A single place your data should be

use anyhow::Result;
use mirmir::Client;

#[tokio::main]
async fn main() -> Result<()> {
    let api_key = std::env::var("MIRMIR_KEY")?;
    let client = Client::new("https://api.mirmir.tech", api_key);

    // Embed and upsert
    let text = "hello world";
    let vector = client.embed_text(text).await?;

    client
        .vectors()
        .upsert("doc-42", &vector)
        .metadata([("source", "docs/intro.md")])
        .send()
        .await?;

    // Similarity query
    let results = client
        .query()
        .similarity(&vector)
        .top_k(5)
        .send()
        .await?;

    for r in results {
        println!("- {} ({:.2})", r.id, r.score);
    }

    Ok(())
}