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engram

MCP Tool

Ghost-Frame/engram

Description: Persistent memory system for AI agents. store, search, and recall context across sessions

Install

$ npx loaditout add Ghost-Frame/engram

Platform-specific configuration:

.claude/settings.json
{
  "mcpServers": {
    "engram": {
      "command": "npx",
      "args": [
        "-y",
        "engram"
      ]
    }
  }
}

Add the config above to .claude/settings.json under the mcpServers key.

About

<div align="center">

Engram

The cognitive layer for AI agents.

Memory, personality, reasoning, and trust in a single self-hosted system that learns, forgets, and grows.

[](CHANGELOG.md) [](LICENSE) [](https://nodejs.org) [](docker-compose.yml)

</div>

<div align="center">

Quick Start · Features · Architecture · API · Growth · CLI · SDK · MCP · Deploy

</div>

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What Engram Does
Memory

FSRS-6 spaced repetition with power-law forgetting. Hybrid search fuses vector similarity, full-text matching, personality signals, and graph traversal into a single ranked result. Memories strengthen when accessed and fade when ignored.

Atomic Fact Decomposition

Long memories are automatically broken into self-contained atomic facts. Each fact is independently searchable and linked back to its source. Search and recall can filter to facts only (facts_only) or exclude them (exclude_facts). Context assembly groups child facts under their parent for coherent presentation. Decomposition runs on store and can sweep existing memories retroactively via the admin API.

Personality

Extracts preferences, values, motivations, decisions, emotions, and identity markers from conversations. Synthesized personality profiles are automatically injected into /recall and /context responses, so every agent interaction is personality-aware without configuration.

Reasoning

Detects contradictions between stored facts. Generates reflections. Derives new knowled

Tags

ai-agentai-memoryembeddingsknowledge-graphllmmcponnxsqlitetypescriptvector-search

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Last updated7 days ago
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Risk Levelmedium
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Details

Sourcegithub-crawl
Last commit4/6/2026
View on GitHub→

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