Backend-as-a-Service

Strapi Content Embeddings

Vector embeddings plugin for Strapi with OpenAI and Neon PostgreSQL.

Status
Generally available
Last checked
Checked · Oct 13, 2026
License
Open source
Pricing
Free tier · from $0

What it is

A Strapi v5 plugin that integrates vector embeddings using OpenAI and Neon PostgreSQL, enabling semantic search, RAG chat, and MCP integration. It enhances content management systems by adding AI-driven capabilities.

Strapi Content Embeddings is a unique plugin that combines the power of OpenAI's vector embeddings with Neon PostgreSQL, offering developers an efficient way to integrate AI-driven features directly into their Strapi applications.

When it fits — and when it doesn’t

A good fit for

  • Developers looking to integrate AI-driven semantic search in their Strapi applications

  • Teams building conversational interfaces that require RAG capabilities within a content management system

  • Projects needing efficient storage and retrieval of vector embeddings using PostgreSQL

Look elsewhere if

  • Applications requiring real-time data processing or streaming (batch-only architecture)

  • Scenarios where cloud-hosted solutions are preferred over self-hosting

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Limited documentation for advanced use cases

    Official docs are basic, lack examples for complex integrations with RAG chat and MCP

  2. 02

    Performance issues at scale

    Neon PostgreSQL may face performance bottlenecks when handling large volumes of vector embeddings

What it does well

  • Integration with OpenAI for vector embeddings

  • Supports Neon PostgreSQL for efficient storage and retrieval of embeddings

  • Enables semantic search capabilities within Strapi applications

  • Facilitates RAG (Retrieval-Augmented Generation) chat functionalities

  • MCP (Model Context Protocol) integration

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

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Set up Strapi Content Embeddings

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →
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Strapi Content Embeddings — tracked on AI Navigator

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