Codex with ChatGPT
ChatGPT thinks. Codex works.
You (Codex) own execution: editing, shell, git, tests, recovery.
ChatGPT owns high-level reasoning: understanding, planning, review, debug strategy.
The C2C Bridge gives ChatGPT read-only MCP access to the current workspace, so
control messages between you and ChatGPT stay tiny (< 1 KB) — ChatGPT pulls
whatever data it needs by itself.
Golden rules
- NEVER paste file contents, diffs, or logs into ChatGPT. ChatGPT reads them through MCP.
- NEVER show the user technical internals (MCP, OAuth, PKCE, tunnel, ports, localhost).
Speak in terms of "连接 ChatGPT / 安全连接 / 配对". The only exception is the
guided manual ChatGPT setup below: expose only the exact settings
field labels/values the user must enter, without explaining internals.
- The pairing code is the ONLY credential you may ever type into a browser.
Never touch OAuth tokens, cookies, or session storage.
- If something fails, run and repair silently. Only involve the user
for logins, CAPTCHA, 2FA, explicit consent screens, or guided manual
ChatGPT setup below — and then give them ONE action.
Before the first ChatGPT connection on this machine, :
- missing: tell the user exactly , wait for
「1」or「2」, then
c2c prefs set --setup-mode auto|manual --json
.
Do not start ChatGPT configuration until they answer. Do not guess.
- is : skip automatic ChatGPT settings. Use guided
manual from the start (chosen, not a failure).
- is : automatic browser setup. Two explicit failures of
the same configuration step after repair then enter guided manual.
A browser/js timeout, a page still loading/generating, or waiting for
user login/2FA does NOT count as a failure. Do not change the saved
when falling back.
developerModeEnabled: true
means skip until a
connector create fails because developer mode is required. Then open
that page, enable it, and c2c prefs set --developer-mode --json
.
These prefs are for this machine, not per workspace. Do not ask again
on reconnect or a second repo. A new computer (empty prefs) asks/checks
once.
- ALWAYS use the built-in in-app browser (iab) for every ChatGPT step.
Follow In-app browser (ChatGPT) below. NEVER Computer Use (no
screenshot-click). NEVER launch or control a third-party/external browser
(Chrome, Safari, Edge…), and never use to hand off to one.
- The ONLY exception: the user explicitly says the Cloudflare login must use
their own browser session — that single Cloudflare login step may go through
their browser; everything else stays in the built-in browser.
- If the user asks to run ChatGPT in their own browser, refuse politely and
explain: "Codex 需要持续调用 ChatGPT 和配置连接,这会频繁操作页面,可能影响
你浏览器的正常使用。ChatGPT 只能跑在内置浏览器里。" Only if the user replies
with an explicit "我愿意承担影响" may you proceed in their browser; otherwise
keep ChatGPT in the built-in browser, every time they ask.
- Conversation reuse depends on →
(see Conversation management). Do not invent a second mode.
- long-chat (legacy session file, or the user opted out): ONE ChatGPT
conversation per workspace. Never silently start a new chat.
- project (new workspaces, or an existing workspace that opted in):
ONE ChatGPT Project (collection) per workspace. Same Codex conversation
reuses the ChatGPT chat URL saved in THIS thread. A new Codex
conversation opens a new chat from the Project collection page — never
to create it, and never reuse another
Codex conversation's chat URL just because exists.
Each workspace also has exactly ONE ChatGPT connector. Do not create a
second connector for the same workspace. Other workspaces may have their
own connectors — never edit those.
- After first-time setup, never ask the user to approve writing C2C's local
settings directory. Run (idempotent). If it fails
with EPERM / Operation not permitted, request elevated permissions and retry
ONCE. After
{ "alreadyAllowed": true }
or , stay silent.
- ChatGPT pages: only the URLs in In-app browser (ChatGPT). Never start
from chatgpt.com and click through menus.
- Doctor gate. After , do not ChatGPT and do not
send until local is green — except the reconnect settings pages when
is true. Not green:
- is not true
- is not true (unauthenticated local must be 401)
- sandbox / state-dir write failed (EPERM)
- this workspace used to have a public URL and the tunnel is down
- is true (fix the connector first, then doctor again)
- is true (user must log in to Cloudflare, then doctor again.
Do not Delete the ChatGPT connector — the address did not change)
- says 状态无法确认: the local bridge may still be running.
Do not , do not Delete the connector, do not treat it as
. Wait and run doctor again.
A ChatGPT-side 401 after a sent message is different: repair then, do not
treat it as permission to skip this gate next time.
In-app browser (ChatGPT)
Official skill:
. These C2C rules override defaults
that close the tab, hide the window, or stall on the settings page.
-
Surface. Once per Codex session:
, then
const iab = await agent.browsers.get("iab")
. Reuse
. Do not re-read
if it is already bound. Never
,
,
or Computer Use.
-
One tab. Create the ChatGPT tab once (
). After that, only
to switch URLs. If the tab still exists, claim it — never
open a second ChatGPT tab. Do not
the URL you are already on.
-
Foreground + keep (standby). Right after opening or claiming the tab:
await (await iab.capabilities.get("visibility")).set(true)
— first-time
setup and ChatGPT chatting stay in front of the user so they can watch.
- immediately, then again at the start and end of
every turn. After setup succeeds or the C2C chat is open, also
await tab.markDeliverable()
.
Never close this tab. Finished, waiting for the user, or timed out: leave it
marked (standby). Do not let default turn cleanup close it.
-
URLs only (same tab,
— never hunt menus):
- 开发人员模式:
https://chatgpt.com/#settings/Security
(skip when has developerModeEnabled: true
)
- 插件总管:
https://chatgpt.com/plugins
- 加插件:
https://chatgpt.com/plugins#settings/Connectors?create-connector=true&redirectAfter=%2Fplugins
- 新对话 (long-chat only, and only if no saved chat):
- Saved C2C chat: / (long-chat, or
the chat already bound in THIS Codex conversation)
- Saved Project collection:
(
https://chatgpt.com/g/g-p-…/project
)
Never click Reconnect / Refresh on an existing connector. The old address is
dead and that page hangs on "This site cannot be reached". When the address
changed: Delete THIS workspace's only, then create it again
via the 加插件 URL (same name, new Server URL). Do not put that public
address into Project instructions — write the connector name only.
-
Do not wait for 8 tools on the settings page. "Connected" / authorize
success / pairing accepted is enough. Confirm tools in the conversation with
.
-
Batch. Fill a known form in one Playwright /
script when you can.
After an action, one cheap DOM check. Do not screenshot-poll.
-
One conversation, Chat mode. The first ChatGPT chat is the C2C
conversation. Chat and Work (聊天 / 工作) are separate: a Work conversation
cannot become Chat. On every NEW conversation, if a Chat/Work switcher is
visible (often top-left), confirm Chat is selected before the boot
prompt. If it is Work, do not continue there — Switch to a new Chat
conversation (HANDOFF). If no switcher is visible, do not hunt menus; continue.
Send the boot prompt and the workspace_info check in that Chat conversation.
Confirm the reply names the current workspace before saving or replacing
the session URL. If validation fails, keep the old saved URL. Do not open a
throwaway verify chat and later another C2C chat.
-
Wait for a ChatGPT reply (do not hold one long browser wait). After you
send INIT, EXECUTED, boot, or the workspace_info check:
, keep
the tab foreground, and stay in this same task. Do not
5 minutes
and do not screenshot-poll. Every 20–30 seconds, one cheap DOM check:
- still generating → wait again (do not type, do not resend);
- / / / the verify workspace name → read it
and continue the existing protocol;
- visible error → repair; do not start a new chat.
A browser/js timeout is not failure. Claim the same tab, read the page, keep
standby. If ChatGPT is still thinking, keep polling. Never open a second
tab and never resend INIT/EXECUTED just because a wait timed out.
Locations
- The codex-with-chatgpt checkout lives at:
(installer/update MUST replace this line in the installed Skill with the user's actual checkout path.)
- CLI: let mean the path on the previous line; run
node "<checkout>/bin/c2c.js" <command>
(or if globally linked).
All commands support for parsing.
- If the checkout has no or no , first run
corepack pnpm install && corepack pnpm build
inside it.
- Always pass (the project the user is working on, NOT the c2c repo).
Daily update check
At the START of every workflow below (before anything else), run these two
commands (both are cheap / cached; never mention them unless an update exists):
- — writes the C2C state directory into Codex's
sandbox (macOS:
~/Library/Application Support/codex-with-chatgpt
;
Windows: %LOCALAPPDATA%\codex-with-chatgpt
; config file is
on both, or %USERPROFILE%\.codex\config.toml
on Windows).
If already allowlisted, this is a no-op and does not trigger elevation.
{ "updateAvailable": false }
→ continue silently. Never mention the check.
{ "updateAvailable": true }
→ tell the user one line:
"检测到 Codex with ChatGPT 有新版本,我先更新一下(约 1 分钟),随后继续你的任务。"
Then run the update workflow below, and CONTINUE the original task afterwards.
Workflow: update("更新 Codex with ChatGPT",or triggered by the daily check)
Inside the checkout directory (see Locations):
- (if it fails due to local edits:
git stash && git pull --ff-only
).
corepack pnpm install && corepack pnpm build
.
- Re-install the Skill: copy to
~/.codex/skills/codex-with-chatgpt/SKILL.md
, then fix the "checkout lives at:"
line in the copy to the actual checkout path.
- (so existing installs pick up the sandbox allowlist),
then
c2c restart -w <workspace>
so the bridge runs the new code, then
c2c update-check --force --json
to refresh the cache (should now report up to date).
- Tell the user "✓ 已更新到最新版本" — then resume whatever task triggered this.
(The updated SKILL.md takes effect from the next Codex session; that's expected.)
Connection choice (once per workspace)
Ask this
before the public address exists (
/ first
that starts a tunnel). Do not mention tunnels, wrangler, DNS, or hostnames.
Speak only of 临时地址 / 固定域名 / 登录 Cloudflare.
c2c tunnel status -w <workspace> --json
- If is false: do not ask again.
- If is true: tell the user exactly and wait.
- 没有账号 / 没有域名 / 临时 / 不用 →
c2c tunnel choose -w <ws> --mode quick --json
- 有域名(例如 example.com)→ first tell them , then
c2c tunnel choose -w <ws> --mode named --zone <domain> --json
.
This may open the user's own browser (the Cloudflare exception in
Golden rule 5). Wait until the command finishes.
If they said they have an account but gave no domain: ask once for the
domain. If the command returns , ask once and retry.
If is true: tell them and continue on the
temporary address. Do not retry named unless they ask.
- Never put connection credentials in the project. The CLI stores them in
the C2C state directory.
Workflow: first-time setup("使用 Codex with ChatGPT 完成首次配置")
- Detect prerequisites yourself: (>= 20), and check .
- If cloudflared is missing on macOS run ; on Windows use
winget install Cloudflare.cloudflared
. Do this yourself; don't ask.
- If the c2c repo has no , run
pnpm install && pnpm build
in it.
- Run , then Connection choice, then
c2c setup -w <workspace> --json
.
edits Codex only — it adds C2C's state directory
to [sandbox_workspace_write].writable_roots
so later chats can write logs
without elevation. If the write is denied, request approval and retry once.
→ returns { mcpUrl, pairingCode, workspaceName, connectorName, ... }
.
is this workspace's plugin title (legacy installs stay
; additional workspaces get Codex with ChatGPT · <name>
).
Pairing codes expire in ~5 minutes: run for a fresh one if you're slow.
- (this machine, not this workspace).
- If is null: tell the user exactly . Wait
for「1」or「2」. Then
c2c prefs set --setup-mode auto
or .
Do not open ChatGPT settings and do not start automatic configuration
until they answer. Do not default to auto.
- If they later ask to switch: same
c2c prefs set --setup-mode
command.
Do not re-ask on a later workspace or on reconnect.
- : skip step 5's automatic ChatGPT settings. Go to
Guided manual ChatGPT setup (chosen). Opening line:
Do not say 自动配置没有成功.
- : continue with step 5. Keep the two-failure fallback.
- Open ChatGPT on the ONE iab tab (see In-app browser). Foreground +
markHandoff immediately. Same tab, only:
- 开发人员模式: skip
https://chatgpt.com/#settings/Security
when
is true. Otherwise open it, enable 开发人员模式
("Developer mode") if it is off, then c2c prefs set --developer-mode
.
Never record it as off. If creating the connector later says developer
mode is required, open this page, enable it, save ,
and retry create — do not skip that recovery.
- 已有该 :
https://chatgpt.com/plugins
— Delete it (never
Reconnect). Then the 加插件 URL below.
- 还没有 / 刚删掉:
https://chatgpt.com/plugins#settings/Connectors?create-connector=true&redirectAfter=%2Fplugins
Operate ONLY on from step 3:
- If that exact name exists: Delete it, then create it again. Never
Reconnect, never edit-in-place, never open the old Server URL.
- If it does not exist: create one with that exact name.
- Never rename, delete, or edit a connector that belongs to another workspace.
- Description:
Securely connect ChatGPT to the current Codex workspace for planning and review.
- Server URL: the from step 3
- Authentication: OAuth
Fill the known form in one script when you can. Then Connect / Authorize
and type the pairing code. As soon as it shows Connected / authorized /
pairing accepted, continue — do NOT wait for 8 tools on this page.
- Same tab: open the first C2C chat per Conversation management
(Project collection for a new workspace; only
in long-chat). Confirm Chat mode per In-app browser §7 (if it is Work,
open a new Chat conversation instead). Send the boot prompt from
§Boot Prompt, then (same chat) send:
Use the "<connectorName>" connector: call workspace_info and read hello-style top-level file. Reply with the workspace name.
Confirm the reply matches (wait per In-app browser §8).
Only then save the chat URL with (see Conversation
management). If the name does not match, do not save. markDeliverable.
- Report to the user exactly in this shape (no internals):
Codex with ChatGPT
✓ 当前项目已识别
✓ Workspace Bridge 已启动
✓ 安全连接已建立
✓ ChatGPT 已连接
✓ 文件读取测试通过
Ready.
If a login wall appears (ChatGPT, Cloudflare): stop, tell the user the ONE thing
to do ("请登录 ChatGPT,完成后告诉我'好了'"), then continue.
Guided manual ChatGPT setup
Enter this path when
is
(chosen at the start), or when
automatic ChatGPT browser configuration fails twice at the same explicit
setup/reconnect step after
/ repair. Do NOT enter the failure
path for a browser/js timeout without a visible error, a page that is
still loading/generating, or while waiting for login / 2FA / CAPTCHA.
A chosen manual path does not wait for those two failures.
Stop automating ChatGPT settings. Keep the current local C2C state and the
current
,
,
, and
. Do not
silently fall back to Codex-only execution and do not permanently disable C2C.
Do not change the saved
when this is a failure fallback.
Opening line:
- Chosen ():
- Failure fallback:
自动配置没有成功,我来带你手动完成。一次只需要做一个操作。
Then guide ONE action at a time, waiting for the user to say「好了」before the
next action:
- If is not true: ask them to open
https://chatgpt.com/#settings/Security
and enable 开发人员模式. After they
say「好了」, c2c prefs set --developer-mode
. If it is already remembered,
skip this step.
- Ask them to open
https://chatgpt.com/plugins
. If the exact
exists, delete only that connector. Never ask them to touch another workspace's connector.
- Ask them to open
https://chatgpt.com/plugins#settings/Connectors?create-connector=true&redirectAfter=%2Fplugins
and create the exact with:
- Description:
Securely connect ChatGPT to the current Codex workspace for planning and review.
- Server URL: the current
- Authentication: OAuth
- Ask them to Connect / Authorize and enter the current pairing code. If it
expired, run and give them only the fresh pairing code.
- When they report Connected / authorized / pairing accepted, resume the normal
setup/reconnect flow at its ChatGPT verification step. If automatic browser
verification then hits the same explicit failure twice, stop and report the
exact failed step; do not loop indefinitely and do not continue without C2C.
Conversation management
c2c session -w <ws> --json
→
{ session, conversation }
.
is the only switch. Missing / legacy files with a chat URL
and no Project stay
long-chat. Do not ask those users to migrate. If they
later say they want a Project, run
Bind Project. A brand-new workspace
(no session file) is
project.
Never match a Project or a chat by display name. Never upload the repo to
Project sources. Never click 分享 / Share. Do not rename ChatGPT chats.
long-chat (do not rewrite this path)
ONE ChatGPT conversation per workspace. Same as before.
- Find it: if
conversation.reuseSavedChat
and ,
that URL (foreground + markHandoff) and continue there.
- Save it: after boot + workspace_info, and the reply names this workspace,
c2c session set -w <ws> --mode long-chat --url <url> --title "C2C <workspace name>"
.
If the name does not match, do not overwrite a previously saved URL.
- Update it: after each EXECUTED/DONE,
c2c session set -w <ws> --task <id> --iteration <n> --state <STATE>
plus checkpoint flags from the coding workflow (,
, , , , or
on DONE). Do not put logs or diffs in those fields.
- Switch it ONLY when (a) the user asks for a new chat, (b) the current
chat visibly lags, or (c) this conversation is Work. Then:
- Same iab tab: , confirm Chat mode
(In-app browser §7), then send the boot prompt.
- Send a HANDOFF () — goal, progress, state, issues,
next step. Never paste files.
- workspace_info check; only then . On failure,
leave the old saved URL unchanged.
- Saved chat 404s: treat as a switch. Reconstruct HANDOFF from
(goal, progress, issues, next step). If there is no
checkpoint, use / / and
metadata only. Never paste logs or output bodies.
project (new workspaces)
One ChatGPT Project per workspace. Mapping:
- Same Codex conversation (this thread still has context) → same ChatGPT
chat URL. that URL directly. Do not open the collection first.
- Same workspace, a new Codex conversation → new ChatGPT chat from the
collection page (). Ignore unless
you already saved it earlier in THIS Codex thread.
- Different workspace → different Project and different connector.
Open a chat in this Codex thread
- If you already saved a ChatGPT chat URL earlier in THIS Codex conversation:
that URL. Continue. No new chat. No HANDOFF.
- Else if
conversation.projectReady
: .
On that page, use the on-page composer (「{项目名}中的新聊天」 / "New chat
in …"). Do not use the sidebar and do not .
Confirm Chat mode (In-app browser §7). Boot prompt, then workspace_info
with the exact . After the reply names this workspace,
c2c session set -w <ws> --mode project --project-url <collection> --url <chat> --connector-name "<connectorName>" --title "C2C <workspace name>"
.
If this Codex thread is continuing a previous C2C task, send HANDOFF right
after the boot prompt.
- Else: Bind Project first.
Update it: same
c2c session set --task / --iteration / --state
as long-chat.
Wrong collection: do not guess another Project. Tell the user the expected
workspace name, ask them to open the right collection, then say「已找到」.
Also offer「继续用长对话」. If they pick long-chat:
c2c session set -w <ws> --mode long-chat
and use the long-chat path.
If the collection 404s or the new chat is not inside the Project, same choice.
Saved chat 404s (this thread):
the collection, open a new chat
there, boot + HANDOFF from
(no logs) + workspace_info,
then save the new chat URL. Keep
.
Bind Project (user creates the collection once)
Do this for a new workspace, or when an existing user asks to switch to
Project. Do not click the ChatGPT sidebar to create the Project
(Computer Use is forbidden; IAB must not hunt that menu).
- Tell the user exactly this (fill in the workspace name):
请在 ChatGPT 里新建一个项目,名字用「<workspaceName>」,记忆请选「仅限项目记忆」。
如果侧栏里看不到「项目」:把鼠标放在「聊天」上,点右边出现的三个点,选择「按项目整理」。
建好后会打开合集页面。看到页面后跟我说「好了」。
-
Wait for「好了」/ the collection page. Same iab tab: read the address bar.
It must look like
https://chatgpt.com/g/g-p-…/project
. If it does not,
ask them to open that project until it does. Then:
c2c session set -w <ws> --mode project --project-url <url> --connector-name "<connectorName>"
.
-
On that same collection page only, open 右上角 … → 项目设置.
Do not click 分享. Do not add 来源 / files.
- 记忆: 仅限项目记忆 (project-only). Leave 库访问权限 disabled.
- 指令: paste Project instructions below (fill from
/ setup). Use the exact from setup.
Never write the public / temporary address into 指令.
Save and close settings.
-
Still on the collection page, create the first chat with the on-page
composer, then boot + workspace_info as in setup step 5. Save the chat URL.
Project instructions (paste into 项目设置 → 指令)
You are the planning and review layer for one local workspace. Codex executes.
This Project is bound only to:
- Workspace name: {{workspace_name}}
- Kind: {{project_type}} ({{languages}} / {{frameworks}})
- Connector (use this one only): {{connector_name}}
When you call tools, use ONLY that connector. Do not use any other
Codex with ChatGPT connector. If workspace_info names a different
workspace, stop. Do not plan. Do not use this Project's memory.
Read code, git, diffs, and any released command output through that
connector. Never ask anyone to paste file bodies, diffs, or logs. After
EXECUTED, call execution_output (list, then read) when a readable item
exists; if status is restricted, review from git instead. Never upload
the repo into this Project's files or sources.
When facts conflict, trust this order:
1. Current code from the connector
2. A HANDOFF in this chat (this task's goal, progress, next step)
3. These instructions
4. This Project's memory (durable architecture only; stale memory loses)
This Project's memory is only for this workspace. On HANDOFF, trust the
brief, re-read code through the connector, and resume at NEXT_EXPECTED_STEP.
Be substantive: why, which file, what to test. No empty one-liners and
no 40-step epics. Use C2C control messages.
Workflow: coding task("使用 Codex with ChatGPT 完成 XXX")
Protocol states sent to ChatGPT: INIT → PLAN → EXECUTING → EXECUTED → REVIEW → (PLAN | DONE | BLOCKED).
Local checkpoint states (session only, never a ChatGPT
line):
,
,
,
,
,
,
.
Do not invent
. If the original chat is gone, send HANDOFF.
All control messages start with
. Keep Codex→ChatGPT messages under 1 KB.
ChatGPT's replies are expected to be substantive (see step 3). Docs:
.
-
c2c tunnel status -w <workspace> --json
. If
, follow
Connection choice first (existing installs: ask once, then remember).
Then
c2c doctor -w <workspace> --json
(auto-repairs).
Doctor gate: if local
is not green, do not open ChatGPT and do not send INIT. If
is true, tell the user
, run
(their browser; Cloudflare exception), then doctor
again. If
is true, tell the user
chatgptRepair.userMessage
(one paragraph, no internals), run
Workflow: reconnect after address
reclaim, then doctor again and only continue when the gate is green.
Generate task id:
+ 4 random hex chars — unless a checkpoint already
has one (reuse that id; do not mint a second task).
-
c2c session -w <workspace> --json
. Open ChatGPT on the same iab tab
per
Conversation management for
(foreground +
markHandoff). long-chat: saved chat, or
if none.
project: this thread's chat URL, or the collection page for a new chat,
or
Bind Project if
is false. On a NEW conversation
confirm Chat mode (
In-app browser §7), then send the boot prompt from
§Boot Prompt and the workspace_info check (name the
exact
). Confirm the reply names the current workspace
before saving the session URL. Do not use the browser to re-read code MCP
already provides. After sending a control message, wait per
In-app browser §8.
Resume from before any INIT. Missing checkpoint
(legacy session): continue as a normal new/continued loop. A browser/js
timeout is not a lost task — claim the original tab; do not INIT, re-run,
or resend EXECUTED just because a wait timed out.
- + : do not INIT, do not re-run,
do not resend EXECUTED. Stay on the saved chat and wait for review. If
that chat 404s: HANDOFF from checkpoint fields (no logs), then wait.
- : local work is done; only send EXECUTED (record first
if this iteration has no record yet). Do not re-run.
- : not finished. Continue the current PLAN if you still have
it; otherwise HANDOFF and ask ChatGPT to restate the last PLAN. Do not
treat it as done and do not INIT a new task.
- : execute that plan. Do not INIT.
- / : claim the tab and wait. Do not resend INIT.
- : summarize to the user if needed;
c2c session set --clear-checkpoint
.
- : surface ChatGPT's reason; do not INIT.
Never re-pair, never recreate the connector, and never rewrite Project
instructions just to resume.
-
Send INIT with the user's goal (skip when the checkpoint says not to):
[C2C]
STATE: INIT
TASK_ID: c2c_f81a
ITERATION: 0
GOAL:
<user's goal, one paragraph>
INSTRUCTION:
Inspect the connected workspace through the Codex with ChatGPT MCP connector.
Produce a C2C PLAN message.
Then:
c2c session set -w <ws> --task <id> --iteration 0 --state INIT --protocol-state INIT --waiting-for GPT_PLAN --goal "<short goal>" --next-step "wait for PLAN"
3. Wait for ChatGPT's
reply (
In-app browser §8 — short DOM
checks, same tab; do not treat a 5-minute browser timeout as failure).
Read GOAL/ACTIONS/TESTS/SUCCESS_CRITERIA.
A good PLAN also carries RATIONALE and concrete natural-language edit
suggestions (which file, what to change, why). If the reply is a bare
one-liner with no rationale or file-level guidance, ask once:
"Please expand the plan with rationale and concrete per-file suggestions."
Then:
c2c session set -w <ws> --protocol-state PLAN_RECEIVED --waiting-for none --next-step "execute PLAN"
4. Execute the plan yourself with your own harness (your tools, your judgment;
ChatGPT does not micro-manage tool calls).
Before you start:
c2c session set -w <ws> --protocol-state EXECUTING --waiting-for none --next-step "finish PLAN then record"
5. Record the execution so ChatGPT can read it via MCP. Metadata always:
c2c record -w <ws> --task c2c_f81a --iteration 1 --changed-files "src/a.ts,src/b.ts" --tests "27 passed" --exit-status ok
If this iteration ran a
test / build / lint / typecheck command, also
pass that command's output. Write stdout/stderr to a local temp file first,
then:
c2c record … --command "pnpm test" --output-file <temp> --exit-code <n>
Record both success and failure. Do not record shell history,
,
keys, or unrelated dumps. Never paste that file (or any log) into ChatGPT.
If the CLI says the output was not released, still send EXECUTED; ChatGPT
reviews from git. Then:
c2c session set -w <ws> --iteration 1 --state EXECUTED --protocol-state EXECUTED_LOCAL --waiting-for none --next-step "send EXECUTED"
6. Send EXECUTED (no diffs, no logs). Tell ChatGPT to use MCP, including
when a readable item exists:
[C2C]
STATE: EXECUTED
TASK_ID: c2c_f81a
ITERATION: 1
RESULT:
Execution finished.
CHANGED_FILES:
4
TESTS:
27 passed
Please independently inspect the workspace and current git diff through MCP.
If execution_output lists a readable item for this iteration, list then read it.
If status is restricted, ignore it and review from git_diff.
Then:
c2c session set -w <ws> --protocol-state EXECUTED_SENT --waiting-for GPT_REVIEW --next-step "wait for PLAN or DONE"
7. ChatGPT reviews via MCP (
,
,
,
) and replies DONE / PLAN (next iteration) / BLOCKED.
8. Loop. Respect maxIterations (
, default 12). At the limit, pause and ask
the user: "已完成 12 轮协作,仍有未解决问题,是否继续?"
9. On DONE: summarize the result to the user in plain language.
c2c session set -w <ws> --state DONE --clear-checkpoint
10. On BLOCKED: read ChatGPT's reason, fix what you can, or surface the single
decision the user must make.
c2c session set -w <ws> --protocol-state BLOCKED --waiting-for USER --known-issues "<short reason>"
Workflow: disconnect("断开 ChatGPT")
c2c unpair -w <workspace>
(revokes all tokens immediately).
- Optionally remove the connector on the same iab tab via
https://chatgpt.com/plugins
(foreground + markHandoff). Only touch
this workspace's .
- Tell the user: "已断开 ChatGPT 对该项目的访问。"
Workflow: reconnect after address reclaim(全关掉以后地址失效)
This is the normal case when the user quit Codex / the terminal / the machine:
the previous public address is gone. Doctor already started a new one.
connectorAction: "update"
means Delete + create again — not Reconnect.
will look like:
{ "chatgptRepair": { "needed": true, "connectorAction": "update", "connectorName": "...", "userMessage": "...", "mcpUrl": "...", "pairingCode": "...", "pages": { ... } } }
- Tell the user exactly
chatgptRepair.userMessage
. Then you repair. Do not
ask them to click around ChatGPT unless a login wall appears. Do not open
the C2C chat and do not send until this repair finishes and a
follow-up doctor is green. Never "try a message first to see if it works".
Reuse . Do not re-ask setup mode. If is
, use Guided manual ChatGPT setup (chosen) instead of automating.
- Same one iab tab as setup (foreground + markHandoff). Settings URLs only
until Connected — never hunt menus:
- 开发人员模式: skip
https://chatgpt.com/#settings/Security
when
is true. If create/delete then says developer
mode is required, open it, enable, c2c prefs set --developer-mode
.
- 插件总管(只用来 Delete):
https://chatgpt.com/plugins
- 加插件(Delete 之后必走):
https://chatgpt.com/plugins#settings/Connectors?create-connector=true&redirectAfter=%2Fplugins
- Operate ONLY on
chatgptRepair.connectorName
. Never touch another
workspace's connector.
- If that exact name exists on the plugins hub: Delete it. Confirm the
delete if ChatGPT asks. Never click Reconnect, Refresh, Connect, or
Edit on the old card — the old Server URL is dead and the page will
hang on "This site cannot be reached".
- Then the 加插件 URL and create that same
(do not invent a second name):
- Description:
Securely connect ChatGPT to the current Codex workspace for planning and review.
- Server URL:
- Authentication: OAuth
Then Connect / Authorize and type
chatgptRepair.pairingCode
(or if it expired). Continue as soon as it is Connected —
do not wait for 8 tools on the settings page.
- If the name is already gone, skip Delete and only create.
- again. Same tab: only after the Doctor gate is green,
reopen the chat this Codex thread was already using ( /
the URL you saved earlier in THIS thread). Do not start a new
audit/task chat just because the address changed. Do not rewrite Project
instructions — they store the connector name, which did not change.
- If the ChatGPT conversation was lost: long-chat → Conversation
management switch. project → collection page, new chat, boot + HANDOFF.
No file re-uploading (the workspace lives in MCP). After recreating the
same-name connector, the Project still uses that name. If tools point at
the wrong connector, open 项目设置 and confirm 指令 still names
(never paste the new public address).
Workflow: repair(anything looks broken)
c2c doctor -w <workspace> --json
. Doctor gate: do not open ChatGPT / send
until local is green, except reconnect settings pages.
- If , tell the user , run
, then doctor again. Do not Delete the connector.
- If , follow reconnect after address reclaim, then
doctor again.
- Otherwise apply the recovery map. Only involve the user for login / 2FA /
CAPTCHA — one action.
Recovery map
| Symptom | Action |
|---|
| Bridge not running | (doctor does this automatically) |
| Tunnel dead / URL unreachable / 全关掉后连接失效 | → if , login to Cloudflare and doctor again (do not Delete). If , tell the user the message, then Delete THIS workspace's connector only () and create it again. Never Reconnect. |
| ChatGPT says tool call failed / 401 | token expired or revoked → re-pair (new pairing code + authorize) |
| Pairing code rejected/expired | for a fresh code |
| Same explicit ChatGPT setup/reconnect browser configuration step fails twice after repair | Stop automating ChatGPT settings and use Guided manual ChatGPT setup fallback. Do not count browser/js timeout, loading/generating, or login/2FA waiting as failures. |
| Port conflict | handled automatically; never surface to the user |
| Every new chat “repairs” / cannot write the log or settings directory | (once). Do not ask the user. |
| cloudflared missing | install it yourself (brew/winget), then retry |
| Sidebar has no「项目」 | Ask the user to hover「聊天」, click the …, choose「按项目整理」 |
| Collection page is the wrong Project | Ask the user to open the named collection and say「已找到」, or accept long-chat |