> ## Documentation Index
> Fetch the complete documentation index at: https://aisa.one/docs/llms.txt
> Use this file to discover all available pages before exploring further.

# AIsa LLM 模型目录 - API Endpoint、能力和上下文窗口

> AIsa LLM 与媒体模型目录：包含 GPT-5、Claude、Gemini、Grok、DeepSeek、Qwen、Kimi、MiniMax、GLM、Seed、Seedream、Wan 等模型通过 https://api.aisa.one/v1 调用时的模型 ID、provider、API endpoint、能力、上下文窗口和计费信息。

AIsa 的 Model Gateway 可以通过一个 API Key 路由 LLM 和媒体生成请求。本指南是面向 Agent 的稳定 Markdown 来源，适合需要了解 AIsa 支持哪些模型 ID、每个模型使用哪个 endpoint，以及各模型能力边界的场景。

实时模型目录在 [aisa.one/models](https://aisa.one/models)。下方表格基于 2026 年 6 月 4 日的 Model Gateway 在线元数据刷新。模型可用性和价格可能变化，生产路由前请以实时模型目录为最终来源。

## 如何调用模型

使用 `AISA_API_KEY` 作为 Bearer token。对于 OpenAI 兼容 SDK，将 base URL 设置为 `https://api.aisa.one/v1`。

```python theme={null}
import os
from openai import OpenAI

client = OpenAI(
    api_key=os.environ["AISA_API_KEY"],
    base_url="https://api.aisa.one/v1"
)

response = client.chat.completions.create(
    model="qwen3.7-max",
    messages=[{"role": "user", "content": "Compare these model options for a coding agent."}]
)
print(response.choices[0].message.content)
```

## Endpoint 类型

| Endpoint                                      | 当前模型数量 |
| --------------------------------------------- | -----: |
| `POST /v1/chat/completions`                   |     55 |
| `POST /v1/messages`                           |     10 |
| `POST /v1/responses`                          |      4 |
| `POST /v1/images/generations`                 |      1 |
| `POST /v1beta/models/{model}:generateContent` |      1 |

大多数文本、视觉、音频、代码和多模态模型使用 `POST /v1/chat/completions`。Claude 模型也可能提供 Anthropic 兼容的 `POST /v1/messages`。部分模型提供 `POST /v1/responses`、Gemini 兼容的 `POST /v1beta/models/{model}:generateContent`，或图像生成路由。调用时请始终使用下表中的精确模型字符串。

## 能力标签说明

| 能力     | 在 AIsa Model Gateway 中的含义      |
| ------ | ------------------------------ |
| Text   | 自然语言生成、摘要、分析、翻译和长上下文推理。        |
| Coding | 代码推理、代码补全、软件 Agent 规划和工具调用流程。  |
| Vision | 图像/文档理解、视觉编码，以及基于视觉输入的空间推理。    |
| Audio  | 上游模型支持时的音频理解或语音到语音交互。          |
| Image  | 图像生成、图像编辑、图像一致性，或在图像中渲染文字。     |
| Video  | 视频理解、时序推理、长视频处理、图生视频或全模态/视频流程。 |

## Provider 概览

| Provider      | 模型数量 | 能力                                        | 示例模型 ID                                                                                                    |
| ------------- | ---: | ----------------------------------------- | ---------------------------------------------------------------------------------------------------------- |
| OpenAI        |    8 | Coding, Text, Vision, Image               | `gpt-5`, `gpt-5-mini`, `gpt-5.2`, `gpt-5.2-chat-latest` ...                                                |
| Anthropic     |    7 | Coding, Text, Vision                      | `claude-haiku-4-5-20251001`, `claude-opus-4-1-20250805`, `claude-opus-4-5-20251101`, `claude-opus-4-6` ... |
| Google Gemini |    2 | Text                                      | `gemini-3-pro-preview`, `gemini-3.5-flash`                                                                 |
| xAI           |    4 | Text, Vision, Coding                      | `grok-4.20-0309-non-reasoning`, `grok-4.20-0309-reasoning`, `grok-4.3`, `grok-build-0.1`                   |
| DeepSeek      |    6 | Coding, Text                              | `deepseek-r1`, `deepseek-v3`, `deepseek-v3.1`, `deepseek-v3.2` ...                                         |
| Alibaba       |   16 | Audio, Coding, Text, Video, Vision, Image | `qwen-flash`, `qwen-mt-flash`, `qwen-mt-lite`, `qwen-plus-2025-12-01` ...                                  |
| Moonshot      |    3 | Coding, Text, Video, Vision               | `kimi-k2-thinking`, `kimi-k2.5`, `kimi-k2.6`                                                               |
| MiniMax       |    2 | Coding, Text, Video, Vision               | `MiniMax-M2.5`, `MiniMax-M3`                                                                               |
| Zhipu GLM     |    1 | Coding, Text                              | `glm-5`                                                                                                    |
| ByteDance     |    8 | Text, Video, Vision, Coding, Image        | `seed-1-6-250915`, `seed-1-6-flash-250715`, `seed-1-8-251228`, `seed-2-0-lite-260228` ...                  |

## 完整模型详情

### OpenAI

| 模型 ID                 |       上下文 | 能力                                                                                                                                                                            | Endpoint                                                               | 计费                                                               |
| --------------------- | --------: | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------- | ---------------------------------------------------------------- |
| `gpt-5`               |   400,000 | Coding, Text, Vision; reasoning, long context, translation, creative writing, spatial vision, document vision, code reasoning, code completion, agentic coding                | `POST /v1/chat/completions`                                            | $1.2500 in / $10.0000 out per 1M tokens (cache read \$0.1250/M)  |
| `gpt-5-mini`          |   400,000 | Coding, Text, Vision; reasoning, long context, creative writing, spatial vision, document vision, code reasoning, code completion, agentic coding                             | `POST /v1/chat/completions`                                            | $0.1500 in / $1.2000 out per 1M tokens (cache read \$0.0150/M)   |
| `gpt-5.2`             |   400,000 | Coding, Text, Vision; reasoning, long context, translation, creative writing, spatial vision, document vision, code reasoning, code completion, agentic coding                | `POST /v1/chat/completions`                                            | $1.7500 in / $14.0000 out per 1M tokens (cache read \$1.7500/M)  |
| `gpt-5.2-chat-latest` |   400,000 | Coding, Text, Vision; reasoning, long context, translation, creative writing, spatial vision, document vision, visual coding, code reasoning, code completion, agentic coding | `POST /v1/chat/completions`                                            | $1.7500 in / $14.0000 out per 1M tokens (cache read \$1.7500/M)  |
| `gpt-5.3-codex`       | 1,000,000 | Coding, Text; reasoning, long context, code reasoning, code completion, agentic coding                                                                                        | `POST /v1/chat/completions`                                            | $1.7500 in / $14.0000 out per 1M tokens (cache read \$1.7500/M)  |
| `gpt-5.4`             | 1,050,000 | Coding, Text, Vision; reasoning, long context, translation, creative writing, spatial vision, document vision, visual coding, code reasoning, code completion, agentic coding | `POST /v1/responses`                                                   | $2.5000 in / $15.0000 out per 1M tokens (cache read \$2.5000/M)  |
| `gpt-5.5`             |   400,000 | Coding, Text, Vision; code reasoning, long context, reasoning, vision                                                                                                         | `POST /v1/messages`, `POST /v1/chat/completions`, `POST /v1/responses` | $5.0000 in / $40.0000 out per 1M tokens (cache read \$5.0000/M)  |
| `gpt-image-2`         |       N/A | Image, Vision; image editing, image generation, text in images, vision                                                                                                        | `POST /v1/images/generations`                                          | $8.0000 in / $30.0000 out per 1M tokens (cache write \$2.0000/M) |

### Anthropic

| 模型 ID                        |       上下文 | 能力                                                                                                                                                               | Endpoint                                         | 计费                                                                                      |
| ---------------------------- | --------: | ---------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------ | --------------------------------------------------------------------------------------- |
| `claude-haiku-4-5-20251001`  |   200,000 | Coding, Text, Vision; reasoning, long context, spatial vision, document vision, visual coding, code reasoning, agentic coding                                    | `POST /v1/messages`, `POST /v1/chat/completions` | $1.0000 in / $5.0000 out per 1M tokens (cache read $0.1000/M; cache write $2.0000/M)    |
| `claude-opus-4-1-20250805`   |   200,000 | Coding, Text, Vision; reasoning, long context, document vision, visual coding, code reasoning, agentic coding                                                    | `POST /v1/messages`, `POST /v1/chat/completions` | $15.0000 in / $75.0000 out per 1M tokens (cache read $1.5000/M; cache write $30.0000/M) |
| `claude-opus-4-5-20251101`   | 1,000,000 | Coding, Text, Vision; reasoning, long context, creative writing, document vision, visual coding, code reasoning, code completion, agentic coding                 | `POST /v1/messages`, `POST /v1/chat/completions` | $5.0000 in / $25.0000 out per 1M tokens (cache read $0.5000/M; cache write $10.0000/M)  |
| `claude-opus-4-6`            | 1,000,000 | Coding, Text, Vision; reasoning, long context, creative writing, document vision, visual coding, code reasoning, code completion, agentic coding                 | `POST /v1/messages`, `POST /v1/chat/completions` | $5.0000 in / $25.0000 out per 1M tokens (cache read $0.5000/M; cache write $10.0000/M)  |
| `claude-opus-4-7`            | 1,000,000 | Coding, Text, Vision; reasoning, long context, creative writing, spatial vision, document vision, visual coding, code reasoning, code completion, agentic coding | `POST /v1/messages`, `POST /v1/chat/completions` | $5.0000 in / $25.0000 out per 1M tokens (cache read $0.5000/M; cache write $10.0000/M)  |
| `claude-opus-4-8`            | 1,000,000 | Coding, Text, Vision; reasoning, long context, creative writing, spatial vision, document vision, visual coding, code reasoning, code completion, agentic coding | `POST /v1/messages`, `POST /v1/chat/completions` | $5.0000 in / $25.0000 out per 1M tokens (cache read $0.5000/M; cache write $10.0000/M)  |
| `claude-sonnet-4-5-20250929` |   200,000 | Coding, Text, Vision; reasoning, long context, creative writing, spatial vision, document vision, visual coding, code reasoning, code completion, agentic coding | `POST /v1/messages`, `POST /v1/chat/completions` | $3.0000 in / $15.0000 out per 1M tokens (cache read $0.3000/M; cache write $6.0000/M)   |

### Google Gemini

| 模型 ID                  | 上下文 | 能力                                   | Endpoint                                                                   | 计费                                                             |
| ---------------------- | --: | ------------------------------------ | -------------------------------------------------------------------------- | -------------------------------------------------------------- |
| `gemini-3-pro-preview` | N/A | Text; long context, creative writing | `POST /v1/chat/completions`                                                | $2.0000 in / $12.0000 out per 1M tokens                        |
| `gemini-3.5-flash`     | N/A | Text; long context, creative writing | `POST /v1beta/models/{model}:generateContent`, `POST /v1/chat/completions` | $1.5000 in / $9.0000 out per 1M tokens (cache read \$0.1500/M) |

### xAI

| 模型 ID                          |       上下文 | 能力                                                                                                            | Endpoint                    | 计费                                     |
| ------------------------------ | --------: | ------------------------------------------------------------------------------------------------------------- | --------------------------- | -------------------------------------- |
| `grok-4.20-0309-non-reasoning` | 1,000,000 | Text, Vision; long context, creative writing, spatial vision, document vision                                 | `POST /v1/chat/completions` | $1.2500 in / $2.5000 out per 1M tokens |
| `grok-4.20-0309-reasoning`     | 1,000,000 | Text, Vision; reasoning, long context, creative writing, spatial vision, document vision                      | `POST /v1/chat/completions` | $1.2500 in / $2.5000 out per 1M tokens |
| `grok-4.3`                     | 1,000,000 | Text, Vision; reasoning, long context, creative writing, spatial vision, document vision                      | `POST /v1/chat/completions` | $1.2500 in / $2.5000 out per 1M tokens |
| `grok-build-0.1`               |   256,000 | Coding, Text, Vision; reasoning, long context, visual coding, code reasoning, code completion, agentic coding | `POST /v1/chat/completions` | $1.0000 in / $2.0000 out per 1M tokens |

### DeepSeek

| 模型 ID               |     上下文 | 能力                                                                                                       | Endpoint                                                               | 计费                                                             |
| ------------------- | ------: | -------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------- | -------------------------------------------------------------- |
| `deepseek-r1`       | 262,144 | Coding, Text; code reasoning, long context, reasoning                                                    | `POST /v1/chat/completions`                                            | $0.4018 in / $1.6058 out per 1M tokens (cache read \$0.4018/M) |
| `deepseek-v3`       | 262,144 | Coding, Text; code reasoning, long context, reasoning                                                    | `POST /v1/chat/completions`                                            | $0.2009 in / $0.8029 out per 1M tokens (cache read \$0.2009/M) |
| `deepseek-v3.1`     | 262,144 | Coding, Text; code reasoning, long context, reasoning                                                    | `POST /v1/chat/completions`                                            | $0.4018 in / $1.2047 out per 1M tokens (cache read \$0.4018/M) |
| `deepseek-v3.2`     | 128,000 | Coding, Text; reasoning, long context, creative writing, code reasoning, code completion, agentic coding | `POST /v1/chat/completions`                                            | $0.2009 in / $0.3017 out per 1M tokens (cache read \$0.2009/M) |
| `deepseek-v4-flash` | 262,144 | Coding, Text; code reasoning, long context, reasoning                                                    | `POST /v1/chat/completions`                                            | $0.0980 in / $0.1960 out per 1M tokens (cache read \$0.0020/M) |
| `deepseek-v4-pro`   | 262,144 | Coding, Text; code reasoning, long context, reasoning                                                    | `POST /v1/messages`, `POST /v1/chat/completions`, `POST /v1/responses` | $0.3045 in / $0.6090 out per 1M tokens (cache read \$0.0025/M) |

### Alibaba

| 模型 ID                            |       上下文 | 能力                                                                                                                                                                                                                                                                  | Endpoint                    | 计费                                                                                   |
| -------------------------------- | --------: | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------------------------- | ------------------------------------------------------------------------------------ |
| `qwen-flash`                     | 1,000,000 | Audio, Coding, Text, Video, Vision; reasoning, long context, translation, creative writing, spatial vision, document vision, visual coding, speech-to-speech, omni/video understanding, long video, temporal video, code reasoning, code completion, agentic coding | `POST /v1/chat/completions` | $0.0225 in / $0.1800 out per 1M tokens (cache read \$0.0225/M)                       |
| `qwen-mt-flash`                  | 1,000,000 | Text; long context, translation                                                                                                                                                                                                                                     | `POST /v1/chat/completions` | $0.0720 in / $0.2205 out per 1M tokens (cache read \$0.0720/M)                       |
| `qwen-mt-lite`                   | 1,000,000 | Text; translation                                                                                                                                                                                                                                                   | `POST /v1/chat/completions` | $0.0840 in / $0.2520 out per 1M tokens (cache read \$0.0840/M)                       |
| `qwen-plus-2025-12-01`           | 1,000,000 | Audio, Coding, Text, Video, Vision; reasoning, long context, translation, creative writing, spatial vision, document vision, visual coding, speech-to-speech, omni/video understanding, long video, temporal video, code reasoning, code completion, agentic coding | `POST /v1/chat/completions` | $0.2800 in / $0.8400 out per 1M tokens (cache read \$0.2800/M)                       |
| `qwen3-coder-480b-a35b-instruct` |   262,144 | Coding, Text; reasoning, long context, code reasoning, agentic coding                                                                                                                                                                                               | `POST /v1/chat/completions` | $1.0500 in / $5.2500 out per 1M tokens (cache read \$1.0500/M)                       |
| `qwen3-coder-flash`              | 1,000,000 | Coding, Text; reasoning, long context, code reasoning, code completion, agentic coding                                                                                                                                                                              | `POST /v1/chat/completions` | $0.2100 in / $1.0500 out per 1M tokens (cache read \$0.2100/M)                       |
| `qwen3-coder-plus`               | 1,000,000 | Coding, Text; reasoning, long context, code reasoning, code completion, agentic coding                                                                                                                                                                              | `POST /v1/chat/completions` | $0.7000 in / $3.5000 out per 1M tokens (cache read \$0.7000/M)                       |
| `qwen3-max`                      |   262,144 | Audio, Coding, Text, Video, Vision; reasoning, long context, translation, creative writing, spatial vision, document vision, visual coding, speech-to-speech, omni/video understanding, long video, temporal video, code reasoning, code completion, agentic coding | `POST /v1/chat/completions` | $0.7200 in / $3.6000 out per 1M tokens (cache read \$0.7200/M)                       |
| `qwen3-vl-flash`                 |   131,072 | Coding, Text, Video, Vision; reasoning, long context, translation, creative writing, spatial vision, document vision, omni/video understanding, long video, temporal video, code reasoning, code completion, agentic coding                                         | `POST /v1/chat/completions` | $0.0350 in / $0.2800 out per 1M tokens (cache read \$0.0350/M)                       |
| `qwen3-vl-flash-2025-10-15`      |   131,072 | Coding, Text, Video, Vision; reasoning, long context, translation, spatial vision, document vision, omni/video understanding, long video, temporal video, code reasoning, code completion, agentic coding                                                           | `POST /v1/chat/completions` | $0.0350 in / $0.2800 out per 1M tokens (cache read \$0.0350/M)                       |
| `qwen3-vl-plus`                  |   131,072 | Coding, Text, Video, Vision; reasoning, long context, translation, creative writing, spatial vision, document vision, omni/video understanding, long video, temporal video, code reasoning, code completion, agentic coding                                         | `POST /v1/chat/completions` | $0.1400 in / $1.1200 out per 1M tokens (cache read \$0.1400/M)                       |
| `qwen3.6-plus`                   | 1,000,000 | Coding, Text, Video, Vision; reasoning, long context, translation, creative writing, spatial vision, document vision, visual coding, omni/video understanding, long video, temporal video, code reasoning, agentic coding                                           | `POST /v1/chat/completions` | $0.2760 in / $1.6510 out per 1M tokens (cache read \$0.2760/M)                       |
| `qwen3.6-plus-2026-04-02`        |   262,144 | Coding, Text, Vision; code reasoning, long context, reasoning, vision                                                                                                                                                                                               | `POST /v1/chat/completions` | $0.2760 in / $1.6510 out per 1M tokens (cache read \$0.2760/M)                       |
| `qwen3.7-max`                    | 1,000,000 | Coding, Text; reasoning, long context, translation, creative writing, code reasoning, agentic coding                                                                                                                                                                | `POST /v1/chat/completions` | $1.1550 in / $3.4657 out per 1M tokens (cache read $0.1155/M; cache write $1.4441/M) |
| `wan2.7-image`                   |       N/A | Image, Text, Vision; reasoning, vision, image generation, image editing, text in images, image consistency                                                                                                                                                          | `POST /v1/chat/completions` | \$0.030 / request                                                                    |
| `wan2.7-image-pro`               |       N/A | Image, Text, Video, Vision; reasoning, long context, vision, image generation, image editing, text in images, image consistency, image-to-video                                                                                                                     | `POST /v1/chat/completions` | \$0.075 / request                                                                    |

### Moonshot

| 模型 ID              |     上下文 | 能力                                                                                                                                                                         | Endpoint                    | 计费                                                             |
| ------------------ | ------: | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------------------------- | -------------------------------------------------------------- |
| `kimi-k2-thinking` | 256,000 | Coding, Text; reasoning, long context, code reasoning, agentic coding                                                                                                      | `POST /v1/chat/completions` | $0.4018 in / $1.6058 out per 1M tokens (cache read \$0.4018/M) |
| `kimi-k2.5`        | 262,144 | Coding, Text, Video, Vision; reasoning, long context, spatial vision, document vision, visual coding, omni/video understanding, long video, code reasoning, agentic coding | `POST /v1/chat/completions` | $0.4018 in / $2.1077 out per 1M tokens (cache read \$0.4018/M) |
| `kimi-k2.6`        | 128,000 | Text; long context, reasoning                                                                                                                                              | `POST /v1/chat/completions` | $0.6257 in / $2.5992 out per 1M tokens (cache read \$0.6257/M) |

### MiniMax

| 模型 ID          |       上下文 | 能力                                                                                                       | Endpoint                                                               | 计费                                                             |
| -------------- | --------: | -------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------- | -------------------------------------------------------------- |
| `MiniMax-M2.5` |   262,144 | Coding, Text; reasoning, long context, creative writing, code reasoning, agentic coding                  | `POST /v1/chat/completions`                                            | $0.2100 in / $0.8400 out per 1M tokens (cache read \$0.2100/M) |
| `MiniMax-M3`   | 1,000,000 | Coding, Text, Video, Vision; reasoning, long context, code reasoning, agentic coding, vision, long video | `POST /v1/messages`, `POST /v1/chat/completions`, `POST /v1/responses` | $0.2100 in / $0.8400 out per 1M tokens (cache read \$0.0500/M) |

### Zhipu GLM

| 模型 ID   |     上下文 | 能力                                                                                     | Endpoint                    | 计费                                                             |
| ------- | ------: | -------------------------------------------------------------------------------------- | --------------------------- | -------------------------------------------------------------- |
| `glm-5` | 128,000 | Coding, Text; reasoning, long context, code reasoning, code completion, agentic coding | `POST /v1/chat/completions` | $0.4011 in / $1.8060 out per 1M tokens (cache read \$0.4011/M) |

### ByteDance

| 模型 ID                   |     上下文 | 能力                                                                                                                                                                                                                            | Endpoint                    | 计费                                                             |
| ----------------------- | ------: | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------------------------- | -------------------------------------------------------------- |
| `seed-1-6-250915`       | 262,144 | Text, Video, Vision; reasoning, long context, creative writing, vision, omni/video understanding                                                                                                                              | `POST /v1/chat/completions` | $0.2250 in / $0.9000 out per 1M tokens (cache read \$0.2250/M) |
| `seed-1-6-flash-250715` | 262,144 | Text, Video, Vision; reasoning, long context, spatial vision, omni/video understanding, temporal video                                                                                                                        | `POST /v1/chat/completions` | $0.0675 in / $0.2700 out per 1M tokens (cache read \$0.0675/M) |
| `seed-1-8-251228`       | 262,144 | Coding, Text, Video, Vision; reasoning, long context, creative writing, spatial vision, document vision, visual coding, long video, temporal video, code reasoning, code completion, agentic coding                           | `POST /v1/chat/completions` | $0.2250 in / $1.8000 out per 1M tokens (cache read \$0.2250/M) |
| `seed-2-0-lite-260228`  | 262,144 | Coding, Text, Video, Vision; reasoning, long context, creative writing, spatial vision, document vision, omni/video understanding, long video, temporal video, code reasoning, code completion, agentic coding                | `POST /v1/chat/completions` | $0.2500 in / $2.0000 out per 1M tokens (cache read \$0.2500/M) |
| `seed-2-0-mini-260215`  | 262,144 | Coding, Text, Video, Vision; reasoning, long context, spatial vision, document vision, omni/video understanding, temporal video, code reasoning, code completion, agentic coding                                              | `POST /v1/chat/completions` | $0.1000 in / $0.4000 out per 1M tokens (cache read \$0.1000/M) |
| `seed-2-0-pro-260328`   | 262,144 | Coding, Text, Video, Vision; reasoning, long context, creative writing, spatial vision, document vision, visual coding, omni/video understanding, long video, temporal video, code reasoning, code completion, agentic coding | `POST /v1/chat/completions` | $0.5000 in / $3.0000 out per 1M tokens (cache read \$0.5000/M) |
| `seedream-4-5-251128`   |     N/A | Image, Vision; vision, image generation, image editing, text in images, image consistency                                                                                                                                     | `POST /v1/chat/completions` | \$0.036 / request                                              |
| `seedream-5-0-260128`   | 262,144 | Image, Vision; image editing, image generation, text in images, vision                                                                                                                                                        | `POST /v1/chat/completions` | \$0.035 / request                                              |

## 如何选择模型

| 需求          | 可优先尝试                                                                | 原因                           |
| ----------- | -------------------------------------------------------------------- | ---------------------------- |
| 前沿文本 + 视觉   | `gpt-5.5`, `claude-opus-4-8`, `gpt-5.4`                              | 推理能力强，多模态和代码能力覆盖广。           |
| Agent 编程    | `gpt-5.3-codex`, `claude-opus-4-8`, `qwen3-coder-plus`, `MiniMax-M3` | 具备代码、长上下文和 Agent 子能力。        |
| 低成本高频文本任务   | `qwen-flash`, `deepseek-v4-flash`, `qwen-mt-flash`                   | 常规任务的输入/输出价格较低。              |
| 长上下文中文或双语任务 | `qwen3.6-plus`, `qwen3.7-max`, `MiniMax-M3`                          | 提供 1M token 上下文选项，并具备较强中文能力。 |
| 视觉/文档任务     | `qwen3-vl-plus`, `claude-opus-4-8`, `gpt-5.4`                        | 带有视觉、文档和空间理解能力标签。            |
| 图像生成        | `gpt-image-2`, `seedream-5-0-260128`, `wan2.7-image-pro`             | 支持图像生成和图像编辑，并按请求计费。          |

## Agent 使用注意事项

* 不要编造 AIsa 模型 ID。请使用表格中的精确 `model` 字符串。
* 不要假设某个模型支持其上游模型族的所有模态。请以这里列出的能力标签为准，或查看实时模型页面。
* 如果某个模型出现在 [aisa.one/models](https://aisa.one/models) 但未出现在静态表格中，可能是定价 API 已在运行时启用该模型；请优先参考实时目录。
* 价格表仅供参考。最终计费金额以 AIsa Usage Logs 为准，并可能包含工作区级别的定价规则。