memory-recall SKILL.md skillC
memory-recall from zilliztech/memsearch is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add zilliztech/memsearch/memory-recall@git:20261027.5e51b46Pins git:20261027.5e51b46 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-recall/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261027.5e51b46, committed Oct 27, 2026
- First version recorded
- Aug 17, 2026
- Size
- 2,909 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-recall skill body.
Registered by plugins/dsh/index.js via ctx.skills.registerProvider()
with metadata (name: memory-recall, description, whenToUse) supplied in code.
{{PLACEHOLDER}} tokens are substituted for the calling workspace when loaded.
-->
# Memory Recall
Search memsearch's persistent memory for context relevant to the user's question. The memory store is shared across agents (Claude Code, Codex, OpenClaw, OpenCode, DeepSeek Harness), so it can surface past work, decisions, and conversation fragments from any of them.
## When to use
Use this skill when the user's question could benefit from historical context: they reference past work, ask what was done before, or the current task could reuse earlier decisions or findings. A search is cheap (one index query), so when in doubt, run it.
## Steps
### 1. Search for relevant chunks
Run a semantic search over the project's memsearch collection. The plugin derives the collection from the current working directory when this skill is loaded:
```bash
{{MEMSEARCH_CMD}} search "{{QUERY}}" --top-k 5 --json-output {{MILVUS_FLAG}}--default-collection "{{COLLECTION}}"
```
…Read the whole file at its exact version.
How to install
mdr add zilliztech/memsearch/memory-recall@sha256:641cf54bf7ed59d6The line at the top of this page pins the label git:20261027.5e51b46, 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_bqtbqbsnl3ssm7ok)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Aug 17, 2026 and Oct 27, 2026, about one every 18 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261027.5e51b46 latest | 2026-10-27 | 5e51b46 | 2,909 B | C | view · diff |
| git:20261026.64e5075 | 2026-10-26 | 64e5075 | 2,925 B | C | view · diff |
| git:20261023.ebd3d37 | 2026-10-23 | ebd3d37 | 2,862 B | C | view · diff |
| git:20260908.4ad9ee4 | 2026-09-08 | 4ad9ee4 | 2,708 B | C | view · diff |
| git:20260817.36216d6 | 2026-08-17 | 36216d6 | 2,692 B | C | view |
Audit of the latest version
- fail: Frontmatter block present
- fail: Frontmatter declares a name
- fail: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2909 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
zilliztech/memsearch · 2,816 stars · license MIT · pushed 2026-10-27 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_bqtbqbsnl3ssm7ok GET https://markdownregistry.com/api/v1/resolve?ref=zilliztech/memsearch/memory-recall GET https://markdownregistry.com/api/v1/blob/641cf54bf7ed59d64c5747bb6501b78e13bb475147bbf8ea7be81ad7ac6f5b60
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 zilliztech/memsearch
Every file in zilliztech/memsearch