diff --git a/.gitignore b/.gitignore
index 2acb731f..95433893 100644
--- a/.gitignore
+++ b/.gitignore
@@ -121,6 +121,9 @@ venv.bak/
 # Rope project settings
 .ropeproject
 
+# vscode project settings
+.vscode
+
 # mkdocs documentation
 /site
 
diff --git a/siuba/experimental/completer.py b/siuba/experimental/completer.py
new file mode 100644
index 00000000..b2be61a1
--- /dev/null
+++ b/siuba/experimental/completer.py
@@ -0,0 +1,140 @@
+from IPython import get_ipython
+from IPython.core.history import HistoryAccessor
+from IPython.core.completer import cursor_to_position, _FakeJediCompletion
+from typing import Iterable, Any
+from siuba.siu import Symbolic
+
+import jedi
+import functools
+
+
+def _jedi_matches(self, cursor_column:int, cursor_line:int, text:str) -> Iterable[Any]:
+    """
+
+    Return a list of :any:`jedi.api.Completions` object from a ``text`` and
+    cursor position.
+
+    Parameters
+    ----------
+    cursor_column : int
+        column position of the cursor in ``text``, 0-indexed.
+    cursor_line : int
+        line position of the cursor in ``text``, 0-indexed
+    text : str
+        text to complete
+
+    Debugging
+    ---------
+
+    If ``IPCompleter.debug`` is ``True`` may return a :any:`_FakeJediCompletion`
+    object containing a string with the Jedi debug information attached.
+    """
+    df = _find_df_in_history(self.shell)
+    if df and isinstance(self.shell.user_ns.get("_"), Symbolic):
+        namespaces = [{**self.namespace, "_": self.namespace[df]}]
+    else:
+        namespaces = [self.namespace]
+
+    if self.global_namespace is not None:
+        namespaces.append(self.global_namespace)
+
+    completion_filter = lambda x:x
+    offset = cursor_to_position(text, cursor_line, cursor_column)
+    # filter output if we are completing for object members
+    if offset:
+        pre = text[offset-1]
+        if pre == '.':
+            if self.omit__names == 2:
+                completion_filter = lambda c:not c.name.startswith('_')
+            elif self.omit__names == 1:
+                completion_filter = lambda c:not (c.name.startswith('__') and c.name.endswith('__'))
+            elif self.omit__names == 0:
+                completion_filter = lambda x:x
+            else:
+                raise ValueError("Don't understand self.omit__names == {}".format(self.omit__names))
+
+    interpreter = jedi.Interpreter(text[:offset], namespaces)
+    try_jedi = True
+
+    try:
+        # find the first token in the current tree -- if it is a ' or " then we are in a string
+        completing_string = False
+        try:
+            first_child = next(c for c in interpreter._get_module().tree_node.children if hasattr(c, 'value'))
+        except StopIteration:
+            pass
+        else:
+            # note the value may be ', ", or it may also be ''' or """, or
+            # in some cases, """what/you/typed..., but all of these are
+            # strings.
+            completing_string = len(first_child.value) > 0 and first_child.value[0] in {"'", '"'}
+
+        # if we are in a string jedi is likely not the right candidate for
+        # now. Skip it.
+        try_jedi = not completing_string
+    except Exception as e:
+        # many of things can go wrong, we are using private API just don't crash.
+        if self.debug:
+            print("Error detecting if completing a non-finished string :", e, '|')
+
+    if not try_jedi:
+        return []
+    try:
+        return filter(completion_filter, interpreter.complete(column=cursor_column, line=cursor_line + 1))
+    except Exception as e:
+        if self.debug:
+            return [_FakeJediCompletion('Oops Jedi has crashed, please report a bug with the following:\n"""\n%s\ns"""' % (e))]
+        else:
+            return []
+
+
+def _match_df_name(dfs, commands):
+    if not dfs:
+        return []
+
+    for command in reversed(commands):
+        exact_match = [df for df in dfs if df == command]
+        if exact_match:
+            return exact_match[0]
+
+        method_match = [df for df in dfs if df + "." in command]
+        if method_match:
+            return method_match[0]
+
+        assign_match = [df for df in dfs if command.startswith(df + " = ")]
+        if assign_match:
+            return assign_match[0]
+
+        import_match = [df for df in dfs if "import " + df in command]
+        if import_match:
+            return import_match[0]
+
+        in_expression = [df for df in dfs if df + "," in command or df + ")" in command]
+        if in_expression:
+            return in_expression[0]
+
+        any_match = [df for df in dfs if df in command]
+        if any_match:
+            return any_match[0]
+
+    # return one of the dataframes
+    return dfs[0]
+
+
+def _find_df_in_history(shell):
+    dfs = shell.run_line_magic("who_ls", "DataFrame")
+
+    history = HistoryAccessor()
+    commands = [command for _, _, command in history.get_tail(include_latest=True)]
+
+    return _match_df_name(dfs, commands)
+
+
+def siuba_jedi_override(shell):
+    shell.Completer._jedi_matches = functools.partial(_jedi_matches, shell.Completer)
+
+
+shell = get_ipython()
+
+if shell is not None:
+    siuba_jedi_override(shell)