# MCP Memory Server

> Use this tool when you need to store and search project-specific context, enabling long-term memory across different projects without external dependencies. It solves problems of knowledge retention and information recall, allowing for more efficient project management. The MCP Memory Server takes in local embeddings and project data as inputs and outputs relevant context and information, making it ideal for use in MCP-compliant editors and local development environments.

Canonical page: https://skillsregistry.net/skills/iamjpsharma-mcpserver  
JSON: https://api.skillsregistry.net/v1/skills/iamjpsharma-mcpserver

## Description

A persistent local vector memory server that allows users to store and search project-specific context using LanceDB and local embeddings. It enables MCP-compliant editors to maintain long-term memory across different projects without requiring external API keys.

## Trust

- **Trust score (0–1):** 0.77
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-28

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/dq51qtz8m3)
- **Repository:** <https://github.com/iamjpsharma/fremem>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "iamjpsharma-mcpserver"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/iamjpsharma-mcpserver` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/iamjpsharma-mcpserver/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt