Agent Skills

Memgraph Agent Skills

Memgraph Agent Skills give AI coding agents, such as Claude Code, Cursor and Codex, Memgraph-specific knowledge they don’t have by default. Once installed, an agent loads the matching skill automatically when a task needs it, for example when writing Cypher, designing a graph model or running a MAGE algorithm.

The skills follow the open Agent Skills specification, so they work with any agent that supports it.

Install

Claude Code

Add the Memgraph marketplace and install the plugin:

/plugin marketplace add memgraph/skills
/plugin install memgraph@memgraph

Any agent

Install all skills with the skills CLI:

npx skills add memgraph/skills

To install a single skill, pass its name:

npx skills add memgraph/skills --skill memgraph-cypher-syntax

Manual install

Clone the repository and symlink the skills directory into the location your agent scans, for example .claude/skills for Claude Code or .cursor/skills for Cursor:

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

Available skills

Skill	Use it when you need to
`memgraph-cypher-syntax`	Write, fix or optimize Cypher for Memgraph, including BFS/DFS/WSP lambdas, text search and vector search
`memgraph-model-graph-data`	Design a graph data model, decide between properties and relationships, or import CSV/Parquet data
`memgraph-indexes-and-constraints`	Create and manage indexes, constraints and enums, and run `ANALYZE GRAPH`
`memgraph-database-configuration`	Configure triggers, transactions, isolation levels, storage modes, snapshots, WAL and memory
`memgraph-run-mage-algorithms`	Run MAGE algorithms such as PageRank, community detection, centrality, embeddings and path traversals
`memgraph-graph-rag`	Build a GraphRAG system: schema design, ingestion, hybrid retrieval and agent tool contracts
`memgraph-python-query-modules`	Build custom query modules in Python with the `mgp` API
`memgraph-cpp-query-modules`	Build custom query modules in C++ with the `mgp.hpp` API
`memgraph-rust-query-modules`	Build custom query modules in Rust with the `rsmgp-sys` API
`memgraph-mgconsole-cli`	Connect with `mgconsole`, run queries and configure output
`memgraph-lab-write-gss`	Style graph visualizations in Memgraph Lab with Graph Style Script (GSS)
`memgraph-brand-ui`	Generate UIs, dashboards and diagrams in the Memgraph brand style

The full content of each skill is in the memgraph/skills repository.

MCP Agents