Agent skill

Pipeline

by yangyuan-zhen in yangyuan-zhen/PolyWeather

[OMX] Configurable pipeline orchestrator for sequencing stages

AGPL-3.0Auto-check passed

Install Pipeline

skills CLI

$ npx skills add yangyuan-zhen/PolyWeather --skill pipeline -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI

$ gh skill install yangyuan-zhen/PolyWeather pipeline --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy

$ git clone --depth 1 https://github.com/yangyuan-zhen/PolyWeather.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/pipeline .claude/skills/pipeline && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Paste into Claude Code

Install the "pipeline" agent skill from https://github.com/yangyuan-zhen/PolyWeather/tree/main/.codex/skills/pipeline into .claude/skills/pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pipeline", then confirm the skill loads.

Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

$skill-installer

$skill-installer install https://github.com/yangyuan-zhen/PolyWeather/tree/main/.codex/skills/pipeline

Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.

skills CLI

$ npx skills add yangyuan-zhen/PolyWeather --skill pipeline -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install yangyuan-zhen/PolyWeather pipeline --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/yangyuan-zhen/PolyWeather.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.codex/skills/pipeline .agents/skills/pipeline && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "pipeline" agent skill from https://github.com/yangyuan-zhen/PolyWeather/tree/main/.codex/skills/pipeline into .agents/skills/pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pipeline", then confirm the skill loads.

Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add yangyuan-zhen/PolyWeather --skill pipeline -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install yangyuan-zhen/PolyWeather pipeline --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/yangyuan-zhen/PolyWeather.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.codex/skills/pipeline .cursor/skills/pipeline && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "pipeline" agent skill from https://github.com/yangyuan-zhen/PolyWeather/tree/main/.codex/skills/pipeline into .cursor/skills/pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pipeline", then confirm the skill loads.

Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

gemini skills install

$ gemini skills install https://github.com/yangyuan-zhen/PolyWeather.git --path .codex/skills/pipeline

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add yangyuan-zhen/PolyWeather --skill pipeline -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install yangyuan-zhen/PolyWeather pipeline --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/yangyuan-zhen/PolyWeather.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.codex/skills/pipeline .gemini/skills/pipeline && rm -rf skills-src

Use ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.

Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/

Paste into Gemini CLI

Install the "pipeline" agent skill from https://github.com/yangyuan-zhen/PolyWeather/tree/main/.codex/skills/pipeline into .gemini/skills/pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pipeline", then confirm the skill loads.

Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

GitHub CLI

$ gh skill install yangyuan-zhen/PolyWeather pipeline

Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).

skills CLI

$ npx skills add yangyuan-zhen/PolyWeather --skill pipeline -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/yangyuan-zhen/PolyWeather.git skills-src && mkdir -p .github/skills && cp -r skills-src/.codex/skills/pipeline .github/skills/pipeline && rm -rf skills-src

Use ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.

GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/

Paste into GitHub Copilot

Install the "pipeline" agent skill from https://github.com/yangyuan-zhen/PolyWeather/tree/main/.codex/skills/pipeline into .github/skills/pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pipeline", then confirm the skill loads.

GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add yangyuan-zhen/PolyWeather --skill pipeline -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install yangyuan-zhen/PolyWeather pipeline --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/yangyuan-zhen/PolyWeather.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.codex/skills/pipeline .opencode/skills/pipeline && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "pipeline" agent skill from https://github.com/yangyuan-zhen/PolyWeather/tree/main/.codex/skills/pipeline into .opencode/skills/pipeline/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pipeline", then confirm the skill loads.

OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

Facts

Skill name: pipeline
GitHub stars: 316
Token cost: ~1k tokens
SKILL.md length: 377 words
Files: 1
Skills in repo: 26
Repo updated: Sep 20, 2026
First seen: Oct 7, 2026
Licence: AGPL-3.0

At a glance

[OMX] Configurable pipeline orchestrator for sequencing stages

SKILL.md covers Default Autopilot Pipeline, Configuration, Stage Interface and Built-in Stages, plus 3 more sections
Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Pipeline is an agent skill from yangyuan-zhen/PolyWeather. [OMX] Configurable pipeline orchestrator for sequencing stages

Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: polymarket Intelligent Weather Quant Analysis Bot. The licence is AGPL-3.0.

Example prompts

“/pipeline”

What it can do on your machine

Read from SKILL.md and the folder at commit 43e658b. It shows what the files ask for, not the result of running them.

Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are typescript).
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Pipeline loads about 1k tokens when it runs. Until then it costs about 18 tokens; SKILL.md has 377 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~18
When it runs · the whole SKILL.md, loaded when a task matches: ~1k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from yangyuan-zhen/PolyWeather at commit 43e658b, republished under its AGPL-3.0 licence (© yangyuan-zhen). 377 words, ~1,037 tokens.

Download SKILL.mdSave it as .claude/skills/pipeline/SKILL.md (or your agent's skills folder).

name: pipeline
description: [OMX] Configurable pipeline orchestrator for sequencing stages

Pipeline Skill

$pipeline is the configurable pipeline orchestrator for OMX. It sequences stages through a uniform PipelineStage interface, with state persistence and resume support.

Default Autopilot Pipeline

The default Autopilot pipeline sequences:

deep-interview -> ralplan -> ultragoal (+ team if needed) -> code-review -> ultraqa

$team is conditional: use it only inside an active Ultragoal story when independent lanes or broad verification make coordinated parallel execution useful. Explicit legacy Ralph pipelines remain available through custom stages, but Ralph is not the advertised default Autopilot loop.

Configuration

Pipeline parameters are configurable per run:

Parameter	Default	Description
`maxRalphIterations`	10	Quality-gate retry ceiling; legacy option name retained for compatibility
`workerCount`	2	Number of Codex CLI team workers
`agentType`	`executor`	Agent type for team workers

Stage Interface

Every stage implements the PipelineStage interface:

typescript

interface PipelineStage {
  readonly name: string;
  run(ctx: StageContext): Promise<StageResult>;
  canSkip?(ctx: StageContext): boolean;
}

Stages receive a StageContext with accumulated artifacts from prior stages and return a StageResult with status, artifacts, and duration.

Built-in Stages

deep-interview: Requirements clarification and ambiguity gate.
ralplan: Consensus planning (planner + architect + critic). Skips only when both prd-*.md and test-spec-*.md planning artifacts already exist and durable consensus evidence records Architect approval followed by Critic approval. Plan/test-spec files alone are not consensus evidence. If either review is missing, blocked, out of order, or non-approving, the stage remains in ralplan or fails with an explicit blocker/max-iteration outcome instead of progressing to execution. Carries any deep-interview-*.md spec paths forward for traceability.
ultragoal: Durable goal-mode execution with .omx/ultragoal ledgers. Launch $team only from inside an Ultragoal story when parallel lanes are warranted.
code-review: Merge-readiness review gate.
ultraqa: Adversarial QA gate after a clean review; docs-only/trivially non-runtime changes may record an explicit skip reason.
team-exec and ralph-verify: Legacy/custom pipeline adapters retained for explicit non-default pipelines.

Show full SKILL.md (111 more words)Show less

State Management

Pipeline state persists via the ModeState system at .omx/state/pipeline-state.json. The HUD renders pipeline phase automatically. Resume is supported from the last incomplete stage.

On start: omx state write --input '{"mode":"pipeline","active":true,"current_phase":"stage:ralplan"}' --json
On stage transitions: omx state write --input '{"mode":"pipeline","current_phase":"stage:<name>"}' --json
On completion: omx state write --input '{"mode":"pipeline","active":false,"current_phase":"complete"}' --json

API

typescript

import {
  runPipeline,
  createAutopilotPipelineConfig,
  createDeepInterviewStage,
  createRalplanStage,
  createUltragoalStage,
  createCodeReviewStage,
  createUltraqaStage,
} from './pipeline/index.js';

const config = createAutopilotPipelineConfig('build feature X', {
  stages: [
    createDeepInterviewStage(),
    createRalplanStage(),
    createUltragoalStage(),
    createCodeReviewStage(),
    createUltraqaStage(),
  ],
});

const result = await runPipeline(config);

Relationship to Other Modes

autopilot: Autopilot can use pipeline as its execution engine (v0.8+)
team: Pipeline delegates execution to team mode (Codex CLI workers)
ultragoal: Autopilot delegates durable execution to Ultragoal by default
team: Optional execution engine inside an Ultragoal story when parallel lanes are needed
ralph: Available only for explicit legacy/custom pipelines
ralplan: Pipeline planning runs RALPLAN consensus planning

Files

Just SKILL.md in .codex/skills/pipeline of yangyuan-zhen/PolyWeather.

Open the folder on GitHubat commit 43e658b

Compare with similar skills

Pipeline next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Pipeline compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Pipeline this skillyangyuan-zhen/PolyWeather	316	—	~1k	Automated safety check: Pass	AGPL-3.0	20 days ago
Team Agent Orchestrationaffaan-m/ECC	277k	1 repos	~1.2k	Automated safety check: Pass	MIT	today
Orca Orchestrationstablyai/orca	89k	—	~916	Automated safety check: Pass	MIT	today
Agent Orchestrator Taskruvnet/ruflo	74k	2 repos	~1k	Automated safety check: Pass	MIT	yesterday
Configure Channelopenclaw/openclaw	392k	—	~946	Automated safety check: Pass	MIT	today
Orchestratesickn33/agentic-awesome-skills	47k	1 repos	~692	Automated safety check: Pass	MIT	2 days ago

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Questions about Pipeline

What does Pipeline do?

[OMX] Configurable pipeline orchestrator for sequencing stages. Pipeline is an agent skill from yangyuan-zhen/PolyWeather.

How do I install Pipeline in Claude Code?

Run `npx skills add yangyuan-zhen/PolyWeather --skill pipeline -a claude-code`. Or copy the skill folder (.codex/skills/pipeline in yangyuan-zhen/PolyWeather) into .claude/skills/pipeline in your project. Claude Code loads it when a task matches its description.

How do I install Pipeline in Codex?

Run `npx skills add yangyuan-zhen/PolyWeather --skill pipeline -a codex`. Or copy the skill folder (.codex/skills/pipeline in yangyuan-zhen/PolyWeather) into .agents/skills/pipeline in your project. Codex loads it when a task matches its description.

Can I use Pipeline in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add yangyuan-zhen/PolyWeather --skill pipeline -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pipeline, .gemini/skills/pipeline, .github/skills/pipeline and .opencode/skills/pipeline in your project.

What does Pipeline need to run?

SKILL.md names no scripts, command-line tools or credentials: Pipeline is instructions for the agent only.

Does Pipeline access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Pipeline safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Pipeline use?

Pipeline is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Pipeline use?

About 1k tokens (SKILL.md is roughly 4.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Pipeline?

Skills that share tags, products or a category with Pipeline: Team Agent Orchestration (affaan-m/ECC, 277k stars), Orca Orchestration (stablyai/orca, 89k stars), Agent Orchestrator Task (ruvnet/ruflo, 74k stars) and Configure Channel (openclaw/openclaw, 392k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Pipeline?

yangyuan-zhen (a GitHub user) maintains it in yangyuan-zhen/PolyWeather, which has 316 GitHub stars. The repository holds 26 skills in this directory. The repository was last updated on September 20, 2026.

Source: yangyuan-zhen/PolyWeather on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.

Pipeline

Install Pipeline

Facts

At a glance

What it does

Example prompts

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

Pipeline Skill

Default Autopilot Pipeline

Configuration

Stage Interface

Built-in Stages

State Management

API

Relationship to Other Modes

Files

Compare with similar skills

Similar skills

Team Agent Orchestration

Orca Orchestration

Agent Orchestrator Task

Configure Channel

Orchestrate

Swarm Orchestration

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