RAG: ночная пакетная индексация эмбеддингов, очередь embedding_queue, MCP get_organization_context, снижение OLLAMA_KEEP_ALIVE

server/routes/chat.messages.routes.ts

@@ -13,7 +13,7 @@ import { webhookService } from "../services/webhook.service";
 import { generateBotServiceToken } from "../utils/jwt";
 import { sendWebhook } from "../utils/webhook";
 import { eventBus } from "./shared";
-import { buildMessageText, upsertEmbedding } from "../services/embedding.service";
+
 import { handleAiBotMention, checkBotAccess } from "../services/ai-bot.service";
 import { db } from "../db";
 import { fileUploads } from "@shared/schema";
@@ -300,22 +300,8 @@ export function registerChatMessageRoutes(router: Router): void {
         }
 
         if (messageData.messageType === 'comment') {
-          (async () => {
-            try {
-              const users = await storage.getUsersByOrganization(req.organizationId!);
-              const usersMap = new Map(users.map(u => [u.id, u]));
-              const authorUser = req.user?.id ? usersMap.get(req.user.id) : null;
-              const authorName = authorUser
-                ? `${authorUser.firstName ?? ''} ${authorUser.middleName ?? ''} ${authorUser.lastName ?? ''}`.trim() || authorUser.email
-                : 'Пользователь';
-              const content = buildMessageText(createdMessage, authorName, task.title);
-              await upsertEmbedding(req.organizationId!, 'task_message', createdMessage.id, content, {
-                taskId, formId: task.formId, authorId: req.user?.id,
-              });
-            } catch (err) {
-              console.error('[RAG] indexMessage error:', err);
-            }
-          })();
+          storage.enqueueEmbedding(req.organizationId!, 'task_message', createdMessage.id, 'upsert')
+            .catch(err => console.error('[RAG] enqueue message embedding error:', err));
         }
 
         if (req.user?.id) {