claude-skill

Agent_Memory_Techniques: Improve LLMs

Name: Agent_Memory_Techniques: Improve LLMs
Author: NirDiamant

Get 30 runnable Jupyter notebooks for agent memory techniques.

intermediate⏱ 1-2 hours💵 Free + LLM API costs

948 stars124 forksJupyter NotebookGuide quality 8/10Updated 8/28/2026100% free · open source

What it is

Use pre-built Jupyter notebooks to create conversational AI.

Real use case example

"A founder wants to create a conversational AI assistant that can help customers book travel itineraries. She uses the Agent Memory Techniques skill to set up a Jupyter notebook that incorporates a knowledge graph and episodic memory. After 1-2 hours of setup, she's able to ask Claude to retrieve customer travel history and suggest personalized booking options."

Best insideClaude Desktop

When to use it

•When you need to improve the conversational context and memory of your LLM-powered chatbot
•When you want to experiment with different memory techniques such as conversation buffers, vector stores, and knowledge graphs
•When you're working on a project that requires episodic and semantic memory, like dialogue systems or question-answering models

Ready-to-paste prompt

Run the `memgpt_example.ipynb` notebook to see a demonstration of how to use MemGPT for conversational memory

Heads up: Make sure you have Jupyter Notebook installed and the necessary dependencies, such as PyTorch and Transformers, to run the notebooks successfully

Saves to your device

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

⚡ Runs out of the box

A prompt/skill package — nothing to install beyond adding it to your AI tool.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/agent-memory-techniques && curl -fsSL https://workflowstacks.com/api/skills/agent-memory-techniques/claude-skill -o ~/.claude/skills/agent-memory-techniques/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

How Agent_Memory_Techniques: Improve LLMs works

Codeflow

Free to inspect

Agent_Memory_Techniques: Improve LLMs is mostly documents (50 doc files, 4 small scripts) — something you read, not something you run. There is nothing to install. Last commit this month, Apache-2.0 license.

Size

Mostly documents

50 documents · 4 small scripts · ~2 h to skim

Setup

No code to run

It's prompts / instructions. Copy them into your AI tool.

Runs on

Inside your AI tool

Helper scripts use Python · needs API keys

Jupyter Notebook 97%Mermaid 2%Python 1%

Where to start reading

1
README.md
Start here — what it does and how to install it
2
.env.example
The API keys and settings you must provide

What's in each folder

docs/Documentation8 files

all_techniques/Folder60 files

utils/Helper scripts4 files

data/Data files2 files

images/Images & static assets76 files

.github/CI / automation (GitHub Actions)10 files

tests/Tests — proof it works3 files

READMEHas testsDocumentedCI checksApache-2.0 licenseUpdated this month

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

⚡ Runs out of the box

A prompt/skill package — nothing to install beyond adding it to your AI tool.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/agent-memory-techniques && curl -fsSL https://workflowstacks.com/api/skills/agent-memory-techniques/claude-skill -o ~/.claude/skills/agent-memory-techniques/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Quick Actions

Details

Creator

NirDiamant

Language

Jupyter Notebook