diff --git a/lua/avante/api.lua b/lua/avante/api.lua
index a755980..2be7487 100644
--- a/lua/avante/api.lua
+++ b/lua/avante/api.lua
@@ -73,9 +73,9 @@ M.build = function(opts)
       local output = stdout
       if #output == 0 then
         table.insert(output, "")
-        Utils.debug(output)
+        Utils.debug("build output:", output)
       else
-        Utils.debug(stderr)
+        Utils.debug("build error:", stderr)
       end
     end
   end)
diff --git a/lua/avante/llm.lua b/lua/avante/llm.lua
index 2aff73c..f171b24 100644
--- a/lua/avante/llm.lua
+++ b/lua/avante/llm.lua
@@ -84,8 +84,7 @@ M.stream = function(opts)
     :filter(function(k) return k ~= "" end)
     :totable()
 
-  Utils.debug(user_prompts)
-  -- print(user_prompts[1])
+  Utils.debug("user prompts:", user_prompts)
 
   ---@type AvantePromptOptions
   local code_opts = {
@@ -102,7 +101,7 @@ M.stream = function(opts)
   ---@type AvanteCurlOutput
   local spec = Provider.parse_curl_args(Provider, code_opts)
 
-  Utils.debug(spec)
+  Utils.debug("curl spec:", spec)
 
   ---@param line string
   local function parse_stream_data(line)
@@ -182,7 +181,7 @@ M.stream = function(opts)
       -- Error: cannot resume dead coroutine
       if active_job then
         xpcall(function() active_job:shutdown() end, function(err) return err end)
-        Utils.debug("LLM request cancelled", { title = "Avante" })
+        Utils.debug("LLM request cancelled")
         active_job = nil
       end
     end,
diff --git a/lua/avante/suggestion.lua b/lua/avante/suggestion.lua
index 8f998f1..e3414e7 100644
--- a/lua/avante/suggestion.lua
+++ b/lua/avante/suggestion.lua
@@ -81,7 +81,7 @@ function Suggestion:suggest()
         Utils.error("Error while suggesting: " .. vim.inspect(err), { once = true, title = "Avante" })
         return
       end
-      Utils.debug("full_response: " .. vim.inspect(full_response))
+      Utils.debug("full_response:", full_response)
       vim.schedule(function()
         local cursor_row, cursor_col = Utils.get_cursor_pos()
         if cursor_row ~= doc.position.row or cursor_col ~= doc.position.col then return end
diff --git a/lua/avante/utils/init.lua b/lua/avante/utils/init.lua
index d8d8ed8..34f1050 100644
--- a/lua/avante/utils/init.lua
+++ b/lua/avante/utils/init.lua
@@ -123,7 +123,7 @@ M.safe_keymap_set = function(mode, lhs, rhs, opts)
 
   ok, H = pcall(require, "lazy.core.handler")
   if not ok then
-    M.debug("lazy.nvim is not available. Avante will use vim.keymap.set", { once = true })
+    M.debug("lazy.nvim is not available. Avante will use vim.keymap.set")
     vim.keymap.set(mode, lhs, rhs, opts)
     return
   end
@@ -324,18 +324,21 @@ function M.warn(msg, opts)
   M.notify(msg, opts)
 end
 
----@param msg string|table
----@param opts? LazyNotifyOpts
-function M.debug(msg, opts)
+function M.debug(...)
   if not require("avante.config").options.debug then return end
-  opts = opts or {}
-  if opts.title then opts.title = "avante.nvim: " .. opts.title end
-  if type(msg) == "string" then
-    M.notify(msg, opts)
-  else
-    opts.lang = "lua"
-    M.notify(vim.inspect(msg), opts)
+
+  local args = { ... }
+  if #args == 0 then return end
+  local timestamp = os.date("%Y-%m-%d %H:%M:%S")
+  local formated_args = { "[" .. timestamp .. "] [AVANTE] [DEBUG]" }
+  for _, arg in ipairs(args) do
+    if type(arg) == "string" then
+      table.insert(formated_args, arg)
+    else
+      table.insert(formated_args, vim.inspect(arg))
+    end
   end
+  print(unpack(formated_args))
 end
 
 function M.tbl_indexof(tbl, value)