skills.rest
memgraphmemgraphOfficial·2 Agent Skills Included

ai-toolkit

Graph-powered RAG, database migration, and session capture

Builds knowledge graphs from documents, SQL databases, and coding sessions on Memgraph. Eliminates manual data modeling, brittle Cypher writing, and lost context between coding sessions. Provides LangChain, MCP, and LightRAG integrations so graph-powered retrieval works out of the box.
110|14
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npx skills add memgraph/ai-toolkit --all -g -y
Available:

Gives your AI agent the repository layout, environment setup, testing rules, and coding conventions it needs to work correctly across all packages in this toolkit.

All Skills in This Repository (2)

Pure Emerald Level Indicators
📦 In Repo
memgraphmemgraph

agent-context-graph

Set up and verify Codex context capture hooks within Memgraph.

Official
Intermediate
📦 In Repo
memgraphmemgraph

release

Coordinates multi-subprocess releases to PyPI and Docker Hub via GitHub Actions.

Official
Intermediate

Frequently Asked Questions

FAQPage Schema
How to install Memgraph AI Toolkit?▼

Run `npx skills add memgraph/ai-toolkit --all -g -y` in your terminal to install all skills in this suite globally.

How to turn documents into a knowledge graph?▼

Use the unstructured2graph package to load PDFs, URLs, or text files, extract entities with LightRAG, and store the result as a queryable Memgraph graph.

Can I migrate MySQL or Postgres to a graph database?▼

Yes. The sql2graph agent analyzes your relational schema and automatically migrates MySQL or PostgreSQL data into Memgraph as a graph.

Does it work with Claude Code and Codex?▼

Yes. The Context Graph components capture Claude Code and Codex sessions, recording tool calls, skill usage, and memories into Memgraph.

Do I need an LLM API key to use it?▼

Only for features like entity extraction and natural language querying. Local models via Ollama are supported through the LangChain integration.

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