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codex-cli-mcp-slim

codex-cli-mcp-slim

by tksfjt1024

codex-cli-mcp-slim

A thin, auditable MCP server wrapping the Codex CLI (codex exec).

PyPI version Python versions License: MIT CI

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 sitting

  • One third-party dependency (mcp) — minimal supply-chain surface

  • Faithful CLI mapping — every typed parameter mirrors a real codex exec flag by name, so it is obvious which flags an invocation actually sets

  • Prompt 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 exec flag is reachable via extra_args without touching this server

  • Configurable binary path — $CODEX_CMD lets you swap or wrap the codex binary

  • Transparent — 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 codex CLI installed and on $PATH (or pointed to via $CODEX_CMD). See the official Codex CLI repository. This server always passes --json and reads the prompt from stdin (codex exec -), both of which codex exec documents.

  • codex already authenticated — this wrapper does not manage login; it surfaces codex'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-slim

Usage as an MCP server

Claude Code

claude mcp add codex uvx codex-cli-mcp-slim

Or 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-slim

Server-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=612

thread_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

prompt (required)

string

Prompt sent verbatim to codex on stdin

cd

string

Pass -C <DIR>: the working directory; defaults to the server's own

model

string

Pass -m <MODEL>

config

string[]

key=value overrides; each maps to one -c (repeatable, last wins)

sandbox

string

Pass --sandbox: read-only, workspace-write or danger-full-access. See note below

add_dir

string[]

Extra writable directories; each maps to one --add-dir (repeatable, not comma-joined)

profile

string

Pass -p <PROFILE>

ephemeral

bool

Pass --ephemeral (do not write the session transcript codex keeps under $CODEX_HOME/sessions)

skip_git_repo_check

bool

Pass --skip-git-repo-check (allow a working directory outside a git repository)

extra_args

string[]

Raw CLI flags appended verbatim. Do not pass --json or a prompt; the server adds both

env

object

Extra environment variables for the codex subprocess

timeout_seconds

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

thread_id (required)

string

The thread_id from a previous result's [codex] line

prompt (required)

string

Follow-up prompt, sent on stdin

model

string

Pass -m <MODEL>

config

string[]

key=value overrides; each maps to one -c

ephemeral

bool

Pass --ephemeral

skip_git_repo_check

bool

Pass --skip-git-repo-check

extra_args

string[]

Raw CLI flags appended verbatim

env

object

Extra environment variables for the codex subprocess

timeout_seconds

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

CODEX_CMD

codex

Path to the codex CLI binary

CODEX_CLI_MCP_SLIM_TIMEOUT

1800

Default subprocess timeout in seconds

CODEX_CLI_MCP_SLIM_LOG_LEVEL

INFO

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
pytest

License

MIT © tksfjt1024

Available Tools

2 tools
codexB

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

    A3.7/5.0

    Scored across 2 tools

    Disambiguation5/5

    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.

    Naming Consistency4/5

    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.

    Tool Count4/5

    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.

    Completeness4/5

    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

    ActivityMaintained
    ResponsivenessNo recent community issues

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