Agent skill

Pipeline Guide

MaaEnd Pipeline JSON 编写指南。基于 MaaFramework Pipeline 协议，提供节点命名、识别算法、动作类型、流程控制、可复用节点等编码规范与模式参考。在编写、修改或审查 Pipeline JSON、设计节点流程、使用 TemplateMatch/OCR/Custom 识别或 Click/Swipe 动作时使用。

AGPL-3.0Auto-check passedMobile

Install Pipeline Guide

skills CLI

$ npx skills add MaaEnd/MaaEnd --skill pipeline-guide -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI

$ gh skill install MaaEnd/MaaEnd pipeline-guide --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy

$ git clone --depth 1 https://github.com/MaaEnd/MaaEnd.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/pipeline-guide .claude/skills/pipeline-guide && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Paste into Claude Code

Install the "pipeline-guide" agent skill from https://github.com/MaaEnd/MaaEnd/tree/v2/.agents/skills/pipeline-guide into .claude/skills/pipeline-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pipeline-guide", then confirm the skill loads.

Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

$skill-installer

$skill-installer install https://github.com/MaaEnd/MaaEnd/tree/v2/.agents/skills/pipeline-guide

Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.

skills CLI

$ npx skills add MaaEnd/MaaEnd --skill pipeline-guide -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install MaaEnd/MaaEnd pipeline-guide --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/MaaEnd/MaaEnd.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/pipeline-guide .agents/skills/pipeline-guide && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "pipeline-guide" agent skill from https://github.com/MaaEnd/MaaEnd/tree/v2/.agents/skills/pipeline-guide into .agents/skills/pipeline-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pipeline-guide", then confirm the skill loads.

Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add MaaEnd/MaaEnd --skill pipeline-guide -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install MaaEnd/MaaEnd pipeline-guide --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/MaaEnd/MaaEnd.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/pipeline-guide .cursor/skills/pipeline-guide && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "pipeline-guide" agent skill from https://github.com/MaaEnd/MaaEnd/tree/v2/.agents/skills/pipeline-guide into .cursor/skills/pipeline-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pipeline-guide", then confirm the skill loads.

Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

gemini skills install

$ gemini skills install https://github.com/MaaEnd/MaaEnd.git --path .agents/skills/pipeline-guide

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add MaaEnd/MaaEnd --skill pipeline-guide -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install MaaEnd/MaaEnd pipeline-guide --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/MaaEnd/MaaEnd.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/pipeline-guide .gemini/skills/pipeline-guide && rm -rf skills-src

Use ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.

Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/

Paste into Gemini CLI

Install the "pipeline-guide" agent skill from https://github.com/MaaEnd/MaaEnd/tree/v2/.agents/skills/pipeline-guide into .gemini/skills/pipeline-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pipeline-guide", then confirm the skill loads.

Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

GitHub CLI

$ gh skill install MaaEnd/MaaEnd pipeline-guide

Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).

skills CLI

$ npx skills add MaaEnd/MaaEnd --skill pipeline-guide -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/MaaEnd/MaaEnd.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/pipeline-guide .github/skills/pipeline-guide && rm -rf skills-src

Use ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.

GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/

Paste into GitHub Copilot

Install the "pipeline-guide" agent skill from https://github.com/MaaEnd/MaaEnd/tree/v2/.agents/skills/pipeline-guide into .github/skills/pipeline-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pipeline-guide", then confirm the skill loads.

GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add MaaEnd/MaaEnd --skill pipeline-guide -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install MaaEnd/MaaEnd pipeline-guide --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/MaaEnd/MaaEnd.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/pipeline-guide .opencode/skills/pipeline-guide && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "pipeline-guide" agent skill from https://github.com/MaaEnd/MaaEnd/tree/v2/.agents/skills/pipeline-guide into .opencode/skills/pipeline-guide/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pipeline-guide", then confirm the skill loads.

OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

Facts

Skill name: pipeline-guide
GitHub stars: 4k
Token cost: ~1.9k tokens
SKILL.md length: 264 words
Files: 2
Skills in repo: 14
Repo updated: Oct 7, 2026
First seen: Oct 7, 2026
Licence: AGPL-3.0

At a glance

Works in 5 steps: 状态驱动：遵循"识别 → 操作 →… → 高命中率：扩充 next 列表，覆盖当前操作后所有可能画面，力争一次截图命中。 → 避免硬延迟：尽量不用 pre_delay / post_delay /… → …
Mobile work in your project
SKILL.md covers 核心原则, 节点命名, Pipeline v2 格式（推荐） and 常用识别算法, plus 6 more sections
Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Pipeline Guide is an agent skill from MaaEnd/MaaEnd. MaaEnd Pipeline JSON 编写指南。基于 MaaFramework Pipeline 协议，提供节点命名、识别算法、动作类型、流程控制、可复用节点等编码规范与模式参考。在编写、修改或审查 Pipeline JSON、设计节点流程、使用 TemplateMatch/OCR/Custom 识别或 Click/Swipe 动作时使用。

Its SKILL.md is about 1.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `field-reference.md`).

It sits in Mobile. The repository describes itself as: MaaEnd 终末地小助手：基于视觉 AI 的「明日方舟：终末地」自动化工具. The licence is AGPL-3.0.

When your agent uses it

Mobile work in your project

Example prompts

“/pipeline-guide”

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

状态驱动：遵循"识别 → 操作 → 识别"循环。每次操作必须基于识别结果，禁止假设操作后画面状态。
高命中率：扩充 next 列表，覆盖当前操作后所有可能画面，力争一次截图命中。
避免硬延迟：尽量不用 pre_delay / post_delay / timeout，优先通过增加中间识别节点解决；只在必须等画面稳定时才用 pre_wait_freezes / post_wait_freezes。当确实不需要延迟时，要在节点上显式将 rate_limit…
720p 基准：所有坐标、ROI、图片必须基于 1280×720。
格式化：JSON 遵循 .prettierrc（4 空格缩进，数组元素换行）。

What it can do on your machine

Read from SKILL.md and the folder at commit f47207b. It shows what the files ask for, not the result of running them.

Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are jsonc).
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
- github.com
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Pipeline Guide loads about 1.9k tokens when it runs. Until then it costs about 47 tokens; SKILL.md has 264 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~47
When it runs · the whole SKILL.md, loaded when a task matches: ~1.9k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from MaaEnd/MaaEnd at commit f47207b, republished under its AGPL-3.0 licence (© MaaEnd). 264 words, ~1,869 tokens.

Download SKILL.mdSave it as .claude/skills/pipeline-guide/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.

name: pipeline-guide
description: MaaEnd Pipeline JSON 编写指南。基于 MaaFramework Pipeline 协议，提供节点命名、识别算法、动作类型、流程控制、可复用节点等编码规范与模式参考。在编写、修改或审查 Pipeline JSON、设计节点流程、使用 TemplateMatch/OCR/Custom 识别或 Click/Swipe 动作时使用。

MaaEnd Pipeline 编写指南

核心原则

状态驱动：遵循"识别 → 操作 → 识别"循环。每次操作必须基于识别结果，禁止假设操作后画面状态。
高命中率：扩充 next 列表，覆盖当前操作后所有可能画面，力争一次截图命中。
避免硬延迟：尽量不用 pre_delay / post_delay / timeout，优先通过增加中间识别节点解决；只在必须等画面稳定时才用 pre_wait_freezes / post_wait_freezes。当确实不需要延迟时，要在节点上显式将 rate_limit / pre_delay / post_delay 设为 0（协议默认 rate_limit=1000ms、pre_delay/post_delay=200ms，省略字段会引入隐式等待；仓库的 tools/add_node_defaults.py 会为 Common 节点补齐这些 0 值字段）。
720p 基准：所有坐标、ROI、图片必须基于 1280×720。
格式化：JSON 遵循 .prettierrc（4 空格缩进，数组元素换行）。

节点命名

使用 PascalCase，同一任务内节点以任务名/模块名为前缀。
内部实现节点以 __ 开头（如 __ScenePrivateXXX），不对外暴露。
示例：ResellMain、DailyProtocolPassInMenu、RealTimeAutoFightEntry。

Pipeline v2 格式（推荐）

MaaEnd 使用 v2 格式，recognition 和 action 放入二级字典：

jsonc

{
    "MyNode": {
        "recognition": {
            "type": "TemplateMatch",
            "param": {
                "template": "MyTask/button.png",
                "roi": [100, 200, 300, 100],
                "threshold": 0.7,
            },
        },
        "action": {
            "type": "Click",
        },
        "next": ["NextNode"],
    },
}

常用识别算法

TemplateMatch（找图）

jsonc

"recognition": {
    "type": "TemplateMatch",
    "param": {
        "template": "path/to/image.png",  // 相对 image 文件夹
        "roi": [x, y, w, h],              // 720p 坐标，缩小搜索范围
        "threshold": 0.7                   // 默认 0.7，按需调整
    }
}

图片必须从无损原图裁剪并缩放到 720p。
green_mask: true 可遮蔽不参与匹配的区域（用 RGB(0,255,0) 涂色）。

OCR（文字识别）

jsonc

"recognition": {
    "type": "OCR",
    "param": {
        "roi": [x, y, w, h],
        "expected": ["完整文本"]
    }
}

expected 必须写完整文本，不要写片段。多语言由 tools/i18n 自动展开。
仅当 OCR 引擎对完整文本识别不稳定（如包含易误识字符、夹杂特殊符号），确需用片段或手写正则才能稳定命中时，才允许在 expected 中写截断/正则；此时必须：
1. 在 expected 数组内加 // @i18n-skip，让 i18n 工具跳过该节点；
2. 在数组上方用普通 JSON 注释保留完整原文，便于后续审查、多语言对照和恢复完整匹配。

jsonc

// OCR 引擎对 "稳定生产 100%" 中的百分号识别不稳定，截断匹配
"expected": [
    // "稳定生产 100%"
    // @i18n-skip
    "稳定生产"
]

ColorMatch（找色）

jsonc

"recognition": {
    "type": "ColorMatch",
    "param": {
        "roi": [x, y, w, h],
        "method": 40,                     // HSV 空间（推荐）
        "lower": [h_low, s_low, v_low],
        "upper": [h_high, s_high, v_high],
        "count": 100
    }
}

优先使用 HSV（method: 40）或灰度（method: 6），避免 RGB 直接匹配（不同显卡渲染差异）。

And / Or（组合识别）

jsonc

// And：全部子识别都成功才算命中
"recognition": {
    "type": "And",
    "param": {
        "all_of": ["NodeA", "NodeB"],  // 可引用节点名或内联 object
        "box_index": 0
    }
}

// Or：任一子识别成功即命中
"recognition": {
    "type": "Or",
    "param": {
        "any_of": ["NodeA", "NodeB"]
    }
}

Custom（自定义识别）

调用 go-service 注册的自定义识别器：

jsonc

"recognition": {
    "type": "Custom",
    "param": {
        "custom_recognition": "ExpressionRecognition",
        "custom_recognition_param": {
            "expression": "{CreditOCR}<300"
        }
    }
}

常用动作类型

动作	用途	关键字段
`Click`	点击	`target`, `target_offset`
`LongPress`	长按	`target`, `duration`
`Swipe`	滑动	`begin`, `end`, `duration`
`Scroll`	滚轮（仅Win32）	`target`, `dx`, `dy`
`ClickKey`	按键	`key`（虚拟键码）
`InputText`	输入文本	`input_text`
`StartApp` / `StopApp`	启停应用	`package`
`StopTask`	停止当前任务链	无
`Custom`	自定义动作	`custom_action`, `custom_action_param`
`DoNothing`	不执行（默认）	无

target 支持：true（当前识别结果）、节点名字符串、[x, y]、[x, y, w, h]。

流程控制

next 列表

按序识别，首个命中的节点执行其 action 后成为当前节点。next 为空或全部超时则任务结束。

on_error

识别超时或动作失败时执行的节点列表。

Node Attributes（节点属性）

[JumpBack]：命中后执行完该节点链，自动返回父节点继续识别 next。适用于处理弹窗、加载等中断场景。

jsonc

"next": [
    "BusinessNode",
    "[JumpBack]HandlePopup",
    "[JumpBack]WaitLoading"
]

[Anchor]：动态引用锚点，运行时解析为最后设置该锚点的节点。

等待画面稳定

只在必须时使用 pre_wait_freezes / post_wait_freezes 等待画面静止，不要为了执行稳定而使用延迟：

jsonc

"post_wait_freezes": {
    "time": 200,
    "target": [0, 0, 0, 0]  // 全屏
}

避免对同一按钮重复点击——第二次点击可能作用于下一界面的其他元素。

max_hit

限制节点最大命中次数，超过后自动跳过：

jsonc

"max_hit": 3

可复用节点

编写前先检查是否已有可复用节点，避免重复造轮子。

通用按钮（`Common/Button/`）

节点	说明
`WhiteConfirmButtonType1`	白底圆环确认
`WhiteConfirmButtonType2`	白底对号确认
`YellowConfirmButtonType1`	黄底圆环确认
`YellowConfirmButtonType2`	黄底对号确认
`CancelButton`	白底 X 取消
`CloseButtonType1`	右上角 X（不兼容 ESC 菜单）
`CloseButtonType2`	右上角 X（兼容 ESC 菜单，推荐）
`TeleportButton`	地图右下角传送
`QuickTeleportButton`	地图「前往传送」
`CloseRewardsButton`	奖励界面对号关闭

SceneManager（万能跳转）

从任意界面自动导航到目标场景。仅使用 Interface/ 下的接口节点，禁止引用 __ScenePrivate* 内部节点。

jsonc

"next": [
    "MyBusinessNode",
    "[JumpBack]SceneAnyEnterWorld"
]

常用接口：SceneAnyEnterWorld、SceneEnterMapAny、SceneEnterWorldFactory、SceneDialogConfirm、SceneWaitLoadingExit 等。详见 docs/zh_cn/developers/scene-manager.md。

Custom 节点

SubTask：顺序执行子任务列表。
ClearHitCount：清除节点命中计数。
ExpressionRecognition：计算布尔表达式。
详见 docs/zh_cn/developers/custom.md。

典型模式

带弹窗处理的任务入口

jsonc

{
    "MyTaskEntry": {
        "next": [
            "MyTaskMainStep",
            "[JumpBack]SceneDialogConfirm",
            "[JumpBack]SceneWaitLoadingExit",
            "[JumpBack]SceneAnyEnterWorld",
        ],
    },
}

确认后验证画面变化

jsonc

{
    "ClickConfirm": {
        "recognition": { "type": "TemplateMatch", "param": { "template": "confirm.png", "roi": [...] } },
        "action": { "type": "Click" },
        "post_wait_freezes": { "time": 200, "target": [0, 0, 0, 0] },
        "next": ["VerifyNextScreen", "[JumpBack]ClickConfirm"]
    }
}

And 组合识别（背景 + 图标）

jsonc

{
    "MyButton": {
        "recognition": {
            "type": "And",
            "param": {
                "all_of": ["ButtonBackground", "ButtonIcon"],
                "box_index": 0,
            },
        },
        "action": {"type": "Click"},
    },
}

审查清单

字段名拼写正确、类型合法（核对 Pipeline 协议）
无不必要的 pre_delay / post_delay / timeout
next 列表覆盖所有可能画面，含弹窗/加载/异常
每次点击后有识别验证，不假设操作后状态
ROI / target 坐标基于 1280×720
JSON 格式化符合 .prettierrc
locales/ 已添加新增任务的多语言文本
OCR expected 默认写完整文本；确需截断时已加 // @i18n-skip，且在数组上方注释保留完整原文
优先通过中间节点避免重复点击，只在必须时用 post_wait_freezes
未引用 __ScenePrivate* 内部节点

参考

Pipeline 协议完整规范：PipelineProtocol
通用按钮文档：docs/zh_cn/developers/common-buttons.md
SceneManager 文档：docs/zh_cn/developers/scene-manager.md
Custom 节点文档：docs/zh_cn/developers/custom.md
开发手册：docs/zh_cn/developers/README.md
节点测试：docs/zh_cn/developers/node-testing.md

Files

SKILL.md and 1 other file in .agents/skills/pipeline-guide of MaaEnd/MaaEnd.

SKILL.md
field-reference.md

Open the folder on GitHubat commit f47207b

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Compose Multiplatform Patternsmonta-app/ocpp-emulator	180	5 repos	~2k	Automated safety check: Pass	Apache-2.0	7 days ago

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Questions about Pipeline Guide

What does Pipeline Guide do?

When should I use Pipeline Guide?

Pipeline Guide fits situations like: mobile work in your project.

How do I install Pipeline Guide in Claude Code?

Run `npx skills add MaaEnd/MaaEnd --skill pipeline-guide -a claude-code`. Or copy the skill folder (.agents/skills/pipeline-guide in MaaEnd/MaaEnd) into .claude/skills/pipeline-guide in your project. Claude Code loads it when a task matches its description.

How do I install Pipeline Guide in Codex?

Run `npx skills add MaaEnd/MaaEnd --skill pipeline-guide -a codex`. Or copy the skill folder (.agents/skills/pipeline-guide in MaaEnd/MaaEnd) into .agents/skills/pipeline-guide in your project. Codex loads it when a task matches its description.

Can I use Pipeline Guide in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add MaaEnd/MaaEnd --skill pipeline-guide -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pipeline-guide, .gemini/skills/pipeline-guide, .github/skills/pipeline-guide and .opencode/skills/pipeline-guide in your project.

What does Pipeline Guide need to run?

SKILL.md names no scripts, command-line tools or credentials: Pipeline Guide is instructions for the agent only.

Does Pipeline Guide access the network?

SKILL.md names 1 domain. As links in the text: github.com. This is read from the text; nothing was executed.

Is Pipeline Guide safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Pipeline Guide use?

Pipeline Guide is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Pipeline Guide use?

About 1.9k tokens (SKILL.md is roughly 7.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Pipeline Guide?

Skills that share tags, products or a category with Pipeline Guide: React Native Best Practices (vercel-labs/openreview, 1.7k stars), Swiftui Pro (twostraws/SwiftUI-Agent-Skill, 5.1k stars), Kortix Brand (kortix-ai/suna, 20k stars) and Ip As Logo (KartikLabhshetwar/better-shot, 2.4k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Pipeline Guide?

MaaEnd (a GitHub organization) maintains it in MaaEnd/MaaEnd, which has 3,991 GitHub stars. The repository holds 14 skills in this directory. The repository was last updated on October 7, 2026.

Source: MaaEnd/MaaEnd on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.

Install Pipeline Guide

Facts

At a glance

What it does

When your agent uses it

Example prompts

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

MaaEnd Pipeline 编写指南

核心原则

节点命名

Pipeline v2 格式（推荐）

常用识别算法

TemplateMatch（找图）

OCR（文字识别）

ColorMatch（找色）

And / Or（组合识别）

Custom（自定义识别）

常用动作类型

流程控制

next 列表

on_error

Node Attributes（节点属性）

等待画面稳定

max_hit

可复用节点

通用按钮（Common/Button/）

SceneManager（万能跳转）

Custom 节点

典型模式

带弹窗处理的任务入口

确认后验证画面变化

And 组合识别（背景 + 图标）

审查清单

参考

Files

Compare with similar skills

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Questions about Pipeline Guide

通用按钮（`Common/Button/`）