# Interpret Tech Notes

> >-

- **Type:** Skill
- **Install:** `agentstack add skill-junfengran-dev-env-interpret-tech-notes`
- **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior
- **Seller:** [JunfengRan](https://agentstack.voostack.com/s/junfengran)
- **Installs:** 0
- **Category:** [Agent Skills](https://agentstack.voostack.com/c/agent-skills)
- **Latest version:** 0.1.0
- **License:** MIT
- **Upstream author:** [JunfengRan](https://github.com/JunfengRan)
- **Source:** https://github.com/JunfengRan/dev-env/tree/main/skills/interpret-tech-notes
- **Website:** https://github.com/JunfengRan/dev-env

## Install

```sh
agentstack add skill-junfengran-dev-env-interpret-tech-notes
```

Requires the [AgentStack CLI](https://agentstack.voostack.com/docs/cli). Works with Claude Code, Cursor, and any MCP-compatible agent.

## About

# 技术内容解读 → 学习笔记

把外部材料或代码仓库，写成 **可检索、可复习、可横向对比** 的学习笔记。输出到 `docs/knowledge/`。

## 输出目录

| 类型 | 输出目录 |
|------|----------|
| 论文 | `docs/knowledge/papers/` |
| 博客 | `docs/knowledge/blogs/` |
| 应用技术 | `docs/knowledge/apps/` |
| 训练/模型 | `docs/knowledge/training/` |

## 统一工作流

```
0. 选格式 → 1. 收集材料 → 2. 定读者与范围 → 3. 列大纲 → 4. 深挖取证
→ 5. 写正文 → 6. 补附录 → 7. 更新索引 → 8. 验证
```

应用技术必挖 9 项：调用链、核心循环、Thread/Turn 边界、上下文工程、Skills/MCP、Prompt Cache、设计决策、横向对比、测试即规格。

详见 [references/format-guide.md](references/format-guide.md) 与各模板。

## 验证

| 格式 | 验证 |
|------|------|
| Markdown + Mermaid | `npm run validate:mermaid` |
| 应用技术 | [references/depth-checklist.md](references/depth-checklist.md) |
| deep-research consolidate 阶段 | gate `knowledge-note-depth` |

## 协作

- 画图 → `draw-mermaid-diagrams`
- 横向对比 → 先 Read `docs/knowledge/apps/*-note.md`
- 由 `deep-research` workflow 的 `consolidate` 状态调用

## Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

- **Author:** [JunfengRan](https://github.com/JunfengRan)
- **Source:** [JunfengRan/dev-env](https://github.com/JunfengRan/dev-env)
- **License:** MIT
- **Homepage:** https://github.com/JunfengRan/dev-env

Install and usage instructions live in the source repository linked above.

## Pricing

- **Free** — Free

## Security capabilities

Automated source analysis of v0.1.0 — what this tool can access:

- **Network access:** no
- **Filesystem access:** no
- **Shell / process execution:** no
- **Environment & secrets:** no
- **Dynamic code execution:** no

*"Yes" means the capability is present in the source — more access means more to trust, not that it is unsafe.*


## Versions

- **0.1.0** — security scan: passed — Imported from the upstream source.

## Links

- Listing page: https://agentstack.voostack.com/l/skill-junfengran-dev-env-interpret-tech-notes
- Seller: https://agentstack.voostack.com/s/junfengran
- Browse the marketplace: https://agentstack.voostack.com/browse

---
Listed on AgentStack — the marketplace for AI agent skills and MCP servers. Every listing is security-reviewed. Creators keep 70%.