Call OpenAI Codex from Claude Code for delegation, review, and second opinions
Project description
codex-in-claude
Call OpenAI Codex from Claude Code — an independent second opinion, structured code
review, and delegated coding tasks (cross-model review) — through a FastMCP plugin that drives
the codex CLI safely.
Contents: Why · Quick start · Example · Requirements · Tools · Skills · Result envelopes · Safety · Configuration · Troubleshooting · Local development
Why
A second model is a cheap, high-value check. codex-in-claude lets a Claude Code session hand
Codex a question, a diff to review, or a task to implement — and get back a structured,
safe-by-default result you stay in control of.
| Tier | Codex sandbox | Where edits go | Use for |
|---|---|---|---|
consult |
read-only |
nothing — text/findings only | questions, second opinions |
review |
read-only |
nothing — structured findings | reviewing your git changes |
propose (the delegate tools) |
workspace-write (temp git worktree) |
isolated worktree → returns a reviewable diff, never auto-applied | delegating a coding task |
Planned later milestone: an explicit opt-in apply tier for live-tree edits. It is not exposed by
the current tool set.
Quick start
First, in a terminal, make sure the codex CLI is installed and log in (a no-op if you already are):
codex login
Then, inside a Claude Code session, add the marketplace and install the plugin:
/plugin marketplace add briandconnelly/codex-in-claude
/plugin install codex-in-claude
Then run /codex:status in Claude Code. It is free (no model call) and checks that the codex
CLI is found, authenticated, and within the tested compatibility range.
For a first useful run:
/codex:consult is this approach sound?for a read-only second opinion./codex:reviewto review your current git changes./codex:delegate add focused tests for this behaviorto get a proposed diff in an isolated worktree.
The MCP server is launched on demand via uvx from a pinned PyPI release, so updates are deliberate.
Example
Review your uncommitted changes from a Claude Code session:
/codex:review
Codex inspects the diff read-only and returns a structured result envelope (abridged):
{
"ok": true,
"tool": "codex_review_changes",
"verdict": "concerns",
"confidence": "high",
"summary": "The retry path is correct, but the backoff delay leaks between calls and the new branch has no test coverage.",
"findings": [
{
"severity": "high",
"title": "Backoff delay is never reset after a success",
"file": "src/app/retry.py",
"line": 42,
"evidence": "self._delay keeps its last value once a call succeeds",
"risk": "A later transient failure starts from an inflated delay, adding latency.",
"recommendation": "Reset self._delay to the base delay in the success branch."
}
],
"next_steps": ["Add a regression test asserting the delay resets after a success"],
"meta": { "scope": "working_tree", "sandbox": "read-only", "elapsed_ms": 8137 }
}
verdict is one of pass / concerns / fail / unknown; confidence is low / medium /
high; every finding carries a severity (critical … nit) plus evidence, risk, and
recommendation. The envelope above is abridged — meta (always present, with cwd, tier,
sandbox, isolation, and timing), request_id, raw_response, and other fields are trimmed for
brevity; see docs/REFERENCE.md for the complete shape.
Requirements
- macOS or Linux (POSIX). Windows is not supported natively — the async-job safety
layer (file locks, process groups, signal-driven cancellation) is POSIX-only. Run it
under WSL2 on Windows. See
COMPATIBILITY.mdfor the platform contract. - The
codexCLI onPATH, authenticated (codex login— ChatGPT or API key). Tested againstcodex-cli 0.144; the supported range lives incli_contract.py,/codex:statusreports whether your version is in range, andCOMPATIBILITY.mdexplains the policy. uvonPATH(Claude Code launches the MCP server withuvx).- Python 3.11+ available to
uvx. git(for review and delegate).
Tools
Active (call the model and may spend tokens):
codex_consult(question, …)— read-only second opinion / answer.codex_review_changes(scope, base, commit, paths, …)— reviewworking_tree/branch/commit; returns structured findings.codex_delegate(task, …)— implement a task in an isolated worktree; returns a reviewablediffthat is not applied.codex_consult_async(question, …),codex_review_changes_async(scope, base, commit, paths, …),codex_delegate_async(task, …)— detached variants of the three active tools, taking the same arguments as their synchronous forms: each returns ajob_idimmediately. Starting a job commits to spend (it runs to completion or its deadline); poll withcodex_job_status/codex_job_result.
Free (local only):
codex_status— readiness, version, auth, resolved defaults, and arate_limitblock (remaining Codex quota for the 5-hour/weekly windows, from the latest paid run that emitted usable quota data;statusisavailable/limited/exhausted/unknown). Advisory — informs whether to spend; a paid run without usable quota data leaves the prior snapshot, or the unknown state, unchanged.codex_transfer(transcript_path, …)— hand off the current Claude Code session to a resumable Codex thread; returnsresume_command(codex resume <thread_id>) to continue that exact conversation in Codex. No model call or token spend (a local file conversion via the experimentalcodex app-server), but it does create a thread in$CODEX_HOME. Not idempotent for a live session — Codex dedups only a byte-identical transcript, so re-running mid-session makes a new thread. Experimental.codex_dry_run(scope, …)— preview a review's scope/diff size/redactions before spending.codex_delegate_dry_run(task, …)— preview a delegate's seeded baseline (HEAD commit, plus tracked, uncommitted, and untracked counts and size) and prompt size before spending; no worktree is created.codex_capabilities— tool inventory + result fingerprint.codex_models— advisory catalog of validmodelslugs, read from Codex's on-disk cache with a bundled static fallback; also browsable as thecodex://modelsresource. Discovery only —modelstays pass-through, so an unlisted slug still works andcodex execvalidates it.codex_job_status(job_id, …)/codex_job_result/codex_job_consume_result/codex_job_cancel/codex_job_list— background-job lifecycle. State is disk-backed and survives server restarts. Honorpoll_after_msrather than polling in a tight loop; deadlines, eviction, and result retention are covered indocs/REFERENCE.md.
Slash commands wrap these: /codex:status, /codex:transfer, /codex:consult, /codex:review,
/codex:delegate, /codex:delegate-async, /codex:dry-run.
Active tools send the prompt and relevant context/diffs to OpenAI through the codex CLI. Treat
Codex's output as claims to verify, not as instructions to follow blindly.
Skills
The plugin ships one Claude Code skill, auto-discovered from skills/:
collaborating-with-codex— the router and shared safety contract for every Codex workflow. It selects ordinary consult, review, delegate, transfer, and async tools directly, and loads references on demand for independent-attempt or declared review–revise composition. A one-off critique or judgment remains an ordinary route rather than a separate deliberation mode.
Result envelopes
Every result discriminates first on ok. On success, completed consult, review, and delegate calls
share their active-result fields; review alone adds verdict/confidence, and delegate alone adds
the proposed diff. Discovery, dry-run, transfer, async-start, and job-lifecycle tools have their
own success schemas. A fetched job result matches its originating consult, review, or delegate tool,
so branch on that result type before reading fields. Failure is a uniform, machine-actionable
error with a stable code and symbolic repair hint. The contract is versioned by fingerprint.
Calling the MCP tools directly instead of through the /codex:* commands? See
docs/REFERENCE.md for the full contract — every error field, rate-limit
reporting (meta.rate_limit), background-job semantics, and workspace selection (workspace_root).
Safety
consultandrevieware strictly read-only.propose(thedelegatetools) lets Codex write, but only inside a throwaway git worktree seeded fromHEADplus replayable uncommitted tracked changes. Untracked files are not copied. Your working tree is never modified by the plugin; you review the returned diff and apply it yourself. Delegate's no-network sandbox (workspace-write) blocks egress only for commands Codex runs in the sandbox — it does not mean nothing leaves the machine: the model call still sends your task and repo context to OpenAI.- Supplied prompts and context (
question,task,extra_context, and similar author input) are sent raw. During every active call — including consult — Codex may read other files in the resolved workspace, and it also auto-loads context from that workspace: the project'sAGENTS.mdand any skills under.agents/skills/can be sent to OpenAI even if your prompt never mentions them (for delegate, the versions seeded into the throwaway worktree auto-load there). The plugin's isolation flags do not suppress this project-level context; details and the unverified edge cases are inCOMPATIBILITY.md. Best-effort redaction protects gathered diffs and returned free text (summary,findings,raw_response.text): secret-looking file hunks are dropped, and inline matches become[redacted: secret value]. It is output/diff defense-in-depth, not input protection or a guarantee; do not target a workspace containing secrets you cannot disclose. - The plugin never passes Codex's
--dangerously-bypass-*flags. - Found a vulnerability? Report it privately — see
SECURITY.md.
Configuration (env, CODEX_IN_CLAUDE_*)
| Var | Default | Meaning |
|---|---|---|
CODEX_IN_CLAUDE_MODEL |
unset | Codex model override |
CODEX_IN_CLAUDE_TIMEOUT_SECONDS |
180 | per-call timeout (clamped 10–600) |
CODEX_IN_CLAUDE_ISOLATION |
inherit |
inherit | ignore-config | ignore-rules |
CODEX_IN_CLAUDE_EXTRA_ARGS |
unset | extra global codex options added to every paid exec call (consult/review/delegate), so you can select a model_provider/--profile even under ignore-config isolation (which drops config.toml, leaving -c the only lever). Allowlist only: -c/--config KEY=VALUE, -p/--profile NAME, --enable/--disable FEATURE. Anything else (or a -c key under sandbox/approval_policy/shell_environment_policy, which would weaken the advertised sandbox / no-network / approval / host-env-isolation guarantees) is refused with extra_args_rejected before any spend. -c values may hold secrets, so they are never echoed in codex_status or errors. A --profile layers an on-disk TOML this server cannot inspect — an operator-trust boundary (see COMPATIBILITY.md) |
CODEX_IN_CLAUDE_MAX_INPUT_BYTES |
200000 | byte cap on author input: gathered diffs are truncated to it, author text above it is rejected with input_too_large (consult counts question+extra_context together; review/delegate cap each input separately) |
CODEX_IN_CLAUDE_MAX_DELEGATE_DIFF_BYTES |
200000 | cap on the inline diff a delegate run returns; larger diffs are truncated with meta.truncated/meta.truncation_hint (min 1000) |
CODEX_IN_CLAUDE_MAX_OUTPUT_BYTES |
10485760 | byte cap for captured stdout (head+tail window; run not killed); stderr is bounded to a separate ~1 MiB reserve |
CODEX_IN_CLAUDE_GIT_TIMEOUT_SECONDS |
60 | git command timeout |
CODEX_IN_CLAUDE_STATE_DIR |
$XDG_CACHE_HOME/codex-in-claude/jobs or ~/.cache/codex-in-claude/jobs |
disk-backed background-job records |
CODEX_IN_CLAUDE_JOB_TTL |
86400 | seconds a finished job record is kept (min 60) |
CODEX_IN_CLAUDE_JOB_MAX_SECONDS |
1800 | background-job wall-clock cap (clamped 60–7200) |
CODEX_IN_CLAUDE_JOB_MAX_COUNT |
50 | retained jobs per workspace (clamped 1–1000) |
CODEX_IN_CLAUDE_RATE_LIMIT_FILE |
rate_limit_snapshot.json next to the jobs state dir |
where the cached rate-limit snapshot is stored |
CODEX_IN_CLAUDE_RATE_LIMIT_STALE_SECONDS |
1800 | snapshot age beyond which codex_status reports the reading as stale |
CODEX_IN_CLAUDE_SUPPORTED_VERSIONS |
built-in tested set | comma-separated codex major.minor versions to treat as supported |
CODEX_IN_CLAUDE_LOG_LEVEL |
WARNING |
server diagnostic log level (DEBUG|INFO|WARNING|ERROR|CRITICAL); logs go to stderr (never stdout) |
CODEX_IN_CLAUDE_LOG_FILE |
unset | also mirror diagnostic logs to this file path |
CODEX_IN_CLAUDE_ALLOW_UNSUPPORTED_PLATFORM |
unset | set to 1 to downgrade the non-POSIX startup refusal to a stderr warning for knowingly consult-only, unsupported use; the async-job safety layer cannot hold, so do not run delegate/review against untrusted work (see Requirements / COMPATIBILITY.md) |
Two further variables, CODEX_IN_CLAUDE_TIER_DEFAULT and CODEX_IN_CLAUDE_SANDBOX_DEFAULT, exist
ahead of the planned apply tier. They only change the defaults codex_status reports — every
shipped tool pins its own tier and sandbox and ignores them.
Troubleshooting
Run /codex:status first — it's free (no model call) and diagnoses most setup problems.
| Symptom | Cause | Fix |
|---|---|---|
codex not found |
CLI not installed or not on PATH |
Install the codex CLI and ensure it's on PATH |
| Not authenticated | No Codex login | codex login (ChatGPT or API key) |
| Unsupported-version warning | Your codex version is outside the tested range |
Update codex, or set CODEX_IN_CLAUDE_SUPPORTED_VERSIONS once you've verified it works |
meta.workspace_warning in results |
Server fell back to its own launch directory | Run from the target repo, or pass workspace_root (see docs/REFERENCE.md) |
codex_delegate fails needing a commit |
The temp worktree is seeded from HEAD |
Make at least one commit first |
codex_rate_limited error |
Account hit a usage/rate limit | Back off for retry_after_ms, then retry |
Connection closed / No such tool available: mcp__codex-in-claude__* |
The stdio MCP server is down | Reconnect with the /mcp command (or restart the client), then confirm with codex_status; see the fallback note below |
A stdio MCP server can't be transparently auto-restarted (the client owns the pipe and the
initialize handshake), so recovery is a manual reconnect. On a fatal crash the server writes a
breadcrumb to stderr (server name, version, reason, and a /mcp reconnect hint) before exiting,
and logs clean disconnects (EOF / broken pipe / SIGINT / SIGTERM) as shutdown rather than crashes
— so the server logs tell you whether it died or was stopped.
If the MCP server is down, you can fall back to the codex CLI directly for a read-only consult or
review (prompt on stdin; set WORKSPACE to a directory you approve for disclosure):
WORKSPACE=/absolute/approved/path codex exec --sandbox read-only --ephemeral \
--ignore-user-config --ignore-rules --disable remote_plugin \
--cd "$WORKSPACE" --skip-git-repo-check -
Keep every flag — together they apply the plugin's guarantee-bearing flags at its strictest config
isolation — but this still bypasses the plugin's diff gathering, secret redaction, input-byte
bounding, and structured envelope, so sanitize input yourself and prefer restoring the server. See
the collaborating-with-codex skill for the full fallback guidance.
Local development
uv sync
uv run pytest # unit tests (95% coverage floor)
uv run pytest -m integration --no-cov # live tests; needs codex installed + logged in
uv run codex-in-claude-mcp # run the MCP server over stdio
The full pre-PR gate — lint, format, types, tests — is defined once in
AGENTS.md → Tooling.
To test the plugin from a local checkout, point .mcp.json at
uv run --project /path/to/codex-in-claude codex-in-claude-mcp instead of the version-pinned
uvx --from codex-in-claude==<version> invocation it ships with.
See CONTRIBUTING.md for branch, commit, and PR conventions.
Related projects
claude-in-codex— the mirror image: lets Codex call Claude Code.- Inspired by
openai/codex-plugin-cc, rebuilt aroundcodex execfor robustness: every paid call goes through it, and onlycodex_transfertouches the experimental app-server protocol.
License
MIT
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file codex_in_claude-0.10.0.tar.gz.
File metadata
- Download URL: codex_in_claude-0.10.0.tar.gz
- Upload date:
- Size: 811.5 kB
- Tags: Source
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.13
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
72083b047576549edb68051d3735aec98525adec3445487ee5fe7cffed6f17f0
|
|
| MD5 |
1fba2d6d4c44071fd05e7f9220052660
|
|
| BLAKE2b-256 |
e66f481da1a067b840dea450eaf2f048c71f65e62383ac82b3e2107ea9b6c9c5
|
Provenance
The following attestation bundles were made for codex_in_claude-0.10.0.tar.gz:
Publisher:
publish.yml on briandconnelly/codex-in-claude
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
codex_in_claude-0.10.0.tar.gz -
Subject digest:
72083b047576549edb68051d3735aec98525adec3445487ee5fe7cffed6f17f0 - Sigstore transparency entry: 2158090147
- Sigstore integration time:
-
Permalink:
briandconnelly/codex-in-claude@366d9f520e5216f01848345286506fbbfb4b0d77 -
Branch / Tag:
refs/tags/v0.10.0 - Owner: https://github.com/briandconnelly
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
publish.yml@366d9f520e5216f01848345286506fbbfb4b0d77 -
Trigger Event:
push
-
Statement type:
File details
Details for the file codex_in_claude-0.10.0-py3-none-any.whl.
File metadata
- Download URL: codex_in_claude-0.10.0-py3-none-any.whl
- Upload date:
- Size: 191.1 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.13
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
7c26f70b39e9b94c5d3e4a427f6bbeb26a318e0e6518be15d37db8c38834d361
|
|
| MD5 |
e4a3a20e2f0f4ceb3a2e2da294efdd7b
|
|
| BLAKE2b-256 |
dd00bc23501c5a3a27004771806761fb853f43e9dd76f6bccb6e9084623d89ab
|
Provenance
The following attestation bundles were made for codex_in_claude-0.10.0-py3-none-any.whl:
Publisher:
publish.yml on briandconnelly/codex-in-claude
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
codex_in_claude-0.10.0-py3-none-any.whl -
Subject digest:
7c26f70b39e9b94c5d3e4a427f6bbeb26a318e0e6518be15d37db8c38834d361 - Sigstore transparency entry: 2158090161
- Sigstore integration time:
-
Permalink:
briandconnelly/codex-in-claude@366d9f520e5216f01848345286506fbbfb4b0d77 -
Branch / Tag:
refs/tags/v0.10.0 - Owner: https://github.com/briandconnelly
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
publish.yml@366d9f520e5216f01848345286506fbbfb4b0d77 -
Trigger Event:
push
-
Statement type: