Agent skill · Audited from source

huashu-research

skill · alchaincyf/huashu-skillsMIT licenceAudited 29 Oct 2026 · source dff5260ada03

★ 2,099pushed 2 days ago
✓SAFEGrade B · 89/100 · 29 Oct 2026 · dff5260
2,099repo stars · whole alchaincyf/huashu-skills

Is it safe? Yes — SAFE, grade B (89/100). We read this skill's source at commit dff5260ada03 and found no filesystem, network or shell access and no hard-coded secrets. What it does: 结构化网络调研流程,确保调研成果增量保存到文件,不因会话截断丢失。当用户说"调研"、"搜索资料"、"帮我查一下"、"了解一下"、"最新信息"时使用此技能。

Ask an AI about this pageGChatGPTCClaudePPerplexityGeGeminiXGrok
More
Cite

Cite this page

ModelsAtlas. “huashu-research (alchaincyf/huashu-skills)”. Retrieved 29 Oct 2026. https://modelsatlas.com/skills/alchaincyf/huashu-research

Trust audit

Audit 0.4.1 · source read 29 Oct 2026

Trust score89/100✓SAFE B
0 critical0 high0 medium0 low0 info

SAFE means nothing in the source contradicts what the skill says it does. Grade B is shared by 13,985 of 14,816 audited skills.

What the source does

  • FilesystemNone observedNo reads or writes in the source
  • NetworkNone observedNo outbound calls in the source
  • ShellNone observedNo commands run in the source
  • DependenciesPinnedNothing floats
  • SecretsNone foundNo keys in source

Five audit layers

LayerWhat we checkResultFindings
L0 ProvenanceRepo owner, licence, archive status, activityPASS0
L1 Static sourceSecrets, path traversal, supply chain, hidden codeNA0
L2 InstructionsPrompt injection, authority framing, hidden directivesPASS0
L3 InventoryThe files and declarations match the sourcePASS0
L4 SandboxRun in isolation and watch behaviourSKIPPED why0

Gates applied: no behavioural pass.

Findings (0)

No findings at any severity. We re-audit when the source changes.

Audit 0.4.1 · source sha dff5260ada03 · 29 Oct 2026Report an issue or request a re-scan

Provenance

Who published it, and what the verdict is pinned to

  • Publisheralchaincyf GitHub userOwner of the repository this skill is read from
  • Source folderalchaincyf/huashu-skills/huashu-researchThe exact folder we audited
  • LicenceMITAs the repository states it
  • Commit pinned for this verdictdff5260ada03A new audit runs when the source changes
  • Repository statusNot archivedLast push 2 days ago
  • Sandboxed runNot runSkills are read, not executed; layer L4 is skipped

What it tells the agent

Full source on GitHub ↗

Its description: 结构化网络调研流程,确保调研成果增量保存到文件,不因会话截断丢失。当用户说"调研"、"搜索资料"、"帮我查一下"、"了解一下"、"最新信息"时使用此技能。

---
name: huashu-research
description: 结构化网络调研流程,确保调研成果增量保存到文件,不因会话截断丢失。当用户说"调研"、"搜索资料"、"帮我查一下"、"了解一下"、"最新信息"时使用此技能。
---

# 调研 Skill

结构化的网络调研流程,核心目标:调研成果实时持久化,防止会话截断丢失工作。

## 何时使用

- 为写文章做前期调研
- 了解新产品、新技术、新发布
- 搜集竞品信息或行业动态
- 任何需要多次 WebSearch 的信息搜索任务

## 执行流程

### Step 1: 立即创建调研文件
- 在开始搜索之前,先创建文件
- 路径:`_knowledge_base/research-<主题>-<YYYYMMDD>.md`
- 初始内容包含:调研目标、关键问题、预期输出

```markdown
# [主题] 调研笔记

调研日期:YYYY-MM-DD
调研目标:[一句话说明]

## 关键问题
1. [问题1]
2. [问题2]
3. [问题3]

## 发现

(调研中逐步填充)

## 来源列表

(每次搜索后追加)
```

### Step 2: 搜索并增量保存
- 每次 WebSearch 后,立即将发现追加到文件
- 每条发现附上来源 URL 和日期
- 遵循信息源优先级(见 SHARED-RULES.md)

### Step 3: 阶段摘要
- 每完成3次搜索,在文件中保存一次「阶段摘要」
- 格式:`### 阶段摘要 (第N轮)` + 当前关键发现

### Step 4: 最终简报
调研结束时,整理文件为结构化简报:

```markdown
## 调研结论

### 关键事实
1. [事实1](来源:URL)
2. [事实2](来源:URL)

### 来源列表
| 来源 | URL | 发布日期 | 可信度 |
|------|-----|---------|--------|
| ... | ... | ... | 高/中/低 |

### 待确认问题
- [还需要进一步验证的点]

### 写作建议
- [基于调研结果,对后续写作的建议]
```

## 关键原则

- **先建文件再搜索**:确保第一次搜索结果就被保存
- **增量保存不等到最后**:每次搜索后立即追加
- **调研和写作分离**:本 Skill 只做调研,不开始写草稿
- **标注可信度**:区分一手信息(官方)和二手信息(媒体/社区)
- **忽略过时信息源**:知乎/百度(2025年前)、营销软文

## 与其他 Skill 的关系

- 调研完成后,用户可触发 /选题生成 来确定写作方向
- 调研文件将作为后续写作的输入素材
- 如果调研中发现的信息适合长期留存,保存到对应的 _knowledge_base 分类目录

## 输出位置

- 调研笔记:`_knowledge_base/research-<主题>-<YYYYMMDD>.md`
- 长期知识:`_knowledge_base/<分类>/<主题>-<YYYYMM>.md`

**最后更新**: 2026-02-06

---

> **花叔出品** | AI Native Coder · 独立开发者
> 公众号「花叔」| 30万+粉丝 | AI工具与效率提升
> 代表作:小猫补光灯(AppStore付费榜Top1)·《一本书玩转DeepSeek》

Excerpt, first 1,465 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.

Install

Pinned to the audited commit dff5260

Download folder ↗
git clone https://github.com/alchaincyf/huashu-skills
git -C huashu-skills checkout dff5260ada03

The author documents no install command, so this uses the repository directly. Our verdict covers commit dff5260ada03 only.

Works in

The author has not said which agents this skill supports, and we have not tested it in any.

Audit history

Every audit, every source change

  1. ✓SAFE B 89 / 100

    first audit · source dff5260ada03

README badge

For maintainers · shows the latest audit

ModelsAtlas: SAFE BMODELSATLASSAFE · B
[![ModelsAtlas: SAFE B](https://modelsatlas.com/skills/alchaincyf/huashu-research/badge.svg)](https://modelsatlas.com/skills/alchaincyf/huashu-research/)

The badge shows our verdict and grade for this skill, and links back to this page. It changes when the audit does.

Add this badge to your README

[![ModelsAtlas: SAFE B](https://modelsatlas.com/skills/alchaincyf/huashu-research/badge.svg)](https://modelsatlas.com/skills/alchaincyf/huashu-research/)

Questions about huashu-research

What does the huashu-research skill do?
花叔全部开源 Agent Skills 总目录:16 旗舰 + 14 人物视角 + 22 内置共 52 个 skill,分层分类 + AI Agent 安装协议 + 机器可读 skills.json + 更新检查机制
Is huashu-research safe to install?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.
What can huashu-research access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
How current is this page?
The grade is for one exact copy of the source (dff5260ada03), read on 2026-10-29. The repository is watched, and a new audit runs when it changes — this is the first audit.

Sources

Spotted something wrong? Report a correction · Methodology

Keep going in your AI

Opens with this page as the source. We add nothing else to the prompt.