diff --git a/nvim/.config/nvim/after/ftplugin/quarto.lua b/nvim/.config/nvim/after/ftplugin/quarto.lua
index f6cca8e..699abc6 100644
--- a/nvim/.config/nvim/after/ftplugin/quarto.lua
+++ b/nvim/.config/nvim/after/ftplugin/quarto.lua
@@ -11,10 +11,14 @@ local startsession = function(file, args)
 	if args then
 		file = args[0]
 	end
+	local once = false
 	vim.fn.jobstart({ "jupyter", "console", "-f", file }, {
 		on_stdout = function(_)
-			vim.cmd("MagmaInit " .. file)
-			vim.cmd("JupyterAttach " .. file)
+			if not once then
+			    vim.cmd("MoltenInit " .. file)
+			    -- vim.cmd("JupyterAttach " .. file)
+		    end
+			once = true
 		end,
 		on_exit = function(_)
 			vim.notify(string.format("jupyter kernel stopped: %s", file), vim.log.levels.INFO)
@@ -30,28 +34,28 @@ local map = vim.keymap.set
 -- filetype mappings
 -- PLUGIN: magma-nvim
 -- Operate jupyter notebooks from within vim
-map("n", "<localleader>cc", ":MagmaEvaluateLine<cr>", { silent = true })
+map("n", "<localleader>cc", ":MoltenEvaluateLine<cr>", { silent = true })
 map(
 	"n",
 	"<localleader>C",
-	"?^```{<cr>jV/```<cr>k:<C-u>MagmaEvaluateVisual<cr>",
+	"?^```{<cr>jV/```<cr>k:<C-u>MoltenEvaluateVisual<cr>",
 	{ silent = true, desc = "Evaluate current code cell" }
 )
-map("x", "<localleader>c", ":<C-u>MagmaEvaluateVisual<cr>", { silent = true })
+map("x", "<localleader>c", ":<C-u>MoltenEvaluateVisual<cr>", { silent = true })
 map(
 	"n",
 	"<localleader>c",
-	"nvim_exec('MagmaEvaluateOperator', v:true)",
+	"nvim_exec('MoltenEvaluateOperator', v:true)",
 	{ expr = true, silent = true, desc = "+code-evaluation" }
 )
-map("n", "<localleader>cr", ":MagmaReevaluateCell<cr>", { silent = true })
-map("n", "<localleader>cu", ":MagmaShowOutput<cr>", { silent = true })
-map("n", "<localleader>cU", ":noautocmd :MagmaEnterOutput<cr>", { silent = true, desc = "MagmaEnterOutput" })
-map("n", "<localleader>cd", ":MagmaDelete<cr>", { silent = true })
-map("n", "<localleader>cs", ":MagmaInterrupt<cr>")
-map("n", "<localleader>ci", ":MagmaInit ")
-map("n", "<localleader>cD", ":MagmaDeinit<cr>")
-map("n", "<localleader>cR", ":MagmaRestart<cr>")
+map("n", "<localleader>cr", ":MoltenReevaluateCell<cr>", { silent = true })
+map("n", "<localleader>cu", ":MoltenShowOutput<cr>", { silent = true })
+map("n", "<localleader>cU", ":noautocmd :MoltenEnterOutput<cr>", { silent = true, desc = "Molten enter output" })
+map("n", "<localleader>cd", ":MoltenDelete<cr>", { silent = true })
+map("n", "<localleader>cs", ":MoltenInterrupt<cr>")
+map("n", "<localleader>ci", ":MoltenInit ")
+map("n", "<localleader>cD", ":MoltenDeinit<cr>")
+map("n", "<localleader>cR", ":MoltenRestart<cr>")
 
 -- jump to beginning of previous/ next cell code
 map("n", "]c", "/^```{<cr>}:nohl<cr>", { desc = "Next quarto cell" })
diff --git a/nvim/.config/nvim/lazy-lock.json b/nvim/.config/nvim/lazy-lock.json
index c57c953..c735918 100644
--- a/nvim/.config/nvim/lazy-lock.json
+++ b/nvim/.config/nvim/lazy-lock.json
@@ -31,12 +31,12 @@
   "git-conflict.nvim": { "branch": "main", "commit": "4e0191c9a0ae05d7fbdcdc7f15cd358f56d23bfb" },
   "gitsigns.nvim": { "branch": "main", "commit": "6ef8c54fb526bf3a0bc4efb0b2fe8e6d9a7daed2" },
   "headlines.nvim": { "branch": "master", "commit": "e3d7bfdf40e41a020d966d35f8b48d75b90367d2" },
+  "image.nvim": { "branch": "master", "commit": "c40215d7d7d1d8c823ee9a77be1a894d5c8df41b" },
   "jupyter-kernel.nvim": { "branch": "main", "commit": "5772fa8932f2c73736a777082656f1bfe0287076" },
   "lazy.nvim": { "branch": "main", "commit": "96584866b9c5e998cbae300594d0ccfd0c464627" },
   "lightspeed.nvim": { "branch": "main", "commit": "fcc72d8a4d5f4ebba62d8a3a0660f88f1b5c3b05" },
   "lsp-setup.nvim": { "branch": "main", "commit": "7276e54faf4af909b6ea171975fd4179ebe65cec" },
   "lualine.nvim": { "branch": "master", "commit": "2248ef254d0a1488a72041cfb45ca9caada6d994" },
-  "magma-nvim-goose": { "branch": "main", "commit": "9a626aab63361d027541d023707f82e28d7f872c" },
   "markdown-preview.nvim": { "branch": "master", "commit": "9becceee5740b7db6914da87358a183ad11b2049" },
   "markmap.nvim": { "branch": "main", "commit": "3befc2a54c2448a16c30c1c7762aab263f22946a" },
   "mason-lspconfig.nvim": { "branch": "main", "commit": "4eb8e15e3c0757303d4c6dea64d2981fc679e990" },
@@ -44,6 +44,7 @@
   "mason.nvim": { "branch": "main", "commit": "41e75af1f578e55ba050c863587cffde3556ffa6" },
   "mdeval.nvim": { "branch": "master", "commit": "2654caf8ecaad702b50199d18e39cff23d81e0ba" },
   "mini.nvim": { "branch": "main", "commit": "b5645ac6eefce8e7af9d7dd4e5e296a81cba8a10" },
+  "molten-nvim": { "branch": "main", "commit": "93f2f168e77cbd82a881e07030cdbd45a48ed070" },
   "neotest": { "branch": "master", "commit": "009328955066ae6c170d24bb0de5f168d8760ff8" },
   "neotest-python": { "branch": "master", "commit": "81d2265efac717bb567bc15cc652ae10801286b3" },
   "null-ls.nvim": { "branch": "main", "commit": "0010ea927ab7c09ef0ce9bf28c2b573fc302f5a7" },
diff --git a/nvim/.config/nvim/lua/plugins/data_analysis.lua b/nvim/.config/nvim/lua/plugins/data_analysis.lua
index 0aac996..40816b7 100644
--- a/nvim/.config/nvim/lua/plugins/data_analysis.lua
+++ b/nvim/.config/nvim/lua/plugins/data_analysis.lua
@@ -39,24 +39,59 @@ return {
 
 	-- REPL work
 	{
-		"WhiteBlackGoose/magma-nvim-goose",
+		"3rd/image.nvim",
+		config = function()
+			-- Example for configuring Neovim to load user-installed installed Lua rocks:
+			package.path = package.path .. ";" .. vim.fn.expand("$HOME") .. "/.luarocks/share/lua/5.1/?/init.lua;"
+			package.path = package.path .. ";" .. vim.fn.expand("$HOME") .. "/.luarocks/share/lua/5.1/?.lua;"
+			require("image").setup({
+				backend = "kitty",
+				integrations = {
+					markdown = {
+						enabled = true,
+						download_remote_images = true,
+						only_render_image_at_cursor = false,
+						filetypes = { "markdown", "vimwiki", "quarto" },
+					},
+				},
+			})
+		end,
+		lazy = false,
+	},
+	{
+		"benlubas/molten-nvim",
 		build = ":UpdateRemotePlugins",
 		config = function()
-			vim.g.magma_image_provider = "kitty"
-			vim.g.magma_automatically_open_output = false
+			vim.g.molten_image_provider = "image_nvim"
+			vim.g.molten_auto_open_output = false
 		end,
 		cmd = {
-			"MagmaInit",
-			"MagmaEvaluateOperator",
-			"MagmaEvaluateLine",
-			"MagmaEvaluateVisual",
-			"MagmaRestart",
+			"MoltenInfo",
+			"MoltenInit",
+			"MoltenDeinit",
+			"MoltenGoto",
+			"MoltenNext",
+			"MoltenPrev",
+			"MoltenEvaluateLine",
+			"MoltenEvaluateVisual",
+			"MoltenEvaluateOperator",
+			"MoltenEvaluateArgument",
+			"MoltenReevaluateCell",
+			"MoltenDelete",
+			"MoltenShowOutput",
+			"MoltenHideOutput",
+			"MoltenEnterOutput",
+			"MoltenInterrupt",
+			"MoltenRestart",
+			"MoltenSave",
+			"MoltenLoad",
+			"MoltenExportOutput",
 		},
 		ft = { "quarto", "python" },
 		lazy = false,
 	},
 
-    -- MARKDOWN ONLY
+	-- MARKDOWN ONLY
 	-- Evaluate markdown code blocks
 	{
 		"jubnzv/mdeval.nvim",
@@ -71,11 +106,11 @@ return {
 		lazy = false,
 	},
 	{
-	    "AckslD/nvim-FeMaco.lua",
-	    cmd = {
-	        "FeMaco"
-	    },
-	    ft = { "markdown" },
-	    config = true
-	}
+		"AckslD/nvim-FeMaco.lua",
+		cmd = {
+			"FeMaco",
+		},
+		ft = { "markdown" },
+		config = true,
+	},
 }
diff --git a/scripts/.local/bin/py b/scripts/.local/bin/py
new file mode 100755
index 0000000..5512fdb
--- /dev/null
+++ b/scripts/.local/bin/py
@@ -0,0 +1,43 @@
+#!/usr/bin/env bash
+
+molten_session_dir="/run/user/$UID/molten-sessions"
+cur_dir=$(pwd)
+search_dir="${molten_session_dir}${cur_dir}"
+
+if [ "$1" == "-c" ]; then
+    cmd=$(echo -e "euporie-console\njupyter-console\nptipython\nipython\npython" | fzf)
+fi
+
+# set normal command first
+if [ -z "$cmd" ]; then
+    if exist ptipython; then
+        cmd=ptipython
+    elif exist ipython; then
+        cmd=ipython
+    elif exist python; then
+        cmd=python
+    else
+        echo "No python found on system, please install." 1>&2
+        exit 1
+    fi
+fi
+
+# search for molten session for current dir
+if [ -n "$(ls -A "${search_dir}" 2>/dev/null)" ]; then
+    res=$(find "$search_dir" -maxdepth 1 -type f -name "*.json")
+    if [ "$(echo "$res" | wc -l)" -gt 1 ]; then
+        session=$(echo "$res" | fzf --prompt "Molten session> ")
+    fi
+fi
+
+# attach to kernel
+if [ -n "${session}" ]; then
+    if exist euporie-console || [ "$cmd" == "euporie-console" ]; then
+        euporie-console --edit-mode vi --connection-file "$session"
+    elif exist jupyter-console || [ "$cmd" == "jupyter-console" ]; then
+        jupyter-console --existing "$session"
+    fi
+# or just run normal python
+else
+    $cmd
+fi
diff --git a/sh/.config/sh/alias b/sh/.config/sh/alias
index bc94a82..5b628a5 100644
--- a/sh/.config/sh/alias
+++ b/sh/.config/sh/alias
@@ -106,15 +106,6 @@ else
     done
 fi
 
-# python
-if exist ptipython; then
-    alias py=ptipython
-elif exist ipython; then
-    alias py=ipython
-elif exist python; then
-    alias py=python
-fi
-
 # distrobox
 if exist distrobox; then
     alias db=distrobox