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Minimal Python API for running the Codex CLI.

Project description

CodexAPI

Use OpenAI's codex from python as easily as calling a function with your codex credits instead of the API.

Note: this project is not affiliated with OpenAI in any way. Thanks for the awesome tools and models though!

Requirements

  • Codex CLI installed and authenticated (codex must be on your PATH).
  • Python 3.8+.

Install

pip install codexapi

Quickstart

from codexapi import agent, Agent, Task

# Run one-shot tasks as a function call
print(agent("Say hello"))

# Run a multi-turn conversation as a session
session = Agent(cwd="/path/to/project")
print(session("Summarize this repo."))
print(session("Now list any risks."))

# Save and resume a session later
thread_id = session.thread_id
session2 = Agent(cwd="/path/to/project", thread_id=thread_id)
print(session2("Continue from where we left off."))

# Define a task with a checker
class RepoTask(Task):
    def check(self):
        # Return an error string if something is wrong, or None/"" if OK
        return None

task = RepoTask("Summarize this repo.", cwd="/path/to/project")
result = task()
print(result.success, result.summary)

CLI

After installing, use the codexapi command:

codexapi run "Summarize this repo."
codexapi run --cwd /path/to/project "Fix the failing tests."
echo "Say hello." | codexapi run

codexapi task exits with code 0 on success and 1 on failure.

codexapi task "Fix the failing tests." --max-iterations 5
codexapi task -f task.yaml
codexapi task -f task.yaml -i README.md

Create a new task file template:

codexapi create task.yaml
codexapi create my_task   # adds .yaml

Progress is shown by default for codexapi task; use --quiet to suppress it. When using --item, the task file must include at least one {{item}} placeholder.

Task files default to using the standard check prompt for the task. Set check: "None" to skip verification. Use max_iterations in the task file to override the default iteration cap (0 means unlimited). Checks are wrapped with the verifier prompt, include the agent output, and expect JSON with success/reason.

Take tasks from a GitHub Project (requires gh-task):

codexapi task -p owner/projects/3 -n "Your Name" -s Ready task_a.yaml task_b.yaml

Filter project issues by title before taking them:

codexapi task -p owner/projects/3 -n "Your Name" --only-matching "/n300/" task_a.yaml task_b.yaml

Reset owned tasks on a GitHub Project back to Ready:

codexapi reset -p owner/projects/3
codexapi reset -p owner/projects/3 -d   # also removes the Progress section

Task labels are derived from task filenames (basename without extension). The issue title/body become {{item}} after removing any existing ## Progress section.

Example task progress run:

./examples/example_task_progress.sh

Show running sessions and their latest activity:

codexapi top

Press h for keys.

Resume a session and print the thread id to stderr:

codexapi run --thread-id THREAD_ID --print-thread-id "Continue where we left off."

Use --no-yolo to run Codex with --full-auto instead.

Lead mode periodically checks in on a long-running agent session with the current time and prints JSON status updates. The agent controls the loop by setting continue to true/false in its JSON response. Each check-in expects JSON keys: status (one line), continue (bool), and optional comments (string). If the JSON is invalid, lead asks the agent once to retry before stopping with an error. When ~/.pushover is configured, lead sends a notification when it stops.

Lead mode also uses a leadbook file as the agent's working page. By default this is LEADBOOK.md in the working directory. The leadbook content is injected into each check-in prompt and must be updated before the agent responds. Use --leadbook PATH to point at a different file, or --no-leadbook to disable. Use -f/--prompt-file to read the prompt from a file. If the leadbook does not exist, lead creates it with a template.

codexapi lead 5 "Run the benchmark and wait for results."

Run without waiting between check-ins:

```bash
codexapi lead 0 "Do a rapid triage pass and report."

Ralph loop mode repeats the same prompt until a completion promise or a max
iteration cap is hit (0 means unlimited). Cancel by deleting
`.codexapi/ralph-loop.local.md` or running `codexapi ralph --cancel`.
By default each iteration starts with a fresh Agent context; use
`--ralph-reuse` to keep a single shared context across iterations.
The agent may also stop early by outputting `MAKE IT STOP` as the first
non-empty line of its message.

```bash
codexapi ralph "Fix the bug." --completion-promise DONE --max-iterations 5
codexapi ralph --ralph-reuse "Try again from the same context." --max-iterations 3
codexapi ralph --cancel --cwd /path/to/project

Science mode wraps a short task in a science prompt and runs it through the Ralph loop. It defaults to --yolo and expects progress notes in SCIENCE.md. Each iteration appends the agent output to LOGBOOK.md and the runner extracts any improved figures of merit for optional notifications.

codexapi science "hyper-optimize the kernel cycles"
codexapi science --no-yolo "hyper-optimize the kernel cycles" --max-iterations 3

Optional Pushover notifications: create ~/.pushover with two non-empty lines. Line 1 is your user or group key, line 2 is the app API token. When this file exists, Science will send a notification whenever it detects a new best result, including the metric values and percent improvement. Task runs will also send a ✅/❌ notification with the task summary. Lead runs send a notification when the loop stops.

Run a task file across a list file:

codexapi foreach list.txt task.yaml
codexapi foreach list.txt task.yaml -n 4
codexapi foreach list.txt task.yaml --retry-failed
codexapi foreach list.txt task.yaml --retry-all

API

agent(prompt, cwd=None, yolo=True, flags=None) -> str

Runs a single Codex turn and returns only the agent's message. Any reasoning items are filtered out.

  • prompt (str): prompt to send to Codex.
  • cwd (str | PathLike | None): working directory for the Codex session.
  • yolo (bool): pass --yolo to Codex when true (defaults to true).
  • flags (str | None): extra CLI flags to pass to Codex.

Agent(cwd=None, yolo=True, thread_id=None, flags=None, welfare=False)

Creates a stateful session wrapper. Calling the instance sends the prompt into the same conversation and returns only the agent's message.

  • __call__(prompt) -> str: send a prompt to Codex and return the message.
  • thread_id -> str | None: expose the underlying session id once created.
  • yolo (bool): pass --yolo to Codex when true (defaults to true).
  • flags (str | None): extra CLI flags to pass to Codex.
  • welfare (bool): when true, append welfare stop instructions to each prompt and raise WelfareStop if the agent outputs MAKE IT STOP.

lead(minutes, prompt, cwd=None, yolo=True, flags=None, leadbook=None) -> dict

Runs a long-lived agent session and periodically checks in with the current local time and a reminder of prompt. Each check-in expects JSON with keys: status (one line), continue (bool), and optional comments (string). If the JSON is invalid, lead asks the agent once to retry. The loop stops when continue is false and sends a Pushover notification (when configured).

Lead also injects the leadbook content into each prompt. By default it uses LEADBOOK.md in the working directory. Pass leadbook=False to disable or a path string to override the location.

task(prompt, check=None, max_iterations=10, cwd=None, yolo=True, flags=None, progress=False, set_up=None, tear_down=None, on_success=None, on_failure=None) -> str

Runs a task with checker-driven retries and returns the success summary. Raises TaskFailed when the maximum iterations are reached.

  • check (str | None | False): custom check prompt, default checker, or False/"None" to skip.
  • max_iterations (int): maximum number of task iterations (0 means unlimited).
  • progress (bool): show a tqdm progress bar with a one-line status after each round.
  • set_up/tear_down/on_success/on_failure (str | None): optional hook prompts.

task_result(prompt, check=None, max_iterations=10, cwd=None, yolo=True, flags=None, progress=False, set_up=None, tear_down=None, on_success=None, on_failure=None) -> TaskResult

Runs a task with checker-driven retries and returns a TaskResult without raising TaskFailed. Arguments mirror task() (including hooks).

Task(prompt, max_iterations=10, cwd=None, yolo=True, thread_id=None, flags=None)

Runs a Codex task with checker-driven retries. Subclass it and implement check() to return an error string when the task is incomplete, or return None/"" when the task passes. If you do not override check(), the default verifier wrapper runs with the default check prompt and includes the agent output.

  • __call__(debug=False, progress=False) -> TaskResult: run the task.
  • set_up(): optional setup hook.
  • tear_down(): optional cleanup hook.
  • check(output=None) -> str | None: return an error description or None/"". output is the last agent response.
  • on_success(result): optional success hook.
  • on_failure(result): optional failure hook.

TaskResult(success, summary, iterations, errors, thread_id)

Simple result object returned by Task.__call__.

  • success (bool): whether the task completed successfully.
  • summary (str): agent summary of what happened.
  • iterations (int): how many iterations were used.
  • errors (str | None): last checker error, if any.
  • thread_id (str | None): Codex thread id for the session.

TaskFailed

Exception raised by task() when iterations are exhausted.

  • summary (str): failure summary text.
  • iterations (int | None): iterations made when the task failed.
  • errors (str | None): last checker error, if any.

foreach(list_file, task_file, n=None, cwd=None, yolo=True, flags=None) -> ForeachResult

Runs a task file over a list of items, updating the list file in place.

  • list_file (str | PathLike): path to the list file to process.
  • task_file (str | PathLike): YAML task file (must include prompt).
  • n (int | None): limit parallelism to N (default: run all items in parallel).
  • cwd (str | PathLike | None): working directory for the Codex session.
  • yolo (bool): pass --yolo to Codex when true (defaults to true).
  • flags (str | None): extra CLI flags to pass to Codex.

ForeachResult(succeeded, failed, skipped, results)

Simple result object returned by foreach().

  • succeeded (int): number of successful items.
  • failed (int): number of failed items.
  • skipped (int): number of items skipped (already marked in the list file).
  • results (list[tuple]): (item, success, summary) entries for items that ran.

Behavior notes

  • Uses codex exec --json and parses JSONL events for agent_message items.
  • Automatically passes --skip-git-repo-check so it can run outside a git repo.
  • Passes --yolo by default (use --no-yolo or yolo=False for --full-auto).
  • Raises RuntimeError if Codex exits non-zero or returns no agent message.

Configuration

Set CODEX_BIN to point at a non-default Codex binary:

export CODEX_BIN=/path/to/codex

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