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AC Memory Manager — measured AI agent skill | DecimalAI

majiayu000/ac-memory-manager

NewSkillScoreMaintained

Manage persistent memory for autonomous coding. Use when storing/retrieving knowledge, managing Graphiti integration, persisting learnings, or accessing episodic memory.

agent-toolingby majiayu000

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

AI Engineer pack

1 · One-time — install the CLI (docs ↗)

pip install decimalai

2 · Get the skill — writes .claude/skills/majiayu000-ac-memory-manager/SKILL.md

decimalai skills pull majiayu000-ac-memory-manager --out .claude/skills/

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/majiayu000-ac-memory-manager/SKILL.md https://app.decimal.ai/s/majiayu000-ac-memory-manager/SKILL.md

Raw file: /s/majiayu000-ac-memory-manager/SKILL.md ↗ · machine-readable summary at /s/majiayu000-ac-memory-manager.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 4h ago

—-27% tokens0% turns86% of whole cases pass with skill (19/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-07	✗→✓	▲ Improved	-28%	0%
case-08	✗→✓	▲ Improved	-15%	0%
case-09	✗→✓	▲ Improved	-65%	0%
case-10	✗→✓	▲ Improved	-28%	0%
case-11	✗→✓	▲ Improved	-52%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

majiayu000 / claude-skill-registry

skills/agent/ac-memory-manager-adaptationio-skrillz-3/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1

Skill contents

SKILL.md

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.

Want to see if majiayu000/ac-memory-manager would activate on your phrasing? Try it before you install — no LLM call, no signup.

Other measured skills in the registry, with their headline benchmark lift.