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Glama
AceDataCloud

AiChat MCP Server

Official
by AceDataCloud
OverviewSchemaRelated ServersScoreDiscussions
Python
Remote

aichat_create_conversation

Create an AI conversation by sending a question to any supported model—GPT, DeepSeek, Grok, GLM—and get the generated answer plus a conversation ID to continue the dialogue.

Instructions

Create an AI conversation using the AiChat API.

Sends a question to the specified AI model and returns the generated answer.
Supports a wide range of models including GPT-4, GPT-5, o-series, DeepSeek, Grok, and GLM.

Use this when:
- You need to ask a question to an AI model
- You want to continue an existing conversation (provide conversation_id)
- You need answers from specific AI models like DeepSeek, Grok, or GLM

Returns:
    JSON response containing the conversation ID and the generated answer.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
modelNoThe model to use for generating the answer. Options include gpt-4.1, gpt-4o, gpt-5, o1, o3, o4-mini, deepseek-r1, deepseek-v3, grok-3, glm-4.7, and many more. Default is gpt-4.1.gpt-4.1
presetNoAn optional preset model configuration to apply for this conversation.
questionYesThe prompt or question to be answered by the AI model. Required.
statefulNoWhether to use stateful conversation mode. When True, the server tracks conversation history. Default is False (stateless).
referencesNoOptional list of reference sources or context to include when generating the answer.
conversation_idNoThe unique identifier of an existing conversation to continue. If provided, the AI will respond in the context of the prior conversation. Leave empty to start a new conversation.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. Changed1 schema field changedv0.1.7
    • changedInput schema / properties / model / enum
      Previous value: -[
-  "gpt-5.6-luna",
-  "gpt-5.6-terra",
-  "gpt-5.6-sol",
-  "gpt-5.5",
-  "gpt-5.5-pro",
-  "gpt-5.4",
-  "gpt-5.4-pro",
-  "gpt-5.4-mini",
-  "gpt-5.4-nano",
-  "gpt-5.2",
-  "gpt-5.1",
-  "gpt-5.1-all",
-  "gpt-5",
-  "gpt-5-mini",
-  "gpt-5-nano",
-  "gpt-5-all",
-  "gpt-4",
-  "gpt-4-all",
-  "gpt-4-turbo",
-  "gpt-4-turbo-preview",
-  "gpt-4-vision-preview",
-  "gpt-4.1",
-  "gpt-4.1-2025-04-14",
-  "gpt-4.1-mini",
-  "gpt-4.1-mini-2025-04-14",
-  "gpt-4.1-nano",
-  "gpt-4.1-nano-2025-04-14",
-  "gpt-4.5-preview",
-  "gpt-4.5-preview-2025-02-27",
-  "gpt-4o",
-  "gpt-4o-2024-05-13",
-  "gpt-4o-2024-08-06",
-  "gpt-4o-2024-11-20",
-  "gpt-4o-all",
-  "gpt-4o-image",
-  "gpt-4o-mini",
-  "gpt-4o-mini-2024-07-18",
-  "gpt-4o-mini-search-preview",
-  "gpt-4o-mini-search-preview-2025-03-11",
-  "gpt-4o-search-preview",
-  "gpt-4o-search-preview-2025-03-11",
-  "o1",
-  "o1-2024-12-17",
-  "o1-all",
-  "o1-mini",
-  "o1-mini-2024-09-12",
-  "o1-mini-all",
-  "o1-preview",
-  "o1-preview-2024-09-12",
-  "o1-preview-all",
-  "o1-pro",
-  "o1-pro-2025-03-19",
-  "o1-pro-all",
-  "o3",
-  "o3-2025-04-16",
-  "o3-all",
-  "o3-mini",
-  "o3-mini-2025-01-31",
-  "o3-mini-2025-01-31-high",
-  "o3-mini-2025-01-31-low",
-  "o3-mini-2025-01-31-medium",
-  "o3-mini-all",
-  "o3-mini-high",
-  "o3-mini-high-all",
-  "o3-mini-low",
-  "o3-mini-medium",
-  "o3-pro",
-  "o3-pro-2025-06-10",
-  "o4-mini",
-  "o4-mini-2025-04-16",
-  "o4-mini-all",
-  "o4-mini-high-all",
-  "deepseek-r1",
-  "deepseek-r1-0528",
-  "deepseek-v3",
-  "deepseek-v3-250324",
-  "deepseek-v4-flash",
-  "deepseek-v4-pro",
-  "grok-3",
-  "grok-4.5",
-  "glm-5.3",
-  "glm-5.2",
-  "glm-5",
-  "glm-5-turbo",
-  "glm-5.1",
-  "glm-4.7",
-  "glm-4.6",
-  "glm-3-turbo"
-]New value: +[
+  "gpt-6-astra",
+  "gpt-5.6-luna",
+  "gpt-5.6-terra",
+  "gpt-5.6-sol",
+  "gpt-5.5",
+  "gpt-5.5-pro",
+  "gpt-5.4",
+  "gpt-5.4-pro",
+  "gpt-5.4-mini",
+  "gpt-5.4-nano",
+  "gpt-5.2",
+  "gpt-5.1",
+  "gpt-5.1-all",
+  "gpt-5",
+  "gpt-5-mini",
+  "gpt-5-nano",
+  "gpt-5-all",
+  "gpt-4",
+  "gpt-4-all",
+  "gpt-4-turbo",
+  "gpt-4-turbo-preview",
+  "gpt-4-vision-preview",
+  "gpt-4.1",
+  "gpt-4.1-2025-04-14",
+  "gpt-4.1-mini",
+  "gpt-4.1-mini-2025-04-14",
+  "gpt-4.1-nano",
+  "gpt-4.1-nano-2025-04-14",
+  "gpt-4.5-preview",
+  "gpt-4.5-preview-2025-02-27",
+  "gpt-4o",
+  "gpt-4o-2024-05-13",
+  "gpt-4o-2024-08-06",
+  "gpt-4o-2024-11-20",
+  "gpt-4o-all",
+  "gpt-4o-image",
+  "gpt-4o-mini",
+  "gpt-4o-mini-2024-07-18",
+  "gpt-4o-mini-search-preview",
+  "gpt-4o-mini-search-preview-2025-03-11",
+  "gpt-4o-search-preview",
+  "gpt-4o-search-preview-2025-03-11",
+  "o1",
+  "o1-2024-12-17",
+  "o1-all",
+  "o1-mini",
+  "o1-mini-2024-09-12",
+  "o1-mini-all",
+  "o1-preview",
+  "o1-preview-2024-09-12",
+  "o1-preview-all",
+  "o1-pro",
+  "o1-pro-2025-03-19",
+  "o1-pro-all",
+  "o3",
+  "o3-2025-04-16",
+  "o3-all",
+  "o3-mini",
+  "o3-mini-2025-01-31",
+  "o3-mini-2025-01-31-high",
+  "o3-mini-2025-01-31-low",
+  "o3-mini-2025-01-31-medium",
+  "o3-mini-all",
+  "o3-mini-high",
+  "o3-mini-high-all",
+  "o3-mini-low",
+  "o3-mini-medium",
+  "o3-pro",
+  "o3-pro-2025-06-10",
+  "o4-mini",
+  "o4-mini-2025-04-16",
+  "o4-mini-all",
+  "o4-mini-high-all",
+  "deepseek-r1",
+  "deepseek-r1-0528",
+  "deepseek-v3",
+  "deepseek-v3-250324",
+  "deepseek-v4-flash",
+  "deepseek-v4-pro",
+  "grok-3",
+  "grok-4.5",
+  "glm-5.3",
+  "glm-5.2",
+  "glm-5",
+  "glm-5-turbo",
+  "glm-5.1",
+  "glm-4.7",
+  "glm-4.6",
+  "glm-3-turbo"
+]
  2. Changed1 schema field changedv0.1.6
    • changedInput schema / properties / model / enum
      Previous value: -[
-  "gpt-5.6-luna",
-  "gpt-5.6-terra",
-  "gpt-5.6-sol",
-  "gpt-5.5",
-  "gpt-5.5-pro",
-  "gpt-5.4",
-  "gpt-5.4-pro",
-  "gpt-5.4-mini",
-  "gpt-5.4-nano",
-  "gpt-5.2",
-  "gpt-5.1",
-  "gpt-5.1-all",
-  "gpt-5",
-  "gpt-5-mini",
-  "gpt-5-nano",
-  "gpt-5-all",
-  "gpt-4",
-  "gpt-4-all",
-  "gpt-4-turbo",
-  "gpt-4-turbo-preview",
-  "gpt-4-vision-preview",
-  "gpt-4.1",
-  "gpt-4.1-2025-04-14",
-  "gpt-4.1-mini",
-  "gpt-4.1-mini-2025-04-14",
-  "gpt-4.1-nano",
-  "gpt-4.1-nano-2025-04-14",
-  "gpt-4.5-preview",
-  "gpt-4.5-preview-2025-02-27",
-  "gpt-4o",
-  "gpt-4o-2024-05-13",
-  "gpt-4o-2024-08-06",
-  "gpt-4o-2024-11-20",
-  "gpt-4o-all",
-  "gpt-4o-image",
-  "gpt-4o-mini",
-  "gpt-4o-mini-2024-07-18",
-  "gpt-4o-mini-search-preview",
-  "gpt-4o-mini-search-preview-2025-03-11",
-  "gpt-4o-search-preview",
-  "gpt-4o-search-preview-2025-03-11",
-  "o1",
-  "o1-2024-12-17",
-  "o1-all",
-  "o1-mini",
-  "o1-mini-2024-09-12",
-  "o1-mini-all",
-  "o1-preview",
-  "o1-preview-2024-09-12",
-  "o1-preview-all",
-  "o1-pro",
-  "o1-pro-2025-03-19",
-  "o1-pro-all",
-  "o3",
-  "o3-2025-04-16",
-  "o3-all",
-  "o3-mini",
-  "o3-mini-2025-01-31",
-  "o3-mini-2025-01-31-high",
-  "o3-mini-2025-01-31-low",
-  "o3-mini-2025-01-31-medium",
-  "o3-mini-all",
-  "o3-mini-high",
-  "o3-mini-high-all",
-  "o3-mini-low",
-  "o3-mini-medium",
-  "o3-pro",
-  "o3-pro-2025-06-10",
-  "o4-mini",
-  "o4-mini-2025-04-16",
-  "o4-mini-all",
-  "o4-mini-high-all",
-  "deepseek-r1",
-  "deepseek-r1-0528",
-  "deepseek-v3",
-  "deepseek-v3-250324",
-  "deepseek-v4-pro",
-  "deepseek-v4-flash",
-  "grok-3",
-  "grok-4.5",
-  "glm-5.2",
-  "glm-5",
-  "glm-5-turbo",
-  "glm-5.1",
-  "glm-4.7",
-  "glm-4.6",
-  "glm-3-turbo"
-]New value: +[
+  "gpt-5.6-luna",
+  "gpt-5.6-terra",
+  "gpt-5.6-sol",
+  "gpt-5.5",
+  "gpt-5.5-pro",
+  "gpt-5.4",
+  "gpt-5.4-pro",
+  "gpt-5.4-mini",
+  "gpt-5.4-nano",
+  "gpt-5.2",
+  "gpt-5.1",
+  "gpt-5.1-all",
+  "gpt-5",
+  "gpt-5-mini",
+  "gpt-5-nano",
+  "gpt-5-all",
+  "gpt-4",
+  "gpt-4-all",
+  "gpt-4-turbo",
+  "gpt-4-turbo-preview",
+  "gpt-4-vision-preview",
+  "gpt-4.1",
+  "gpt-4.1-2025-04-14",
+  "gpt-4.1-mini",
+  "gpt-4.1-mini-2025-04-14",
+  "gpt-4.1-nano",
+  "gpt-4.1-nano-2025-04-14",
+  "gpt-4.5-preview",
+  "gpt-4.5-preview-2025-02-27",
+  "gpt-4o",
+  "gpt-4o-2024-05-13",
+  "gpt-4o-2024-08-06",
+  "gpt-4o-2024-11-20",
+  "gpt-4o-all",
+  "gpt-4o-image",
+  "gpt-4o-mini",
+  "gpt-4o-mini-2024-07-18",
+  "gpt-4o-mini-search-preview",
+  "gpt-4o-mini-search-preview-2025-03-11",
+  "gpt-4o-search-preview",
+  "gpt-4o-search-preview-2025-03-11",
+  "o1",
+  "o1-2024-12-17",
+  "o1-all",
+  "o1-mini",
+  "o1-mini-2024-09-12",
+  "o1-mini-all",
+  "o1-preview",
+  "o1-preview-2024-09-12",
+  "o1-preview-all",
+  "o1-pro",
+  "o1-pro-2025-03-19",
+  "o1-pro-all",
+  "o3",
+  "o3-2025-04-16",
+  "o3-all",
+  "o3-mini",
+  "o3-mini-2025-01-31",
+  "o3-mini-2025-01-31-high",
+  "o3-mini-2025-01-31-low",
+  "o3-mini-2025-01-31-medium",
+  "o3-mini-all",
+  "o3-mini-high",
+  "o3-mini-high-all",
+  "o3-mini-low",
+  "o3-mini-medium",
+  "o3-pro",
+  "o3-pro-2025-06-10",
+  "o4-mini",
+  "o4-mini-2025-04-16",
+  "o4-mini-all",
+  "o4-mini-high-all",
+  "deepseek-r1",
+  "deepseek-r1-0528",
+  "deepseek-v3",
+  "deepseek-v3-250324",
+  "deepseek-v4-flash",
+  "deepseek-v4-pro",
+  "grok-3",
+  "grok-4.5",
+  "glm-5.3",
+  "glm-5.2",
+  "glm-5",
+  "glm-5-turbo",
+  "glm-5.1",
+  "glm-4.7",
+  "glm-4.6",
+  "glm-3-turbo"
+]
  3. Changed1 schema field changedv0.1.4
    • changedInput schema / properties / model / enum
      Previous value: -[
-  "gpt-5.6-luna",
-  "gpt-5.6-terra",
-  "gpt-5.6-sol",
-  "gpt-5.5",
-  "gpt-5.5-pro",
-  "gpt-5.4",
-  "gpt-5.4-pro",
-  "gpt-5.4-mini",
-  "gpt-5.4-nano",
-  "gpt-5.2",
-  "gpt-5.1",
-  "gpt-5.1-all",
-  "gpt-5",
-  "gpt-5-mini",
-  "gpt-5-nano",
-  "gpt-5-all",
-  "gpt-4",
-  "gpt-4-all",
-  "gpt-4-turbo",
-  "gpt-4-turbo-preview",
-  "gpt-4-vision-preview",
-  "gpt-4.1",
-  "gpt-4.1-2025-04-14",
-  "gpt-4.1-mini",
-  "gpt-4.1-mini-2025-04-14",
-  "gpt-4.1-nano",
-  "gpt-4.1-nano-2025-04-14",
-  "gpt-4.5-preview",
-  "gpt-4.5-preview-2025-02-27",
-  "gpt-4o",
-  "gpt-4o-2024-05-13",
-  "gpt-4o-2024-08-06",
-  "gpt-4o-2024-11-20",
-  "gpt-4o-all",
-  "gpt-4o-image",
-  "gpt-4o-mini",
-  "gpt-4o-mini-2024-07-18",
-  "gpt-4o-mini-search-preview",
-  "gpt-4o-mini-search-preview-2025-03-11",
-  "gpt-4o-search-preview",
-  "gpt-4o-search-preview-2025-03-11",
-  "o1",
-  "o1-2024-12-17",
-  "o1-all",
-  "o1-mini",
-  "o1-mini-2024-09-12",
-  "o1-mini-all",
-  "o1-preview",
-  "o1-preview-2024-09-12",
-  "o1-preview-all",
-  "o1-pro",
-  "o1-pro-2025-03-19",
-  "o1-pro-all",
-  "o3",
-  "o3-2025-04-16",
-  "o3-all",
-  "o3-mini",
-  "o3-mini-2025-01-31",
-  "o3-mini-2025-01-31-high",
-  "o3-mini-2025-01-31-low",
-  "o3-mini-2025-01-31-medium",
-  "o3-mini-all",
-  "o3-mini-high",
-  "o3-mini-high-all",
-  "o3-mini-low",
-  "o3-mini-medium",
-  "o3-pro",
-  "o3-pro-2025-06-10",
-  "o4-mini",
-  "o4-mini-2025-04-16",
-  "o4-mini-all",
-  "o4-mini-high-all",
-  "deepseek-r1",
-  "deepseek-r1-0528",
-  "deepseek-v3",
-  "deepseek-v3-250324",
-  "deepseek-v4-flash",
-  "grok-3",
-  "grok-4.5",
-  "glm-5.2",
-  "glm-5",
-  "glm-5-turbo",
-  "glm-5.1",
-  "glm-4.7",
-  "glm-4.6",
-  "glm-3-turbo"
-]New value: +[
+  "gpt-5.6-luna",
+  "gpt-5.6-terra",
+  "gpt-5.6-sol",
+  "gpt-5.5",
+  "gpt-5.5-pro",
+  "gpt-5.4",
+  "gpt-5.4-pro",
+  "gpt-5.4-mini",
+  "gpt-5.4-nano",
+  "gpt-5.2",
+  "gpt-5.1",
+  "gpt-5.1-all",
+  "gpt-5",
+  "gpt-5-mini",
+  "gpt-5-nano",
+  "gpt-5-all",
+  "gpt-4",
+  "gpt-4-all",
+  "gpt-4-turbo",
+  "gpt-4-turbo-preview",
+  "gpt-4-vision-preview",
+  "gpt-4.1",
+  "gpt-4.1-2025-04-14",
+  "gpt-4.1-mini",
+  "gpt-4.1-mini-2025-04-14",
+  "gpt-4.1-nano",
+  "gpt-4.1-nano-2025-04-14",
+  "gpt-4.5-preview",
+  "gpt-4.5-preview-2025-02-27",
+  "gpt-4o",
+  "gpt-4o-2024-05-13",
+  "gpt-4o-2024-08-06",
+  "gpt-4o-2024-11-20",
+  "gpt-4o-all",
+  "gpt-4o-image",
+  "gpt-4o-mini",
+  "gpt-4o-mini-2024-07-18",
+  "gpt-4o-mini-search-preview",
+  "gpt-4o-mini-search-preview-2025-03-11",
+  "gpt-4o-search-preview",
+  "gpt-4o-search-preview-2025-03-11",
+  "o1",
+  "o1-2024-12-17",
+  "o1-all",
+  "o1-mini",
+  "o1-mini-2024-09-12",
+  "o1-mini-all",
+  "o1-preview",
+  "o1-preview-2024-09-12",
+  "o1-preview-all",
+  "o1-pro",
+  "o1-pro-2025-03-19",
+  "o1-pro-all",
+  "o3",
+  "o3-2025-04-16",
+  "o3-all",
+  "o3-mini",
+  "o3-mini-2025-01-31",
+  "o3-mini-2025-01-31-high",
+  "o3-mini-2025-01-31-low",
+  "o3-mini-2025-01-31-medium",
+  "o3-mini-all",
+  "o3-mini-high",
+  "o3-mini-high-all",
+  "o3-mini-low",
+  "o3-mini-medium",
+  "o3-pro",
+  "o3-pro-2025-06-10",
+  "o4-mini",
+  "o4-mini-2025-04-16",
+  "o4-mini-all",
+  "o4-mini-high-all",
+  "deepseek-r1",
+  "deepseek-r1-0528",
+  "deepseek-v3",
+  "deepseek-v3-250324",
+  "deepseek-v4-pro",
+  "deepseek-v4-flash",
+  "grok-3",
+  "grok-4.5",
+  "glm-5.2",
+  "glm-5",
+  "glm-5-turbo",
+  "glm-5.1",
+  "glm-4.7",
+  "glm-4.6",
+  "glm-3-turbo"
+]
  4. Changed1 schema field changedv0.1.2
    • changedInput schema / properties / model / enum
      Previous value: -[
-  "gpt-5.5",
-  "gpt-5.5-pro",
-  "gpt-5.4",
-  "gpt-5.4-pro",
-  "gpt-5.2",
-  "gpt-5.1",
-  "gpt-5.1-all",
-  "gpt-5",
-  "gpt-5-mini",
-  "gpt-5-nano",
-  "gpt-5-all",
-  "gpt-4",
-  "gpt-4-all",
-  "gpt-4-turbo",
-  "gpt-4-turbo-preview",
-  "gpt-4-vision-preview",
-  "gpt-4.1",
-  "gpt-4.1-2025-04-14",
-  "gpt-4.1-mini",
-  "gpt-4.1-mini-2025-04-14",
-  "gpt-4.1-nano",
-  "gpt-4.1-nano-2025-04-14",
-  "gpt-4.5-preview",
-  "gpt-4.5-preview-2025-02-27",
-  "gpt-4o",
-  "gpt-4o-2024-05-13",
-  "gpt-4o-2024-08-06",
-  "gpt-4o-2024-11-20",
-  "gpt-4o-all",
-  "gpt-4o-image",
-  "gpt-4o-mini",
-  "gpt-4o-mini-2024-07-18",
-  "gpt-4o-mini-search-preview",
-  "gpt-4o-mini-search-preview-2025-03-11",
-  "gpt-4o-search-preview",
-  "gpt-4o-search-preview-2025-03-11",
-  "o1",
-  "o1-2024-12-17",
-  "o1-all",
-  "o1-mini",
-  "o1-mini-2024-09-12",
-  "o1-mini-all",
-  "o1-preview",
-  "o1-preview-2024-09-12",
-  "o1-preview-all",
-  "o1-pro",
-  "o1-pro-2025-03-19",
-  "o1-pro-all",
-  "o3",
-  "o3-2025-04-16",
-  "o3-all",
-  "o3-mini",
-  "o3-mini-2025-01-31",
-  "o3-mini-2025-01-31-high",
-  "o3-mini-2025-01-31-low",
-  "o3-mini-2025-01-31-medium",
-  "o3-mini-all",
-  "o3-mini-high",
-  "o3-mini-high-all",
-  "o3-mini-low",
-  "o3-mini-medium",
-  "o3-pro",
-  "o3-pro-2025-06-10",
-  "o4-mini",
-  "o4-mini-2025-04-16",
-  "o4-mini-all",
-  "o4-mini-high-all",
-  "deepseek-r1",
-  "deepseek-r1-0528",
-  "deepseek-v3",
-  "deepseek-v3-250324",
-  "deepseek-v4-flash",
-  "grok-3",
-  "glm-5.1",
-  "glm-4.7",
-  "glm-4.6",
-  "glm-3-turbo"
-]New value: +[
+  "gpt-5.6-luna",
+  "gpt-5.6-terra",
+  "gpt-5.6-sol",
+  "gpt-5.5",
+  "gpt-5.5-pro",
+  "gpt-5.4",
+  "gpt-5.4-pro",
+  "gpt-5.4-mini",
+  "gpt-5.4-nano",
+  "gpt-5.2",
+  "gpt-5.1",
+  "gpt-5.1-all",
+  "gpt-5",
+  "gpt-5-mini",
+  "gpt-5-nano",
+  "gpt-5-all",
+  "gpt-4",
+  "gpt-4-all",
+  "gpt-4-turbo",
+  "gpt-4-turbo-preview",
+  "gpt-4-vision-preview",
+  "gpt-4.1",
+  "gpt-4.1-2025-04-14",
+  "gpt-4.1-mini",
+  "gpt-4.1-mini-2025-04-14",
+  "gpt-4.1-nano",
+  "gpt-4.1-nano-2025-04-14",
+  "gpt-4.5-preview",
+  "gpt-4.5-preview-2025-02-27",
+  "gpt-4o",
+  "gpt-4o-2024-05-13",
+  "gpt-4o-2024-08-06",
+  "gpt-4o-2024-11-20",
+  "gpt-4o-all",
+  "gpt-4o-image",
+  "gpt-4o-mini",
+  "gpt-4o-mini-2024-07-18",
+  "gpt-4o-mini-search-preview",
+  "gpt-4o-mini-search-preview-2025-03-11",
+  "gpt-4o-search-preview",
+  "gpt-4o-search-preview-2025-03-11",
+  "o1",
+  "o1-2024-12-17",
+  "o1-all",
+  "o1-mini",
+  "o1-mini-2024-09-12",
+  "o1-mini-all",
+  "o1-preview",
+  "o1-preview-2024-09-12",
+  "o1-preview-all",
+  "o1-pro",
+  "o1-pro-2025-03-19",
+  "o1-pro-all",
+  "o3",
+  "o3-2025-04-16",
+  "o3-all",
+  "o3-mini",
+  "o3-mini-2025-01-31",
+  "o3-mini-2025-01-31-high",
+  "o3-mini-2025-01-31-low",
+  "o3-mini-2025-01-31-medium",
+  "o3-mini-all",
+  "o3-mini-high",
+  "o3-mini-high-all",
+  "o3-mini-low",
+  "o3-mini-medium",
+  "o3-pro",
+  "o3-pro-2025-06-10",
+  "o4-mini",
+  "o4-mini-2025-04-16",
+  "o4-mini-all",
+  "o4-mini-high-all",
+  "deepseek-r1",
+  "deepseek-r1-0528",
+  "deepseek-v3",
+  "deepseek-v3-250324",
+  "deepseek-v4-flash",
+  "grok-3",
+  "grok-4.5",
+  "glm-5.2",
+  "glm-5",
+  "glm-5-turbo",
+  "glm-5.1",
+  "glm-4.7",
+  "glm-4.6",
+  "glm-3-turbo"
+]
  5. First observedv0.1.0

TDQS

A3.9/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations provided, the description carries the behavioral disclosure burden. It clearly states the core behavior: it creates/continues a conversation, sends a question to an AI model, and returns a JSON response with conversation ID and answer. It does not mention persistence or stateful nuances, but the schema already explains stateful behavior, so this is a minor gap.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is well-organized with a clear opening action, a 'Use this when' section, and a Returns section. It is reasonably compact and front-loaded, though the model-support list is partially redundant with the schema enum.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given a 6-parameter schema with 100% coverage and an output schema, the description provides enough context to invoke the tool correctly: it explains the main action, continuation via conversation_id, and the response shape. The only notable completeness gap is the lack of distinction vs aichat_create_conversation_v2.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so structured documentation already fully explains every parameter. The description adds modest value by tying question and conversation_id to concrete use cases and highlighting model breadth, but it does not meaningfully expand on parameter meaning.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly identifies the operation: 'Create an AI conversation using the AiChat API' and 'Sends a question to the specified AI model and returns the generated answer.' It is distinct from aichat_list_models and aichat_get_usage_guide, but it does not differentiate from the sibling aichat_create_conversation_v2.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The 'Use this when' bullets provide explicit use cases: asking a question, continuing an existing conversation with conversation_id, and requesting specific model families like DeepSeek or Grok. However, it gives no exclusions and does not mention when the sibling v2 tool should be used instead.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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