deepseek-harness
deepseek-ai
DeepSeek Harness: Everything is a Plugin.
PROJECT TOPICS
PROJECT README
简体中文 | English
一句话:让 AI 先看懂整个代码库,再回答你的问题——生成知识图谱,聊代码、查影响、做架构分析、生成新手上手指南。
移植自 Egonex-AI/Understand-Anything(MIT),
skills / agent 层逐字保留,只适配 DeepSeek Harness 的插件机制。
knowledge-graph.json(架构、依赖、调用关系、复杂度)/understand-chat 聊天问答 —— 基于图谱回答代码库问题,不把整个文件塞进上下文/understand-diff 改动影响分析 —— 当前改动影响了哪些组件、有哪些风险/understand-onboard 新手上手指南 —— 为新人生成项目导读/understand-domain 业务领域提取 —— 从代码中识别业务领域、流程与步骤/understand-knowledge 知识库分析 —— 分析 Karpathy 模式的 LLM wiki 知识库/understand-figma 设计稿分析 —— 通过 Figma API 生成设计知识图谱--language zh 生成中文摘要、标签与说明在一个中型仓库里:
> /understand
[Phase 1/7] Scanning project...
[Phase 2/7] Analyzing files (12 batches)...
[Phase 4/7] Assembling knowledge graph...
✅ Graph written to .ua/knowledge-graph.json (847 nodes, 1,204 edges)
然后:
> /understand-chat 这个项目怎么处理登录的?
auth.ts 中的 login() 通过 authService.authenticate() 校验凭据,
成功后在 sessionStore 建立会话,并在 middleware 里拦截未带 token 的请求……
dsh plugin --profile <你的 profile> add github:GongYuanCaiJi/dsh-understand-anything
安装时 prepare 会跑结构校验;首次运行 /understand 时,skill 会按上游流程用 pnpm
构建分析引擎(@understand-anything/core)。若 pnpm 拦下构建步骤,在 profile 的
pnpm-workspace.yaml 里把本套件加入 allowBuilds(本套件自带的 pnpm-workspace.yaml
已包含 tree-sitter 语法的 allowBuilds)。
从本地目录安装:
git clone https://github.com/GongYuanCaiJi/dsh-understand-anything.git
cd dsh-understand-anything && npm install
dsh plugin --profile <你的 profile> add .
需要 Node.js ≥ 22 与 pnpm ≥ 10(上游要求)。
# 分析当前代码库(生成 .ua/knowledge-graph.json)
/understand
# 中文分析
/understand --language zh
# 增量更新(只重新分析改过的文件)
/understand
# 问代码库问题
/understand-chat 这个项目的架构是怎么样的?
# 分析当前改动的影响
/understand-diff
# 生成新手指南
/understand-onboard
分析引擎与技能文本均为上游英文原文,未做翻译(移植规则:100% 原样复制)。
上游包含完整的 web 应用,dsh 插件形态承接不了——这是能力边界,不是取捨:
homepage/ 官网、packages/dashboard 交互式看板、packages/viewer 独立查看器
—— 均未搬入本套件。需要看板/查看器请到
上游仓库 获取。hooks/(提交后自动更新)、平台安装脚本与各平台清单未搬入。MIT。上游 Understand-Anything ©
Yuxiang Lin · Infinite Universe, Inc.;本移植 © GongYuanCaiJi(dsh port)。
如果这个项目对你有帮助,请也给上游点个 star ⭐
One-liner: let AI understand the whole codebase before answering — generate a knowledge graph, then chat, diff-analyze, explore architecture, and onboard new members.
A port of Egonex-AI/Understand-Anything
(MIT) into a DeepSeek Harness plugin.
The skills/agent layer is preserved verbatim; only the plugin mechanism is adapted to dsh.
knowledge-graph.json (architecture, dependencies, call graphs, complexity)/understand-chat — answer codebase questions from the graph without dumping whole files into context/understand-diff — impact analysis of your current changes/understand-onboard — onboarding guides for new team members/understand-domain — extract business domains, flows, and steps/understand-knowledge — analyze Karpathy-pattern LLM wikis/understand-figma — design knowledge graphs from Figma via the REST API--language zh generates Chinese summaries, tags, and descriptionsdsh plugin --profile <your-profile> add github:GongYuanCaiJi/dsh-understand-anything
prepare runs structural checks on install; on first /understand, the skill builds the
analysis engine (@understand-anything/core) with pnpm, following the upstream flow. If pnpm
blocks build steps, add this package to allowBuilds in the profile's pnpm-workspace.yaml
(the bundled pnpm-workspace.yaml already allows the tree-sitter grammars).
Local install:
git clone https://github.com/GongYuanCaiJi/dsh-understand-anything.git
cd dsh-understand-anything && npm install
dsh plugin --profile <your-profile> add .
Requires Node.js ≥ 22 and pnpm ≥ 10 (upstream requirement).
/understand # analyze the current codebase → .ua/knowledge-graph.json
/understand --language zh # Chinese analysis
/understand-chat ... # ask questions about the codebase
/understand-diff # analyze the impact of current changes
/understand-onboard # generate an onboarding guide
The analysis engine and skill texts remain in upstream English (port rule: 100% verbatim copy).
The upstream ships a full web application, which a dsh plugin cannot carry — a capability boundary, not a choice:
homepage/ (marketing site), packages/dashboard (interactive dashboard),
packages/viewer (standalone viewer) — not included. Get them from the
upstream repository.hooks/ (post-commit auto-update), platform install scripts, and
platform manifests are not included.MIT. Upstream Understand-Anything ©
Yuxiang Lin · Infinite Universe, Inc.; this port © GongYuanCaiJi (dsh port).
If this project helps you, please also star the upstream ⭐
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