What is mimo-vision-mcp AGENTS.md?

A set of instructions for using a visual-analysis MCP server, which lets a coding agent understand images. It explains when to use image analysis, image descriptions, or OCR, which means reading text from pictures.

It helps analyze images, describe screenshots, extract text from pictures, and compare multiple images using local paths, URLs, or base64 data.

It tells image-capable agents when not to call the server and gives text-only agents guidance for handling image inputs.

How mikulovesuki/mimo-vision-mcp configures Codex and OpenCode

Reuse

Borrowing it

Nothing to install: this file belongs to mikulovesuki/mimo-vision-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file

curl -O https://raw.githubusercontent.com/mikulovesuki/mimo-vision-mcp/main/AGENTS.md

Clone the repo

git clone --depth 1 https://github.com/mikulovesuki/mimo-vision-mcp

Made for: Codex, OpenCode.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/instructions/mikulovesuki/mimo-vision-mcp/agents-md/github.svg)](https://agentmods.dev/instructions/mikulovesuki/mimo-vision-mcp/agents-md)

Your own site

<a href="https://agentmods.dev/instructions/mikulovesuki/mimo-vision-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/mikulovesuki/mimo-vision-mcp/agents-md/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/instructions/mikulovesuki/mimo-vision-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/mikulovesuki/mimo-vision-mcp/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 345 This file is loaded in full into every session.

When invoked 345 The same file — it is already loaded in full.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00345	$0.00345
Opus 5.5	$0.00138	$0.00138
Sonnet 5.5	$0.00069	$0.00069
Haiku 4.5	$0.00034	$0.00034

Measured 2mo ago against content hash 21f5ca2c36cd, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

mimo-vision-mcp AGENTS.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

AGENTS.md · 28 lines

What it actually says

Mimo Vision MCP 使用说明

本项目的 mimo-vision MCP server 通过视觉模型（如 MiMo-V2.5）提供图像理解能力。

是否调用（重要）

如果你（当前模型）本身支持图像输入（多模态）：用户给的图片可直接作为图像输入理解，不要调用 mimo-vision 工具。
如果你不支持图像输入（纯文本模型）：遇到以下情况时主动调用 mimo-vision 工具：
- 用户说"看/描述/分析/识别这张图、这个截图、这个图片"
- 对话中出现图片的本地路径（如 C:\Users\xx\Pictures\a.png）、URL 或 base64 数据
- 用户要求识别图片中的文字（OCR）
- 用户给出多张图片要求对比、分析

可用工具

analyze_image(images, prompt) — 通用图片问答，可多图
describe_image(images) — 详细描述图片内容
extract_text_from_image(images) — 提取图中文字（OCR）

images 列表元素支持：本地绝对路径 / http(s) URL / base64 data URI。

注意

本地路径必须可被本 MCP 进程访问（同一台机器）
调用后把返回的 result 字段内容转述给用户即可
若返回 error 字段，说明图片输入非法或 API 未配置，请据此提示用户

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

2mo ago First seen · 28 lines · 345 tokens per session scan A 21f5ca2c36cd

Subscribe to this mod's changes

mimo-vision-mcp AGENTS.md is an instructions file published in the GitHub repository mikulovesuki/mimo-vision-mcp (1 stars, last pushed 2mo ago), licensed MIT. It adds 345 tokens to every session, about $0.0014 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Design and UX

mimo-vision-mcp AGENTS.md next to 6 instructions from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
mimo-vision-mcp AGENTS.mdmikulovesuki/mimo-vision-mcp	Instructions file	1	2mo ago	MIT	A	345	Codex, OpenCode
vscode buildNext.instructions.mdmicrosoft/vscode	Instructions file	195k	yesterday	MIT	A	9,719	GitHub Copilot
next.js AGENTS.mdvercel/next.js	Instructions file	143k	yesterday	MIT	A	7,461	Codex, OpenCode
langchain AGENTS.mdlangchain-ai/langchain	Instructions file	149k	yesterday	MIT	A	4,680	Codex, OpenCode
vscode oss-third-party-notices.instructions.mdmicrosoft/vscode	Instructions file	195k	yesterday	MIT	A	5,516	GitHub Copilot
vscode copilot-instructions.mdmicrosoft/vscode	Instructions file	195k	yesterday	MIT	A	3,093	GitHub Copilot
deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness	Instructions file	274k	2d ago	MIT	A	4,313	Codex, OpenCode

mimo-vision-mcp: Instructions file for Codex