Menu
Run python examples in auto mode with logging, rerun helpers, and background control.
The review-first prompt is selected by default. You can switch to a direct command or download a local copy.
Read SKILL.md and any companion files shown by SkillsMP before deciding whether to install.
Install with Codex or Claude Copy this prompt, paste it into Codex, Claude, or another assistant, and let it review the skill page and install it for you.
A direct command skips the review prompt. Inspect the source before running it.
npx skills add https://github.com/TuYv/ccpm --skill examples-auto-runThe command stays on one line. Scroll horizontally to inspect it before copying.
Prefer a local copy? Download the files currently available to SkillsMP.
Use when auditing a paid ad account for incremental contribution, wasted spend, or measurement integrity before scaling; runs a typed 20-item ROAS profile with verified vetoes and a SHIP/FIX/BLOCK/UNDECIDED gate on own exported data. Not for campaign structure design — use campaign-architect; not for creative production — use ad-creative-builder. 付费广告账户审计/ROAS评分
Use when the user asks to "write ad copy", "generate RSA headlines", or "build ad creative at volume"; produces ad units — RSA headlines/descriptions, hooks, and an angle matrix — message-matched to the destination landing page. Not for scoring an ad account — use ad-account-auditor; not for the post-click page — use landing-optimizer; not for organic articles — use content-writer. 广告创意/广告文案/RSA标题
Use when the user asks to "design an A/B test", "set up a creative/landing test", "run an incrementality test", or "is this result statistically and practically material?"; produces a hypothesis, variant matrix, sample-size/duration/power plan, and a documented effect/uncertainty read from own exported results. It applies only a precommitted owner-approved action rule; the statistical helper never chooses a business action. Not for producing variants — use ad-creative-builder; not for reading back one shipped change — use paid-measurement-loop. 广告AB测试设计/实验设计/显著性判定/增效测试
Based on SOC occupation classification
Showing SKILL.md
| name | examples-auto-run |
| description | Run python examples in auto mode with logging, rerun helpers, and background control. |
uv run examples/run_examples.py with:
litellm, any-llm, sqlalchemy, redis, blaxel, modal, runloop, and temporal.EXAMPLES_INTERACTIVE_MODE=auto (auto-input/auto-approve)..tmp/examples-start-logs/.--main-log (also under .tmp/examples-start-logs/)..tmp/examples-rerun.txt when --write-rerun is set.run.sh.stop cleans it up.# Start (auto mode; interactive included by default)
.agents/skills/examples-auto-run/scripts/run.sh start [extra args to run_examples.py]
# Examples:
.agents/skills/examples-auto-run/scripts/run.sh start --filter basic
.agents/skills/examples-auto-run/scripts/run.sh start --include-server --include-audio
# Check status
.agents/skills/examples-auto-run/scripts/run.sh status
# Stop running job
.agents/skills/examples-auto-run/scripts/run.sh stop
# List logs
.agents/skills/examples-auto-run/scripts/run.sh logs
# Tail latest log (or specify one)
.agents/skills/examples-auto-run/scripts/run.sh tail
.agents/skills/examples-auto-run/scripts/run.sh tail main_20260113-123000.log
# Collect rerun list from a main log (defaults to latest main_*.log)
.agents/skills/examples-auto-run/scripts/run.sh collect
# Rerun only failed entries from rerun file (auto mode)
.agents/skills/examples-auto-run/scripts/run.sh rerun
start or rerun, run the command outside the Codex sandbox by default (sandbox_permissions=require_escalated). Many examples start nested sandboxes, browsers, npm helpers, or cloud/local service processes; running from inside the Codex sandbox can produce environment-only failures such as sandbox-exec: sandbox_apply: Operation not permitted, Playwright cache permission errors, or npm cache permission errors.EXAMPLES_INTERACTIVE_MODE=autoEXAMPLES_INCLUDE_INTERACTIVE=1EXAMPLES_INCLUDE_SERVER=0EXAMPLES_INCLUDE_AUDIO=0EXAMPLES_INCLUDE_EXTERNAL=0EXAMPLES_UV_EXTRAS="litellm any-llm sqlalchemy redis blaxel modal runloop temporal" (set to an empty string to disable extras)APPLY_PATCH_AUTO_APPROVE=1, SHELL_AUTO_APPROVE=1, AUTO_APPROVE_MCP=1.tmp/examples-start-logs/main_*.logrun_examples.py): .tmp/examples-start-logs/<module_path>.log.tmp/examples-rerun.txt.tmp/examples-start-logs/stdout_*.loguv run --extra ... examples/run_examples.py, which already writes per-example logs and supports --collect, --rerun-file, and --print-auto-skip.examples/sandbox/extensions/vercel_runner.py is temporarily excluded from auto runs due to credential issues. Do not force-run it until the credential setup is fixed.start uses --write-rerun so failures are captured automatically..tmp/examples-rerun.txt exists and is non-empty, invoking the skill with no args runs rerun by default.The runner does not perform any automated behavioral validation. After every foreground start or rerun, Codex must manually validate all exit-0 entries:
.tmp/examples-start-logs/.