Home / zilliztech / memsearch · GitHub

memory-recall SKILL.md skillA

memory-recall 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-recall@git:20261020.abd5022

Pins git:20261020.abd5022 in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: zilliztech/memsearch
Path: plugins/opencode/skills/memory-recall/SKILL.md
Versions recorded: 6
Latest version: git:20261020.abd5022, committed Oct 20, 2026
First version recorded: Apr 13, 2026
Size: 2,563 bytes
Repository stars: 2,816
License: MIT

Search and recall relevant memories from past sessions via MemSearch. Use for past decisions, debugging notes, previous conversations, and project knowledge, especially when the context includes a MemSearch memory hint. Skip purely current-code questions or when the user asks to ignore memory.

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

Search memories relevant to the user's current question. The plugin's tools resolve the requesting session's checkout and configured collection, and recover pending capture before recall.

## Steps

1. Use `memory_search` with a concrete query and `top_k: 5`. It returns text containing a JSON array of objects with `chunk_hash`, `content` and `source`. When calling through `execute`, return the search result and inspect its text before selecting hashes. Evaluate relevance before expanding results.
2. Use `memory_get` with the most promising `chunk_hash` values to read full Markdown sections.
3. For claims requiring original dialogue, use `memory_transcript` with `session_id`, `turn_id` and `db_path` from the expanded `session:` / `turn:` / `db:` anchor. Set `context: 3`; for an anchor without a turn, use `limit: 10`.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add zilliztech/memsearch/memory-recall@sha256:e8be53fd5aaabc65

The line at the top of this page pins the label git:20261020.abd5022, 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](https://markdownregistry.com/badge/art_psptv2xk4bqd36a5.svg)](https://markdownregistry.com/a/art_psptv2xk4bqd36a5)

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

Versions

The registry has recorded 6 versions of this file, between Apr 13, 2026 and Oct 20, 2026, about one every 38 days.

version	committed	commit	size	audit
git:20261020.abd5022 latest	2026-10-20	abd5022	2,563 B	A	view · diff
git:20260908.4ad9ee4	2026-09-08	4ad9ee4	3,565 B	A	view · diff
git:20260518.f36bc0d	2026-05-18	f36bc0d	3,549 B	A	view · diff
git:20260416.7a4f84b	2026-04-16	7a4f84b	3,328 B	A	view · diff
git:20260416.6de05ec	2026-04-16	6de05ec	2,832 B	A	view · diff
git:20260413.2dec87d	2026-04-13	2dec87d	2,315 B	A	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 (2563 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

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

API

GET https://markdownregistry.com/api/v1/artifacts/art_psptv2xk4bqd36a5
GET https://markdownregistry.com/api/v1/resolve?ref=zilliztech/memsearch/memory-recall
GET https://markdownregistry.com/api/v1/blob/e8be53fd5aaabc6532ea09f743e4fade40a2b4666d92247149c526d65783e660

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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