# MemoryGraph

> Use this tool when you need to retain knowledge across sessions and track complex relationships in AI coding tasks. MemoryGraph solves problems of knowledge retention and retrieval, handling temporal queries and relational paths that traditional methods often miss. It takes in patterns and relationships as input and outputs stored knowledge, making it ideal for use cases requiring persistent memory and graph-based query handling.

Canonical page: https://skillsregistry.net/skills/memory-graph-memory-graph  
JSON: https://api.skillsregistry.net/v1/skills/memory-graph-memory-graph

## Description

A graph-based MCP server that provides AI coding agents with persistent memory to store patterns, track complex relationships, and retrieve knowledge across sessions. It leverages graph structures to handle temporal queries and relational paths that traditional vector stores often miss.

## Trust

- **Trust score (0–1):** 0.34
- **Verification tier:** scanned
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-19

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/d2bdtoz4vr)
- **Repository:** <https://github.com/memory-graph/memory-graph>

## 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": "memory-graph-memory-graph"
    }
  }
}
```

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