diff --git a/lua/core/cursor.lua b/lua/core/cursor.lua
index 2098b6d..c9a6d95 100644
--- a/lua/core/cursor.lua
+++ b/lua/core/cursor.lua
@@ -4,7 +4,7 @@
 if vim.g.neovide then
 	-- Put anything you want to happen only in Neovide here
 	vim.o.guifont = "Source Code Pro:h16" -- text below applies for VimScript
-	vim.g.neovide_transparency = 0.75
+	vim.g.neovide_opacity = 0.75
 	-- 全屏，在i3和sway的配置中设置了并且速度更快
 	-- vim.g.neovide_fullscreen = true
 end
diff --git a/lua/lazy/index.lua b/lua/lazy/index.lua
index 44702e9..416bbbd 100644
--- a/lua/lazy/index.lua
+++ b/lua/lazy/index.lua
@@ -17,6 +17,8 @@ vim.opt.rtp:prepend(vim.env.LAZY or lazypath)
 -- 启动Lazy插件管理快捷键
 vim.keymap.set("n", "<leader>l", ":Lazy<CR>", { noremap = true })
 require("lazy").setup({
+	-- 用Neovim打开kitty滚动缓冲
+	require("lazy.plugins.kittyscroll"),
 	-- 自动补全插件
 	require("lazy.plugins.blinkcmp"),
 	-- lsp配置，全局的错误和警告提示，修复建议，重命名变量，格式化代码等等
@@ -27,8 +29,6 @@ require("lazy").setup({
 	require("lazy.plugins.fittencode"),
 	-- 免费大语言模型 (LLM) 支持
 	require("lazy.plugins.llm"),
-	-- 顶部的winbar,可以鼠标点击
-	require("lazy.plugins.winbar"),
 	-- command line浮动弹窗
 	require("lazy.plugins.cmdline"),
 	-- 代码函数名称浏览时固定，`[c`可以跳转到上下文
@@ -59,8 +59,6 @@ require("lazy").setup({
 	require("lazy.plugins.pairs"),
 	-- flutter
 	require("lazy.plugins.flutter"),
-	-- 用于改进在 Neovim 中查看 Markdown 文件的插件
-	require("lazy.plugins.render-markdown"),
 	-- 底部状态栏+主题 themes
 	require("lazy.plugins.themes"),
 	-- 注释插件
@@ -85,10 +83,14 @@ require("lazy").setup({
 	require("lazy.plugins.multicursor"),
 	-- which-key使用多个字母快捷键停留时会提示
 	require("lazy.plugins.whichkey"),
+	-- 用于改进在 Neovim 中查看 Markdown 文件的插件
+	-- require("lazy.plugins.render-markdown"),
+	-- 顶部的winbar,可以鼠标点击
+	-- require("lazy.plugins.winbar"),
 	-- cw推荐的indent缩进线hlchunk，可以根据线条的款式来分辨缩进
 	-- require("lazy.plugins.indent"),
-	-- ai编程助手supermaven
-	-- require("lazy.plugins.supermaven"),
-	-- 自动补全插件nvim-cmp
-	-- require("lazy.plugins.autocomplete").config,
+	-- mcp server插件
+	-- require("lazy.plugins.mcphub"),
+	-- 像cursor一样使用neovim
+	-- require("lazy.plugins.avante"),
 })
diff --git a/lua/lazy/plugins/autocomplete.lua b/lua/lazy/plugins/autocomplete.lua
deleted file mode 100644
index 72fcb09..0000000
--- a/lua/lazy/plugins/autocomplete.lua
+++ /dev/null
@@ -1,205 +0,0 @@
-local M = {}
-
-M.config = {
-	-- 使用nvim-cmp
-	'hrsh7th/nvim-cmp',
-	after = "SirVer/ultisnips",
-	dependencies = {
-		{ 'hrsh7th/cmp-nvim-lsp' },
-		{ 'hrsh7th/cmp-buffer' }, -- 缓冲区字符
-		{ 'hrsh7th/cmp-path' }, -- 补全路径
-		{ 'hrsh7th/cmp-cmdline' },
-		{
-			"onsails/lspkind.nvim", -- 补全的图标
-			lazy = false,
-			config = function()
-				require("lspkind").init()
-			end
-		},
-		-- 代码片段来源
-		{ 'SirVer/ultisnips',                   dependencies = { "honza/vim-snippets" }, },
-		{ 'quangnguyen30192/cmp-nvim-ultisnips' },
-	},
-
-	-- 使用coq_nvim补全
-	-- 自动启动默认情况下无法运行，索性懒加载，或者见lazy.nvim中的init
-	-- { 'ms-jpq/coq_nvim', build = 'python3 -m coq deps', lazy = true },
-	-- { 'ms-jpq/coq.artifacts' },
-	-- { 'ms-jpq/coq.thirdparty' },
-
-	config = function()
-		-- Set up nvim-cmp.
-		local cmp = require 'cmp'
-		local cmp_ultisnips_mappings = require("cmp_nvim_ultisnips.mappings")
-		local has_words_before = function()
-			local line, col = unpack(vim.api.nvim_win_get_cursor(0))
-			return col ~= 0 and vim.api.nvim_buf_get_lines(0, line - 1, line, true)[1]:sub(col, col):match("%s") == nil
-		end
-		cmp.setup({
-			snippet = {
-				-- REQUIRED - you must specify a snippet engine
-				-- 目录nvim/snippets/*: snippets using snipMate format
-				-- 目录nvim/UltiSnips/*: snippets using UltiSnips format
-				expand = function(args)
-					vim.fn["UltiSnips#Anon"](args.body) -- For `ultisnips` users.
-				end,
-			},
-			-- 和cw补全同一种风格样式
-			window = {
-				completion = {
-					-- winhighlight = "Normal:Pmenu,FloatBorder:Pmenu,Search:None",
-					col_offset = -3,
-					side_padding = 0,
-				},
-			},
-			formatting = {
-				fields = { "kind", "abbr", "menu" },
-				format = function(entry, vim_item)
-					local kind = require("lspkind").cmp_format({ mode = "symbol_text", maxwidth = 50 })(entry, vim_item)
-					local strings = vim.split(kind.kind, "%s", { trimempty = true })
-					kind.kind = " " .. (strings[1] or "") .. " "
-					kind.menu = "    (" .. (strings[2] or "") .. ")"
-
-					return kind
-				end,
-			},
-			mapping = cmp.mapping.preset.insert({
-				-- 召唤代码补全
-				['<c-o>'] = cmp.mapping.complete(),
-				['<c-space>'] = cmp.mapping.complete(),
-				-- 代码片段下一处位置
-				["<c-h>"] = cmp.mapping(
-					function()
-						cmp_ultisnips_mappings.compose { "expand", "jump_forwards" } (function() end)
-					end,
-					{ "i", "s", --[[ "c" (to enable the mapping in command mode) ]] }
-				),
-				-- 代码片段上一处位置
-				["<c-l>"] = cmp.mapping(
-					function(fallback)
-						cmp_ultisnips_mappings.jump_backwards(fallback)
-					end,
-					{ "i", "s", --[[ "c" (to enable the mapping in command mode) ]] }
-				),
-				-- 关闭代码补全，和telescope冲突
-				['<c-f>'] = cmp.mapping({
-					i = function(fallback)
-						cmp.close()
-						fallback()
-					end
-				}),
-				['<c-y>'] = cmp.mapping({ i = function(fallback) fallback() end }),
-				-- cw的回车配置不会默认补全第一个，在:输入命令的时候比较合适
-				-- ['<CR>'] = cmp.mapping({
-				-- 	i = function(fallback)
-				-- 		if cmp.visible() and cmp.get_active_entry() then
-				-- 			cmp.confirm({ behavior = cmp.ConfirmBehavior.Replace, select = true })
-				-- 		else
-				-- 			fallback()
-				-- 		end
-				-- 	end
-				-- }),
-				 ['<CR>'] = cmp.mapping({
-					i = cmp.mapping.confirm({ behavior = cmp.ConfirmBehavior.Replace, select = true }),
-					c = function(fallback)
-						if cmp.visible() then
-							cmp.confirm({ behavior = cmp.ConfirmBehavior.Replace, select = true })
-							cmp.confirm({ behavior = cmp.ConfirmBehavior.Insert, select = false })
-						else
-							fallback()
-						end
-					end
-				}),
-				["<Tab>"] = cmp.mapping({
-					i = function(fallback)
-						if cmp.visible() then
-							cmp.select_next_item({ behavior = cmp.SelectBehavior.Insert })
-						elseif has_words_before() then
-							cmp.complete()
-						else
-							cmp_ultisnips_mappings.compose { "jump_forwards" } (function() end) -- 添加跳转代码片段下一处的功能
-							fallback()
-						end
-					end,
-				}),
-				["<S-Tab>"] = cmp.mapping({
-					i = function(fallback)
-						if cmp.visible() then
-							cmp.select_prev_item({ behavior = cmp.SelectBehavior.Insert })
-						else
-							fallback()
-						end
-					end,
-				}),
-			}),
-			sources = cmp.config.sources({
-				{ name = 'path' },  -- 本地路径补全
-				{ name = 'nvim_lsp' },
-				{ name = 'ultisnips' }, -- For ultisnips users.
-				{ name = 'fittencode', group_index = 1 },
-			}, {
-				{ name = 'buffer' },
-			})
-		})
-
-		-- Set configuration for specific filetype.
-		cmp.setup.filetype('gitcommit', {
-			sources = cmp.config.sources({
-				{ name = 'git' }, -- You can specify the `git` source if [you were installed it](https://github.com/petertriho/cmp-git).
-			}, {
-				{ name = 'buffer' },
-			})
-		})
-
-		-- 实现查找单词时根据上下文的补全，要输入多次回车，不太实用
-		-- Use buffer source for `/` and `?` (if you enabled `native_menu`, this won't work anymore).
-		-- cmp.setup.cmdline({ '/', '?' }, {
-		-- 	mapping = cmp.mapping.preset.cmdline(),
-		-- 	sources = {
-		-- 		{ name = 'buffer' }
-		-- 	}
-		-- })
-
-		-- cmdline模式下的补全，可以自动纠正大小写
-		-- Use cmdline & path source for ':' (if you enabled `native_menu`, this won't work anymore).
-		cmp.setup.cmdline(':', {
-			mapping = cmp.mapping.preset.cmdline(),
-			sources = cmp.config.sources({
-				{ name = 'path' }
-			}, {
-				{ name = 'cmdline' }
-			})
-		})
-
-
-		-- ===
-		-- === 自动补全coq,更改跳转代码片段快捷键，和idea一样，可以使用ctrl+space召唤补全窗口
-		-- ===
-		-- 代码补全自定义片段放在~/.config/nvim/coq-user-snippets目录下面,格式和snipMate一致除了后缀名是snip结尾
-		-- local lspconfig = require('lspconfig')
-		-- vim.g.coq_settings = {
-		-- 	auto_start = 'shut-up',
-		-- 	keymap = {
-		-- 		jump_to_mark = '<c-e>', -- 跳转至代码片段的下一个占位
-		-- 		pre_select = true -- 当有补全时预先选择第一个
-		-- 	}
-		-- }
-		-- -- Enable some language servers with the additional completion capabilities offered by coq_nvim
-		-- -- 具体查看https://github.com/neovim/nvim-lspconfig/blob/master/doc/server_configurations.md
-		-- local servers = {
-		-- 	-- 'lua_ls',
-		-- 	-- 'marksman',
-		-- 	'dartls',
-		-- 	'pyright',
-		-- 	'clangd',
-		-- 	'gopls',
-		-- }
-		-- for _, lsp in ipairs(servers) do
-		-- 	lspconfig[lsp].setup(require('coq').lsp_ensure_capabilities({
-		-- 		-- on_attach = my_custom_on_attach,
-		-- 	}))
-		-- end
-	end
-}
-
-return M
diff --git a/lua/lazy/plugins/avante.lua b/lua/lazy/plugins/avante.lua
new file mode 100644
index 0000000..6d9b4c4
--- /dev/null
+++ b/lua/lazy/plugins/avante.lua
@@ -0,0 +1,81 @@
+return {
+	"yetone/avante.nvim",
+	event = "VeryLazy",
+	version = false, -- Never set this value to "*"! Never!
+	opts = {
+		-- behaviour = {
+		-- 	enable_cursor_planning_mode = true, -- enable cursor planning mode!
+		-- },
+		provider = "openrouter",
+		vendors = {
+			openrouter = {
+				__inherited_from = "openai",
+				disable_tools = true,
+				endpoint = "https://openrouter.ai/api/v1",
+				api_key_name = "OPENROUTER_API_KEY",
+				model = "deepseek/deepseek-chat-v3-0324:free",
+			},
+		},
+		-- provider = "deepseek",
+		-- vendors = {
+		-- 	deepseek = {
+		-- 		__inherited_from = "openai",
+		-- 		api_key_name = "DEEPSEEK_API_KEY",
+		-- 		endpoint = "https://api.deepseek.com",
+		-- 		model = "deepseek-chat",
+		-- 	},
+		-- },
+		-- The system_prompt type supports both a string and a function that returns a string. Using a function here allows dynamically updating the prompt with mcphub
+		system_prompt = function()
+			local hub = require("mcphub").get_hub_instance()
+			return hub:get_active_servers_prompt()
+		end,
+		-- The custom_tools type supports both a list and a function that returns a list. Using a function here prevents requiring mcphub before it's loaded
+		custom_tools = function()
+			return {
+				require("mcphub.extensions.avante").mcp_tool(),
+			}
+		end,
+	},
+	-- if you want to build from source then do `make BUILD_FROM_SOURCE=true`
+	build = "make",
+	-- build = "powershell -ExecutionPolicy Bypass -File Build.ps1 -BuildFromSource false" -- for windows
+	dependencies = {
+		"ravitemer/mcphub.nvim",
+		"nvim-treesitter/nvim-treesitter",
+		"stevearc/dressing.nvim",
+		"nvim-lua/plenary.nvim",
+		"MunifTanjim/nui.nvim",
+		--- The below dependencies are optional,
+		"echasnovski/mini.pick", -- for file_selector provider mini.pick
+		"nvim-telescope/telescope.nvim", -- for file_selector provider telescope
+		"ibhagwan/fzf-lua", -- for file_selector provider fzf
+		"nvim-tree/nvim-web-devicons", -- or echasnovski/mini.icons
+		"zbirenbaum/copilot.lua", -- for providers='copilot'
+		{
+			-- support for image pasting
+			"HakonHarnes/img-clip.nvim",
+			event = "VeryLazy",
+			opts = {
+				-- recommended settings
+				default = {
+					embed_image_as_base64 = false,
+					prompt_for_file_name = false,
+					drag_and_drop = {
+						insert_mode = true,
+					},
+					-- required for Windows users
+					use_absolute_path = true,
+				},
+			},
+		},
+		-- {
+		-- 	-- Make sure to set this up properly if you have lazy=true
+		-- 	"MeanderingProgrammer/render-markdown.nvim",
+		-- 	opts = {
+		-- 		file_types = { "markdown", "Avante" },
+		-- 	},
+		-- 	ft = { "markdown", "Avante" },
+		-- },
+	},
+}
diff --git a/lua/lazy/plugins/blinkcmp.lua b/lua/lazy/plugins/blinkcmp.lua
index f1e879e..0b3c7d9 100644
--- a/lua/lazy/plugins/blinkcmp.lua
+++ b/lua/lazy/plugins/blinkcmp.lua
@@ -2,6 +2,7 @@ return {
 	"saghen/blink.cmp",
 	dependencies = {
 		"rafamadriz/friendly-snippets",
+		"Kaiser-Yang/blink-cmp-avante",
 		"mikavilpas/blink-ripgrep.nvim",
 	},
 	version = "*",
@@ -14,8 +15,14 @@ return {
 				["<CR>"] = { "select_and_accept", "fallback" },
 			},
 			completion = {
-				-- 自动显示补全窗口
-				menu = { auto_show = true },
+				-- 自动显示补全窗口，仅在输入命令时显示菜单，而搜索或使用其他输入菜单时则不显示
+				menu = {
+					auto_show = function(ctx)
+						return vim.fn.getcmdtype() == ":"
+						-- enable for inputs as well, with:
+						-- or vim.fn.getcmdtype() == '@'
+					end,
+				},
 				-- 不在当前行上显示所选项目的预览
 				ghost_text = { enabled = false },
 			},
@@ -63,6 +70,7 @@ return {
 		-- 已定义启用的提供程序的默认列表，以便您可以扩展它
 		sources = {
 			default = {
+				"avante",
 				"buffer",
 				"ripgrep",
 				"lsp",
@@ -71,6 +79,11 @@ return {
 			},
 			providers = {
 				-- score_offset设置优先级数字越大优先级越高
+				avante = {
+					module = "blink-cmp-avante",
+					name = "Avante",
+					score_offset = 6,
+				},
 				buffer = { score_offset = 5 },
 				ripgrep = {
 					module = "blink-ripgrep",
@@ -80,6 +93,15 @@ return {
 				path = { score_offset = 3 },
 				lsp = { score_offset = 2 },
 				snippets = { score_offset = 1 },
+				cmdline = {
+					min_keyword_length = function(ctx)
+						-- when typing a command, only show when the keyword is 3 characters or longer
+						if ctx.mode == "cmdline" and string.find(ctx.line, " ") == nil then
+							return 3
+						end
+						return 0
+					end,
+				},
 			},
 		},
 	},
diff --git a/lua/lazy/plugins/jump.lua b/lua/lazy/plugins/jump.lua
index 55ec1a0..475f985 100644
--- a/lua/lazy/plugins/jump.lua
+++ b/lua/lazy/plugins/jump.lua
@@ -10,7 +10,7 @@ return {
 				search = {
 					-- when `true`, flash will be activated during regular search by default.
 					-- You can always toggle when searching with `require("flash").toggle()`
-					enabled = true,
+					enabled = false,
 				},
 			}
 		}
diff --git a/lua/lazy/plugins/kittyscroll.lua b/lua/lazy/plugins/kittyscroll.lua
new file mode 100644
index 0000000..a97606d
--- /dev/null
+++ b/lua/lazy/plugins/kittyscroll.lua
@@ -0,0 +1,16 @@
+return {
+	"mikesmithgh/kitty-scrollback.nvim",
+	enabled = true,
+	lazy = true,
+	cmd = {
+		"KittyScrollbackGenerateKittens",
+		"KittyScrollbackCheckHealth",
+		"KittyScrollbackGenerateCommandLineEditing",
+	},
+	event = { "User KittyScrollbackLaunch" },
+	-- version = '*', -- latest stable version, may have breaking changes if major version changed
+	-- version = '^6.0.0', -- pin major version, include fixes and features that do not have breaking changes
+	config = function()
+		require("kitty-scrollback").setup()
+	end,
+}
diff --git a/lua/lazy/plugins/lspconfig.lua b/lua/lazy/plugins/lspconfig.lua
index bf66e10..f347c06 100644
--- a/lua/lazy/plugins/lspconfig.lua
+++ b/lua/lazy/plugins/lspconfig.lua
@@ -19,9 +19,9 @@ return {
 		local servers = {
 			'marksman', -- 任意标题<space>aw打开code action可以开头生成目录；超链接可以链接到同一个git项目的其他markdown文件#指定标题<space>h可以预览
 			'lua_ls',
+			'rust_analyzer',
 			'pylsp', -- Mason对应的安装名称是python-lsp-server
 			-- 'gopls',
-			'rust_analyzer',
 		}
 		-- lsp_zero的相关配置
 		local lsp_zero = require('lsp-zero')
diff --git a/lua/lazy/plugins/mcphub.lua b/lua/lazy/plugins/mcphub.lua
new file mode 100644
index 0000000..7469812
--- /dev/null
+++ b/lua/lazy/plugins/mcphub.lua
@@ -0,0 +1,20 @@
+return {
+	"ravitemer/mcphub.nvim",
+	dependencies = {
+		"nvim-lua/plenary.nvim", -- Required for Job and HTTP requests
+	},
+	-- comment the following line to ensure hub will be ready at the earliest
+	cmd = "MCPHub", -- lazy load by default
+	build = "npm install -g mcp-hub@latest", -- Installs required mcp-hub npm module
+	-- uncomment this if you don't want mcp-hub to be available globally or can't use -g
+	build = "bundled_build.lua", -- Use this and set use_bundled_binary = true in opts  (see Advanced configuration)
+	config = function()
+		require("mcphub").setup({
+			use_bundled_binary = true,
+			auto_approve = true, -- Auto approve mcp tool calls
+			extensions = {
+				avante = {},
+			},
+		})
+	end,
+}
diff --git a/lua/lazy/plugins/render-markdown.lua b/lua/lazy/plugins/render-markdown.lua
index 6c8ebd8..4fd825b 100644
--- a/lua/lazy/plugins/render-markdown.lua
+++ b/lua/lazy/plugins/render-markdown.lua
@@ -1,6 +1,11 @@
 return {
-	'MeanderingProgrammer/render-markdown.nvim',
-	dependencies = { 'nvim-treesitter/nvim-treesitter', 'echasnovski/mini.nvim' }, -- if you use the mini.nvim suite
+	"MeanderingProgrammer/render-markdown.nvim",
+	ft = { "markdown" },
+  cond = function()
+    return vim.bo.filetype ~= "kitty-scrollback"
+  end,
+	event = "VeryLazy",
+	dependencies = { "nvim-treesitter/nvim-treesitter", "echasnovski/mini.nvim" }, -- if you use the mini.nvim suite
 	---@module 'render-markdown'
 	---@type render.md.UserConfig
 	opts = {
diff --git a/lua/lazy/plugins/supermaven.lua b/lua/lazy/plugins/supermaven.lua
deleted file mode 100644
index 90db740..0000000
--- a/lua/lazy/plugins/supermaven.lua
+++ /dev/null
@@ -1,15 +0,0 @@
--- ===
--- === 一个ai编程助手，号称是最快的copilot
--- ===
-return {
-	"supermaven-inc/supermaven-nvim",
-	config = function()
-		require("supermaven-nvim").setup({
-			keymaps = {
-				accept_suggestion = "<S-CR>",
-				clear_suggestion = "<C-n>",
-				accept_word = "<C-i>",
-			},
-		})
-	end
-}