memory-to-skill SKILL.md skillC

memory-to-skill from zilliztech/memsearch is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add zilliztech/memsearch/memory-to-skill@git:20260828.2ed1cb6

Pins git:20260828.2ed1cb6 in mdr.lock. Pin the fingerprint instead.

Audit grade
C, 14 of 17 checks passed
Kind
SKILL.md skill
Repository
zilliztech/memsearch
Path
plugins/dsh/skills/memory-to-skill/SKILL.md
Versions recorded
1
Latest version
git:20260828.2ed1cb6, committed Aug 28, 2026
Size
7,845 bytes
Repository stars
2,816
License
MIT

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

<!--
  memsearch-dsh memory-to-skill skill body.
  Registered at plugin load by plugins/dsh/index.js via ctx.skills.register()
  with metadata (name: memory-to-skill, description, whenToUse) supplied in code.
-->

You manage MemSearch's **procedural memory**: skills distilled from the work you
repeat — a third layer beside the daily journals (episodic) and PROJECT.md /
USER.md (semantic). State once that this is MemSearch skill distillation, not
the host agent's built-in skills system.

Stages: **0** memory journals → **1** candidate (`.memsearch/skill-candidates/`,
a git-tracked store that keeps evolving) → **2** installed (an agent skill dir).
Candidates are never installed automatically; installing is always a human step.
User requests may stop at candidate creation/review, or continue to installation
in the same turn after explicit approval; match the requested stage.

The `plugins.<platform>.memory_to_skill.*` config key prefix and the install-path
notes are platform-specific — see your platform reference file:

- Claude Code → `references/claude-code.md`
- Codex → `references/codex.md`
- OpenClaw → `references/openclaw.md`
- OpenCode → `references/opencode.md`
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add zilliztech/memsearch/memory-to-skill@sha256:08b1767faa10d9d7

The line at the top of this page pins the label git:20260828.2ed1cb6, 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_ftpszbnippypatel.svg)](https://markdownregistry.com/a/art_ftpszbnippypatel)

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

Versions

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

versioncommittedcommitsizeaudit
git:20260828.2ed1cb6 latest2026-08-28 2ed1cb6 7,845 BC view

Audit of the latest version

C  14 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • fail: Frontmatter block present
  • fail: Frontmatter declares a name
  • fail: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (7845 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

Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.

Source

GitHub

zilliztech/memsearch · 2,816 stars · license MIT · pushed 2026-10-27 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ftpszbnippypatel
GET https://markdownregistry.com/api/v1/resolve?ref=zilliztech/memsearch/memory-to-skill
GET https://markdownregistry.com/api/v1/blob/08b1767faa10d9d7be608b43139a791e3261db264db348243de82a14f8d6e675

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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Every file in zilliztech/memsearch

Other files named memory-to-skill

memory-to-skill SKILL.md skill
zilliztech/memsearch · plugins/claude-code/skills/memory-to-skill/SKILL.md · Turn workflows from your MemSearch memory into reusable skills. Use when the user asks to make/create/extract/distill a…
git:20260828.2ed1cb6 · audit A · 2,816 stars
memory-to-skill SKILL.md skill
zilliztech/memsearch · plugins/_shared/skills/memory-to-skill/SKILL.md · Turn workflows from your MemSearch memory into reusable skills. Use when the user asks to make/create/extract/distill a…
git:20260828.2ed1cb6 · audit A · 2,816 stars
memory-to-skill SKILL.md skill
zilliztech/memsearch · plugins/codex/skills/memory-to-skill/SKILL.md · Turn workflows from your MemSearch memory into reusable skills. Use when the user asks to make/create/extract/distill a…
git:20260828.2ed1cb6 · audit A · 2,816 stars
memory-to-skill SKILL.md skill
zilliztech/memsearch · plugins/openclaw/skills/memory-to-skill/SKILL.md · Turn workflows from your MemSearch memory into reusable skills. Use when the user asks to make/create/extract/distill a…
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zilliztech/memsearch · plugins/opencode/skills/memory-to-skill/SKILL.md · Turn workflows from your MemSearch memory into reusable skills. Use when the user asks to make/create/extract/distill a…
git:20260828.2ed1cb6 · audit A · 2,816 stars

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