diff --git a/app/api/mcp/route.ts b/app/api/mcp/route.ts
index 2b763356..ba9eaa90 100644
--- a/app/api/mcp/route.ts
+++ b/app/api/mcp/route.ts
@@ -382,19 +382,94 @@ async function toolProjectsGet(principal: Principal, params: Record<string, any>
   }
   const r = rows[0];
   const d = r.data || {};
-  // Return a clean summary rather than the raw JSONB, which contains noisy
-  // internal scaffold fields (product/website/admin/storybook sub-app configs)
-  // that the AI tends to misread as live deployed services.
+  const projectName = d.productName || d.name || d.title || 'Untitled';
+
+  // Auto-enrich: if no Coolify link is stored yet, scan apps + services in
+  // the workspace and surface any whose name fuzzy-matches the project. Lets
+  // the AI tell the user "this is probably your deployment" even when the
+  // backend never wrote the link.
+  let possibleDeployments: Array<{
+    uuid: string;
+    name: string;
+    status: string;
+    fqdn: string | null;
+    resourceType: 'application' | 'service';
+  }> = [];
+
+  const linkedUuid = d.coolifyAppUuid || d.coolifyServiceUuid || null;
+  const projectUuid = principal.workspace.coolify_project_uuid;
+  if (projectUuid) {
+    try {
+      const [appsRes, servicesRes, projectRes] = await Promise.allSettled([
+        listApplicationsInProject(projectUuid),
+        listAllServices(),
+        getProject(projectUuid),
+      ]);
+      const envIds = new Set<number>(
+        projectRes.status === 'fulfilled'
+          ? (projectRes.value.environments ?? []).map((e) => e.id)
+          : [],
+      );
+      const apps = appsRes.status === 'fulfilled' ? appsRes.value : [];
+      const services = (servicesRes.status === 'fulfilled' && Array.isArray(servicesRes.value)
+        ? (servicesRes.value as Array<Record<string, unknown>>)
+        : []
+      ).filter((s) => envIds.has(Number(s.environment_id)));
+
+      // Build searchable tokens from the project name (lowercased words, length >= 3)
+      const tokens = projectName
+        .toLowerCase()
+        .replace(/[^a-z0-9 ]/g, ' ')
+        .split(/\s+/)
+        .filter((t: string) => t.length >= 3);
+
+      const matches = (name: string) => {
+        const n = name.toLowerCase();
+        return tokens.some((t: string) => n.includes(t));
+      };
+
+      for (const a of apps) {
+        if (matches(a.name) || a.uuid === linkedUuid) {
+          possibleDeployments.push({
+            uuid: a.uuid,
+            name: a.name,
+            status: a.status,
+            fqdn: a.fqdn ?? null,
+            resourceType: 'application',
+          });
+        }
+      }
+      for (const s of services) {
+        const name = String(s.name ?? '');
+        const uuid = String(s.uuid);
+        if (matches(name) || uuid === linkedUuid) {
+          const subApps = (s.applications as Array<Record<string, unknown>>) || [];
+          const publicApp = subApps.find((a) => a.fqdn);
+          possibleDeployments.push({
+            uuid,
+            name,
+            status: String(s.status ?? 'unknown'),
+            fqdn: publicApp?.fqdn ? String(publicApp.fqdn) : null,
+            resourceType: 'service',
+          });
+        }
+      }
+    } catch {
+      // Best-effort enrichment — never let it block the project read
+    }
+  }
+
   return NextResponse.json({
     result: {
       id: r.id,
-      name: d.productName || d.name || d.title || 'Untitled',
+      name: projectName,
       status: d.status || 'defining',
       vision: d.productVision || d.vision || null,
       domain: d.domain || d.customDomain || null,
-      coolifyAppUuid: d.coolifyAppUuid || d.coolifyServiceUuid || null,
+      coolifyAppUuid: linkedUuid,
       coolifyDomain: d.coolifyDomain || null,
       repositoryUrl: d.repositoryUrl || null,
+      possibleDeployments,
       createdAt: r.created_at,
       updatedAt: r.updated_at,
     },