result-analysis SKILL.md skillA

result-analysis 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/result-analysis@git:20260428.bf023ec

Pins git:20260428.bf023ec 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/3-experiment/result-analysis/SKILL.md
Versions recorded
1
Latest version
git:20260428.bf023ec, committed Apr 28, 2026
Size
11,195 bytes
Repository stars
12
License
none declared

当 Supervisor 说"分析一下实验结果", 或实验 status 变为 completed 后 autoresearch 自动调用, 分析实验数据并判断假设是否成立.

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

result-analysis 是 MindFlow 实验闭环的最后一环。给定一个实验笔记(`[[Experiments/xxx.md]]`),它系统性地读取所有 Run Entries、关联 Idea 的 hypothesis,结合历史记忆上下文,从五个维度完成分析:

| 分析维度 | 含义 |
| :--- | :--- |
| **Hypothesis Verdict** | hypothesis 是否得到支持——supported / refuted / inconclusive |
| **Key Findings** | 实验揭示的最重要事实,不局限于 hypothesis |
| **Comparison to Baseline** | 与 baseline 或对照组的量化对比 |
| **Limitations** | 当前实验的约束条件和潜在偏差 |
| **Implications** | 对后续研究方向、Idea 修正或 DomainMaps 更新的启示 |

分析结果写入 Experiment 笔记的 `## Analysis` 节;若发现跨实验规律,追加到 `Workbench/memory/patterns.md`;若 verdict 明确,同步更新关联 Idea 的 `status` 字段。

## Steps

### Step 1:读取目标 Experiment 全部 Run Entries

用 Read 打开 `experiment` 参数指向的 `Experiments/xxx.md` 文件。提取以下字段:

- `status`:确认为 `running` 或 `completed`(若为 `planned`,停止并告知 Supervisor"实验尚未运行,暂无数据可分析")
- `hypothesis`(若直接记录在 Experiment 文件中)或 `idea_ref`(指向关联 Idea)
- 所有 `## Run` 节或 Run Entries 表格:记录每个 run 的 config、metrics、observations
- `baseline`:对照指标或对照组描述

将所有 run 数据整理为结构化列表,方便后续比较。

### Step 2:找到关联 Idea,读取其 hypothesis

若 Step 1 中发现 `idea_ref` 字段(格式为 `[[Ideas/xxx.md]]`),用 Read 打开对应 Idea 文件,提取:

- `hypothesis`:本实验试图验证的核心假设(完整保留原文)
- `status`:当前 Idea 状态(用于 Step 7 的同步更新)
- `tags`:领域关键词(用于 memory-retrieve 检索范围)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add kendrick-stein/mcislab_deepread/result-analysis@sha256:8215dff895143f91

The line at the top of this page pins the label git:20260428.bf023ec, 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_poiekqmf7xubiuso.svg)](https://markdownregistry.com/a/art_poiekqmf7xubiuso)

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

Versions

The registry has recorded 1 version of this file, committed on Apr 28, 2026.

versioncommittedcommitsizeaudit
git:20260428.bf023ec latest2026-04-28 bf023ec 11,195 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 (11195 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_poiekqmf7xubiuso
GET https://markdownregistry.com/api/v1/resolve?ref=kendrick-stein/mcislab_deepread/result-analysis
GET https://markdownregistry.com/api/v1/blob/8215dff895143f919d376a71a89919c24644214bff6984600a97f8ad2e596d0e

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.