Graph-based memory system for LLMs with knowledge graphs and semantic search.
To add memograph to Claude, run the install command below or copy the ready-made config for Claude Code, Claude Desktop, Cursor and VS Code further down. Restart your client after adding it and its tools show up in your next conversation. It needs 7 environment variables, listed below.
Install
uvx memograph@0.4.0Environment variables
MEMOGRAPH_VAULTSet in your MCP configMEMOGRAPH_READONLYSet in your MCP configMEMOGRAPH_PROVIDERSet in your MCP configMEMOGRAPH_MODELSet in your MCP configANTHROPIC_API_KEYSet in your MCP configOPENAI_API_KEYSet in your MCP configOLLAMA_HOSTSet in your MCP configInstall with your client
claude mcp add memograph --env MEMOGRAPH_VAULT=<YOUR_MEMOGRAPH_VAULT> --env MEMOGRAPH_READONLY=<YOUR_MEMOGRAPH_READONLY> --env MEMOGRAPH_PROVIDER=<YOUR_MEMOGRAPH_PROVIDER> --env MEMOGRAPH_MODEL=<YOUR_MEMOGRAPH_MODEL> --env ANTHROPIC_API_KEY=<YOUR_ANTHROPIC_API_KEY> --env OPENAI_API_KEY=<YOUR_OPENAI_API_KEY> --env OLLAMA_HOST=<YOUR_OLLAMA_HOST> -- uvx memograph@0.4.0
Run this in a terminal to add the server to Claude Code.
What this does
memograph exposes a set of tools to Claude over the Model Context Protocol. After you add it to claude_desktop_config.json (snippet above) and restart Claude Desktop, those tools become callable inside any conversation.
Requirements
This server needs the following environment variables to be set before it can run:
MEMOGRAPH_VAULT MEMOGRAPH_READONLY MEMOGRAPH_PROVIDER MEMOGRAPH_MODEL ANTHROPIC_API_KEY OPENAI_API_KEY OLLAMA_HOST
Set these via the env object in your MCP config (see claude_desktop_config.json snippet above).
Frequently asked questions
How do I install memograph?
Run the Claude Code command in the install section to add memograph to Claude Code, or copy the ready-made config for your client from the install section on this page. Restart your client afterwards and the tools appear in your next conversation.
Which clients work with memograph?
This page carries setup and config for Claude Code, Claude Desktop, Cursor and VS Code. Any other MCP client that accepts a standard server config can connect to memograph as well.
Does memograph need an API key?
Yes. Before it can run, set these environment variables: MEMOGRAPH_VAULT, MEMOGRAPH_READONLY, MEMOGRAPH_PROVIDER, MEMOGRAPH_MODEL, ANTHROPIC_API_KEY, OPENAI_API_KEY, OLLAMA_HOST. They go in the env block of your MCP config.
Imported from the Official MCP Registry. The details above come from the registry entry; the maker can claim this listing to correct them, add docs, and see its traffic.
Is this your MCP server?
Claim this listing to see its traffic, fix details yourself, and skip the review queue on future updates.
Add this badge to your README
Show visitors this server is listed in the ClaudeRules directory. The badge links straight to this listing.
[](https://clauderules.net/mcp/io-github-indhar01-memograph)<a href="https://clauderules.net/mcp/io-github-indhar01-memograph" target="_blank" rel="noopener noreferrer"><img src="https://clauderules.net/api/badge/io-github-indhar01-memograph" alt="Listed on clauderules.net" /></a>More Search MCP servers
GitHub
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
Serena MCP: the IDE for your agent
A powerful toolkit for coding, providing semantic retrieval and editing capabilities.
mediar-ai/screenpipe
🎖️ 🦀 🏠 🍎 Local-first system capturing screen/audio with timestamped indexing, SQL/embedding storage, semantic search, LLM-powered history analysis, and event-triggered actions - enables building c
MCP Toolbox for Databases
MCP Toolbox for Databases enables your agent to connect to your database.