engram-memory

by EngramMemory · MCP Server · ★ 32

About engram-memory

Three-Tiered Brain for AI agents. Self-hosted. Zero API costs. Docs · Quickstart · Dashboard · Cloud SDKs Engram gives your AI agent persistent memory across sessions. Store, search, recall, and forget memories using semantic embeddings — all running on your own hardware. No API keys, no cloud dependencies, no data leaving your machine. One container bundles Qdrant, FastEmbed, and the MCP server. One command to install. Works with Claude Code, Cursor, Windsurf, VS Code, OpenClaw, or anything else that speaks MCP.

aiai-memoryai-toolsembedded-systemsembeddingembedding-vectorsembeddingsfastembedlocal-aimcp

Quick Facts

Stars32
Forks4
LanguagePython
CategoryMCP Server
Quality Score69.9808901016849/100
Open Issues2
Last Updated2026-06-01
Created2026-03-28
Platformscli, mcp, python
Est. Tokens~61k

Compatible Skills

These tools work well together with engram-memory for enhanced workflows:

  • skills — semantic(0.26)+complementary+rare_topics+same_lang+similar_pop+shared_platform (59%)
  • automem — semantic(0.49)+complementary+rare_topics+same_lang+shared_platform (57%)
  • Mimir — semantic(0.26)+complementary+same_lang+similar_pop+shared_platform (54%)

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Frequently Asked Questions

What is engram-memory?

engram-memory is The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.. It is categorized as a MCP Server with 32 GitHub stars.

What programming language is engram-memory written in?

engram-memory is primarily written in Python. It covers topics such as ai, ai-memory, ai-tools.

How do I install or use engram-memory?

You can find installation instructions and usage details in the engram-memory GitHub repository at github.com/EngramMemory/engram-memory. The project has 32 stars and 4 forks, indicating an active community.

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