recall SKILL.md skillA

recall from naimkatiman/continuous-improvement is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

mdr add naimkatiman/continuous-improvement/recall@git:20260602.aeb6415

Pins git:20260602.aeb6415 in mdr.lock. Pin the fingerprint instead.

Audit grade

A, 17 of 17 checks passed

Kind

SKILL.md skill

Repository

naimkatiman/continuous-improvement

Path

plugins/continuous-improvement/skills/recall/SKILL.md

Versions recorded

1

Latest version

git:20260602.aeb6415, committed Jun 2, 2026

Size

3,032 bytes

Repository stars

9

License

MIT

Enforces Law 1 (Research Before Executing) of the 7 Laws of AI Agent Discipline. Makes past sessions first-class research material by searching the observation log with BM25 ranking, so 'have I hit this before?' is answerable before re-deriving a fix or repeating a mistake.

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 — Episodic Search Over Past Sessions

Law 1 says research before executing. The cheapest research is your own history: the exact error you are staring at may have been solved three sessions ago. `observations.jsonl` already records every tool call, but an append-only log is not searchable. Recall turns that log into a ranked, queryable memory.

## When to Activate

- Before tackling a problem that feels familiar ("haven't I seen this error before?").
- Before a risky or destructive operation — check whether a past attempt failed.
- Before reading large files from scratch — a past session may already summarize the relevant facts.
- When onboarding into an unfamiliar area of the codebase that you have touched before.

## Core Concept

Recall builds an in-memory BM25 index over the observation rows and answers a query with the most relevant past activity, newest-first on ties:

```
ci_recall query="permission denied push"
ci_recall query="jq command not found" k=3
ci_recall query="auth login" since=7d
```

Each result is a past tool call with a redacted snippet, a relevance score, and a timestamp.

## Privacy
…

Read the whole file at its exact version.

How to install

mdr add naimkatiman/continuous-improvement/recall@sha256:a0a3798d78342b1d

[![mdr](https://markdownregistry.com/badge/art_zsofylhs6ez4bwpc.svg)](https://markdownregistry.com/a/art_zsofylhs6ez4bwpc)

Versions

The registry has recorded 1 version of this file, committed on Jun 2, 2026.

Audit of the latest version

Source

API

GET https://markdownregistry.com/api/v1/artifacts/art_zsofylhs6ez4bwpc
GET https://markdownregistry.com/api/v1/resolve?ref=naimkatiman/continuous-improvement/recall
GET https://markdownregistry.com/api/v1/blob/a0a3798d78342b1d9ba72f252d9d2789fdadd9a2771ed283a53a6b663c8b02f1

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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