diff --git a/nvim/.config/nvim/lua/maps.lua b/nvim/.config/nvim/lua/maps.lua
index 5b43433..06d0b24 100644
--- a/nvim/.config/nvim/lua/maps.lua
+++ b/nvim/.config/nvim/lua/maps.lua
@@ -178,12 +178,13 @@ vim.g.nv_fzf_binds = {
 map.n.nore['<leader>n'] = ':NV<cr>'
 map.n.nore['<leader>N'] = ':NV!<cr>'
 
--- Mostly dealing with Prose writing from here on out
 -- Format current Paragraph (esp useful in prose writing)
 map.n.nore.silent['<localleader>q'] = 'gqap'
 map.x.nore.silent['<localleader>q'] = 'gq'
 map.n.nore.silent['<localleader>Q'] = 'vapJgqap'
 
+map.n.silent['<localleader>mp'] = '<Plug>MarkdownPreviewToggle'
+
 -- FORMAT code with
 -- PLUGIN: formatter.nvim
 map.n.nore.silent['<localleader>f'] = ':FormatLock<cr>'
@@ -248,21 +249,22 @@ map.n.nore['<leader>ww'] = [[:lua require 'zettelkasten'.index_open()<cr> ]]
 -- create a lazygit window, set up in toggleterm settings
 map.n.nore['<leader>G'] = ':Lazygit<cr>'
 
--- PLUGIN: slime and ipython-cell
--- send line / region, not adhering to cells
-map.n['<leader>cs'] = '<Plug>SlimeLineSend'
-map.x['<leader>cs'] = '<Plug>SlimeRegionSend'
--- send complete script to repl / benchmark execution
-map.n.nore['<leader>cr'] = ':IPythonCellRun<cr>'
-map.n.nore['<leader>cR'] = ':IPythonCellRunTime<cr>'
--- send current cell / send and go to next
-map.n.nore['<leader>cc'] = ':IPythonCellExecuteCellVerbose<cr>'
-map.n.nore['<leader>C'] = ':IPythonCellExecuteCellVerboseJump<cr>'
--- clear ipython repl
-map.n.nore['<leader>cl'] = ':IPythonCellClear<cr>'
--- jump to previous/ next cell
-map.n.nore[']c'] = ':IPythonCellNextCell<cr>'
-map.n.nore['[c'] = ':IPythonCellPrevCell<cr>'
+-- PLUGIN: magma-nvim
+-- Operate jupyter notebooks from within vim
+map.n.nore.silent['<localleader>rr'] = ':MagmaEvaluateLine<cr>'
+map.n.nore.silent['<localleader>R'] = '?^```{<cr>jV/```<cr>k:<C-u>MagmaEvaluateVisual<cr>'
+map.x.nore.silent['<localleader>r'] = ':<C-u>MagmaEvaluateVisual<cr>'
+map.n.nore.expr.silent['<localleader>r'] = "nvim_exec('MagmaEvaluateOperator', v:true)"
+map.n.nore.silent['<localleader>re'] = ':MagmaReevaluateCell<cr>'
+map.n.nore.silent['<localleader>ro'] = ':MagmaShowOutput<cr>'
+map.n.nore.silent['<localleader>rq'] = ':noautocmd :MagmaEnterOutput<cr>'
+map.n.nore.silent['<localleader>rc'] = ':MagmaDelete<cr>'
+map.n.nore.silent['<localleader>rd'] = ':MagmaInterrupt<cr>'
+
+map.n.nore.silent['<localleader>rO'] = ':lua vim.g.magma_automatically_open_output = not(vim.g.magma_automatically_open_output)<cr>'
+-- jump to beginning of previous/ next cell code
+map.n.nore[']r'] = '/^```{<cr>}:nohl<cr>'
+map.n.nore['[r'] = '?^```n<cr>}:nohl<cr>'
 -- insert cell header above/below
 map.n.nore['<leader>cO'] = ':IPythonCellInsertAbove<cr>a'
 map.n.nore['<leader>co'] = ':IPythonCellInsertBelow<cr>a'
diff --git a/nvim/.config/nvim/lua/plugins.lua b/nvim/.config/nvim/lua/plugins.lua
index 868ce6e..028aa7d 100644
--- a/nvim/.config/nvim/lua/plugins.lua
+++ b/nvim/.config/nvim/lua/plugins.lua
@@ -1,7 +1,7 @@
 local ensure_packer = function()
     local fn = vim.fn
     local install_path = fn.stdpath('data') ..
-                             '/site/pack/packer/start/packer.nvim'
+        '/site/pack/packer/start/packer.nvim'
     if fn.empty(fn.glob(install_path)) > 0 then
         fn.system({
             'git', 'clone', '--depth', '1',
@@ -16,11 +16,11 @@ end
 local packer_bootstrap = ensure_packer()
 
 -- Compile on plugin edits
-vim.api.nvim_create_autocmd({"BufWritePost"}, {
+vim.api.nvim_create_autocmd({ "BufWritePost" }, {
     pattern = "plugins.lua",
     command = "PackerCompile",
     desc = "Compile plugins after editing plugin list",
-    group = vim.api.nvim_create_augroup('compilepackages', {clear = true})
+    group = vim.api.nvim_create_augroup('compilepackages', { clear = true })
 })
 
 local use = require("packer").use
@@ -42,7 +42,7 @@ require("packer").startup(function()
     use 'vifm/vifm.vim' -- integrate file manager
     use {
         'lewis6991/gitsigns.nvim', -- show vcs changes on left-hand gutter
-        requires = {'nvim-lua/plenary.nvim'},
+        requires = { 'nvim-lua/plenary.nvim' },
         tag = 'release',
         config = function() require('plug._gitsigns') end,
         event = "BufRead"
@@ -98,52 +98,42 @@ require("packer").startup(function()
     -- statusline
     use {
         'nvim-lualine/lualine.nvim',
-        requires = {'kyazdani42/nvim-web-devicons', opt = true},
+        requires = { 'kyazdani42/nvim-web-devicons', opt = true },
         config = function() require('plug._lualine') end
     }
 
     -- writing
-    use {'vim-pandoc/vim-pandoc-syntax'}
-    use {'vim-pandoc/vim-pandoc'}
-    use {'vim-pandoc/vim-criticmarkup'}
+    use { 'vim-pandoc/vim-pandoc-syntax' }
+    use { 'vim-pandoc/vim-pandoc' }
+    use { 'vim-pandoc/vim-criticmarkup' }
     use {
         "quarto-dev/quarto-vim",
-        requires = {{"vim-pandoc/vim-pandoc-syntax"}},
-        ft = {"quarto"}
+        requires = { { "vim-pandoc/vim-pandoc-syntax" } },
+        ft = { "quarto" }
     }
     use 'micarmst/vim-spellsync' -- personal dict improvements for git sync
-    use {'folke/zen-mode.nvim', config = require('zen-mode').setup()} -- provide distraction free writing
+    use { 'folke/zen-mode.nvim', config = require('zen-mode').setup() } -- provide distraction free writing
     use 'folke/twilight.nvim' -- provide even distraction free-er writing (lowlight paragraphs)
     use 'alok/notational-fzf-vim' -- quickly search through the wiki
+    use({
+        "iamcco/markdown-preview.nvim", -- generate an auto-updating html preview for md files
+        run = function() vim.fn["mkdp#util#install"]() end
+    })
 
     -- languages
-    use {'euclidianAce/BetterLua.vim', ft = 'lua'} -- better syntax highlighting for lua
+    use { 'euclidianAce/BetterLua.vim', ft = 'lua' } -- better syntax highlighting for lua
     use 'aliou/bats.vim' -- enable syntax for bats shell-code testing library
 
     -- REPL work
     use {
-        'jpalardy/vim-slime', -- send arbitrary code chunks to REPLs
+        'WhiteBlackGoose/magma-nvim-goose',
+        run = ":UpdateRemotePlugins",
         config = function()
-            vim.g.slime_target = 'tmux'
-            vim.g.slime_paste_file = vim.fn.tempname()
-            vim.g.slime_default_config = {
-                socket_name = "default",
-                target_pane = "{last}"
-            }
-            vim.g.slime_python_ipython = 1
-            vim.g.slime_no_mappings = 1
-        end
-    }
-    use {
-        'hanschen/vim-ipython-cell', -- send code 'cells' to REPL
-        ft = "python",
-        config = function()
-            vim.g.ipython_cell_highlight_cells_ft = {'python'}
-            vim.g.ipython_cell_insert_tag = "## Cell"
+            vim.g.magma_image_provider = "kitty"
+            vim.g.magma_automatically_open_output = false
         end
     }
 
-    --
     -- nvim plugs
     use {
         'echasnovski/mini.nvim',
@@ -173,19 +163,19 @@ require("packer").startup(function()
     use {
         "nvim-telescope/telescope.nvim",
         requires = {
-            {"nvim-lua/popup.nvim"}, {"nvim-lua/plenary.nvim"},
-            {"nvim-telescope/telescope-fzf-native.nvim", run = 'make'}
+            { "nvim-lua/popup.nvim" }, { "nvim-lua/plenary.nvim" },
+            { "nvim-telescope/telescope-fzf-native.nvim", run = 'make' }
         },
         config = function() require('plug._telescope') end
     }
     use {
         'protex/better-digraphs.nvim',
-        requires = {{"nvim-telescope/telescope.nvim"}}
+        requires = { { "nvim-telescope/telescope.nvim" } }
     }
 
     -- snippeting
-    use {"hrsh7th/vim-vsnip", event = "InsertEnter"} -- snippet engine
-    use {"rafamadriz/friendly-snippets", event = "InsertEnter"} -- many snippets
+    use { "hrsh7th/vim-vsnip", event = "InsertEnter" } -- snippet engine
+    use { "rafamadriz/friendly-snippets", event = "InsertEnter" } -- many snippets
 
     -- treesitter
     use {
@@ -198,7 +188,7 @@ require("packer").startup(function()
     use {
         'RRethy/nvim-treesitter-textsubjects', -- allows using . and ; to target treesitter branches
         config = function()
-            require'nvim-treesitter.configs'.setup {
+            require 'nvim-treesitter.configs'.setup {
                 textsubjects = {
                     enable = true,
                     keymaps = {
@@ -225,7 +215,7 @@ require("packer").startup(function()
     use 'ray-x/lsp_signature.nvim'
     use {
         'ray-x/navigator.lua',
-        requires = {'ray-x/guihua.lua', run = 'cd lua/fzy && make'},
+        requires = { 'ray-x/guihua.lua', run = 'cd lua/fzy && make' },
         config = function() require('plug._lsp') end
     }
     -- and completion
@@ -241,7 +231,7 @@ require("packer").startup(function()
     }
     use {
         'aspeddro/cmp-pandoc.nvim',
-        requires = {'nvim-lua/plenary.nvim', 'jbyuki/nabla.nvim'}
+        requires = { 'nvim-lua/plenary.nvim', 'jbyuki/nabla.nvim' }
     }
     require('plug._cmp')