# Memory MCP

> Use this tool when you need to enhance AI assistants with persistent semantic memory and knowledge graph capabilities. It solves problems related to cross-session storage, complex relationship tracking, and contextual awareness by providing hybrid search functionality. The Memory MCP server takes in AI queries and knowledge inputs, and outputs relevant information and insights through a PostgreSQL and vector embeddings interface.

Canonical page: https://skillsregistry.net/skills/calvin-francis-memory-mcp  
JSON: https://api.skillsregistry.net/v1/skills/calvin-francis-memory-mcp

## Description

A Model Context Protocol server that provides AI assistants with persistent semantic memory and knowledge graph capabilities using PostgreSQL and vector embeddings. It enables cross-session storage, hybrid search, and complex relationship tracking for enhanced contextual awareness.

## Trust

- **Trust score (0–1):** 0.67
- **Verification tier:** scanned
- **Last scanned:** 2026-09-02

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** database
- **Updated:** 2026-09-02

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/kpm05uddgu)
- **Repository:** <https://github.com/Calvin-Francis/memory-mcp>

## 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": "calvin-francis-memory-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/calvin-francis-memory-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/calvin-francis-memory-mcp/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