diff --git a/pkg/mcp/query_transactions_tool_handler.go b/pkg/mcp/query_transactions_tool_handler.go
index 25094694..7ff031ab 100644
--- a/pkg/mcp/query_transactions_tool_handler.go
+++ b/pkg/mcp/query_transactions_tool_handler.go
@@ -14,6 +14,8 @@ import (
 	"github.com/mayswind/ezbookkeeping/pkg/utils"
 )
 
+const pageCountForLoadTransactions = 1000
+
 // MCPQueryTransactionsRequest represents all parameters of the query transactions request
 type MCPQueryTransactionsRequest struct {
 	StartTime             string `json:"start_time" jsonschema:"format=date-time" jsonschema_description:"Start time for the query in RFC 3339 format (e.g. 2023-01-01T12:00:00Z)"`
@@ -160,7 +162,7 @@ func (h *mcpQueryTransactionsToolHandler) Handle(c *core.WebContext, callToolReq
 		return nil, nil, err
 	}
 
-	transactions, err := services.GetTransactionService().GetTransactionsByMaxTime(c, uid, maxTransactionTime, minTransactionTime, transactionType, filterCategoryIds, filterAccountIds, nil, false, "", queryTransactionsRequest.Keyword, false, queryTransactionsRequest.Page, queryTransactionsRequest.Count, false, true)
+	transactions, err := services.GetTransactionService().GetTransactionsByMaxTimeUpToCount(c, uid, maxTransactionTime, minTransactionTime, transactionType, filterCategoryIds, filterAccountIds, nil, false, "", queryTransactionsRequest.Keyword, false, queryTransactionsRequest.Page, queryTransactionsRequest.Count, pageCountForLoadTransactions, false, true)
 	structuredResponse, response, err := h.createNewMCPQueryTransactionsResponse(c, &queryTransactionsRequest, transactions, totalCount, services.GetAccountService().GetAccountMapByList(allAccounts), services.GetTransactionCategoryService().GetCategoryMapByList(allCategories))
 
 	if err != nil {
diff --git a/pkg/services/transactions.go b/pkg/services/transactions.go
index c602f4b6..f370b96c 100644
--- a/pkg/services/transactions.go
+++ b/pkg/services/transactions.go
@@ -317,12 +317,107 @@ func (s *TransactionService) GetAllAccountsDailyOpeningAndClosingBalance(c core.
 	return accountDailyBalances, nil
 }
 
+// GetTransactionsByMaxTimeUpToCount returns transactions before given time and up to given count
+func (s *TransactionService) GetTransactionsByMaxTimeUpToCount(c core.Context, uid int64, maxTransactionTime int64, minTransactionTime int64, transactionType models.TransactionType, categoryIds []int64, accountIds []int64, tagFilters []*models.TransactionTagFilter, noTags bool, amountFilter string, keyword string, mustHavePictures bool, page int32, count int32, pageCount int32, needOneMoreItem bool, noDuplicated bool) ([]*models.Transaction, error) {
+	if maxTransactionTime <= 0 {
+		maxTransactionTime = utils.GetMaxTransactionTimeFromUnixTime(time.Now().Unix())
+	}
+
+	if page < 0 {
+		return nil, errs.ErrPageIndexInvalid
+	} else if page == 0 {
+		page = 1
+	}
+
+	if count < 1 {
+		return nil, errs.ErrPageCountInvalid
+	}
+
+	finalExpectedCount := int(count)
+
+	if needOneMoreItem {
+		finalExpectedCount++
+	}
+
+	var allTransactions []*models.Transaction
+	startOffset := int((page - 1) * count)
+	firstFetchCount := int(pageCount)
+
+	if finalExpectedCount < firstFetchCount {
+		firstFetchCount = finalExpectedCount
+	}
+
+	transactions, err := s.getTransactionsByMaxTimeWithOffset(c, uid, maxTransactionTime, minTransactionTime, transactionType, categoryIds, accountIds, tagFilters, noTags, amountFilter, keyword, mustHavePictures, startOffset, firstFetchCount, noDuplicated)
+
+	if err != nil {
+		return nil, err
+	}
+
+	allTransactions = append(allTransactions, transactions...)
+
+	if len(transactions) < firstFetchCount {
+		return allTransactions, nil
+	}
+
+	maxTransactionTime = transactions[len(transactions)-1].TransactionTime - 1
+
+	for len(allTransactions) < finalExpectedCount && maxTransactionTime > 0 {
+		remainingCount := finalExpectedCount - len(allTransactions)
+		fetchCount := int(pageCount)
+
+		if remainingCount < fetchCount {
+			fetchCount = remainingCount
+		}
+
+		transactions, err := s.GetTransactionsByMaxTime(c, uid, maxTransactionTime, minTransactionTime, transactionType, categoryIds, accountIds, tagFilters, noTags, amountFilter, keyword, mustHavePictures, 1, int32(fetchCount), false, noDuplicated)
+
+		if err != nil {
+			return nil, err
+		}
+
+		allTransactions = append(allTransactions, transactions...)
+
+		if len(transactions) < fetchCount {
+			break
+		}
+
+		maxTransactionTime = transactions[len(transactions)-1].TransactionTime - 1
+	}
+
+	return allTransactions, nil
+}
+
 // GetTransactionsByMaxTime returns transactions before given time
 func (s *TransactionService) GetTransactionsByMaxTime(c core.Context, uid int64, maxTransactionTime int64, minTransactionTime int64, transactionType models.TransactionType, categoryIds []int64, accountIds []int64, tagFilters []*models.TransactionTagFilter, noTags bool, amountFilter string, keyword string, mustHavePictures bool, page int32, count int32, needOneMoreItem bool, noDuplicated bool) ([]*models.Transaction, error) {
 	if uid <= 0 {
 		return nil, errs.ErrUserIdInvalid
 	}
 
+	if page < 0 {
+		return nil, errs.ErrPageIndexInvalid
+	} else if page == 0 {
+		page = 1
+	}
+
+	if count < 1 {
+		return nil, errs.ErrPageCountInvalid
+	}
+
+	finalCount := int(count)
+
+	if needOneMoreItem {
+		finalCount++
+	}
+
+	return s.getTransactionsByMaxTimeWithOffset(c, uid, maxTransactionTime, minTransactionTime, transactionType, categoryIds, accountIds, tagFilters, noTags, amountFilter, keyword, mustHavePictures, int(count*(page-1)), finalCount, noDuplicated)
+}
+
+// getTransactionsByMaxTimeWithOffset returns transactions before given time with explicit offset and limit
+func (s *TransactionService) getTransactionsByMaxTimeWithOffset(c core.Context, uid int64, maxTransactionTime int64, minTransactionTime int64, transactionType models.TransactionType, categoryIds []int64, accountIds []int64, tagFilters []*models.TransactionTagFilter, noTags bool, amountFilter string, keyword string, mustHavePictures bool, offset int, limit int, noDuplicated bool) ([]*models.Transaction, error) {
+	if uid <= 0 {
+		return nil, errs.ErrUserIdInvalid
+	}
+
 	var err error
 	var transactionDbType models.TransactionDbType = 0
 
@@ -334,30 +429,14 @@ func (s *TransactionService) GetTransactionsByMaxTime(c core.Context, uid int64,
 		}
 	}
 
-	if page < 0 {
-		return nil, errs.ErrPageIndexInvalid
-	} else if page == 0 {
-		page = 1
-	}
-
-	if count < 1 {
-		return nil, errs.ErrPageCountInvalid
-	}
-
 	var transactions []*models.Transaction
 
-	actualCount := count
-
-	if needOneMoreItem {
-		actualCount++
-	}
-
 	condition, conditionParams := s.buildTransactionQueryCondition(uid, maxTransactionTime, minTransactionTime, transactionDbType, categoryIds, accountIds, tagFilters, amountFilter, keyword, noDuplicated)
 	sess := s.UserDataDB(uid).NewSession(c).Where(condition, conditionParams...)
 	sess = s.appendFilterTagIdsConditionToQuery(sess, uid, maxTransactionTime, minTransactionTime, tagFilters, noTags)
 	sess = s.appendFilterPicturesConditionToQuery(sess, uid, mustHavePictures)
 
-	err = sess.Limit(int(actualCount), int(count*(page-1))).OrderBy("transaction_time desc").Find(&transactions)
+	err = sess.Limit(limit, offset).OrderBy("transaction_time desc").Find(&transactions)
 
 	return transactions, err
 }