Agent skill

Pi Orchestration

by sundial-org in sundial-org/awesome-openclaw-skills

Orchestrate multiple AI models (GLM, MiniMax, etc.) as workers using Pi Coding Agent with Claude as coordinator.

No licenceAuto-check passed

Install Pi Orchestration

skills CLI
$ npx skills add sundial-org/awesome-openclaw-skills --skill pi-orchestration -a claude-code

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

GitHub CLI
$ gh skill install sundial-org/awesome-openclaw-skills pi-orchestration --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/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/pi-orchestration .claude/skills/pi-orchestration && 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/

Facts

Skill name
pi-orchestration
GitHub stars
663
Token cost
~886 tokens
SKILL.md length
159 words
Files
2 (incl. scripts)
Skills in repo
383
Repo updated
First seen
Licence
None found

At a glance

Orchestrate multiple AI models (GLM, MiniMax, etc.) as workers using Pi Coding Agent with Claude as coordinator.

  • Works in 2 steps: GLM (Zhipu AI) → MiniMax
  • SKILL.md covers Supported Providers, Setup, Usage and Orchestration Script, plus 3 more sections
  • Runs Python scripts from its folder; calls uv, bash and npm; needs GLM_API_KEY and MINIMAX_API_KEY

What it does

Pi Orchestration is an agent skill from sundial-org/awesome-openclaw-skills. Orchestrate multiple AI models (GLM, MiniMax, etc.) as workers using Pi Coding Agent with Claude as coordinator.

Its SKILL.md is about 890 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/orchestrate.py`).

It works with MiniMax. The repository describes itself as: Top OpenClaw skills, with the most popular and useful ones.

Example prompts

  • “/pi-orchestration”

Requirements

  • Python 3
  • Node.js
  • A credential in GLM_API_KEY
  • A credential in MINIMAX_API_KEY

Workflow steps

2 steps, taken from the step headings in SKILL.md.

  1. GLM (Zhipu AI)
  2. MiniMax

What it can do on your machine

Read from SKILL.md and the folder at commit b80cde2. 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

    Ships 1 file in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • uv
    • bash
    • npm

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • open.bigmodel.cn
    • api.minimax.chat

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • GLM_API_KEY
    • MINIMAX_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Pi Orchestration loads about 886 tokens when it runs. Until then it costs about 32 tokens; SKILL.md has 159 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~32
When it runs · the whole SKILL.md, loaded when a task matches
~886

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); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 159 words (~886 tokens).

“Use Claude as an orchestrator to spawn and coordinate multiple AI model workers (GLM, MiniMax, etc.) via Pi Coding Agent.”

— opening of SKILL.md by sundial-org
name
pi-orchestration
homepage
https://github.com/mariozechner/pi-coding-agent

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file (scripts) in skills/pi-orchestration of sundial-org/awesome-openclaw-skills.

  • SKILL.md
  • scripts/orchestrate.py

Open the folder on GitHubat commit b80cde2

Compare with similar skills

Pi Orchestration 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.

Pi Orchestration compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Pi Orchestration this skillsundial-org/awesome-openclaw-skills663—~886Automated safety check: PassNone
Minimax DOCXpoco-ai/poco-claw1.4k7 repos~3.9kAutomated safety check: PassMIT
AI Image Generation and Editingzhayujie/CowAgent47k—~1.3kAutomated safety check: PassMIT
Minimax XLSXpoco-ai/poco-claw1.4k6 repos~2.1kAutomated safety check: PassMIT
Minimax PDFpoco-ai/poco-claw1.4k6 repos~2.1kAutomated safety check: PassMIT
Evals Contextzgsm-ai/costrict4.5k1 repos~1.9kAutomated safety check: PassApache-2.0

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Works with

Questions about Pi Orchestration

What does Pi Orchestration do?

Orchestrate multiple AI models (GLM, MiniMax, etc.) as workers using Pi Coding Agent with Claude as coordinator. Pi Orchestration is an agent skill from sundial-org/awesome-openclaw-skills.) as workers using Pi Coding Agent with Claude as coordinator.

How do I install Pi Orchestration in Claude Code?

Run `npx skills add sundial-org/awesome-openclaw-skills --skill pi-orchestration -a claude-code`. Or copy the skill folder (skills/pi-orchestration in sundial-org/awesome-openclaw-skills) into .claude/skills/pi-orchestration in your project. Claude Code loads it when a task matches its description.

How do I install Pi Orchestration in Codex?

Run `npx skills add sundial-org/awesome-openclaw-skills --skill pi-orchestration -a codex`. Or copy the skill folder (skills/pi-orchestration in sundial-org/awesome-openclaw-skills) into .agents/skills/pi-orchestration in your project. Codex loads it when a task matches its description.

Can I use Pi Orchestration 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 sundial-org/awesome-openclaw-skills --skill pi-orchestration -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pi-orchestration, .gemini/skills/pi-orchestration, .github/skills/pi-orchestration and .opencode/skills/pi-orchestration in your project.

What does Pi Orchestration need to run?

Going by SKILL.md and its folder, Pi Orchestration needs Python for the scripts in its folder, the command-line tools its instructions call (uv, bash and npm) and credentials named GLM_API_KEY and MINIMAX_API_KEY. Our summary lists: Python 3; Node.js; A credential in GLM_API_KEY; A credential in MINIMAX_API_KEY.

Does Pi Orchestration access the network?

SKILL.md names 2 domains. As links in the text: open.bigmodel.cn and api.minimax.chat. This is read from the text; nothing was executed.

Is Pi Orchestration 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Pi Orchestration use?

No licence was found for Pi Orchestration or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Pi Orchestration use?

About 886 tokens (SKILL.md is roughly 3.5k 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 Pi Orchestration?

Skills that share tags, products or a category with Pi Orchestration: Minimax DOCX (poco-ai/poco-claw, 1.4k stars), AI Image Generation and Editing (zhayujie/CowAgent, 47k stars), Minimax XLSX (poco-ai/poco-claw, 1.4k stars) and Minimax PDF (poco-ai/poco-claw, 1.4k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Pi Orchestration?

sundial-org (a GitHub organization) maintains it in sundial-org/awesome-openclaw-skills, which has 663 GitHub stars. The repository holds 383 skills in this directory. The repository was last updated on March 7, 2026.

Source: sundial-org/awesome-openclaw-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.