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Agent Weakness Boost

Community
hezkvectory
agent-weakness-boost

把“薄弱项”从模糊标签变成一个可诊断、可练习、可复测的小专题提升闭环。 Workflow: agent_weakness_boost.run.

Overview

Publisherhezkvectory
Repositoryhermes-edu-skills
Skill nameagent-weakness-boost
Stars
127
Forks
58
Bundled files
Instructions only
LicenseMIT
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.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

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

Installation

Install the Agent Weakness Boost 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/hezkvectory/hermes-edu-skills/tree/main/skills/learning-core/agent-weakness-boost
  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/hezkvectory/hermes-edu-skills.git /tmp/hermes-edu-skills
mkdir -p .claude/skills
cp -r /tmp/hermes-edu-skills/skills/learning-core/agent-weakness-boost .claude/skills/agent-weakness-boost
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Agent Weakness Boost 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 Agent Weakness Boost 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 Agent Weakness Boost 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.

薄弱项提升 Skill

把“薄弱项”从模糊标签变成一个可诊断、可练习、可复测的小专题提升闭环。

这个 Skill 解决什么问题 / Problem

把“薄弱项”从模糊标签变成一个可诊断、可练习、可复测的小专题提升闭环。

最适合 / Best For

  • 某个知识点反复错
  • 考试后查漏补缺
  • 老师或家长想安排专项训练

不适合 / Not For

  • 没有样本就断言薄弱点
  • 一次性补完整本书

使用前请准备 / Inputs

  • 薄弱知识点或错题样本
  • 年级/学科
  • 目标分数或掌握标准
  • 可用时间
  • 最近错误表现

推荐工作流 / Recommended Workflow

  • 用 3-5 个问题定位真实缺口
  • 区分概念/方法/审题/计算问题
  • 安排讲解和练习梯度
  • 复测并决定是否升级难度

输出格式 / Output Format

  • 薄弱点诊断
  • 根因假设
  • 补强路线
  • 练习梯度
  • 复测标准

质量检查 / Quality Checks

  • 诊断必须基于证据
  • 练习先少而准
  • 复测标准要明确
  • 不能只生成题目不讲原因

没有平台工具时 / Standalone Fallback

  • 没有测评工具时,用用户提供的错题做诊断。
  • 没有题库时,生成原创小测并附答案。

示例提示 / Example Prompts

  • 孩子分数应用题总错,帮我找薄弱原因并安排 3 天提升。
  • 函数图像这块总不会,先诊断再练习。

适用场景 / When To Use

当学习者、家长、老师、学校或教育应用开发者需要处理以下场景时,可以使用这个 Skill。

最适合的场景:

  • 专项训练

适用角色:

  • 学习者
  • 家长
  • 老师

调用信号 / Invocation Signals

意图:

  • agent_weakness_boost
  • learning_core
  • 专项训练

示例表达:

  • 开始薄弱项提升 Skill
  • 帮我做专项训练
  • 根据当前上下文执行薄弱项提升 Skill

公开 Skill 契约 / Public Skill Contract

  • Workflow: agent_weakness_boost.run
  • Category: learning-core
  • Stages: primary, junior, senior
  • Subjects: 学习能力
  • Abilities: 查漏补缺
  • Quality Tier: curated
  • Standalone Support: needs_user_input
  • Public Release: recommended
  • Requires Tools: context.load, entitlement.check, workflow.create, memory.write
  • Requires Data: 学习目标, 年级或水平, 用户输入的题目/记录/上下文
  • Export Mode: installable
  • Release Channel: recommended

成熟度备注:

  • 已按精品 Skill 标准补充边界、输入、工作流、输出格式和示例。

参数化使用 / Parameters

这个 Skill 不再把年级、册别、单元、知识点和难度拆成大量独立 Skill。请在调用时通过参数或自然语言补充这些信息。

  • Grades: 一年级, 二年级, 三年级, 四年级, 五年级, 六年级, 七年级, 八年级, 九年级, 高一, 高二, 高三
  • Semesters: 上册, 下册, 上册, 下册, 必修一, 必修二, 选择性必修
  • Scenarios: 专项训练
  • Difficulties: 基础, 标准, 提高
  • Parameterized Dimensions: grade, semester, unit, lesson, knowledgePointCodes, scenario, difficulty

独立 Hermes 使用方式 / Standalone Hermes Usage

这个 Skill 可以通过 Hermes 的 skills.external_dirs 作为外部 Skill 加载。

如果你有自己的工具、记忆、课程数据或 workflow runner,可以把它们与本 Skill 组合使用。如果没有外部工具,也可以直接使用上面的说明来引导对话,生成有用的学习或教学反馈。

Frequently asked questions

What does the Agent Weakness Boost AI skill do?

把“薄弱项”从模糊标签变成一个可诊断、可练习、可复测的小专题提升闭环。 Workflow: agent_weakness_boost.run.

Why use Agent Weakness Boost on TypingMind?

Because you install it once and use it with any model. Agent Weakness Boost 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 Agent Weakness Boost in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/hezkvectory/hermes-edu-skills/tree/main/skills/learning-core/agent-weakness-boost. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Agent Weakness Boost?

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 Agent Weakness Boost?

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

Is the Agent Weakness Boost AI skill free?

Yes. It is published on GitHub by hezkvectory under the MIT 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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