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mcp-memory

MCP Tool

natuleadan/mcp-memory

Local MCP server compatible with any stdio-based AI client. Provides persistent structured memory, semantic search and reindexing using local embeddings and LanceDB.

Install

$ npx loaditout add natuleadan/mcp-memory

Platform-specific configuration:

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

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

About

<p align="center"> </p>

<h1 align="center">mcp-memory</h1> <p align="center"><strong>Persistent vector memory for any MCP-compatible AI client — local, semantic, structured</strong></p>

<p align="center"> <a href="https://github.com/natuleadan/mcp-memory/releases"></a> <a href="LICENSE"></a> </p>

> ⚠️ Active Development — APIs and tools may change without prior notice. Use tagged releases (vX.Y.Z) for stability.

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Local MCP server compatible with any stdio-based AI client. Provides persistent structured memory, semantic search and reindexing using local embeddings and LanceDB.

Stack
  • Vector DB: LanceDB (local, stored in data/)
  • Embeddings: nomic-embed-text via Ollama
  • Protocol: MCP over stdio

---

Memory system

Two memory layers:

1. Structured memory (memories table)

CRUD entries with semantic embeddings. Persists across sessions.

| Type | Purpose | |------|---------| | soul | Agent identity, values and personality | | user | User profile: role, expertise, preferences | | feedback | Learned rules: corrections and confirmed approaches | | project | Active work, decisions, project state | | reference | Pointers to external systems, tools, docs | | pending | Open tasks and follow-ups |

2. Episodic memory (indexed chatlog

Tags

crudlancedbmcpmcp-servermemoryollamasemantic-searchtypescriptvector

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Quality Signals

0
Installs
Last updated29 days ago
Security: AREADME

Safety

Risk Levelmedium
Data Access
read
Network Accessnone

Details

Sourcegithub-crawl
Last commit3/22/2026
View on GitHub→

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