Tools/milla-jovovich/mempalace

mempalace

The highest-scoring AI memory system ever benchmarked. And it's free.

58.5k+97/wkestablishedPythonMIT Licensenew this week

The Lens

By Erik Loyd, SaaS CEO and former COO/CFO of an AWS Premier Partner.

Updated Aug 2026

MemPalace gives your AI assistant a long-term memory you actually own. It stores conversations and documents verbatim, nothing summarized away, then lets the assistant pull back the exact relevant pieces with semantic search. MIT licensed, free, no API key required, organized around a memory-palace metaphor: wings for people and projects, rooms for topics, drawers holding the original content.

It started life strictly local, and that's still the default: a Python install, a pluggable vector backend (ChromaDB by default; Qdrant, pgvector, Milvus, and SQLite all work), and an MCP server with auto-save hooks for Claude Code. It has since grown past one machine. Recent releases added a team server with TLS and authentication, an HTTP transport for the MCP server, and a coordination layer that lets agents on different machines hand work to each other.

Solo developers who want their assistant to remember context across sessions without shipping every conversation to a vendor: this is one of the strongest local options going. Small teams can now share one memory server instead of syncing folders. The closest comparison, supermemory, leans on a hosted API; MemPalace's pitch is that everything stays yours.

The catch is pace. It ships releases constantly, and the feature set moves month to month. Pin your version if you depend on it.

Free vs Self-Hosted vs Paid

fully free

Free: Everything. MIT licensed, no hosted tier, no API key required. Run it locally or stand up the team server on your own hardware with the vector backend of your choice.

Cost you'll actually pay: Your own compute, plus setup time to wire the MCP server and pick a backend. The team server adds TLS certificates and auth config to manage. Optional reranking can call a hosted model, but the core runs without any API.

The trade: You keep all memory data on machines you control and pay nothing, in exchange for running and updating a fast-moving codebase yourself.

Completely free and open source: no cloud, no API key, no paid tier, whether you run it locally or as a team server.

What to do by team size

Solo
free
Small team
free
Medium team
free; budget ops time for the team server
Large team
free, but you are the vendor; expect to staff upgrades on a fast-moving codebase
Self-hosting ops:moderate

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Score
91/100 · A+
Adoption30/30
Maintenance25/25
Community11/20
License15/15
Analysis10/10

A low score is not a verdict on quality. Young and niche tools start low by design. How we calculate scores

Trust Signals

High adoption: 19,089 starsActive community: 2,214 forksNotable author: 4,334 followers

License: MIT License

Use freely, including commercial. Just keep the license.

Commercial use: ✓ Yes

About

Owner
Milla J (User)
Stars
58,508
Forks
7,503

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