AI Plugin IndexStrapi Content Embeddings vs MCP Toolbox for Databases
Strapi Content Embeddings and MCP Toolbox for Databases are both databases MCP servers. MCP Toolbox for Databases scores higher (94 vs 46 out of 100). MCP Toolbox for Databases has more GitHub stars (17k), and MCP Toolbox for Databases was updated more recently (2 days ago). The table compares them side by side.
| Strapi Content Embeddings | MCP Toolbox for Databases | |
|---|---|---|
| Score | 46 / 100 | 94 / 100 |
| What it does | Strapi v5 plugin for vector embeddings with OpenAI and Neon PostgreSQL. Enables semantic search, RAG chat, and MCP (Model Context Protocol) integration. | MCP Toolbox for Databases enables your agent to connect to your database. |
| Publisher | Verified: npm:strapi-content-embeddings | Community: googleapis |
| Grades | Maintenance D, Licence A, Quality C | Maintenance A, Licence A, Quality A |
| npm downloads a week | 20 | Not on npm |
| Runs | Local | Local |
| Works with | Claude Code, Claude Desktop, Cursor, Codex, Gemini CLI, VS Code, Windsurf | Claude Code, Claude Desktop, Cursor, Codex, Gemini CLI, VS Code, Windsurf |
| GitHub stars | 0 | 16,684 |
| Last commit | 5 Mar 2026 | 19 Oct 2026 |
| Licence | MIT | Apache-2.0 |
| Listed since | 20 Oct 2026 | 19 Oct 2026 |
| Install Strapi Content Embeddings | Install MCP Toolbox for Databases |
Questions
Is Strapi Content Embeddings or MCP Toolbox for Databases more popular?
MCP Toolbox for Databases has more GitHub stars: 16,684.
Can I use Strapi Content Embeddings and MCP Toolbox for Databases together?
Yes. AI assistants can load several MCP servers at once. Install both and the assistant picks the right one for each task.