# Graph Memory MCP

> Use this tool when you need to efficiently manage and retrieve complex knowledge relationships in AI systems, solving problems such as data inconsistency and information overload. It takes in entities, relationships, and observations as inputs and outputs a queryable knowledge graph, enabling informed decision-making. Ideal for use cases requiring persistent and accessible knowledge storage, such as natural language processing and expert systems.

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

## Description

Enables AI agents to build and query a persistent knowledge graph with entities, relationships, and observations. Features a core index system that ensures critical information is always accessible across all memory operations.

## Trust

- **Trust score (0–1):** 1.00
- **Verification tier:** verified
- **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/t44u6j800z)
- **Repository:** <https://github.com/BrikerMan/graph-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": "brikerman-graph-memory-mcp"
    }
  }
}
```

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