memory-distill SKILL.md skillA
memory-distill 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/memory-distill@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/5-evolution/memory-distill/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260723.fb64ba4, committed Jul 23, 2026
- First version recorded
- Apr 28, 2026
- Size
- 11,721 bytes
- Repository stars
- 12
- License
- none declared
当积累了多天工作日志、或 Supervisor 说"整理记忆""蒸馏"时，从日志中提取 pattern 和 insight 到记忆库。也可被 autoresearch 在合适时机自动调用.
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 memory-distill 是 MindFlow 记忆演化体系的基础技能。它定期扫描 `Workbench/logs/` 中的原始工作日志，从中提取跨日期重复出现的 pattern 和意外发现，并将有价值的 observation 提升为结构化的记忆条目，写入 `Workbench/memory/patterns.md` 和 `Workbench/memory/insights.md`。 该技能实现了 `references/memory-protocol.md` 中定义的 Insight Promotion Hierarchy 的底层两级跃迁：从 Level 0（Raw Log）提升至 Level 1（Pattern），再进一步触发 Level 1 → Level 2（Provisional Insight）和 Level 2 → Level 3（Validated Insight）的升级。它将"散落的日常观察"转化为"可复用的研究经验"，是 MindFlow 自我进化机制的核心入口。 输入为时间范围内的日志文件（`Workbench/logs/YYYY-MM-DD.md`），输出为更新后的记忆文件和 changelog 条目。 ## Steps ### Step 1：收集日志 1. 解析 `period` 参数，确定起止日期。若未提供，默认为今天往前 7 天（含今天）。 2. 用 Glob 列出 `Workbench/logs/YYYY-MM-DD.md` 格式的所有日志文件。 3. 根据文件名中的日期过滤，保留落在 `period` 范围内的文件。 4. 用 Read 逐一读取全部匹配的日志文件，记录每个文件的日期和内容。 5. 若范围内无任何日志文件，输出提示"指定时间段内无日志，跳过蒸馏"，终止执行。 ### Step 2：提取候选 Pattern 通读所有收集到的日志内容，重点扫描每条 log entry 的 `observation` 字段及其他叙述性文字，寻找以下三类候选 pattern： 1. **跨日期重复观察**：同一现象、规律或结论在两个或更多不同日期的日志中均有提及。即使措辞不同，只要语义相似，均视为同一 pattern 的多次出现。 2. **意外发现（anomaly）**：某个结果或行为与 `DomainMaps/` 中记录的已有知识相悖，或日志中明确标注为"出乎意料"、"与预期不符"的观察。 3. **关联线索（correlation clue）**：日志中提示两篇论文、两个实验或两个概念之间存在潜在联系，且该联系尚未在任何记忆文件中被明确记录。 对每个候选 pattern，记录： - 核心 observation 的一句话概括 …
Read the whole file at its exact version.
How to install
mdr add kendrick-stein/mcislab_deepread/memory-distill@sha256:926b290f5344e3d5The 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_oxdl5jby37vjp6n7)
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 | 11,721 B | A | view · diff |
| git:20260428.bf023ec | 2026-04-28 | bf023ec | 9,932 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 (11721 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_oxdl5jby37vjp6n7 GET https://markdownregistry.com/api/v1/resolve?ref=kendrick-stein/mcislab_deepread/memory-distill GET https://markdownregistry.com/api/v1/blob/926b290f5344e3d5579550780df6c9db4105f961a5a834b6b9537d0a6952dc2c
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.
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