.conversation_id"
                "body": "rest.body"
              outputParameters:
                - type: object
                  mapping: "$."
    - type: mcp
      namespace: "letta-conversations-mcp"
      port: 9090
      transport: http
      description: "MCP adapter for Letta API — Conversations. One verb-noun tool per consumed operation."
      tools:
        - name: "create-conversation"
          description: "Create Conversation"
          hints:
            readOnly: false
            destructive: false
            idempotent: false
          call: "letta-conversations.create_conversation"
          with:
            "agent_id": "tools.agent_id"
            "body": "tools.body"
          outputParameters:
            - type: object
              mapping: "$."
        - name: "list-conversations"
          description: "List Conversations"
          hints:
            readOnly: true
            destructive: false
            idempotent: true
          call: "letta-conversations.list_conversations"
          with:
            "agent_id": "tools.agent_id"
            "limit": "tools.limit"
            "after": "tools.after"
            "summary_search": "tools.summary_search"
            "order": "tools.order"
            "order_by": "tools.order_by"
          outputParameters:
            - type: object
              mapping: "$."
        - name: "retrieve-conversation"
          description: "Retrieve Conversation"
          hints:
            readOnly: true
            destructive: false
            idempotent: true
          call: "letta-conversations.retrieve_conversation"
          with:
            "conversation_id": "tools.conversation_id"
          outputParameters:
            - type: object
              mapping: "$."
        - name: "update-conversation"
          description: "Update Conversation"
          hints:
            readOnly: false
            destructive: false
            idempotent: true
          call: "letta-conversations.update_conversation"
          with:
            "conversation_id": "tools.conversation_id"
            "body": "tools.body"
          outputParameters:
            - type: object
              mapping: "$."
        - name: "delete-conversation"
          description: "Delete Conversation"
          hints:
            readOnly: false
            destructive: true
            idempotent: true
          call: "letta-conversations.delete_conversation"
          with:
            "conversation_id": "tools.conversation_id"
          outputParameters:
            - type: object
              mapping: "$."
        - name: "fork-conversation"
          description: "Fork Conversation"
          hints:
            readOnly: false
            destructive: false
            idempotent: false
          call: "letta-conversations.fork_conversation"
          with:
            "conversation_id": "tools.conversation_id"
            "agent_id": "tools.agent_id"
          outputParameters:
            - type: object
              mapping: "$."
        - name: "list-conversation-messages"
          description: "List Conversation Messages"
          hints:
            readOnly: true
            destructive: false
            idempotent: true
          call: "letta-conversations.list_conversation_messages"
          with:
            "conversation_id": "tools.conversation_id"
            "agent_id": "tools.agent_id"
            "before": "tools.before"
            "after": "tools.after"
            "limit": "tools.limit"
            "order": "tools.order"
            "order_by": "tools.order_by"
            "group_id": "tools.group_id"
            "include_err": "tools.include_err"
            "include_return_message_types": "tools.include_return_message_types"
          outputParameters:
            - type: object
              mapping: "$."
        - name: "send-conversation-message"
          description: "Send Conversation Message"
          hints:
            readOnly: false
            destructive: false
            idempotent: false
          call: "letta-conversations.send_conversation_message"
          with:
            "conversation_id": "tools.conversation_id"
            "body": "tools.body"
          outputParameters:
            - type: object
              mapping: "$."
        - name: "preview-conversation-model-request"
          description: "Preview Conversation Model Request"
          hints:
            readOnly: false
            destructive: false
            idempotent: false
          call: "letta-conversations.preview_conversation_model_request"
          with:
            "conversation_id": "tools.conversation_id"
            "body": "tools.body"
          outputParameters:
            - type: object
              mapping: "$."
        - name: "retrieve-conversation-stream"
          description: "Retrieve Conversation Stream"
          hints:
            readOnly: true
            destructive: false
            idempotent: false
          call: "letta-conversations.retrieve_conversation_stream"
          with:
            "conversation_id": "tools.conversation_id"
            "body": "tools.body"
          outputParameters:
            - type: object
              mapping: "$."
        - name: "cancel-conversation"
          description: "Cancel Conversation"
          hints:
            readOnly: false
            destructive: false
            idempotent: false
          call: "letta-conversations.cancel_conversation"
          with:
            "conversation_id": "tools.conversation_id"
            "agent_id": "tools.agent_id"
          outputParameters:
            - type: object
              mapping: "$."
        - name: "recompile-conversation"
          description: "Recompile Conversation"
          hints:
            readOnly: false
            destructive: false
            idempotent: false
          call: "letta-conversations.recompile_conversation"
          with:
            "conversation_id": "tools.conversation_id"
            "dry_run": "tools.dry_run"
            "body": "tools.body"
          outputParameters:
            - type: object
              mapping: "$."
        - name: "compact-conversation"
          description: "Compact Conversation"
          hints:
            readOnly: false
            destructive: false
            idempotent: false
          call: "letta-conversations.compact_conversation"
          with:
            "conversation_id": "tools.conversation_id"
            "body": "tools.body"
          outputParameters:
            - type: object
              mapping: "$."