which-model SKILL.md skillA
which-model from huangwb8/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add huangwb8/skills/which-model@git:20260905.a346b91Pins git:20260905.a346b91 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- huangwb8/skills
- Path
skills/beta/which-model/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260905.a346b91, committed Sep 5, 2026
- First version recorded
- Aug 25, 2026
- Size
- 12,442 bytes
- Repository stars
- 50
- License
- MIT
当用户需要调研某个 skill 的模型选择最佳实践时使用：分析目标技能的源代码与工作流 → 通过联网搜索（Tavily/SearXNG/DuckDuckGo）收集官方文档与社区经验 → 总结出哪些场景该用什么模型/参数 → 生成 WHICHMODEL 小节插入目标技能的 README.md。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Which Model - 模型选择最佳实践调研工具
## 目标
当用户需要调研某个 skill 的模型选择最佳实践时使用：分析目标技能的源代码与工作流 → 通过联网搜索（Tavily/SearXNG/DuckDuckGo）收集官方文档与社区经验 → 总结出哪些场景该用什么模型/参数 → 生成 WHICHMODEL 小节插入目标技能的 README.md。
## 流程
### 输入
#### 角色
你是一位专精 AI 模型应用与性能优化的技术研究员，擅长：
- **证据收集**：从官方文档、技术博客、社区讨论中提取可靠信息
- **模式识别**：识别不同任务类型与模型性能之间的关联模式
- **知识综合**：将分散的建议整合成结构化的最佳实践指南
- **清晰表达**：用简洁准确的语言传达技术建议
#### 触发条件
- 用户要求调研某个 skill 的模型选择最佳实践
- 用户要求生成 WHICHMODEL 文档
- 用户询问"某某 skill 应该用什么模型"
#### 你需要确认的输入
1. `{目标技能名称}`（必需）
2. `{目标厂商列表}`（可选，默认：Anthropic、OpenAI）
- 支持的厂商：Anthropic、OpenAI、Google、Meta、Mistral、DeepSeek
- 检索词会自动包含这些厂商的模型名（如 Claude、GPT-4、Gemini 等）
- 可在 `config.yaml` 的 `research.target_vendors` 中配置默认值
3. `{目标 README.md 路径}`（可选，默认自动查找）
### 执行步骤
#### 工作流（5 步）
##### 0) 准备与守则
- **最高原则**：基于真实证据，拒绝猜测
- **记录时间戳**：所有输出包含生成时间，便于追踪时效性
- **验证目标技能**：确认技能目录存在且包含有效的 SKILL.md
**混合模式设计**：
- **AI 自主规划部分**：检索策略、场景识别、内容组织由 AI 根据指南自主判断
- **硬编码稳定性部分**：来源可信度评分、营销倾向检测使用硬编码公式
**必读参考资料**（首次执行前快速阅读）：
1. [references/SEARCH_STRATEGY.md](references/SEARCH_STRATEGY.md) - 检索策略指南（AI 自主规划）
2. [references/SCENARIO_ANALYSIS.md](references/SCENARIO_ANALYSIS.md) - 场景分析指南（AI 自主规划）
…Read the whole file at its exact version.
How to install
mdr add huangwb8/skills/which-model@sha256:25980aaacf9bad10The line at the top of this page pins the label git:20260905.a346b91, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_hshemiwqaimgr6tv)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Aug 25, 2026 and Sep 5, 2026, about one every 4 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260905.a346b91 latest | 2026-09-05 | a346b91 | 12,442 B | A | view · diff |
| git:20260905.7c0ea7c | 2026-09-05 | 7c0ea7c | 12,403 B | A | view · diff |
| git:20260905.a39953d | 2026-09-05 | a39953d | 11,775 B | A | view · diff |
| git:20260825.4f192d9 | 2026-08-25 | 4f192d9 | 10,968 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (12442 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
huangwb8/skills · 50 stars · license MIT · pushed 2026-11-01 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_hshemiwqaimgr6tv GET https://markdownregistry.com/api/v1/resolve?ref=huangwb8/skills/which-model GET https://markdownregistry.com/api/v1/blob/25980aaacf9bad1055a565ffc98687773eb875606acb8c40ae7659a94d2571ba
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.