recall SKILL.md skillA

recall from smart-ai-memory/attune-ai is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add smart-ai-memory/attune-ai/recall@git:20260727.a1763ca

Pins git:20260727.a1763ca in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
smart-ai-memory/attune-ai
Path
.agents/skills/recall/SKILL.md
Versions recorded
5
Latest version
git:20260727.a1763ca, committed Jul 27, 2026
First version recorded
Jun 3, 2026
Size
7,798 bytes
Repository stars
11
License
Apache-2.0

Pull relevant findings stashed from past sessions — on demand. Triggers on: recall, remember, what did I learn, prior session, past findings, did I hit this before, what do we know about.

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

# Recall

**IMPORTANT: Start your response by telling the user:**

> **Recall** — Searching cross-session memory for findings related to
> your query.

## What It Does

`/recall` is the on-demand companion to the automatic SessionStart
recall. It searches TWO stores and labels results by source:

1. **Session findings** — stashed by the Stop hook across past
   sessions (file backend by default; Redis AMS when connected).
2. **The lessons corpus** — the repo's accumulated engineering
   lessons, retrieved via `attune.lessons.LessonsIndex` (query mode
   only; lessons have no recency, so the no-query mode skips them).

- **With a query** (`/recall AMS event loop`): both stores; session
  findings keyword + recency ranked, lessons by retrieval score.
- **No query** (`/recall`): the most recent session findings for
  this project.

## Pick Your Transport First

Route by what YOUR client can actually do — never assume the
universal Python recipe works everywhere (in a sandboxed provider
it selects an unwritable file tier or a blocked socket):

1. **MCP available** — the `session_memory_*` tools appear in your
   tool list (Codex, Claude Code with the attune MCP server, any
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add smart-ai-memory/attune-ai/recall@sha256:c617648ed17bea96

The line at the top of this page pins the label git:20260727.a1763ca, 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_vox4k77fz4jwmsyb.svg)](https://markdownregistry.com/a/art_vox4k77fz4jwmsyb)

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

Versions

The registry has recorded 5 versions of this file, between Jun 3, 2026 and Jul 27, 2026, about one every 13 days.

versioncommittedcommitsizeaudit
git:20260727.a1763ca latest2026-07-27 a1763ca 7,798 BA view · diff
git:20260707.d576ef32026-07-07 d576ef3 5,170 BA view · diff
git:20260611.0f9ad4e2026-06-11 0f9ad4e 3,873 BA view · diff
git:20260611.30f728b2026-06-11 30f728b 2,952 BA view · diff
git:20260603.976cbd02026-06-03 976cbd0 2,303 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 (7798 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

smart-ai-memory/attune-ai · 11 stars · license Apache-2.0 · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_vox4k77fz4jwmsyb
GET https://markdownregistry.com/api/v1/resolve?ref=smart-ai-memory/attune-ai/recall
GET https://markdownregistry.com/api/v1/blob/c617648ed17bea96099ef7e1f557e44712f9b5054c1927cec70d7a8dc71c2482

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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