Memory Systems
Picks the right memory layer (file/vector/graph/temporal-graph) per requirement instead of one-size-fits-all
Test report
- Verdict
- Tested · Works
- Score
- 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-systemsPicks 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.