Memgraph Skills

A collection of Agent Skills for working with Memgraph graph database, covering Cypher, data modeling, indexes, algorithms, query modules, visualization, and GraphRAG.

Usage

With Cursor

Clone the repo and symlink skills into one of the locations Cursor scans.

Personal (available across all your projects):

git clone https://github.com/memgraph/skills.git ~/.memgraph-skills
ln -s ~/.memgraph-skills/skills/* ~/.cursor/skills-cursor/

Per-project (available only in that project):

git clone https://github.com/memgraph/skills.git ~/.memgraph-skills
cd /path/to/your/project
ln -s ~/.memgraph-skills/skills .cursor/skills

With Claude Code

Clone the repo and symlink skills into one of the locations Claude Code scans.

git clone https://github.com/memgraph/skills.git ~/.memgraph-skills
cd /path/to/your/project
ln -s ~/.memgraph-skills/skills .claude/skills

Skills

Skills are contextual and auto-loaded based on your conversation. When a request matches a skill's triggers, the agent loads and applies the relevant skill.

Skill	Useful for
memgraph-brand-ui	Generating UIs, dashboards, diagrams, and visual artifacts in the Memgraph brand style
memgraph-cpp-query-modules	Building custom query modules in C++ using the mgp.hpp API
memgraph-cypher-syntax	Writing, fixing, and optimizing Cypher queries for Memgraph, including BFS/DFS/WSP lambdas, text and vector search
memgraph-database-configuration	Configuring triggers, transactions, isolation levels, storage modes, snapshots, WAL, and memory
memgraph-graph-rag	Building GraphRAG systems with Memgraph: schema design, ingestion, hybrid retrieval, and agent tool contracts
memgraph-indexes-and-constraints	Creating and managing indexes, constraints, enums, and ANALYZE GRAPH
memgraph-lab-write-gss	Writing Graph Style Script (GSS) for graph visualization in Memgraph Lab
memgraph-mgconsole-cli	Using the mgconsole CLI to connect, run queries, and configure output
memgraph-model-graph-data	Designing graph data models using Labeled Property Graph principles
memgraph-python-query-modules	Building custom query modules in Python using the mgp API
memgraph-run-mage-algorithms	Running MAGE graph algorithms: PageRank, community detection, centrality, embeddings, and 70+ modules
memgraph-rust-query-modules	Building custom query modules in Rust using the rsmgp-sys API

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:

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

Resources

• Agent Skills Specification
• Memgraph Documentation