SLM Recall

SLM Recall is an AI Engineering skill for Claude Code, published by qualixar in superlocalmemory.

223 stars34 forkson qualixar/superlocalmemoryAdded 2026/09/03Repository updated 2026/09/03

agent-memoryagent-reliabilityai-agentsclaude-codecursorknowledge-graphllm-memorylocal-firstmcpmcp-serverpersistent-memoryqualixarsemantic-searchvector-searchwindsurf

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Install SLM Recall

Copy SLM Recall into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/qualixar/superlocalmemory/tree/main/antigravity-plugin/skills/slm-recall ~/.claude/skills/slm-recall

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/qualixar/superlocalmemory.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: antigravity-plugin/skills/slm-recall/SKILL.md in qualixar/superlocalmemory
Installs to: ~/.claude/skills/slm-recall
Collection: One of 15 skills cataloged from this repository
Category: AI Engineering — 2793 skills

What SLM Recall does

SLM Recall searches SuperLocalMemory for facts, decisions, and prior context. Use it when you need to find what was said or decided, and before storing new memory to avoid duplicates.

SLM Recall is cataloged under AI Engineering on DirSkills. SLM Recall comes from a repository tagged agent-memory, agent-reliability, ai-agents, claude-code and cursor.

Documentation

README

Excerpt

slm-recall — Search & Retrieve Memory

Retrieve stored facts, decisions, and past context from SuperLocalMemory using multi-channel retrieval. The golden rule: recall before you remember.

When to use recall vs search vs fetch vs list_recent

Situation	Tool
Conceptual or paraphrase query ("what did we agree on for auth?")	`recall` — full multi-channel retrieval + rerank
Exact keyword match needed ("find facts containing BM25")	`search` — FTS5 BM25 only, lower latency
You have a specific `fact_id` from a prior result	`fetch` — exact lookup, full detail
Browse newest entries without a query	`list_recent`

This is the opening of the README. Read the full README on GitHub.

Frequently asked about SLM Recall

What else does qualixar publish alongside SLM Recall?
SLM Recall is one of 15 skills that DirSkills catalogs from qualixar/superlocalmemory, the repository it ships in. Its siblings there include SLM Cache, SLM Governance and SLM Graph. Each one is a separate skill with its own page in this directory, installs the same way SLM Recall does, and is maintained by qualixar in that same repository. The rest of the collection is listed on the qualixar/superlocalmemory page.
How does SLM Recall compare to other AI Engineering skills?
SLM Recall ranks #2551 by stars among the 2793 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of SLM Recall against them. Open each page to compare what they document and how they install.