memory-system

memory-system is a skill for Claude Code, Codex from Shine8592/universal-agent-memory. It costs 51 tokens per session (868 once invoked), scanned A, original, no licence file.

A persistent memory system for coding agents, using semantic search and short-term and long-term storage. Semantic search finds related information by meaning rather than only matching exact words.

In plain words
What is it for?
Use it for cross-session recall, searching stored memories by meaning, and managing hot, warm, and cold memory storage in opencode.
Why use it?
It helps an agent recall relevant information across sessions instead of starting with no memory each time.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

Good fit Use it for cross-session recall, searching stored memories by meaning, and managing hot, warm, and cold memory storage in opencode.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/shine8592/universal-agent-memory/memory-system
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add Shine8592/universal-agent-memory --skill memory-system
Clone the repo
git clone --depth 1 https://github.com/Shine8592/universal-agent-memory

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for memory-system

README.md
[![agentmods](https://agentmods.dev/badge/skills/shine8592/universal-agent-memory/memory-system/github.svg)](https://agentmods.dev/skills/shine8592/universal-agent-memory/memory-system)
Your own site
<a href="https://agentmods.dev/skills/shine8592/universal-agent-memory/memory-system"><img src="https://agentmods.dev/badge/skills/shine8592/universal-agent-memory/memory-system/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for memory-system

Your own site · 80×15
<a href="https://agentmods.dev/skills/shine8592/universal-agent-memory/memory-system"><img src="https://agentmods.dev/badge/skills/shine8592/universal-agent-memory/memory-system.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 51 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 868 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00051 $0.00868
Opus 5.5 $0.00020 $0.00347
Sonnet 5.5 $0.00010 $0.00174
Haiku 4.5 $0.00005 $0.00087

Measured 1mo ago against content hash 7eb0bb204bed, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

memory-system scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/memory-system/SKILL.md · 118 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 118 lines · 51 tokens per session scan A 7eb0bb204bed

Subscribe to this mod's changes

memory-system is a skill published in the GitHub repository Shine8592/universal-agent-memory (1 stars, last pushed today), with no licence file. It adds 51 tokens to every session and 868 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Related

Other skills, from other repositories

cache

Use when the user wants to view, search, add, edit, prune, archive, or clear hyperflow memory entries. CRUD interface for .hyperflow/memory/ — never modifies source code, only memory files. Trigger with /hyperflow:cache, "show memory", "search memory for X", "clear memory", "what does hyperflow remember about Y".

jeremylongshore/tons-of-skills-marketplace · 78 tokens

remember-session

Use when the user asks to save, remember, record or persist what happened in the current session to MCP Memory Service ("save this session", "store the learnings", "vermerke es im Memory"), or when a session ends having produced decisions, root causes, or open follow-ups that a later session will need.

doobidoo/mcp-memory-service · 68 tokens

shodh-memory

Persistent memory system for AI agents. Use this skill to remember context across conversations, recall relevant information, and build long-term knowledge. Activate when you need to store decisions, learnings, errors, or context that should persist beyond the current session.

varun29ankuS/shodh-memory · 53 tokens

memwal

Walrus Memory SDK — portable agent memory that works across apps, sessions, and workflows. Use when users say: "add memory to my app" "portable agent memory" "integrate Walrus Memory" "AI agent memory" "memory across agents" "Walrus memory storage" "setup Walrus Memory" "recall memories".

MystenLabs/MemWal · 80 tokens

by-knowledge

Persistent structured memory that turns isolated campaigns into a learning system. Each campaign writes outcomes, top designs, and failure modes into a JSON-backed graph so the next campaign benefits from prior art without re-running compute.

001TMF/blatant-why · 3 tokens

agent-recall

Persistent compounding memory for AI agents. 5 default MCP tools: sessionstart, sessionend, remember, recall, check. Full surface: 6 tools with --full (adds checkaction); 13 tools with AREXTRAS=1 --full. Two-verb model: inhale (sessionstart) and exhale (sessionend). Correction-first memory with decision trail…

Goldentrii/AgentRecall-X · 172 tokens