diff --git a/src/http_server/router.rs b/src/http_server/router.rs
index f7d005c..14ccf5c 100644
--- a/src/http_server/router.rs
+++ b/src/http_server/router.rs
@@ -15,6 +15,7 @@ use tower_http::trace::{DefaultMakeSpan, DefaultOnResponse, TraceLayer};
 use tower_http::LatencyUnit;
 use tower_http::{timeout::TimeoutLayer, trace::DefaultOnFailure};
 use tracing::Level;
+use tracing::{error, info};
 
 pub fn create_router<T>(state: Arc<AppState<T>>) -> Result<Router>
 where
@@ -52,12 +53,21 @@ where
     T: RepoTrait,
 {
     let public_key = PublicKey::from_hex(&pubkey).map_err(|_| ApiError::InvalidPublicKey)?;
+    if let Some(cached_recommendation_result) = state.recommendation_cache.get(&pubkey).await {
+        return Ok(Json(cached_recommendation_result));
+    }
+
     let recommendations = state
         .repo
         .get_recommendations(&public_key)
         .await
         .map_err(ApiError::from)?;
 
+    state
+        .recommendation_cache
+        .insert(pubkey, recommendations.clone())
+        .await;
+
     Ok(Json(recommendations))
 }
 
@@ -68,21 +78,38 @@ async fn maybe_spammer<T>(
 where
     T: RepoTrait,
 {
-    let Ok(public_key) = PublicKey::from_hex(&pubkey).map_err(|_| ApiError::InvalidPublicKey)
-    else {
-        return Json(false);
+    let public_key = match PublicKey::from_hex(&pubkey).map_err(|_| ApiError::InvalidPublicKey) {
+        Ok(public_key) => public_key,
+        Err(e) => {
+            error!("Invalid public key: {}", e);
+            return Json(true);
+        }
     };
 
-    let Ok(pagerank) = state
+    if let Some(cached_spammer_result) = state.spammer_cache.get(&pubkey).await {
+        return Json(cached_spammer_result);
+    }
+
+    match state
         .repo
         .get_pagerank(&public_key)
         .await
         .map_err(ApiError::from)
-    else {
-        return Json(false);
-    };
-
-    Json(pagerank > 0.5)
+    {
+        Ok(pagerank) => {
+            info!("Pagerank for {}: {}", public_key.to_hex(), pagerank);
+            let is_spammer = pagerank < 0.2;
+            state.spammer_cache.insert(pubkey, is_spammer).await;
+            Json(is_spammer)
+            // TODO don't return if it's too low, instead use other manual
+            // checks, nos user, nip05, check network, more hints, and only then
+            // give up
+        }
+        Err(e) => {
+            error!("Invalid public key: {}", e);
+            Json(true)
+        }
+    }
 }
 
 async fn serve_root_page(_headers: HeaderMap) -> impl IntoResponse {
@@ -122,6 +149,7 @@ impl IntoResponse for ApiError {
             ),
             ApiError::AxumError(_) => (StatusCode::INTERNAL_SERVER_ERROR, "Axum error".to_string()),
         };
+        error!("Api error: {}", body);
         (status, body).into_response()
     }
 }
diff --git a/src/repo.rs b/src/repo.rs
index ab4acba..18e451d 100644
--- a/src/repo.rs
+++ b/src/repo.rs
@@ -462,7 +462,7 @@ impl RepoTrait for Repo {
             // Step 1: Get valid target nodes
             MATCH (source:User {pubkey: $pubkey_val})
             MATCH (target:User)
-            WHERE target.pagerank >= 0.1
+            WHERE target.pagerank >= 0.3
             AND NOT EXISTS {
                 MATCH (source)-[:FOLLOWS]->(target)
             }
@@ -472,8 +472,8 @@ impl RepoTrait for Repo {
             CALL gds.nodeSimilarity.filtered.stream('filteredGraph', {
                 sourceNodeFilter: [id(source)],
                 targetNodeFilter: targetNodeIds,
-                topK: 10,  // Top 10 similar users
-                similarityCutoff: 0.05  // Only include nodes with similarity >= 0.1
+                topK: 10,
+                similarityCutoff: 0.1
             })
             YIELD node1, node2, similarity
             WITH gds.util.asNode(node2) AS targetUser, similarity
diff --git a/src/scheduler.rs b/src/scheduler.rs
index a6b0f0e..1b6dcaf 100644
--- a/src/scheduler.rs
+++ b/src/scheduler.rs
@@ -18,6 +18,10 @@ pub async fn start_scheduler<T>(
 where
     T: RepoTrait + 'static,
 {
+    // For the moment ensure we always trigger one update on startup
+    refresh_pagerank(repo.clone()).await;
+
+    // And then once every day
     let mut sched = JobScheduler::new().await?;
     let cron_expression = settings.pagerank_cron_expression.as_str();
     let repo_clone = Arc::clone(&repo);
@@ -28,38 +32,7 @@ where
         Box::pin(async move {
             info!("Starting scheduled PageRank update...");
 
-            let start_time = Instant::now();
-
-            let retry_strategy = ExponentialBackoff::from_millis(100)
-                .max_delay(Duration::from_secs(10))
-                .map(jitter);
-
-            let result = Retry::spawn(retry_strategy, || async {
-                if let Err(e) = repo_inner.update_memory_graph().await {
-                    error!("Memory graph update failed: {:?}", e);
-                    return Err(e);
-                }
-
-                if let Err(e) = repo_inner.update_pagerank().await {
-                    error!("Failed to update PageRank: {:?}", e);
-                    return Err(e);
-                }
-
-                Ok(())
-            })
-            .await;
-
-            let elapsed = start_time.elapsed();
-
-            match result {
-                Ok(_) => info!("PageRank updated successfully in {:?}", elapsed),
-                Err(e) => error!(
-                    "Failed to update PageRank after retries in {:?}: {:?}",
-                    elapsed, e
-                ),
-            }
-
-            metrics::pagerank_seconds().set(elapsed.as_secs_f64());
+            refresh_pagerank(repo_inner).await;
         })
     })?;
 
@@ -79,3 +52,41 @@ where
 
     Ok(())
 }
+
+async fn refresh_pagerank<T>(repo_inner: Arc<T>)
+where
+    T: RepoTrait + 'static,
+{
+    let start_time = Instant::now();
+
+    let retry_strategy = ExponentialBackoff::from_millis(100)
+        .max_delay(Duration::from_secs(10))
+        .map(jitter);
+
+    let result = Retry::spawn(retry_strategy, || async {
+        if let Err(e) = repo_inner.update_memory_graph().await {
+            error!("Memory graph update failed: {:?}", e);
+            return Err(e);
+        }
+
+        if let Err(e) = repo_inner.update_pagerank().await {
+            error!("Failed to update PageRank: {:?}", e);
+            return Err(e);
+        }
+
+        Ok(())
+    })
+    .await;
+
+    let elapsed = start_time.elapsed();
+
+    match result {
+        Ok(_) => info!("PageRank updated successfully in {:?}", elapsed),
+        Err(e) => error!(
+            "Failed to update PageRank after retries in {:?}: {:?}",
+            elapsed, e
+        ),
+    }
+
+    metrics::pagerank_seconds().set(elapsed.as_secs_f64());
+}