Skip to main content
Glama
rayner-luo

MIMO Image Recognition MCP

by rayner-luo

understand_image

Analyze images to extract text, describe content, classify objects, or answer questions using a multimodal model. Supports local files and URLs.

Instructions

Use this tool for ALL image understanding tasks.

This tool calls Xiaomi MIMO multimodal model to inspect and understand images. Whenever the user asks to read, understand, describe, compare, OCR, extract text from, analyze, classify, or answer questions about an image, screenshot, photo, UI capture, chart, poster, document image, receipt, label, or any visual file, you MUST call this tool before giving a final answer.

调用小米 MIMO 多模态模型理解图片。

CRITICAL: This is the ONLY tool allowed to open, read, or see image files (.png, .jpg, .webp). If you have a file path pointing to an image, DO NOT use Read, cat, or any file-reading shell commands. Using standard file-read tools on binary images will cause a system crash. Always use this tool to look at or open an image.

支持单图和多图。Agent 应根据当前任务自己填写 prompt。

Args: prompt: Agent 自己决定的图片理解任务 image_path: 单张本地图片路径 image_url: 单张网络图片 URL 或 data:image base64 image_paths: 多张本地图片路径 image_urls: 多张网络图片 URL system_prompt: 可选系统提示词 temperature: 输出随机性,越低越稳定 max_tokens: 最大输出长度

Returns: MIMO 模型返回的图片理解结果。

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
promptYesAgent 自己决定的图片理解任务
image_urlNo单张网络图片 URL 或 data:image base64
image_pathNo单张本地图片路径
image_urlsNo多张网络图片 URL
max_tokensNo最大输出长度
image_pathsNo多张本地图片路径
temperatureNo输出随机性,越低越稳定
system_promptNo可选系统提示词
Behavior4/5

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

With no annotations provided, the description fully covers behavioral aspects: it calls the Xiaomi MIMO model, supports single and multi-image, and warns against using file-reading tools. It does not mention rate limits or auth, but the primary safety and behavioral traits are disclosed.

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-structured with clear sections (English, Chinese, warning, args, returns) and is front-loaded with critical information. It is slightly verbose but every sentence serves a purpose, earning its place.

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

Completeness5/5

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

Given the lack of an output schema, the description includes the return value. It covers purpose, usage, parameter guidance, and warnings comprehensively. For an 8-parameter tool with no annotations, this description is exceptionally complete.

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

Parameters4/5

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

Schema coverage is 100% with good descriptions. The tool description adds extra context beyond the schema, such as explaining that the agent must fill the prompt and that temperature controls output randomness. This adds meaningful value for correct parameter usage.

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

Purpose5/5

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

The description clearly states the tool is for 'ALL image understanding tasks' and lists specific use cases like OCR, classification, description, etc. It explicitly distinguishes itself from file-reading tools, ensuring no ambiguity.

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

Usage Guidelines5/5

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

The description explicitly states when to use this tool ('whenever the user asks to...') and provides a critical warning against using other tools on image files to avoid system crash, offering clear guidance on when not to use alternatives.

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

Install Server

Other Tools

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/rayner-luo/mimo-image-mcp'

If you have feedback or need assistance with the MCP directory API, please join our Discord server