idea-generate SKILL.md skillA
idea-generate from kendrick-stein/mcislab_deepread is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add kendrick-stein/mcislab_deepread/idea-generate@git:20260723.fb64ba4Pins git:20260723.fb64ba4 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- kendrick-stein/mcislab_deepread
- Path
skills/2-ideation/idea-generate/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260723.fb64ba4, committed Jul 23, 2026
- First version recorded
- Apr 28, 2026
- Size
- 8,424 bytes
- Repository stars
- 12
- License
- none declared
Generate and rank research ideas given a broad direction. Use when user says "找idea", "brainstorm ideas", "generate research ideas", or "what can we work on".
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
## Purpose
给定一个方向，它先发散生成 8-12 个候选 idea，再经过粗筛和深度评估，最终保留 top 2-3 个可证伪的研究 idea，按 `Templates/Idea.md` 格式写入 `Ideas/`。它是从"发现问题"到"提出假设"的桥梁——将文献分析的输出（空白、矛盾、未解决问题）转化为可操作的研究假设。
## Steps
### Step 1：解析指令
解析核心意图：涉及什么任务（VLA/VLN/其他）、什么约束（few-shot / no-GPU / 理论向等）、期望的改进方向（性能提升、效率、泛化……）。
### Step 2：读取 DomainMaps，锚定领域已知边界
1. 用 Read 读取 `DomainMaps/_index.md`，找到相关的 domain（如 VLA、VLN、RL 等）。
2. 用 Read 读取对应的 `DomainMaps/{Name}.md`，重点关注：
- `## Established Knowledge`：已有共识，生成 idea 时可以利用，但不应作为 contribution 点（除非有明确突破）。
- `## Active Debates`：领域内仍有争议的问题，是生成 idea 的高价值区域——可以针对某个 debate 设计决定性实验或提出新框架。
- `## Open Questions`：领域显式列出的未解决问题，可直接对应生成 idea。
3. 将 DomainMaps 的内容整合进 idea 生成时的"背景约束"：生成的 idea 要建立在 Established Knowledge 之上，要么解决 Open Questions，要么推进 Active Debates。
### Step 3：生成候选 idea
综合 Step 1-2 的材料，生成 **8-12 个** 候选 novel ideas。**BE CREATIVE and BOLD!**
每个候选 idea 须包含以下要素（对应 `Templates/Idea.md` 的 section）：
- **Hypothesis**：一句话的可证伪断言，格式建议为"若……则……"或"我们假设……"。判断标准：这句话能否在合理资源范围内被实验证伪？
- **Motivation**：为什么这个方向值得研究？参考三个维度：（1）它解决了哪个知识空白或 Active Debate；（2）成功的话对领域有什么影响；（3）为什么现在是做这个的好时机（相关工具/数据已成熟？）。
…Read the whole file at its exact version.
How to install
mdr add kendrick-stein/mcislab_deepread/idea-generate@sha256:43c82430ecf9ca3eThe line at the top of this page pins the label git:20260723.fb64ba4, 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_hn3dopvtvlsbbrkw)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Apr 28, 2026 and Jul 23, 2026, about one every 86 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260723.fb64ba4 latest | 2026-07-23 | fb64ba4 | 8,424 B | A | view · diff |
| git:20260428.bf023ec | 2026-04-28 | bf023ec | 7,515 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 (8424 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
kendrick-stein/mcislab_deepread · 12 stars · license none declared · pushed 2026-10-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_hn3dopvtvlsbbrkw GET https://markdownregistry.com/api/v1/resolve?ref=kendrick-stein/mcislab_deepread/idea-generate GET https://markdownregistry.com/api/v1/blob/43c82430ecf9ca3e629cd75be5ef739b3bd3d4d5c6e638abb586f955d77aba1c
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.