literature-survey SKILL.md skillA

literature-survey from kendrick-stein/mcislab_deepread is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add kendrick-stein/mcislab_deepread/literature-survey@git:20260805.b2d71d9

Pins git:20260805.b2d71d9 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/1-literature/literature-survey/SKILL.md
Versions recorded
5
Latest version
git:20260805.b2d71d9, committed Aug 5, 2026
First version recorded
Jul 21, 2026
Size
21,656 bytes
Repository stars
12
License
none declared

当 Supervisor 说"调研""survey""了解研究现状",或需要系统了解某主题的文献全貌时,搜索外部文献、批量 digest、综合生成调研报告.

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

给定一个研究主题,主动搜索外部文献、自动调用 paper-digest 生成结构化笔记,最终综合所有论文产出一份领域调研报告。

## Steps

### Step 1:明确调研范围

解析用户输入,确定以下参数:

| 参数 | 默认值 | 说明 |
|:-----|:-------|:-----|
| `topic` | (必填) | 研究主题 |
| `year_range` | 近 3 年 | 时间范围 |
| `venue_preference` | 无 | venue 偏好 |
| `max_papers` | 20 | 最终纳入调研的论文数量上限 |
| `scope` | `full` | `full` = 外部搜索 + vault 综合;`vault-only` = 只综合库内已读论文,产出报告到 Reports/(触发词:"根据已读论文写个 XX 报告""vault 里关于 XX 的综合") |

基于 topic 生成 **搜索策略**,覆盖两组角度。

若上层传入 `--run-id`,读取并复用该 manifest;校验 topic 与 artifact paths 后,从 `--resume-stage` 或首个未完成 stage 继续,禁止重复已完成 discovery/digest。否则生成新 `run_id`(如 `survey-<topic>-YYYYMMDD-HHMM`)。所有模式均遵循 `references/research-run-protocol.md`。

**A. 覆盖角度**(建立地图):

1. **核心主题**:topic 本身的直接搜索
2. **相关方法**:该领域的主流技术路线
3. **Survey / 综述**:搜索已有 survey 论文作为参考锚点
4. **Benchmark / 数据集**:该领域常用的评测基准
5. **应用场景**:下游应用或跨领域迁移

**B. 证据完整性角度**(区分"文献地图"与"论文列表",至少各跑一条):

6. **矛盾检索**:challenge / failure / limitation / counterexample / reassessment / replication——主动找与主流结论相反的证据
7. **负结果检索**:negative result / no improvement / failed to reproduce / ablation 失败——被主流叙事略过的证据
8. **邻域检索**:相邻学科是否以不同术语研究了同一问题或机制
9. **术语漂移检索**:用该问题在不同年代/学科的旧名称重新检索,避免只用当前流行词
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add kendrick-stein/mcislab_deepread/literature-survey@sha256:10346d5d062a3319

The line at the top of this page pins the label git:20260805.b2d71d9, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_ptunupftbwtp5uxo.svg)](https://markdownregistry.com/a/art_ptunupftbwtp5uxo)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Jul 21, 2026 and Aug 5, 2026, about one every 4 days.

versioncommittedcommitsizeaudit
git:20260805.b2d71d9 latest2026-08-05 b2d71d9 21,656 BA view · diff
git:20260728.634c4b72026-07-28 634c4b7 21,318 BA view · diff
git:20260724.32f0da42026-07-24 32f0da4 20,484 BA view · diff
git:20260723.fb64ba42026-07-23 fb64ba4 19,669 BA view · diff
git:20260721.8854a742026-07-21 8854a74 12,393 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (21656 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

GitHub

kendrick-stein/mcislab_deepread · 12 stars · license none declared · pushed 2026-10-19 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ptunupftbwtp5uxo
GET https://markdownregistry.com/api/v1/resolve?ref=kendrick-stein/mcislab_deepread/literature-survey
GET https://markdownregistry.com/api/v1/blob/10346d5d062a33197cb737573ad15657a73392ee72a34c072af4a3b139f4d6d0

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.

More from kendrick-stein/mcislab_deepread

lark-approval SKILL.md skill
kendrick-stein/mcislab_deepread · .agents/skills/lark-approval/SKILL.md · 飞书审批 API:审批实例、审批任务管理。
v1.0.0 · audit A · 12 stars
lark-attendance SKILL.md skill
kendrick-stein/mcislab_deepread · .agents/skills/lark-attendance/SKILL.md · 飞书考勤打卡:查询自己的考勤打卡记录
v1.0.0 · audit A · 12 stars
lark-base SKILL.md skill
kendrick-stein/mcislab_deepread · .agents/skills/lark-base/SKILL.md · 当需要用 lark-cli 操作飞书多维表格(Base)时调用:适用于建表、字段管理、记录读写、视图配置、历史查询,以及角色/表单/仪表盘管理/工作流;也适用于把旧的 +table / +field / +record…
v1.2.0 · audit A · 12 stars
lark-calendar SKILL.md skill
kendrick-stein/mcislab_deepread · .agents/skills/lark-calendar/SKILL.md · 飞书日历(calendar):提供日历与日程(会议)的全面管理能力。核心场景包括:查看/搜索日程、创建/更新日程、管理参会人、查询忙闲状态及推荐空闲时段、查询/搜索与预定会议室。注意:涉及【预约日程/会议】或【查询/预定会议室】时,必须先读…
v1.0.0 · audit A · 12 stars
lark-contact SKILL.md skill
kendrick-stein/mcislab_deepread · .agents/skills/lark-contact/SKILL.md · 飞书 / Lark 通讯录,用于按姓名 / 邮箱把员工解析成 open_id,以及按 open_id 反查员工的姓名 / 部门 / 邮箱 / 联系方式。当用户说出某人姓名而下一步需要发消息 / 加群 / 排日程时,先用本 skill…
v1.0.0 · audit A · 12 stars
lark-doc SKILL.md skill
kendrick-stein/mcislab_deepread · .agents/skills/lark-doc/SKILL.md · 飞书云文档 / Docx / 知识库 Wiki 文档(v2):创建、打开、读取、获取、查看、总结、整理、改写、翻译、审阅和编辑飞书文档内容。当用户给出飞书文档…
git:20260525.97d682b · audit A · 12 stars
lark-drive SKILL.md skill
kendrick-stein/mcislab_deepread · .agents/skills/lark-drive/SKILL.md · 飞书云空间:管理云空间中的文件和文件夹。上传和下载文件、创建文件夹、复制/移动/删除文件、查看文件元数据、管理文档评论、管理文档权限、订阅用户评论变更事件、修改文件标题(docx、sheet、bitable、file、folder、wiki…
v1.0.0 · audit A · 12 stars
lark-event SKILL.md skill
kendrick-stein/mcislab_deepread · .agents/skills/lark-event/SKILL.md · Lark/Feishu real-time event listening / subscribing / consuming: stream events as NDJSON via `lark-cli event consume…
v1.0.0 · audit A · 12 stars
lark-im SKILL.md skill
kendrick-stein/mcislab_deepread · .agents/skills/lark-im/SKILL.md · 飞书即时通讯:收发消息和管理群聊。发送和回复消息、搜索聊天记录、管理群聊成员、上传下载图片和文件(支持大文件分片下载)、管理表情回复。当用户需要发消息、查看或搜索聊天记录、下载聊天中的文件、查看群成员、搜索群、创建群聊或话题群、管理标记数据…
v1.0.0 · audit A · 12 stars
lark-mail SKILL.md skill
kendrick-stein/mcislab_deepread · .agents/skills/lark-mail/SKILL.md · 飞书邮箱 — draft, compose, send, reply, forward, read, and search emails; manage drafts, folders, labels, contacts…
v1.0.0 · audit C · 12 stars
lark-markdown SKILL.md skill
kendrick-stein/mcislab_deepread · .agents/skills/lark-markdown/SKILL.md · 飞书 Markdown:查看、创建、上传和编辑 Markdown 文件。当用户需要创建或编辑 Markdown 文件、读取或修改时使用。
v1.0.0 · audit A · 12 stars
lark-minutes SKILL.md skill
kendrick-stein/mcislab_deepread · .agents/skills/lark-minutes/SKILL.md · 飞书妙记:妙记相关基本功能。1.查询妙记列表(按关键词/所有者/参与者/时间范围);2.获取妙记基础信息(标题、封面、时长 等);3.下载妙记音视频文件;4.获取妙记相关 AI…
v1.0.0 · audit A · 12 stars

Every file in kendrick-stein/mcislab_deepread

Browse by kind, by grade A, or by owner.