diff --git a/autoload/ale/definition.vim b/autoload/ale/definition.vim
index 4b062b3..b20c01a 100644
--- a/autoload/ale/definition.vim
+++ b/autoload/ale/definition.vim
@@ -44,15 +44,40 @@ function! ale#definition#HandleTSServerResponse(conn_id, response) abort
     endif
 endfunction
 
+function! ale#definition#HandleLSPResponse(conn_id, response) abort
+    if has_key(a:response, 'id')
+    \&& has_key(s:go_to_definition_map, a:response.id)
+        let l:options = remove(s:go_to_definition_map, a:response.id)
+
+        " The result can be a Dictionary item, a List of the same, or null.
+        let l:result = get(a:response, 'result', v:null)
+
+        if type(l:result) is type({})
+            let l:result = [l:result]
+        elseif type(l:result) isnot type([])
+            let l:result = []
+        endif
+
+        for l:item in l:result
+            let l:filename = ale#path#FromURI(l:item.uri)
+            let l:line = l:item.range.start.line + 1
+            let l:column = l:item.range.start.character
+
+            call ale#definition#Open(l:options, l:filename, l:line, l:column)
+            break
+        endfor
+    endif
+endfunction
+
 function! s:GoToLSPDefinition(linter, options) abort
     let l:buffer = bufnr('')
     let [l:line, l:column] = getcurpos()[1:2]
 
-    let l:lsp_details = ale#linter#StartLSP(
-    \   l:buffer,
-    \   a:linter,
-    \   function('ale#definition#HandleTSServerResponse'),
-    \)
+    let l:Callback = a:linter.lsp is# 'tsserver'
+    \   ? function('ale#definition#HandleTSServerResponse')
+    \   : function('ale#definition#HandleLSPResponse')
+
+    let l:lsp_details = ale#linter#StartLSP(l:buffer, a:linter, l:Callback)
 
     if empty(l:lsp_details)
         return 0
@@ -61,11 +86,25 @@ function! s:GoToLSPDefinition(linter, options) abort
     let l:id = l:lsp_details.connection_id
     let l:root = l:lsp_details.project_root
 
-    let l:message = ale#lsp#tsserver_message#Definition(
-    \   l:buffer,
-    \   l:line,
-    \   l:column
-    \)
+    if a:linter.lsp is# 'tsserver'
+        let l:message = ale#lsp#tsserver_message#Definition(
+        \   l:buffer,
+        \   l:line,
+        \   l:column
+        \)
+    else
+        " Send a message saying the buffer has changed first, or the
+        " definition position probably won't make sense.
+        call ale#lsp#Send(l:id, ale#lsp#message#DidChange(l:buffer), l:root)
+
+        let l:column = min([l:column, len(getline(l:line))])
+
+        " For LSP completions, we need to clamp the column to the length of
+        " the line. python-language-server and perhaps others do not implement
+        " this correctly.
+        let l:message = ale#lsp#message#Definition(l:buffer, l:line, l:column)
+    endif
+
     let l:request_id = ale#lsp#Send(l:id, l:message, l:root)
 
     let s:go_to_definition_map[l:request_id] = {
@@ -75,7 +114,7 @@ endfunction
 
 function! ale#definition#GoTo(options) abort
     for l:linter in ale#linter#Get(&filetype)
-        if l:linter.lsp is# 'tsserver'
+        if !empty(l:linter.lsp)
             call s:GoToLSPDefinition(l:linter, a:options)
         endif
     endfor
diff --git a/autoload/ale/lsp/message.vim b/autoload/ale/lsp/message.vim
index b3a039c..0b73cfc 100644
--- a/autoload/ale/lsp/message.vim
+++ b/autoload/ale/lsp/message.vim
@@ -107,3 +107,12 @@ function! ale#lsp#message#Completion(buffer, line, column, trigger_character) ab
 
     return l:message
 endfunction
+
+function! ale#lsp#message#Definition(buffer, line, column) abort
+    return [0, 'textDocument/definition', {
+    \   'textDocument': {
+    \       'uri': ale#path#ToURI(expand('#' . a:buffer . ':p')),
+    \   },
+    \   'position': {'line': a:line - 1, 'character': a:column},
+    \}]
+endfunction
diff --git a/test/lsp/test_lsp_client_messages.vader b/test/lsp/test_lsp_client_messages.vader
index 346f79c..3abdd8a 100644
--- a/test/lsp/test_lsp_client_messages.vader
+++ b/test/lsp/test_lsp_client_messages.vader
@@ -129,6 +129,20 @@ Execute(ale#lsp#message#Completion() should return correct messages with a trigg
   \   }
   \ ],
   \ ale#lsp#message#Completion(bufnr(''), 12, 34, '.')
+  \
+Execute(ale#lsp#message#Definition() should return correct messages):
+  AssertEqual
+  \ [
+  \   0,
+  \   'textDocument/definition',
+  \   {
+  \     'textDocument': {
+  \         'uri': ale#path#ToURI(g:dir . '/foo/bar.ts'),
+  \     },
+  \     'position': {'line': 11, 'character': 34},
+  \   }
+  \ ],
+  \ ale#lsp#message#Definition(bufnr(''), 12, 34)
 
 Execute(ale#lsp#tsserver_message#Open() should return correct messages):
   AssertEqual
diff --git a/test/test_go_to_definition.vader b/test/test_go_to_definition.vader
index c6e8771..dd0e990 100644
--- a/test/test_go_to_definition.vader
+++ b/test/test_go_to_definition.vader
@@ -4,7 +4,7 @@ Before:
 
   let g:old_filename = expand('%:p')
   let g:Callback = 0
-  let g:message = []
+  let g:message_list = []
   let g:expr_list = []
 
   runtime autoload/ale/definition.vim
@@ -21,7 +21,7 @@ Before:
   endfunction
 
   function! ale#lsp#Send(conn_id, message, root) abort
-    let g:message = a:message
+    call add(g:message_list, a:message)
 
     return 42
   endfunction
@@ -36,8 +36,9 @@ After:
 
   unlet! g:old_filename
   unlet! g:Callback
-  unlet! g:message
+  unlet! g:message_list
   unlet! g:expr_list
+  unlet! b:ale_linters
 
   runtime autoload/ale/definition.vim
   runtime autoload/ale/linter.vim
@@ -119,8 +120,8 @@ Execute(tsserver completion requests should be sent):
   \ 'function(''ale#definition#HandleTSServerResponse'')',
   \ string(g:Callback)
   AssertEqual
-  \ [0, 'ts@definition', {'file': expand('%:p'), 'line': 2, 'offset': 5}],
-  \ g:message
+  \ [[0, 'ts@definition', {'file': expand('%:p'), 'line': 2, 'offset': 5}]],
+  \ g:message_list
   AssertEqual {'42': {'open_in_tab': 0}}, ale#definition#GetMap()
 
 Execute(tsserver tab completion requests should be sent):
@@ -133,6 +134,152 @@ Execute(tsserver tab completion requests should be sent):
   \ 'function(''ale#definition#HandleTSServerResponse'')',
   \ string(g:Callback)
   AssertEqual
-  \ [0, 'ts@definition', {'file': expand('%:p'), 'line': 2, 'offset': 5}],
-  \ g:message
+  \ [[0, 'ts@definition', {'file': expand('%:p'), 'line': 2, 'offset': 5}]],
+  \ g:message_list
+  AssertEqual {'42': {'open_in_tab': 1}}, ale#definition#GetMap()
+
+Given python(Some Python file):
+  foo
+  somelongerline
+  bazxyzxyzxyz
+
+Execute(Other files should be jumped to for LSP definition responses):
+  call ale#definition#SetMap({3: {'open_in_tab': 0}})
+  call ale#definition#HandleLSPResponse(
+  \ 1,
+  \ {
+  \   'id': 3,
+  \   'result': {
+  \     'uri': ale#path#ToURI(g:dir . '/completion_dummy_file'),
+  \     'range': {
+  \       'start': {'line': 2, 'character': 7},
+  \     },
+  \   },
+  \ }
+  \)
+
+  AssertEqual
+  \ [
+  \   'edit ' . fnameescape(g:dir . '/completion_dummy_file'),
+  \ ],
+  \ g:expr_list
+  AssertEqual [3, 7], getpos('.')[1:2]
+  AssertEqual {}, ale#definition#GetMap()
+
+Execute(Other files should be jumped to in tabs for LSP definition responses):
+  call ale#definition#SetMap({3: {'open_in_tab': 1}})
+  call ale#definition#HandleLSPResponse(
+  \ 1,
+  \ {
+  \   'id': 3,
+  \   'result': {
+  \     'uri': ale#path#ToURI(g:dir . '/completion_dummy_file'),
+  \     'range': {
+  \       'start': {'line': 2, 'character': 7},
+  \     },
+  \   },
+  \ }
+  \)
+
+  AssertEqual
+  \ [
+  \   'tabedit ' . fnameescape(g:dir . '/completion_dummy_file'),
+  \ ],
+  \ g:expr_list
+  AssertEqual [3, 7], getpos('.')[1:2]
+  AssertEqual {}, ale#definition#GetMap()
+
+Execute(Definition responses with lists should be handled):
+  call ale#definition#SetMap({3: {'open_in_tab': 0}})
+  call ale#definition#HandleLSPResponse(
+  \ 1,
+  \ {
+  \   'id': 3,
+  \   'result': [
+  \     {
+  \       'uri': ale#path#ToURI(g:dir . '/completion_dummy_file'),
+  \       'range': {
+  \         'start': {'line': 2, 'character': 7},
+  \       },
+  \     },
+  \     {
+  \       'uri': ale#path#ToURI(g:dir . '/other_file'),
+  \       'range': {
+  \         'start': {'line': 20, 'character': 3},
+  \       },
+  \     },
+  \   ],
+  \ }
+  \)
+
+  AssertEqual
+  \ [
+  \   'edit ' . fnameescape(g:dir . '/completion_dummy_file'),
+  \ ],
+  \ g:expr_list
+  AssertEqual [3, 7], getpos('.')[1:2]
+  AssertEqual {}, ale#definition#GetMap()
+
+Execute(Definition responses with null response should be handled):
+  call ale#definition#SetMap({3: {'open_in_tab': 0}})
+  call ale#definition#HandleLSPResponse(1, {'id': 3, 'result': v:null})
+
+  AssertEqual [], g:expr_list
+
+Execute(LSP completion requests should be sent):
+  runtime ale_linters/python/pyls.vim
+  let b:ale_linters = ['pyls']
+  call setpos('.', [bufnr(''), 1, 5, 0])
+
+  ALEGoToDefinition
+
+  AssertEqual
+  \ 'function(''ale#definition#HandleLSPResponse'')',
+  \ string(g:Callback)
+
+  AssertEqual
+  \ [
+  \   [1, 'textDocument/didChange', {
+  \     'textDocument': {
+  \         'uri': ale#path#ToURI(expand('%:p')),
+  \         'version': g:ale_lsp_next_version_id - 1,
+  \     },
+  \     'contentChanges': [{'text': join(getline(1, '$'), "\n") . "\n"}]
+  \   }],
+  \   [0, 'textDocument/definition', {
+  \   'textDocument': {'uri': ale#path#ToURI(expand('%:p'))},
+  \   'position': {'line': 0, 'character': 3},
+  \   }],
+  \ ],
+  \ g:message_list
+
+  AssertEqual {'42': {'open_in_tab': 0}}, ale#definition#GetMap()
+
+Execute(LSP tab completion requests should be sent):
+  runtime ale_linters/python/pyls.vim
+  let b:ale_linters = ['pyls']
+  call setpos('.', [bufnr(''), 1, 5, 0])
+
+  ALEGoToDefinitionInTab
+
+  AssertEqual
+  \ 'function(''ale#definition#HandleLSPResponse'')',
+  \ string(g:Callback)
+
+  AssertEqual
+  \ [
+  \   [1, 'textDocument/didChange', {
+  \     'textDocument': {
+  \         'uri': ale#path#ToURI(expand('%:p')),
+  \         'version': g:ale_lsp_next_version_id - 1,
+  \     },
+  \     'contentChanges': [{'text': join(getline(1, '$'), "\n") . "\n"}]
+  \   }],
+  \   [0, 'textDocument/definition', {
+  \   'textDocument': {'uri': ale#path#ToURI(expand('%:p'))},
+  \   'position': {'line': 0, 'character': 3},
+  \   }],
+  \ ],
+  \ g:message_list
+
   AssertEqual {'42': {'open_in_tab': 1}}, ale#definition#GetMap()