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EngramMemoryEngramMemoryOfficial·1 Agent Skills Included

engram-memory

Persistent cross-session memory with fast semantic recall

Stores, searches, recalls, and forgets long-term memories across sessions using local semantic embeddings. Eliminates re-explaining your codebase, preferences, and past decisions every time a new session starts. Runs fully self-hosted in one Docker container with a three-tier recall engine that gets faster the more you use it. Works with Claude Code, Cursor, Windsurf, VS Code, and OpenClaw via MCP.
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npx skills add EngramMemory/engram-memory --all -g -y

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EngramMemoryEngramMemory

engram

Store and recall persistent semantic memories for AI agents across sessions.

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Frequently Asked Questions

FAQPage Schema
How to install Engram Memory?▼

Run `npx skills add EngramMemory/engram-memory --all -g -y` in your terminal to install the skill globally, then start the bundled Docker container to enable local storage and embeddings.

How to give an AI agent persistent memory?▼

Engram stores every important fact, preference, and decision as a semantic embedding, then auto-recalls relevant memories at the start of each new session so nothing is forgotten.

Does Engram send my data to the cloud?▼

No. The community edition runs entirely on your own hardware with local embeddings and a local vector database, so no API keys or external servers are required.

Which AI clients work with Engram?▼

It works with Claude Code, Cursor, Windsurf, VS Code, OpenClaw, and any other client that supports the MCP protocol.

How fast is Engram memory recall?▼

Frequently used memories return in about 25ms from the hot-tier cache, while full semantic searches complete in roughly 190ms, getting faster the more you use it.

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