Memwyre — Claude Code MCP server: what it does, how to install
External shared memory layer for AI agents. Retains knowledge and facts across multiple coding sessions via MCP.
claude mcp add --transport http memwyre https://server.memwyre.tech/mcp/What Memwyre does
The server provides a shared long-term memory store for developer assistants. It groups user notes by workspace and lowers the priority of outdated details using an Ebbinghaus logarithmic curve. This avoids token waste in long prompts.
Under the hood, the MCP layer surfaces three core tools: save_memory, search_memory, and get_document. The architecture couples a FastAPI application with Celery task queues, SQLite or PostgreSQL for records, and vector backends like Pinecone or ChromaDB.
Connecting through MCP requires network access to https://server.memwyre.tech/mcp/. Auto-captured entries route to an inbox first, so you can discard noisy facts before vector indexing commits them.
What it helps with
- persist developer context across distinct chat sessions
- locate recorded technical decisions using
search_memory - isolate facts into project-specific containers
- discard obsolete preferences to prevent token bloat
Example prompts for the agent
- Store this database migration plan in Memwyre using
save_memory - Find our earlier API design notes with
search_memory - Fetch the linked specification text via
get_document
How to install Memwyre
Platform CLI: remote server
claude mcp add --transport http memwyre https://server.memwyre.tech/mcp/Platform CLI: remote server
codex mcp add memwyre --url https://server.memwyre.tech/mcp/Config file
{
"mcpServers": {
"memwyre": {
"url": "https://server.memwyre.tech/mcp/"
}
}
}Config file
{
"servers": {
"memwyre": {
"type": "http",
"url": "https://server.memwyre.tech/mcp/"
}
}
}Platform CLI: remote server
gemini mcp add -t http memwyre https://server.memwyre.tech/mcp/Step by step, with commands for each platform: How to add an MCP server to Claude Code, Codex, Cursor, VS Code, Gemini CLI and more
Questions about Memwyre
How to install Memwyre in Claude Code?
Run claude mcp add --transport http memwyre https://server.memwyre.tech/mcp/ in your terminal. This registers the remote HTTP endpoint in your configuration.
What does Memwyre do?
It functions as an external store for conversation history and project notes. Coding agents query it to fetch past facts without resetting context between sessions.
Which tools does the Memwyre MCP server expose?
It provides save_memory to store new facts, search_memory to run vector queries, and get_document to inspect stored documents.
