What is the key difference between Memory Engine MCP and Genai Toolbox?

Memory Engine MCP belongs to the Databases category with local stdio execution, while Genai Toolbox belongs to the Databases category with local stdio execution.

How do I install Memory Engine MCP or Genai Toolbox in Claude Desktop or Cursor?

Copy the mcpServers JSON configuration snippet provided on this page into your claude_desktop_config.json or ~/.cursor/mcp.json file and restart your AI client.

Are Memory Engine MCP and Genai Toolbox free or paid?

Memory Engine MCP operates under a Free / Open Source model (No auth required). Genai Toolbox operates under a Free / Open Source model (API Key required).

Which MCP server has more tools and community activity?

Memory Engine MCP lists 0 tools with 0 views and 0 GitHub stars. Genai Toolbox lists 6 tools with 3 views and 16,141 GitHub stars.

Can I use both Memory Engine MCP and Genai Toolbox together in the same MCP host?

Yes! MCP hosts like Claude Desktop, Cursor, Windsurf, Cline, and VS Code support configuring multiple servers under the mcpServers object simultaneously.

How do I install Memory Engine MCP or Genai Toolbox in Claude Desktop, Cursor, or Windsurf?

Both servers follow the standard Model Context Protocol configuration format. Simply copy the JSON block from the configuration section above and paste it into your AI client's mcpServers configuration object (for instance in claude_desktop_config.json or ~/.cursor/mcp.json ), then completely restart or refresh the application.

Are Memory Engine MCP and Genai Toolbox free to use, or do they require API keys?

Memory Engine MCP is listed under a Free / Open Source model with No auth required . Genai Toolbox operates under a Free / Open Source model with API Key required . If environment variables are required (such as API keys), be sure to define them under the env key in your MCP client's configuration file.

Can I run both Memory Engine MCP and Genai Toolbox at the same time in my AI client?

Yes! MCP clients support multi-server orchestration. You can include both memory-engine-mcp and googleapis-genai-toolbox as distinct keys inside the single mcpServers object in your configuration file. Your AI assistant will automatically select and call the appropriate tool from either server during chat sessions.

Which MCP server has higher directory engagement and quality ratings?

On AllMCPs, Memory Engine MCP has a Quality Score of 27 /100 ( Emerging ) with 0 views, 0 installs, and 0 GitHub stars. Genai Toolbox holds a Quality Score of 52 /100 ( Good ) with 3 views, 0 installs, and 16,141 GitHub stars.

Side-by-Side Model Context Protocol Comparison

Memory Engine MCP vs Genai Toolbox

In-depth architectural comparison of the Memory Engine MCP and Genai Toolbox MCP servers. Compare execution transports, security boundaries, tool capabilities, quality scores, and ready-to-paste client installation snippets for Claude, Cursor, Windsurf, and VS Code.

At a Glance & Executive Verdict

Memory Engine MCP

Databases · Local stdio

Quality: 27/100 (Emerging) | Auth: No auth required

Genai Toolbox

Databases · Local stdio

Quality: 52/100 (Good) | Auth: API Key required

Verdict Summary: Choose Memory Engine MCP if you need specialized Databases tools running via a local process. Choose Genai Toolbox if your workspace requires Databases integration with local subprocess execution. Both servers can be configured concurrently in your client's mcpServers manifest.

Which MCP Server Should You Choose?

Choose Memory Engine MCP when:

You need dedicated capabilities in the Databases domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: No auth required (Free / Open Source).

Explore Memory Engine MCP Details

Choose Genai Toolbox when:

You need dedicated capabilities in the Databases domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: API Key required (Free / Open Source).
You have access to required keys: DATABASE_URL, GOOGLE_APPLICATION_CREDENTIALS, TOOLBOX_LOG_LEVEL, OTEL_EXPORTER_OTLP_ENDPOINT, OTEL_EXPORTER_OTLP_HEADERS.
Primary tools included: Prebuilt generic database tools for instant use, Custom tools framework for production-grade AI database tools, Supports structured queries, semantic search, and NL2SQL.

Explore Genai Toolbox Details

Feature & Specification Comparison

Specification	M Memory Engine MCP Databases	Genai Toolbox googleapis Databases
Summary	Local-first graph memory for AI assistants with SQLite, semantic search, and MCP tools.	Open source MCP server specializing in easy, fast, and secure tools for Databases.
Category & Scope	Databases	Databases
Quality signal

Tools & Capabilities Breakdown

Memory Engine MCP Tools (0)

No explicit tool names declared in metadata yet. Check project README on main listing page.

Genai Toolbox Tools (6)

Prebuilt generic database tools for instant use

Custom tools framework for production-grade AI database tools

Supports structured queries, semantic search, and NL2SQL

Connection pooling and integrated IAM authentication

End-to-end observability with OpenTelemetry metrics and tracing

SDKs available for Python, JavaScript/TypeScript, Go, and Java

Ready-to-Paste Client Configurations

Paste either (or both) of these JSON server blocks into your client config file (e.g. claude_desktop_config.json or ~/.cursor/mcp.json).

Memory Engine MCP Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "memory-engine-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "memory-engine-mcp"
      ]
    }
  }
}

Genai Toolbox Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "googleapis-genai-toolbox": {
      "command": "npx",
      "args": [
        "-y",
        "@toolbox-sdk/server"
      ],
      "env": {
        "DATABASE_URL": "YOUR_DATABASE_URL_HERE",
        "GOOGLE_APPLICATION_CREDENTIALS": "YOUR_GOOGLE_APPLICATION_CREDENTIALS_HERE",
        "TOOLBOX_LOG_LEVEL": "YOUR_TOOLBOX_LOG_LEVEL_HERE",
        "OTEL_EXPORTER_OTLP_ENDPOINT": "YOUR_OTEL_EXPORTER_OTLP_ENDPOINT_HERE",
        "OTEL_EXPORTER_OTLP_HEADERS": "YOUR_OTEL_EXPORTER_OTLP_HEADERS_HERE"
      }
    }
  }
}

Frequently Asked Questions

Memory Engine MCP is categorized under Databases and uses a local stdio subprocess. In contrast, Genai Toolbox belongs to Databases using local stdio subprocess. Select Memory Engine MCP when you need capabilities focused on databases and Genai Toolbox when you require tools for databases.

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