# Memgraph AI Agent Skills

Memgraph publishes official AI agent skills for its tools, services, and developer workflows.

Browse 21 official AI agent skills across 5 Memgraph repositories, with install commands and source links.

Official page: https://skillscout.sh/official/memgraph/
Markdown page: https://skillscout.sh/official/memgraph/memgraph_skills_skillscout.md
Vendor website: https://memgraph.com/

## Prompt for your agent

Fetch this Markdown manifest as plain text: https://skillscout.sh/official/memgraph/memgraph_skills_skillscout.md. If your browser cannot display the Markdown directly, use curl or another text fetcher. Recommend the relevant Memgraph skills package or packages for my goal, explain which individual skills matter, and wait for my approval. After I approve, install with the npx command. If no project is open, install it as an agent skill I can use later.

## Skills packages

### memgraph/skills

Includes 12 official skills: memgraph-graph-rag, memgraph-python-query-modules, memgraph-cypher-syntax, memgraph-brand-ui, memgraph-indexes-and-constraints, memgraph-lab-write-gss.

Install:

```bash
npx skills add memgraph/skills -y
```

Source: https://github.com/memgraph/skills

### memgraph/best-practices

Includes 1 official skill: add-best-practice.

Install:

```bash
npx skills add memgraph/best-practices -y
```

Source: https://github.com/memgraph/best-practices

### memgraph/documentation

Includes 4 official skills: check-release-milestone, new-release-branch, pre-release, write-changelog-item.

Install:

```bash
npx skills add memgraph/documentation -y
```

Source: https://github.com/memgraph/documentation

### memgraph/ai-toolkit

Includes 3 official skills: agent-context-graph, agent-context-graph, release.

Install:

```bash
npx skills add memgraph/ai-toolkit -y
```

Source: https://github.com/memgraph/ai-toolkit

### memgraph/memgraph

Includes 1 official skill: memgraph-storage-reviewer.

Install:

```bash
npx skills add memgraph/memgraph -y
```

Source: https://github.com/memgraph/memgraph

## Individual skills

### memgraph-graph-rag

Official Memgraph skill from memgraph/skills.

Install:

```bash
npx skills add memgraph/skills@memgraph-graph-rag -y
```

Package: memgraph/skills
Source: https://github.com/memgraph/skills/tree/main/skills/memgraph-graph-rag

### memgraph-python-query-modules

Official Memgraph skill from memgraph/skills.

Install:

```bash
npx skills add memgraph/skills@memgraph-python-query-modules -y
```

Package: memgraph/skills
Source: https://github.com/memgraph/skills/tree/HEAD/skills/memgraph-python-query-modules

### memgraph-cypher-syntax

Official Memgraph skill from memgraph/skills.

Install:

```bash
npx skills add memgraph/skills@memgraph-cypher-syntax -y
```

Package: memgraph/skills
Source: https://github.com/memgraph/skills/tree/main/skills/memgraph-cypher-syntax

### memgraph-brand-ui

Official Memgraph skill from memgraph/skills.

Install:

```bash
npx skills add memgraph/skills@memgraph-brand-ui -y
```

Package: memgraph/skills
Source: https://github.com/memgraph/skills/tree/main/skills/memgraph-brand-ui

### memgraph-indexes-and-constraints

Official Memgraph skill from memgraph/skills.

Install:

```bash
npx skills add memgraph/skills@memgraph-indexes-and-constraints -y
```

Package: memgraph/skills
Source: https://github.com/memgraph/skills/tree/main/skills/memgraph-indexes-and-constraints

### memgraph-lab-write-gss

Official Memgraph skill from memgraph/skills.

Install:

```bash
npx skills add memgraph/skills@memgraph-lab-write-gss -y
```

Package: memgraph/skills
Source: https://github.com/memgraph/skills/tree/main/skills/memgraph-lab-write-gss

### memgraph-mgconsole-cli

Official Memgraph skill from memgraph/skills.

Install:

```bash
npx skills add memgraph/skills@memgraph-mgconsole-cli -y
```

Package: memgraph/skills
Source: https://github.com/memgraph/skills/tree/main/skills/memgraph-mgconsole-cli

### memgraph-model-graph-data

Official Memgraph skill from memgraph/skills.

Install:

```bash
npx skills add memgraph/skills@memgraph-model-graph-data -y
```

Package: memgraph/skills
Source: https://github.com/memgraph/skills/tree/HEAD/skills/memgraph-model-graph-data

### memgraph-run-mage-algorithms

Official Memgraph skill from memgraph/skills.

Install:

```bash
npx skills add memgraph/skills@memgraph-run-mage-algorithms -y
```

Package: memgraph/skills
Source: https://github.com/memgraph/skills/tree/HEAD/skills/memgraph-run-mage-algorithms

### memgraph-cpp-query-modules

Official Memgraph skill from memgraph/skills.

Install:

```bash
npx skills add memgraph/skills@memgraph-cpp-query-modules -y
```

Package: memgraph/skills
Source: https://github.com/memgraph/skills/tree/main/skills/memgraph-cpp-query-modules

### memgraph-database-configuration

Official Memgraph skill from memgraph/skills.

Install:

```bash
npx skills add memgraph/skills@memgraph-database-configuration -y
```

Package: memgraph/skills
Source: https://github.com/memgraph/skills/tree/main/skills/memgraph-database-configuration

### memgraph-rust-query-modules

Official Memgraph skill from memgraph/skills.

Install:

```bash
npx skills add memgraph/skills@memgraph-rust-query-modules -y
```

Package: memgraph/skills
Source: https://github.com/memgraph/skills/tree/HEAD/skills/memgraph-rust-query-modules

### add-best-practice

Official Memgraph skill from memgraph/best-practices.

Install:

```bash
npx skills add memgraph/best-practices@add-best-practice -y
```

Package: memgraph/best-practices
Source: https://github.com/memgraph/best-practices/tree/main/skills/add-best-practice

### check-release-milestone

Official Memgraph skill from memgraph/documentation.

Install:

```bash
npx skills add memgraph/documentation@check-release-milestone -y
```

Package: memgraph/documentation
Source: https://github.com/memgraph/documentation/tree/main/skills/check-release-milestone

### new-release-branch

Official Memgraph skill from memgraph/documentation.

Install:

```bash
npx skills add memgraph/documentation@new-release-branch -y
```

Package: memgraph/documentation
Source: https://github.com/memgraph/documentation/tree/main/skills/new-release-branch

### pre-release

Official Memgraph skill from memgraph/documentation.

Install:

```bash
npx skills add memgraph/documentation@pre-release -y
```

Package: memgraph/documentation
Source: https://github.com/memgraph/documentation/tree/main/skills/pre-release

### write-changelog-item

Official Memgraph skill from memgraph/documentation.

Install:

```bash
npx skills add memgraph/documentation@write-changelog-item -y
```

Package: memgraph/documentation
Source: https://github.com/memgraph/documentation/tree/main/skills/write-changelog-item

### agent-context-graph

Official Memgraph skill from memgraph/ai-toolkit.

Install:

```bash
npx skills add memgraph/ai-toolkit@agent-context-graph -y
```

Package: memgraph/ai-toolkit
Source: https://github.com/memgraph/ai-toolkit/tree/HEAD/context-graph/plugins/agent-context-graph-claude/skills/agent-context-graph

### agent-context-graph

Official Memgraph skill from memgraph/ai-toolkit.

Install:

```bash
npx skills add memgraph/ai-toolkit@agent-context-graph -y
```

Package: memgraph/ai-toolkit
Source: https://github.com/memgraph/ai-toolkit/tree/main/context-graph/plugins/agent-context-graph-codex/skills/agent-context-graph

### release

Official Memgraph skill from memgraph/ai-toolkit.

Install:

```bash
npx skills add memgraph/ai-toolkit@release -y
```

Package: memgraph/ai-toolkit
Source: https://github.com/memgraph/ai-toolkit/tree/main/skills/release

### memgraph-storage-reviewer

Official Memgraph skill from memgraph/memgraph.

Install:

```bash
npx skills add memgraph/memgraph@memgraph-storage-reviewer -y
```

Package: memgraph/memgraph
Source: https://github.com/memgraph/memgraph/tree/master/skills/memgraph-storage-reviewer

## memgraph/skills package overview

Includes 12 official skills: memgraph-graph-rag, memgraph-python-query-modules, memgraph-cypher-syntax, memgraph-brand-ui, memgraph-indexes-and-constraints, memgraph-lab-write-gss.

### Top skills in this package

- memgraph-graph-rag: Official Memgraph skill from memgraph/skills.
- memgraph-python-query-modules: Official Memgraph skill from memgraph/skills.
- memgraph-cypher-syntax: Official Memgraph skill from memgraph/skills.
- memgraph-brand-ui: Official Memgraph skill from memgraph/skills.
- memgraph-indexes-and-constraints: Official Memgraph skill from memgraph/skills.
- memgraph-lab-write-gss: Official Memgraph skill from memgraph/skills.
- memgraph-mgconsole-cli: Official Memgraph skill from memgraph/skills.
- memgraph-model-graph-data: Official Memgraph skill from memgraph/skills.

### Install

Install the full package:

```bash
npx skills add memgraph/skills -y
```

Install a specific skill:

```bash
npx skills add memgraph/skills@memgraph-graph-rag -y
```

Use the package when you want your agent to choose the relevant skill from this official repository.

Source: https://github.com/memgraph/skills#readme