diff --git a/CHANGELOG.md b/CHANGELOG.md
index 1c237a0..0f2c47b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -9,6 +9,19 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 Maybe your next idea?
 
+## [0.3.1] - 2022-04-04
+
+### Changed
+
+- Updated to reflect the VS Code binary location change from `~/.vscode-server/bin/<commit-id>/bin/code` to
+`~/.vscode-server/bin/<commit-id>/bin/remote-cli/code` in [commit
+f4ba7dd12b684b144457c6fc6ccc9f4fe71bde3c](microsoft/vscode@f4ba7dd),
+which was released in [March 2022 (version
+1.66)](https://github.com/microsoft/vscode/releases/tag/1.66.0).
+- Updated to support Python 3.5 and up.
+- Silence the `which` command's stderr stream, because the GNU `which` v2.21 command found on CentOS Stream 8 produces unnecessary error messages when we test for a locally installed VS Code binary.
+- Fixed a small formatting bug with an `if` statement in code.fish.
+
 ## [0.3.0] - 2021-02-18
 
 ### Added
diff --git a/README.md b/README.md
index 9bb1c2b..882c99a 100644
--- a/README.md
+++ b/README.md
@@ -19,7 +19,7 @@ The aim of this project is to make the `code` cli available to _any_ terminal, n
   > Macs could also support everything out of the box, confirmation needed. Please don't hesitate to come into contact if you have any information to share.
 
 - **Python 3**
-  > Tested under Python 3.8, but slightly older versions should work fine
+  > Tested under Python 3.6 and Python 3.8, but should work fine in Python 3.5 or newer.
 - **socat** - used for pinging UNIX sockets
   ```bash
   apt-get install socat
@@ -85,7 +85,7 @@ Deletes the aliases from `~/.bashrc` and removes the folder `~/.code-connect`
 
 Use `code` as you would normally!
 
-If you have VS Code installed on your remote machine as well (i.e. a `code` executable already exists), you can use `code` for your local instance and `code-connect` for a IPC connected instance.
+If you have VS Code installed on your remote machine as well (i.e. a `code` executable already exists), you can use `code` for your local instance and `code-connect` for an IPC connected instance.
 
 ```
 Usage: code [options][paths...]
@@ -118,7 +118,7 @@ VS Code uses datagram sockets to communicate between a terminal and the renderin
 
 The integrated terminal as well as the WSL terminal spawn an IPC socket. You also create one when connecting through a remote SSH session. These sockets can be found in the folders of VS Code Server.
 
-Each time you connect remotely, the VS Code client instructs the server to fetch the newest version of itself. All versions are stored by commit id in `~/.vscode-server/bin`. `code-connect` uses the version that has been most recently accessed. The corresponding `code` executable can be found in `~/.vscode-server/bin/<commid-id>/bin/code`.
+Each time you connect remotely, the VS Code client instructs the server to fetch the newest version of itself. All versions are stored by commit id in `~/.vscode-server/bin`. `code-connect` uses the version that has been most recently accessed. The corresponding `code` executable can be found in `~/.vscode-server/bin/<commit-id>/bin/remote-cli/code`.
 
 A similar method is used to list all of VS Code's IPC sockets, which are located under `/run/user/<userid>/vscode-ipc-<UUID>.sock`, where `<userid>` is the [current user's UID](https://en.wikipedia.org/wiki/User_identifier) and `<UUID>` is a unique ID. VS Code does not seem to clean up all stale connections, so some of these sockets are active, some are not.
 
diff --git a/VERSION b/VERSION
index 0d91a54..9e11b32 100644
--- a/VERSION
+++ b/VERSION
@@ -1 +1 @@
-0.3.0
+0.3.1
diff --git a/bash/code.sh b/bash/code.sh
index 7581864..f120b82 100755
--- a/bash/code.sh
+++ b/bash/code.sh
@@ -5,7 +5,7 @@
 # Use this script through an alias
 #   alias code="/path/to/code.sh"
 
-local_code_executable="$(which code)"
+local_code_executable="$(which code 2>/dev/null)"
 if test -n "$local_code_executable"; then
     # code is in the PATH, use that binary instead of the code-connect
     $local_code_executable $@
diff --git a/bin/code_connect.py b/bin/code_connect.py
index c2b0af3..368691d 100755
--- a/bin/code_connect.py
+++ b/bin/code_connect.py
@@ -29,7 +29,8 @@ def is_socket_open(path: Path) -> bool:
         # https://unix.stackexchange.com/a/556790/106406
         proc = sp.run(
             ["socat", "-u", "OPEN:/dev/null", f"UNIX-CONNECT:{path.resolve()}"],
-            capture_output=True,
+            stdout=sp.PIPE,
+            stderr=sp.PIPE,
         )
         return proc.returncode == 0
     except FileNotFoundError:
@@ -77,7 +78,7 @@ def get_code_binary() -> Path:
         )
 
     _, code_repo = code_repos[0]
-    return code_repo / "bin" / "code"
+    return code_repo / "bin" / "remote-cli" / "code"
 
 
 def get_ipc_socket(max_idle_time: int = DEFAULT_MAX_IDLE_TIME) -> Path:
diff --git a/functions/code.fish b/functions/code.fish
old mode 100644
new mode 100755
index 0fd06a5..aba04ed
--- a/functions/code.fish
+++ b/functions/code.fish
@@ -3,8 +3,8 @@
 # https://github.com/chvolkmann/code-connect
 
 function code --description 'Run local code exectuable if installed, run code-connect otherwise'
-    set -l local_code_executable (which code)
-    if test -n "$local_code_executable":
+    set -l local_code_executable (which code 2>/dev/null)
+    if test -n "$local_code_executable"
         # code is in the PATH, use that binary instead of the code-connect
         $local_code_executable $argv
     else