MB

Mixedbread

online

High-performance embeddings + reranking. Free tier.

Embeddingsest. 2023 · Berlin, Germany
87
/ 100 APIVault Score

// At a glance

Free Tier
Free dev tier · no card
Category
Embeddings
Credit Card
Not required
Last Verified
1m ago

// Free tier details

Available Models

mxbai-embed-large-v1mxbai-rerank-large-v1

Monthly Requests

Free developer tier with rate limits

No credit card needed
No phone verification

// Quick start

300">"text-purple-400">import requests

response = requests.post(
    300">"https://api.mixedbread.ai/v1/embeddings",
    headers={300">"Authorization": 300">"Bearer YOUR_MXB_KEY"},
    json={300">"model": 300">"mixedbread-ai/mxbai-embed-large-v1", 300">"input": [300">"hello world"]},
)

print(response.json()[300">"data"][0][300">"embedding"][:5])

// Overview

Mixedbread's mxbai-embed-large-v1 is among the best open-source embedding models. Their API provides embeddings and reranking with a free tier for development.

// Pros

  • Top embedding benchmark performance
  • Reranker included
  • OpenAI-compatible embeddings endpoint

// Cons

  • Embedding-only
  • Free tier rate limited

// Score breakdown

Reliability (35%) (from 1m ago health check)100/100
Free Tier Generosity (30%) (computed from quota, no-CC, no-phone fields)85/100
Documentation (20%) (human rating)82/100
Popularity (15%) (GitHub stars (log-normalised), or manual baseline)70/100

Methodology: apivault.dev/methodology

// Best for

RAGSemantic searchReranking pipelines