⚠️ Pre-alpha: This platform is in early development. Features may change.
Build RAG features, not plumbing
Multimodal vector search and Gemini embeddings—upload once, query by meaning, subscribe to live index updates.
Upload images, video, audio, and documents once. Search by embedding similarity across bases—GraphQL queries, subscriptions, and MCP included.
Five jobs teams reach for every day—search, Q&A, recommendations, deduping uploads, and mixed-media findability.
raggen.ai handles embeddings, storage, and search so you can focus on the product—not tags, tuners, or glue code.
Upload, embed, query, and subscribe from one place—so you ship sooner and spend less time wiring vendors.
3
768–3072
Live
5 types
Run a topK vector query in GraphQL and get ranked results back—no custom search service to deploy first.
topK · 768d
query FilesWithinDistance(
$vector: [Float!!]
$topK: Int!
$filter: EmbeddingIndexFilter!
) {
querySimilarEmbeddingIndexByEmbedding(
vector: $vector
topK: $topK
by: embedding
filter: $filter
) {
id
model
vector_distance
file { id name }
}
}variables
vector: [768 floats]
topK: 10
filter: { model: { eq: GEM_2_768 } }
response
1Sony WH-1000XM4distance 0.0912
2Bose QuietComfort 45distance 0.1245
3Sennheiser Momentum 4distance 0.1618
768d · topK: 10 · GEM_2_768 · base scoped client-side
GE2-768
768d · Gemini
GE2-1536
1536d · Gemini
Connect Cursor or Claude Desktop once—ask questions over your bases without leaving the app you're already in.
Add raggen as an MCP server and pull context into the editor while you code.
Query org bases and files from Claude over the MCP transport.
Any MCP-compatible client can call the same GraphQL-backed tool surface.
https://mcp.raggen.aiAPI & MCP docsTeams shipping search and RAG products on raggen.ai.
No credit card required—monthly token and storage allowance included on every org.
Start on the free tier: 1 million embedding tokens per org each month and 100 MB storage included. Overage at $0.40/1M tokens and $0.05/GB-month only when you exceed the allowance.
Free tier first; overage only if you exceed the allowance
View free tier detailsQuick answers about files, models, search, and getting started.
Create a base, upload a few files, and run your first similarity search—free tier included.
Longer guides for each task above—vector search, RAG, and how we compare to keyword search.
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