Memgraph plugins

The Memgraph marketplace has the plugins that help AI coding agents such as Claude Code and Codex build with Memgraph:

• memgraph gives the agent what it needs to build with Memgraph, in one install:
  • Agent Skills: Memgraph-specific knowledge the agent loads when a task needs it, for example when writing Cypher, designing a graph model or running a MAGE algorithm.
  • The Docs MCP server: the agent looks up the current docs instead of answering from memory.
  • The Memgraph MCP server: the agent reads your schema and runs queries on your Memgraph.
  • An onboarding: ask “Get started with Memgraph”, and the agent starts Memgraph and Memgraph Lab in Docker, loads a sample dataset you pick, and runs a first query and a graph algorithm.
• context-graph gives your agents AI memory across sessions. It’s optional, so nothing is recorded unless you install it.

With other agents, such as Cursor, install the skills alone.

Install in Claude Code and Codex

Add the Memgraph marketplace, then install the memgraph plugin.

In Claude Code:

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

In Codex:

codex plugin marketplace add memgraph/marketplace
codex plugin add memgraph@memgraph

Then, with Docker running, ask your agent “Get started with Memgraph”. In Codex, start the agent with codex -a on-request, so it can ask to run Docker outside its sandbox.

The Memgraph MCP server runs with uvx, so it needs uv. It connects to bolt://localhost:7687; to use another Memgraph, set MEMGRAPH_URL before you start the agent.

If you added memgraph/skills as a marketplace before, remove it first (/plugin marketplace remove memgraph in Claude Code, codex plugin marketplace remove memgraph in Codex), then add memgraph/marketplace.

Other agents: skills only

The skills follow the open Agent Skills specification, so they work with any agent that supports it. To give the agent the docs as well, add the Docs MCP server.

With the skills CLI

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

The command asks which skills and agents to install. To install without prompts, for example from a script or from inside a coding agent, name the skills and the agent and pass --yes:

npx skills add memgraph/skills --skill '*' --agent claude-code --yes

'*' installs all skills. Replace claude-code with your agent’s name in the skills CLI, such as cursor or codex.

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

AI memory

The context-graph plugin lets your agents remember what they did in earlier sessions, with AI memory. It needs the Context Graph CLI, so install it with its setup: one command installs the CLI, starts its own Memgraph and connects your agents, plugin included. See Get started with Context Graph.

Available skills

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