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Goskill

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AIPMAndy
goskill

GoSkill - Let your Skill keep running until goal achieved. Continuous execution (100+ hours) with automatic verification. Goal-driven: Master monitors, Sub executes until success criteria met. Best for: complex coding, system design, large-scale refactoring.

Overview

PublisherAIPMAndy
Repositorygoskill
Skill namegoskill
Stars
63
Forks
3
Bundled files
15
LicenseApache-2.0
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 15 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by AIPMAndy on GitHub. Read the source before you install it.

Installation

Install the Goskill AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/AIPMAndy/goskill/tree/main
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/AIPMAndy/goskill.git \
  .claude/skills/goskill
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Goskill in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Goskill on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Goskill is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

GoSkill

让 Skill 持续运行,直到目标达成

核心概念

GoSkill = 普通 Skill 的增强版

普通 SkillGoSkill
一问一答持续运行 100+ 小时
容易放弃不达目标不停止
质量不稳定严格按标准验证
被动响应主动推进直到成功

使用方式

方式1:装饰器(推荐)

python
from goskill import goskill

@goskill(
    goal="将项目从 Android 迁移到鸿蒙",
    criteria={
        "compile": "0 errors",
        "test": "100% pass",
        "performance": ">= 90%"
    }
)
def my_task():
    # 你的任务逻辑
    pass

my_task()  # 持续运行直到达标

方式2:直接调用

python
from goskill import GoSkill

skill = GoSkill(
    goal="分析1000份财报",
    criteria={
        "coverage": "100%",
        "accuracy": ">= 95%",
        "report": "complete"
    }
)

skill.run()  # 开始持续执行

工作原理

你设定目标 + 成功标准
    ↓
Master Agent 创建 Subagent
    ↓
Subagent 持续工作
    ↓
每5分钟验证进度
    ↓
达标 → 停止,交付结果
不达标 → 继续工作
    ↓
循环直到成功

适用场景

✅ 完美适合:

  • 大型代码重构/迁移
  • 复杂系统架构设计
  • 深度数据分析(1000+文件)
  • 长期研究项目
  • 自动化测试覆盖

❌ 不适合:

  • 简单的问答对话
  • 一次性的小任务
  • 没有明确成功标准的任务

示例

示例1:代码迁移

python
@goskill(
    goal="将AIFireHome从Android迁移到鸿蒙",
    criteria={
        "compile": "0 errors, 0 warnings",
        "test": "100% pass rate",
        "performance": ">= 90% of original",
        "docs": "API documentation complete"
    },
    max_hours=100
)
def migrate_aifirehome():
    # 自动持续执行,直到所有标准达标
    pass

示例2:数据分析

python
@goskill(
    goal="分析过去5年AI行业投资趋势",
    criteria={
        "coverage": "Top 500 companies",
        "insights": "10 high-potential tracks identified",
        "strategy": "executable investment strategy",
        "backtest": "annual return > 20%"
    }
)
def analyze_ai_investment():
    # 持续分析直到达标
    pass

注意事项

⚠️ 这会消耗大量时间和Token

  • 复杂任务可能需要运行数小时甚至数天
  • 确保你有足够的API额度
  • 我会定期汇报进度

⚠️ 需要明确的成功标准

  • 目标必须清晰可验证
  • 标准必须量化
  • 不能是模糊的要求

现在就可以用

我已经安装了这个Skill,你可以直接说:

"圆圆,用GoSkill模式,帮我完成XXX,成功标准是YYY"

我会自动进入持续工作模式,不达目标不停止!

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Goskill AI skill do?

GoSkill - Let your Skill keep running until goal achieved. Continuous execution (100+ hours) with automatic verification. Goal-driven: Master monitors, Sub executes until success criteria met. Best for: complex coding, system design, large-scale refactoring.

Why use Goskill on TypingMind?

Because you install it once and use it with any model. Goskill is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Goskill in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/AIPMAndy/goskill/tree/main. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Goskill?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Goskill?

As many as you like. As long as a model supports skills, you can use Goskill with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Goskill AI skill free?

Yes. It is published on GitHub by AIPMAndy under the Apache-2.0 license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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