Memory Systems

Picks the right memory layer (file/vector/graph/temporal-graph) per requirement instead of one-size-fits-all

Tested · Works

Test report

Verdict
Tested · Works
Score
8.8/10
Tested
Jul 14, 2026
Environment
Claude Code 2.x (agent harness)
Upstream re-checked
Aug 10, 2026 · f7b46ae

Actually ran the bundled scripts/memory_store.py and scripts/verify.py against a real Python interpreter (not simulated): both executed cleanly, and the temporal-graph code correctly built a session, stored a fact, and returned entity context -- the skill's code examples are functional, not decorative.

Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works

  • Installs cleanly 5/5
  • Triggers reliably 5/5
  • Output vs. baseline 8/10
  • Docs & honesty 4/5

What Memory Systems does

Reference skill for designing agent memory architectures: lays out the working/short-term/long-term/entity/temporal-knowledge-graph spectrum, gives a selection rule matched to query needs, and ships runnable Python (VectorStore, PropertyGraph, TemporalKnowledgeGraph) in scripts/memory_store.py. Triggers when building agents that must persist state across sessions, keep entity identity consistent, or reason over time-varying facts.

How to install Memory Systems

git clone https://github.com/mjunaidca/mjs-agent-skills
cd mjs-agent-skills
mkdir -p ~/.claude/skills
cp -r .claude/skills/memory-systems ~/.claude/skills/memory-systems

Skills live in ~/.claude/skills/ (global) or .claude/skills/ (per-project). Restart Claude Code after installing.

Commands — how to trigger Memory Systems

  • /memory-systems Picks the right memory layer (file/vector/graph/temporal-graph) per requirement instead of one-size-fits-all

It also activates on plain-language prompts like these:

  • What memory architecture fits an agent needing cross-session preferences?
  • Design a time-travel query system for subscription plan history
  • Should I use a vector store or a knowledge graph for this agent's memory?

Frequently asked questions

Is the Memory Systems skill free?
Yes. The skill itself is free from mjunaidca/mjs-agent-skills. SkillProof publishes the install command and an independent test verdict at no cost.
Does Memory Systems work with Claude Code?
We tested it with Claude Code 2.x (agent harness) on Jul 14, 2026. Verdict: Tested · Works. Actually ran the bundled scripts/memory_store.py and scripts/verify.py against a real Python interpreter (not simulated): both executed cleanly, and the temporal-graph code correctly built a session, stored a fact, and returned entity context -- the skill's code examples are functional, not decorative.
What is the Memory Systems SkillProof Score?
8.8/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 8/10, docs & honesty 4/5.
How do I install Memory Systems?
Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
Can I use Memory Systems with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.