Work Operating Model
NateBJones-Projects/OB1
Conversation-first workflow for turning tacit work patterns into a structured operating model.
Design and implement memory architectures for agent systems.
Install Memory Systems
$ npx skills add aiskillstore/marketplace --skill memory-systems -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aiskillstore/marketplace memory-systems --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/asmayaseen/memory-systems .claude/skills/memory-systems && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "memory-systems" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/asmayaseen/memory-systems into .claude/skills/memory-systems/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-systems", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/aiskillstore/marketplace/tree/main/skills/asmayaseen/memory-systemsType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add aiskillstore/marketplace --skill memory-systems -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aiskillstore/marketplace memory-systems --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/asmayaseen/memory-systems .agents/skills/memory-systems && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "memory-systems" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/asmayaseen/memory-systems into .agents/skills/memory-systems/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-systems", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aiskillstore/marketplace --skill memory-systems -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aiskillstore/marketplace memory-systems --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/asmayaseen/memory-systems .cursor/skills/memory-systems && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "memory-systems" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/asmayaseen/memory-systems into .cursor/skills/memory-systems/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-systems", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/aiskillstore/marketplace.git --path skills/asmayaseen/memory-systems--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add aiskillstore/marketplace --skill memory-systems -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aiskillstore/marketplace memory-systems --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/asmayaseen/memory-systems .gemini/skills/memory-systems && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "memory-systems" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/asmayaseen/memory-systems into .gemini/skills/memory-systems/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-systems", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install aiskillstore/marketplace memory-systemsInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add aiskillstore/marketplace --skill memory-systems -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/asmayaseen/memory-systems .github/skills/memory-systems && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "memory-systems" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/asmayaseen/memory-systems into .github/skills/memory-systems/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-systems", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aiskillstore/marketplace --skill memory-systems -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aiskillstore/marketplace memory-systems --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/asmayaseen/memory-systems .opencode/skills/memory-systems && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "memory-systems" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/asmayaseen/memory-systems into .opencode/skills/memory-systems/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-systems", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
memory-systems- GitHub stars
- 430
- Used in
- 1 other repo
- Token cost
- ~3.2k tokens
- SKILL.md length
- 1,495 words
- Files
- 5 (incl. scripts, references)
- Skills in repo
- 1,085
- Repo updated
- First seen
- Licence
- None found
At a glance
Design and implement memory architectures for agent systems.
- Works in 8 steps: Match memory architecture to query… → Implement progressive disclosure for… → Use temporal validity to prevent… → …
- Building agents that need to persist state across sessions
- SKILL.md covers When to Activate, Core Concepts, Detailed Topics and Practical Guidance, plus 5 more sections
- Runs Python scripts from its folder
What it does
Memory Systems is an agent skill from aiskillstore/marketplace. Design and implement memory architectures for agent systems. Use when building agents that need to persist state across sessions, maintain entity consistency, or reason over structured knowledge.
Its SKILL.md is about 3.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including scripts and reference files (for example `references/implementation.md`, `scripts/memory_store.py` and `scripts/verify.py`).
It sits in Knowledge Management, covering Building AI agents. The repository describes itself as: Security-audited skills for Claude, Codex & Claude Code. One-click install, quality verified.
When your agent uses it
- Building agents that need to persist state across sessions
- Maintain entity consistency
- Reason over structured knowledge
Example prompts
- “/memory-systems”
Requirements
- Python 3
Workflow steps
8 steps, taken from the first numbered list in SKILL.md.
- Match memory architecture to query requirements
- Implement progressive disclosure for memory access
- Use temporal validity to prevent outdated information conflicts
- Consolidate memories periodically to prevent unbounded growth
- Design for memory retrieval failures gracefully
- Consider privacy implications of persistent memory
- Implement backup and recovery for critical memories
- Monitor memory growth and performance over time
What it can do on your machine
Read from SKILL.md and the folder at commit 4ac52da. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 2 files in scripts/ (Python), which the agent can run.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Memory Systems loads about 3.2k tokens when it runs, and up to ~7.2k if it reads all its reference files. Until then it costs about 53 tokens; SKILL.md has 1,495 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 1,495 words (~3,200 tokens).
“Memory provides the persistence layer that allows agents to maintain continuity across sessions and reason over accumulated knowledge. Simple agents rely entirely on context for memory, losing all state when sessions end. Sophisticated agents implement layered memory architectures that balance…”
- name
- memory-systems
Files
SKILL.md and 4 other files (scripts, references) in skills/asmayaseen/memory-systems of aiskillstore/marketplace.
- SKILL.md
- references/implementation.md
- scripts/memory_store.py
- scripts/verify.py
- skill-report.json
Open the folder on GitHubat commit 4ac52da
Used in 1 other repository
We found 15 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in aiskillstore/marketplace, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Memory Systems next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Memory Systems this skillaiskillstore/marketplace | 430 | 1 repos | ~3.2k | Automated safety check: Pass | None | |
| Work Operating ModelNateBJones-Projects/OB1 | 4.7k | — | ~2.2k | Automated safety check: Pass | Custom licence | |
| Neo4j Document Import Skillneo4j-contrib/neo4j-skills | 114 | — | ~5.4k | Automated safety check: Notes | MIT | |
| KivoLeoYeAI/openclaw-master-skills | 2.2k | — | ~296 | Automated safety check: Pass | MIT | |
| Swarmvaultswarmclawai/swarmclaw | 687 | — | ~1.3k | Automated safety check: Pass | MIT | |
| Agentsop Agent Topology Selectionagentsope/SkillAlchemy | 457 | — | ~4.7k | Automated safety check: Pass | MIT |
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Neo4j Document Import Skill
neo4j-contrib/neo4j-skills
Ingests unstructured and semi-structured documents into Neo4j as a knowledge graph.
Kivo
LeoYeAI/openclaw-master-skills
KIVO — Agent Knowledge Iteration Engine. An agent skill from LeoYeAI/openclaw-master-skills.
Swarmvault
swarmclawai/swarmclaw
A skill your agent uses when working with a SwarmVault knowledge vault (raw/, wiki/, swarmvault.schema.md).
Agentsop Agent Topology Selection
agentsope/SkillAlchemy
Cross-framework enhancement overlay for choosing a multi-agent topology BEFORE writing any agent.
Neo4j Graphrag Skill
neo4j-contrib/neo4j-skills
Build GraphRAG retrieval pipelines on Neo4j using the neo4j-graphrag Python package (v1.22.0+).
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Related
Questions about Memory Systems
What does Memory Systems do?
Design and implement memory architectures for agent systems. Memory Systems is an agent skill from aiskillstore/marketplace. Design and implement memory architectures for agent systems.
When should I use Memory Systems?
Memory Systems fits situations like: building agents that need to persist state across sessions; maintain entity consistency; reason over structured knowledge.
How do I install Memory Systems in Claude Code?
Run `npx skills add aiskillstore/marketplace --skill memory-systems -a claude-code`. Or copy the skill folder (skills/asmayaseen/memory-systems in aiskillstore/marketplace) into .claude/skills/memory-systems in your project. Claude Code loads it when a task matches its description.
How do I install Memory Systems in Codex?
Run `npx skills add aiskillstore/marketplace --skill memory-systems -a codex`. Or copy the skill folder (skills/asmayaseen/memory-systems in aiskillstore/marketplace) into .agents/skills/memory-systems in your project. Codex loads it when a task matches its description.
Can I use Memory Systems in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aiskillstore/marketplace --skill memory-systems -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/memory-systems, .gemini/skills/memory-systems, .github/skills/memory-systems and .opencode/skills/memory-systems in your project.
What does Memory Systems need to run?
Going by SKILL.md and its folder, Memory Systems needs Python for the scripts in its folder. Our summary lists: Python 3.
Does Memory Systems access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Memory Systems safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Memory Systems use?
No licence was found for Memory Systems or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Memory Systems use?
About 3.2k tokens (SKILL.md is roughly 13k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 4k tokens, read only when the agent opens those files.
What are the alternatives to Memory Systems?
Skills that share tags, products or a category with Memory Systems: Work Operating Model (NateBJones-Projects/OB1, 4.7k stars), Neo4j Document Import Skill (neo4j-contrib/neo4j-skills, 114 stars), Kivo (LeoYeAI/openclaw-master-skills, 2.2k stars) and Swarmvault (swarmclawai/swarmclaw, 687 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Memory Systems?
aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 430 GitHub stars. The repository holds 1,085 skills in this directory. The repository was last updated on October 7, 2026.
Source: aiskillstore/marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.