codex-cli-mcp-slim
Wrap the Codex CLI as an auditable MCP server for non-interactive agentic coding sessions and follow-ups.
Run a single
codex execsession with a prompt sent on stdin, returning the final message plus thread/status/token metadata.Continue an existing session with
codex-replyvia itsthread_id.Control execution with working directory, model, config overrides, sandbox mode, extra writable dirs, profile, ephemeral mode, git-repo checks, environment variables, and timeout.
Pass new or uncommon
codex execflags throughextra_args.Pin server-level flags for all calls; per-call overrides are reported when ignored.
Send progress notifications during long runs and enforce hard subprocess timeouts.
Provides tools to run and continue non-interactive OpenAI Codex CLI agent sessions, enabling coding and file-editing tasks with configurable models, sandbox modes, and extra arguments.
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@codex-cli-mcp-slim Use codex to fix the failing unit tests in the src directory"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
codex-cli-mcp-slim
A thin, auditable MCP server wrapping the Codex CLI (codex exec).
Why
codex mcp-server, the command that let other MCP clients call Codex, is
deprecated, and its removal has been merged upstream
(openai/codex#42993): releases up
to 0.153.x still ship it, later ones will not. Its replacement, the Codex app
server, speaks its own JSON-RPC protocol rather than MCP. This server keeps the old
integration point alive: it exposes the same two tools, codex and
codex-reply, and runs codex exec underneath. codex exec is the Codex CLI's
non-interactive mode: one prompt in, the agent works on its own, one final
message out.
When you add an MCP server to your AI coding tool, every prompt and code snippet
you send flows through that wrapper. Most CLI-wrapping MCP servers are small,
individually maintained packages, and recent supply-chain incidents
(xz-utils, postmark-mcp, the npm chalk/debug compromise) show that
"small and useful" is not the same as "safe to trust blindly."
This project takes the opposite stance: instead of asking you to trust it, it tries to be easy to audit.
Single file — the whole server is
src/codex_cli_mcp_slim/server.py, readable end-to-end in one sittingOne third-party dependency (
mcp) — minimal supply-chain surfaceFaithful CLI mapping — every typed parameter mirrors a real
codex execflag by name, so it is obvious which flags an invocation actually setsPrompt over stdin — the prompt never appears in the process list and is not bounded by the argv size limit
Forward-compatible — any new or uncommon
codex execflag is reachable viaextra_argswithout touching this serverConfigurable binary path —
$CODEX_CMDlets you swap or wrap thecodexbinaryTransparent — every invocation logs the exact argv to stderr
Read server.py before you install. That is the point.
Related MCP server: codex-mcp
Prerequisites
The
codexCLI installed and on$PATH(or pointed to via$CODEX_CMD). See the official Codex CLI repository. This server always passes--jsonand reads the prompt from stdin (codex exec -), both of whichcodex execdocuments.codexalready authenticated — this wrapper does not manage login; it surfacescodex's own error output if the CLI is not ready.
Installation
# Run directly without installing
uvx codex-cli-mcp-slim
# Install from PyPI
pip install codex-cli-mcp-slim
# Run from GitHub HEAD
uvx --from git+https://github.com/tksfjt1024/codex-cli-mcp-slim codex-cli-mcp-slimUsage as an MCP server
Claude Code
claude mcp add codex uvx codex-cli-mcp-slimOr manually in ~/.claude.json:
{
"mcpServers": {
"codex": {
"type": "stdio",
"command": "uvx",
"args": ["codex-cli-mcp-slim"]
}
}
}If codex is not on the launching process's $PATH, point $CODEX_CMD at it:
{
"mcpServers": {
"codex": {
"type": "stdio",
"command": "uvx",
"args": ["codex-cli-mcp-slim"],
"env": { "CODEX_CMD": "/absolute/path/to/codex" }
}
}
}Replacing codex mcp-server
An entry that used to launch codex mcp-server keeps its server name and its
tool names; only command and args change. Before:
{
"mcpServers": {
"codex": {
"type": "stdio",
"command": "codex",
"args": ["mcp-server"]
}
}
}After:
{
"mcpServers": {
"codex": {
"type": "stdio",
"command": "uvx",
"args": ["codex-cli-mcp-slim"]
}
}
}Parameter names differ from the old server where codex exec names the flag
differently: cwd is now cd (the -C/--cd flag), and codex-reply takes
thread_id instead of threadId. The result's structuredContent field keeps
the shape the old server returned, {"threadId": ..., "content": ...}. It
gains an ignoredParameters key only when the server's own flags overrode a
per-call parameter (see Server-level flags).
Other MCP clients
Any MCP-compatible client can launch the server via stdio:
uvx codex-cli-mcp-slimServer-level flags
Everything on the server's own command line is placed right after codex exec
on every invocation. One MCP-client entry can therefore pin a reasoning effort, a
model or a working directory for all of its calls. Two entries that differ only
in reasoning effort look like this:
{
"mcpServers": {
"codex-medium": {
"type": "stdio",
"command": "uvx",
"args": ["codex-cli-mcp-slim", "-c", "model_reasoning_effort=medium"]
},
"codex-high": {
"type": "stdio",
"command": "uvx",
"args": ["codex-cli-mcp-slim", "-c", "model_reasoning_effort=high"]
}
}
}A call to codex-high runs
codex exec -c model_reasoning_effort=high [per-call flags] --json -. Per-call
flags come after the server-level ones. -c and --add-dir may repeat. For
-c the last one wins, so a per-call config entry overrides a server-level
-c.
The other typed flags (-C, -m, --sandbox, -p, --ephemeral,
--skip-git-repo-check) may appear only once: codex exits with "cannot be used
multiple times" on a second one. When the server's command line already sets one
of them, in any spelling (for example -C DIR, -CDIR, --cd=DIR), the
server-level value wins. A token that is another flag's value (the -m in
-c -m) or that comes after -- does not count as setting a flag. The codex
tool leaves the matching per-call parameter (cd, model, sandbox,
profile, ephemeral, skip_git_repo_check) out of the command and names it
in the result together with the server-level value used instead: in the text
after the [codex] line (cd="/other"; this server runs with -C /srv) and in
structuredContent.ignoredParameters. Its schema tells the caller which
parameters the server already sets, and to what. codex-reply keeps such
parameters, because after resume they are the subcommand's own flags and
codex accepts them there. extra_args is passed through unchecked, so a flag
repeated through it still fails with codex's own error.
Tool: codex
Runs a single non-interactive Codex session (codex exec). codex is an
agentic assistant: it reads and, depending on the sandbox, edits files in the
working directory to fulfil the request, then prints its final message.
The tool returns that final message followed by one metadata line:
[codex] thread_id=019a2b3c-1d4e-7f60-8a9b-0c1d2e3f4a5b status=completed input_tokens=13894 cached_input_tokens=11904 output_tokens=612thread_id and status are always present; the token fields appear when the
run reported them. A per-call parameter that a server-level flag overrode is
named after this line, with the value used instead (see
Server-level flags).
isError is the flag on an MCP tool result that tells the
client a call failed. This server sets it when codex exited non-zero, when the
subprocess timed out, and when the turn itself failed. The last case matters
because codex exec exits 0 after a failure inside the model API; the tool
result then carries the error text instead of coming back as a successful call:
[ERROR] codex failed
returncode=0
errors:
Unsupported value: 'none' is not supported with the ... model.
[codex] thread_id=019a2b3c-... status=failed
argv: ['codex', 'exec', '--json', '-']Pass the thread_id to codex-reply to continue the same session.
Parameter | Type | Description |
| string | Prompt sent verbatim to |
| string | Pass |
| string | Pass |
| string[] |
|
| string | Pass |
| string[] | Extra writable directories; each maps to one |
| string | Pass |
| bool | Pass |
| bool | Pass |
| string[] | Raw CLI flags appended verbatim. Do not pass |
| object | Extra environment variables for the |
| int | Hard wall-clock timeout for the subprocess, 30 to 3600 (default 1800) |
Unknown parameters are refused rather than ignored, so a call that still uses
the old server's cwd gets an error naming cd instead of running in the
wrong directory.
Security note: sandbox
codex exec reads its sandbox mode from its own configuration file
(~/.codex/config.toml by default) unless --sandbox is given.
danger-full-access removes the filesystem and network sandbox entirely;
workspace-write makes the working directory (and any add_dir) writable.
--sandbox overrides only the mode; whether workspace-write gets network
access still follows the [sandbox_workspace_write] section of config.toml.
The parameter mirrors the flag so that whichever mode a call runs
under is visible in the arguments and in the logged argv. This server does not
pass --dangerously-bypass-approvals-and-sandbox; reach it via extra_args if
you really mean it.
Tool: codex-reply
Continues a previous session (codex exec resume <THREAD_ID>) with a follow-up
prompt and returns the new final message. Only the flags codex exec resume
accepts are exposed, so cd, sandbox, add_dir and profile are refused
here. The working directory and sandbox of a reply come from the current
configuration, that is, the server-level flags and config.toml, not from the
original session.
Parameter | Type | Description |
| string | The |
| string | Follow-up prompt, sent on stdin |
| string | Pass |
| string[] |
|
| bool | Pass |
| bool | Pass |
| string[] | Raw CLI flags appended verbatim |
| object | Extra environment variables for the |
| int | Hard wall-clock timeout for the subprocess, 30 to 3600 (default 1800) |
Timeout configuration
timeout_seconds is this wrapper's hard wall-clock limit (default 1800, or
$CODEX_CLI_MCP_SLIM_TIMEOUT). On timeout, the wrapper kills the subprocess's
whole process group and then waits up to 20 additional seconds to collect any
buffered output and reap the process, so the effective ceiling is
timeout_seconds + 20. A timed-out call is flagged isError and carries
whatever codex had printed so far.
An MCP client may give up on a call that has sent neither a response nor a
progress notification for a while. Claude Code 2.1.318 does so after 1800
seconds by default for a stdio server ("sent no response or progress for
1800s"), and a long codex turn can take longer than that. While codex runs,
the server therefore sends a notifications/progress message every 60 seconds,
so the call lasts until codex finishes or timeout_seconds runs out. A client
gets these only when it sent a progressToken with the call, as Claude Code
does; a client that gives up after less than 60 seconds without progress is not
covered. With the default timeout_seconds of 1800 the call still ends after
about 30 minutes, at the server's own timeout, so to let codex run longer,
raise timeout_seconds (30 to 3600 per call) or $CODEX_CLI_MCP_SLIM_TIMEOUT,
which sets the default. In the notification's params, progress counts the
notifications sent so far and message says how long codex has been running:
{
"jsonrpc": "2.0",
"method": "notifications/progress",
"params": {"progressToken": 7, "progress": 2, "message": "codex running for 120s"}
}If sending a notification raises an error, the server logs it to stderr and the call and its result are unaffected.
Forward-compatibility example
If a future codex exec release adds a new flag (say --super-mode), use it
immediately without updating this server:
{
"name": "codex",
"arguments": {
"prompt": "...",
"extra_args": ["--super-mode"]
}
}Configuration
Environment variable | Default | Purpose |
|
| Path to the |
|
| Default subprocess timeout in seconds |
|
| Logging level for stderr diagnostics |
codex itself reads its configuration file and credentials from $CODEX_HOME
(~/.codex by default), so an MCP-client entry can point a server at a
dedicated configuration directory through its env block.
Development
# Install dev dependencies
pip install -e ".[test,dev]"
# Lint
ruff check .
# Test
pytestLicense
MIT © tksfjt1024
Available Tools
2 toolscodexB
Run a single non-interactive Codex session (codex exec) with the given prompt and return its final message. codex is an agentic coding assistant that reads and, depending on the sandbox, edits files inside the working directory. Forward-compatible: unknown CLI flags can be passed via extra_args. The codex binary path is configurable via $CODEX_CMD.
Inputs: prompt (required), cd, env, model, +8 more.
codex-replyA
Continue a previous Codex session (codex exec resume <THREAD_ID>) with a follow-up prompt and return the new final message. Only the flags codex exec resume accepts are exposed; the working directory and sandbox come from the current configuration (this server's own flags and config.toml), not from the original session.
Inputs: prompt (required), thread_id (required), env, model, +5 more.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
Loading tool schema changelog…
TDQS
Scored across 2 tools
The two tools have clearly distinct purposes: `codex` starts a non-interactive Codex session, while `codex-reply` resumes an existing session by THREAD_ID. Agents can easily choose between initial execution and continuation without overlap.
Both names share the `codex` prefix and use kebab-case, making the relationship obvious. However, the first tool is a bare noun while the second appends an action-like suffix, so it is not a uniform verb_noun convention.
Two tools is slightly under the typical 3-15 range, but for a deliberately slim CLI wrapper it is well-scoped. Each tool earns its place: one starts a session, one continues it.
The set covers the core Codex session lifecycle: start a session and continue it with a follow-up prompt. It lacks broader session management such as listing, cancelling, or checking status, but these are minor gaps given the slim wrapper scope.
Maintenance
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