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Knowledge Base

  • 54 installs
  • 1 repo stars
  • Updated January 23, 2026
  • dwsy/knowledge-base-skill

Builds a project 'second brain' by scanning code, searching the web and structuring docs so tacit knowledge, domain terms and decisions become explicit and shareable.

About

knowledge-base is a documentation skill that fights the curse of knowledge by scanning code, searching the web and writing structured docs, turning a project's tacit understanding into an explicit 'second brain'. A solo builder reaches for it to capture domain vocabulary, architecture decisions and reasoning so context is preserved for future sessions or teammates.

  • Turns tacit knowledge explicit
  • Extracts domain terms via code scanning
  • Records decisions and rationale
  • Combines code scan and web search

Knowledge Base by the numbers

  • 54 all-time installs (skills.sh)
  • Ranked #791 of 1,879 Documentation skills by installs in the Skillselion catalog
  • Data as of Jul 29, 2026 (Skillselion catalog sync)
npx skills add https://github.com/dwsy/knowledge-base-skill --skill knowledge-base

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Listed on Skillselion
Installs54
repo stars1
Last updatedJanuary 23, 2026
Repositorydwsy/knowledge-base-skill

What it does

Builds a project 'second brain' by scanning code, searching the web and structuring docs so tacit knowledge, domain terms and decisions become explicit and shareable.

Who is it for?

preserving project context and decisions

Skip if: quick one-off tasks

Files

SKILL.mdMarkdownGitHub ↗

Knowledge Base Skill

一个旨在消除认知偏差、显式化隐性知识的知识库管理工具。它结合代码扫描(ace-tool)、网络搜索和结构化文档管理,构建项目的"第二大脑"。

核心理念:打破“知识诅咒”

"知识诅咒"(Curse of Knowledge)是指当我们掌握某种知识后,很难想象不懂这种知识的人的状态。在软件工程中,这表现为:

  • 资深开发者假设新人“应该知道”某些上下文。
  • 代码中充斥着特定领域的缩写和隐喻。
  • 架构决策的背景被遗忘,只留下结果。

本技能通过以下方式解决此问题: 1. 显式化(Explicitness):强制将默会知识(Tacit Knowledge)转化为显性知识(Explicit Knowledge)。 2. 上下文对齐(Context Alignment):通过代码扫描提取领域术语,建立统一词汇表。 3. 认知共识(Cognitive Consensus):记录“为什么这样做”而不仅仅是“怎么做”。

执行环境

路径类型路径说明
技能目录~/.pi/agent/skills/knowledge-base/脚本和模板位置
主脚本~/.pi/agent/skills/knowledge-base/lib.ts核心逻辑脚本
知识库目录./docs/knowledge/项目根目录下的文档存储位置

目录结构

docs/knowledge/
├── concepts/             # 领域概念与术语 (名词解释)
│   ├── [Term].md         # 一级文档:e.g. "DoubleEntryBookkeeping.md"
│   └── auth/             # 二级分类
│       ├── User.md
│       └── Session.md
│   └── frontend/         # 二级分类
│       ├── responsive/   # 三级分类
│       │   └── design/   # 四级分类
│       │       └── MobileFirst.md
│       └── pwa/          # 三级分类
│           └── advanced/ # 四级分类
│               └── optimization/  # 五级分类
│                   └── ProgressiveWebApp.md
├── guides/               # 操作指南与最佳实践 (How-to)
│   ├── [Topic].md        # 一级文档:e.g. "ErrorHandlingStrategy.md"
│   └── backend/          # 二级分类
│       ├── API.md
│       └── Database.md
│   └── frontend/         # 二级分类
│       └── css/          # 三级分类
│           └── flexbox/  # 四级分类
│               └── ResponsiveLayout.md
├── decisions/            # 认知决策记录 (Why)
│   ├── [Date]-[Topic].md # 一级文档:e.g. "20240101-WhyChooseRestOverGraphQL.md"
│   └── database/         # 二级分类
│       └── 20240101-WhyUsePostgres.md
│   └── frontend/         # 二级分类
│       └── layout/       # 三级分类
│           └── modern/   # 四级分类
│               └── strategies/  # 五级分类
│                   └── 20260107-WhyUseCSSGrid.md
├── external/             # 行业共识与外部参考
│   ├── [Source].md       # e.g. "ReactPatternConsensus.md"
│   └── standards/        # 二级分类
│       └── RESTfulAPI.md
├── GLOSSARY.md           # 专业术语表(自动生成,包含定义摘要)
└── index.md              # 自动生成的知识索引(支持多层级显示)

命令参考

所有命令建议在项目根目录下执行。

# 1. 初始化
bun ~/.pi/agent/skills/knowledge-base/lib.ts init

# 2. 扫描代码提取概念 (集成 ace-tool)
bun ~/.pi/agent/skills/knowledge-base/lib.ts scan

# 3. 发现项目结构并生成文档清单
bun ~/.pi/agent/skills/knowledge-base/lib.ts discover

# 4. 创建知识条目(支持目录分类)
bun ~/.pi/agent/skills/knowledge-base/lib.ts create term "术语名称" [分类路径]     # alias for concept
bun ~/.pi/agent/skills/knowledge-base/lib.ts create concept "术语名称" [分类路径]
bun ~/.pi/agent/skills/knowledge-base/lib.ts create guide "指南标题" [分类路径]
bun ~/.pi/agent/skills/knowledge-base/lib.ts create decision "决策标题" [分类路径]

# 示例:创建带分类的文档(支持无限层级)
bun ~/.pi/agent/skills/knowledge-base/lib.ts create concept "UserAuthentication" auth/user
bun ~/.pi/agent/skills/knowledge-base/lib.ts create guide "ErrorHandling" backend/api
bun ~/.pi/agent/skills/knowledge-base/lib.ts create decision "WhyUsePostgres" database

# 三级和四级分类示例
bun ~/.pi/agent/skills/knowledge-base/lib.ts create concept "MobileFirst" frontend/responsive/design
bun ~/.pi/agent/skills/knowledge-base/lib.ts create concept "ProgressiveWebApp" frontend/pwa/advanced/optimization
bun ~/.pi/agent/skills/knowledge-base/lib.ts create guide "ResponsiveLayout" frontend/css/flexbox
bun ~/.pi/agent/skills/knowledge-base/lib.ts create decision "WhyUseCSSGrid" frontend/layout/modern/strategies

# 4. 搜索知识库
bun ~/.pi/agent/skills/knowledge-base/lib.ts search "关键词"

# 5. 生成专业术语表 (GLOSSARY.md)
bun ~/.pi/agent/skills/knowledge-base/lib.ts glossary

# 6. 生成/更新索引
bun ~/.pi/agent/skills/knowledge-base/lib.ts index

核心功能详解

1. 智能扫描 (scan)

利用 ace-tool 分析代码库,识别高频词汇、特定类名和复杂逻辑,自动建议需要创建的“概念文档”。

  • 输入:代码库状态
  • 输出:推荐创建的概念列表 (docs/knowledge/suggested_concepts.md)

2. 结构化文档 (create)

提供标准化模板,强制包含:

  • Definition: 一句话定义(防歧义)。
  • Context: 出现的场景。
  • Anti-patterns: 常见的误解(解决认知偏差)。
  • References: 代码引用或外部链接。

3. 行业共识集成

通过 external 目录管理通用知识(如 RESTful 规范、React Hooks 规则),避免重复造轮子,明确本项目是遵循标准还是有特殊定制。

4. 专业术语表维护 (glossary)

自动扫描 concepts/ 目录下的所有文档,提取定义(Definition)部分,生成扁平化的 GLOSSARY.md 表格。

  • 用途:提供快速查阅的术语字典,适合非技术人员或快速上下文对齐。
  • 格式:包含 Term (Link), Category, Definition 的 Markdown 表格。

最佳实践

1. 遇到不懂的缩写时:立即运行 create concept [缩写],查明后填入。 2. 代码 Review 时:如果需要解释一段逻辑超过 3 句,创建一个 guide 并链接。 3. 新成员加入时:让他阅读 docs/knowledge/index.md,并要求他记录所有困惑点作为新的 Issue。

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