Agent skill

Ac Memory Manager

by majiayu000 in majiayu000/claude-skill-registry

Manage persistent memory for autonomous coding. An agent skill from majiayu000/claude-skill-registry.

MITAuto-check passedAgent Workflows

Install Ac Memory Manager

skills CLI
$ npx skills add majiayu000/claude-skill-registry --skill ac-memory-manager -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install majiayu000/claude-skill-registry ac-memory-manager --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/majiayu000/claude-skill-registry.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/agent/ac-memory-manager .claude/skills/ac-memory-manager && rm -rf skills-src

Use ~/.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/

Facts

Skill name
ac-memory-manager
GitHub stars
666
Used in
1 other repo
Token cost
~241 tokens
SKILL.md length
60 words
Files
2
Skills in repo
1,273
Repo updated
First seen
Licence
MIT

At a glance

Manage persistent memory for autonomous coding. An agent skill from majiayu000/claude-skill-registry.

  • Storing/retrieving knowledge
  • SKILL.md covers Purpose, Quick Start, Memory Types and Integration, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Managing Graphiti integration

What it does

Ac Memory Manager is an agent skill from majiayu000/claude-skill-registry. Manage persistent memory for autonomous coding. Use when storing/retrieving knowledge, managing Graphiti integration, persisting learnings, or accessing episodic memory.

Its SKILL.md is about 240 tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `metadata.json`).

It sits in Agent Workflows, covering Agent memory. The repository describes itself as: Searchable Claude Code skills catalog with source-linked guides and generated registry artifacts. The licence is MIT.

When your agent uses it

  • Storing/retrieving knowledge
  • Managing Graphiti integration
  • Persisting learnings
  • Accessing episodic memory

Example prompts

  • “/ac-memory-manager”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit 2d14a69. 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

    No scripts in the folder and no shell commands in SKILL.md (its code samples are python).

    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

Ac Memory Manager loads about 241 tokens when it runs. Until then it costs about 47 tokens; SKILL.md has 60 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~47
When it runs · the whole SKILL.md, loaded when a task matches
~241

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); files beside SKILL.md are not scanned.

SKILL.md

The full file from majiayu000/claude-skill-registry at commit 2d14a69, republished under its MIT licence (© majiayu000). 60 words, ~241 tokens.

Download SKILL.mdSave it as .claude/skills/ac-memory-manager/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
ac-memory-manager
description
Manage persistent memory for autonomous coding. Use when storing/retrieving knowledge, managing Graphiti integration, persisting learnings, or accessing episodic memory.

AC Memory Manager

Manage persistent memory using Graphiti for cross-session knowledge.

Purpose

Integrates with Graphiti memory system to store and retrieve knowledge, enabling learning across sessions and projects.

Quick Start

python
from scripts.memory_manager import MemoryManager

memory = MemoryManager(project_dir)
await memory.store("auth patterns", {"jwt": True, "session": False})
knowledge = await memory.retrieve("authentication")

Memory Types

  • Episodic: Past events and experiences
  • Semantic: Facts and knowledge
  • Procedural: Learned skills and patterns

Integration

Uses Graphiti + LadybugDB for persistent storage.

API Reference

See scripts/memory_manager.py for full implementation.

© majiayu000, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file in skills/agent/ac-memory-manager of majiayu000/claude-skill-registry.

  • SKILL.md
  • metadata.json

Open the folder on GitHubat commit 2d14a69

Used in 1 other repository

We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in majiayu000/claude-skill-registry, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Ac Memory Manager 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.

Ac Memory Manager compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Ac Memory Manager this skillmajiayu000/claude-skill-registry6661 repos~241Automated safety check: PassMIT
Coding Agent Session Findercode-yeongyu/oh-my-openagent70k1 repos~2.8kAutomated safety check: PassCustom licence
Claude-Mem Cloud Syncthedotmack/claude-mem98k1 repos~1kAutomated safety check: NotesApache-2.0
Cognee CLI Memory Commandstopoteretes/cognee32k1 repos~2.2kAutomated safety check: NotesApache-2.0
Neat-Freak Knowledge CloseoutKKKKhazix/khazix-skills21k—~1.9kAutomated safety check: PassMIT
Claude-Mem Searchthedotmack/claude-mem98k1 repos~511Automated safety check: PassApache-2.0

Similar skills

  • Coding Agent Session Finder

    code-yeongyu/oh-my-openagent

    Finds, reads and reconstructs past coding-agent sessions across Codex, Claude, OpenCode, Senpi and many other local agent logs.

    70k GitHub starsUsed in 1 repo~2.8k tokens
    Agent WorkflowsAuto-check passed
  • Claude-Mem Cloud Sync

    thedotmack/claude-mem

    Checks claude-mem cloud sync status and guides you through connecting a cmem.ai Pro account without the sync token ever passing through the chat.

    98k GitHub starsUsed in 1 repo~1k tokens
    Agent WorkflowsAuto-check: notes
  • Cognee CLI Memory Commands

    topoteretes/cognee

    Drives cognee from the terminal with remember, recall, forget and improve memory commands, dataset and config management and database migrations.

    32k GitHub starsUsed in 1 repo~2.2k tokens
    Agent WorkflowsAuto-check: notes
  • Neat-Freak Knowledge Closeout

    KKKKhazix/khazix-skills

    Brings project docs, agent rule files, authorized memory and leftover workspace files back in line with what the code and runtime actually do at the end of a work session.

    21k GitHub stars~1.9k tokensUpdated 7 days ago
    Agent WorkflowsAuto-check passed
  • Claude-Mem Search

    thedotmack/claude-mem

    Searches the user's persistent cross-session memory for timestamped observations synthesized from past agent sessions on cmem.ai.

    98k GitHub starsUsed in 1 repo~511 tokens
    Agent WorkflowsAuto-check passed
  • Beads Task Memory

    gastownhall/beads

    Tracks multi-session work with dependencies in the bd issue tracker so the agent can find ready tasks and recover its context after conversation compaction.

    28k GitHub stars~1.2k tokensUpdated today
    Agent WorkflowsAuto-check passed

More from majiayu000/claude-skill-registry

All 1,273 skills in this repo
  • Deep Research

    majiayu000/claude-skill-registry

    Multi-source deep research using firecrawl and exa MCPs. An agent skill from majiayu000/claude-skill-registry.

    666 GitHub starsUsed in 6 repos~1.1k tokens
    Auto-check passed
  • Exa Search

    majiayu000/claude-skill-registry

    Neural search via Exa MCP for web, code, and company research.

    666 GitHub starsUsed in 5 repos~856 tokens
    Auto-check passed
  • Fal AI Media

    majiayu000/claude-skill-registry

    Unified media generation via fal.ai MCP — image, video, and audio.

    666 GitHub starsUsed in 5 repos~1.7k tokens
    Auto-check passed
  • Pyzotero

    majiayu000/claude-skill-registry

    Interact with Zotero reference management libraries using the pyzotero Python client.

    666 GitHub starsUsed in 5 repos~1.6k tokens
    Auto-check: notes
  • Bgpt Paper Search

    majiayu000/claude-skill-registry

    Search scientific papers and retrieve structured experimental data extracted from full-text studies via the BGPT MCP server.

    666 GitHub starsUsed in 4 repos~619 tokens
    Auto-check: notes
  • Bio Alignment Pairwise

    majiayu000/claude-skill-registry

    Perform pairwise sequence alignment using Biopython Bio.Align.PairwiseAligner.

    666 GitHub starsUsed in 4 repos~1.7k tokens
    Auto-check passed

Categories

Questions about Ac Memory Manager

What does Ac Memory Manager do?

Manage persistent memory for autonomous coding. An agent skill from majiayu000/claude-skill-registry. Ac Memory Manager is an agent skill from majiayu000/claude-skill-registry. Manage persistent memory for autonomous coding.

When should I use Ac Memory Manager?

Ac Memory Manager fits situations like: storing/retrieving knowledge; managing Graphiti integration; persisting learnings; accessing episodic memory.

How do I install Ac Memory Manager in Claude Code?

Run `npx skills add majiayu000/claude-skill-registry --skill ac-memory-manager -a claude-code`. Or copy the skill folder (skills/agent/ac-memory-manager in majiayu000/claude-skill-registry) into .claude/skills/ac-memory-manager in your project. Claude Code loads it when a task matches its description.

How do I install Ac Memory Manager in Codex?

Run `npx skills add majiayu000/claude-skill-registry --skill ac-memory-manager -a codex`. Or copy the skill folder (skills/agent/ac-memory-manager in majiayu000/claude-skill-registry) into .agents/skills/ac-memory-manager in your project. Codex loads it when a task matches its description.

Can I use Ac Memory Manager 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 majiayu000/claude-skill-registry --skill ac-memory-manager -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ac-memory-manager, .gemini/skills/ac-memory-manager, .github/skills/ac-memory-manager and .opencode/skills/ac-memory-manager in your project.

What does Ac Memory Manager need to run?

SKILL.md names no scripts, command-line tools or credentials: Ac Memory Manager is instructions for the agent only. Our summary lists: Python 3.

Does Ac Memory Manager 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 Ac Memory Manager 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. Review the folder before installing.

What licence does Ac Memory Manager use?

Ac Memory Manager is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Ac Memory Manager use?

About 241 tokens (SKILL.md is roughly 964 characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Ac Memory Manager?

Skills that share tags, products or a category with Ac Memory Manager: Coding Agent Session Finder (code-yeongyu/oh-my-openagent, 70k stars), Claude-Mem Cloud Sync (thedotmack/claude-mem, 98k stars), Cognee CLI Memory Commands (topoteretes/cognee, 32k stars) and Neat-Freak Knowledge Closeout (KKKKhazix/khazix-skills, 21k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Ac Memory Manager?

majiayu000 (a GitHub user) maintains it in majiayu000/claude-skill-registry, which has 666 GitHub stars. The repository holds 1,273 skills in this directory. The repository was last updated on October 7, 2026.

Source: majiayu000/claude-skill-registry on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.