AI coding assistants
AI coding agents such as Claude Code, Cursor and Codex don’t know Memgraph well by default. Give them Memgraph-specific knowledge and access to the current docs, so they write correct Cypher and follow Memgraph’s recommended practices.
In Claude Code or Codex, install the Memgraph plugin: it adds the Agent Skills and both MCP servers in one step. With other agents, paste the prompt from Start with your coding agent.
Choose what to give your agent
You can combine these, depending on what the agent needs:
| Your agent needs to | Use |
|---|---|
| Get the skills and both MCP servers in one install (Claude Code, Codex) | Memgraph plugins |
| Write Cypher, model data and use MAGE correctly, with knowledge it loads when a task needs it | Agent Skills |
| Look up the current docs and answer with sources | Docs MCP server |
| Read the docs without installing anything | llms.txt and Markdown pages |
| Query your own Memgraph database | Memgraph MCP server |
| Remember what it did in earlier sessions | AI memory, which records your agent’s sessions in Memgraph |
Machine-readable docs
Agents can also read the docs without installing anything: every page has a
Markdown version, and llms.txt files list them by section. See llms.txt and
Markdown pages for the URLs and how
to add them to your agent’s instructions.