SLM Cache

SLM Cache 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

Install in seconds

Install SLM Cache

Copy SLM Cache 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-cache ~/.claude/skills/slm-cache

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

What SLM Cache does

SLM Cache stores repeated file reads, search results, and tool output behind stable keys. Use it to check for a hit first, then fill on miss; it fails open on errors and never blocks the task.

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

Documentation

README

Excerpt

slm-cache — KV Cache for Repeated Reads (Surface B)

Purpose

When the same file, query result, or expensive tool output is needed more than once in a session, fetching it again wastes tokens and time. slm_cache_set stores a result under a stable key; slm_cache_get retrieves it on subsequent calls. The cache is agent-scoped (automatically namespaced by tenant/agent ID), TTL-bounded, and fail-open.

This is an agent-routed cache — it caches results the agent explicitly routes through SLM. It cannot cache Claude conversation turns.

Tool: slm_cache_set

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

Frequently asked about SLM Cache

What else does qualixar publish alongside SLM Cache?
SLM Cache is one of 15 skills that DirSkills catalogs from qualixar/superlocalmemory, the repository it ships in. Its siblings there include SLM Governance, SLM Graph and SLM Loop. Each one is a separate skill with its own page in this directory, installs the same way SLM Cache 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 Cache compare to other AI Engineering skills?
SLM Cache ranks #2544 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 Cache against them. Open each page to compare what they document and how they install.