diff --git a/static/js/panels/cookbook.js b/static/js/panels/cookbook.js
index 48414f6..85afbaa 100644
--- a/static/js/panels/cookbook.js
+++ b/static/js/panels/cookbook.js
@@ -229,15 +229,69 @@ function renderResults(results) {
 
   grid.innerHTML = results.map((m, i) => `
     <div class="card" style="display:flex; flex-direction:column; cursor:pointer" onclick="window.openModelModal(${i})">
-      <h3 style="margin:0; font-size:16px; word-break:break-all">${esc(m.id.split('/').pop())}</h3>
-      <div class="meta" style="font-size:12px; margin-top:4px">${esc(m.author)}</div>
+      <div style="display:flex; justify-content:space-between; align-items:flex-start; gap:8px;">
+        <div>
+          <h3 style="margin:0; font-size:16px; word-break:break-all">${esc(m.id.split('/').pop())}</h3>
+          <div class="meta" style="font-size:12px; margin-top:4px">${esc(m.author)}</div>
+        </div>
+        <span id="cb-s-badge-${i}" class="badge b-load" style="white-space:nowrap;">Analysiere...</span>
+      </div>
       <div style="flex:1; margin-top:16px;"></div>
-      <div style="display:flex; justify-content:space-between; align-items:center; margin-top:16px">
-        <span class="badge b-idle" style="font-size:11px">GGUF</span>
-        <span class="meta" style="font-size:12px">⬇ ${(m.downloads||0).toLocaleString()}</span>
+      <div style="display:flex; justify-content:space-between; align-items:center; margin-top:16px; font-size:12px" class="meta">
+        <span id="cb-s-metrics-${i}">Berechne Hardware-Fit...</span>
+        <span style="display:flex; gap:8px; align-items:center">
+           <span>⬇ ${(m.downloads||0).toLocaleString()}</span>
+           <span id="cb-s-quant-${i}" class="badge b-idle" style="font-size:11px">GGUF</span>
+        </span>
       </div>
     </div>
   `).join("");
+
+  // Lade Metriken im Hintergrund
+  results.forEach((m, i) => fetchAnalysisForCard(i, m.id));
+}
+
+async function fetchAnalysisForCard(index, repo_id) {
+  try {
+    const res = await api("/api/cookbook/analyze", {
+      method: "POST", body: JSON.stringify({ repo_id, ctx: 8192 })
+    });
+    
+    const badgeEl = document.getElementById(`cb-s-badge-${index}`);
+    const metricsEl = document.getElementById(`cb-s-metrics-${index}`);
+    const quantEl = document.getElementById(`cb-s-quant-${index}`);
+    
+    if (!badgeEl || !metricsEl || !quantEl) return; // card might be gone
+
+    if (!res.files || res.files.length === 0) {
+       badgeEl.className = "badge b-err";
+       badgeEl.textContent = "Keine GGUFs";
+       metricsEl.textContent = "Keine Dateien gefunden";
+       return;
+    }
+    
+    let best = res.files.find(f => f.quant && f.quant.includes("Q4_K_M"));
+    if (!best) best = res.files[0];
+    
+    const fit = best.fit;
+    const cls = fit.level === "perfect" ? "b-run" : (fit.level === "marginal" ? "b-load" : "b-err");
+    
+    badgeEl.className = `badge ${cls}`;
+    badgeEl.textContent = fit.text;
+    metricsEl.innerHTML = `~${fit.req_gb.toFixed(1)} GB RAM/VRAM &middot; ~${Math.round(fit.tps)} t/s`;
+    quantEl.textContent = best.quant || "GGUF";
+
+  } catch(e) {
+    const badgeEl = document.getElementById(`cb-s-badge-${index}`);
+    const metricsEl = document.getElementById(`cb-s-metrics-${index}`);
+    if (badgeEl) {
+      badgeEl.className = "badge b-err";
+      badgeEl.textContent = "Fehler";
+    }
+    if (metricsEl) {
+      metricsEl.textContent = "Metriken konnten nicht geladen werden";
+    }
+  }
 }
 
 // Global hook for inline onclick