Memgraph Agent Skills

A collection of Agent Skills for working with Memgraph graph database.

What are Agent Skills?

Agent Skills are portable instruction sets that enhance AI coding agents with specialized knowledge. They follow the Agent Skills specification and can be used with compatible AI tools like Claude Code, Cursor, and others.

Available Skills

Skill	Description
memgraph-python-query-modules	Develop custom query modules in Python for Memgraph using the mgp API
memgraph-cpp-query-modules	Develop custom query modules in C++ for Memgraph using the mgp.hpp API
memgraph-rust-query-modules	Develop custom query modules in Rust for Memgraph using rsmgp-sys
memgraph-graph-rag	Language-agnostic blueprint for GraphRAG with Memgraph and agent tooling

Usage

With Claude Code

Add skills to your project by cloning this repository or copying individual skill directories:

# Clone the entire skills repository
git clone https://github.com/memgraph/skills.git .skills

# Or copy a specific skill
cp -r skills/memgraph-python-query-modules .skills/

Skill Structure

Each skill follows the Agent Skills specification:

skill-name/
├── SKILL.md              # Main skill instructions (required)
└── references/           # Additional documentation (optional)
    └── REFERENCE.md      # Detailed API reference and examples

Validation

Skills are validated against the Agent Skills specification using skills-ref:

uv sync
uv run skills-ref validate <skill-directory>

Resources

• Agent Skills Specification
• Memgraph Documentation
• Memgraph Python API