skypilot-multi-cloud-orchestration is a skill in Orchestra-Research/AI-Research-SKILLs, last changed 25 Nov 2025. It can touch credentials, run shell commands, reach the network and name web addresses — read the findings before installing.

From the author
Multi-cloud orchestration for ML workloads with automatic cost optimization. Use when you need to run training or batch jobs across multiple clouds, leverage spot instances with auto-recovery, or optimize GPU costs across providers.

At a glance

What it can touch

How much a skill can do, not whether it is risky.

Pattern check

Nothing flagged

That isn't proof the skill is harmless.

Commit 773a529 · 3 Nov 2026

How the check works

Pattern check: nothing flagged

That isn't proof the skill is harmless.

Install

Each tab says whether it installs commit 773a529, the one we checked, or the latest version.

Read SKILL.md first
MIT
Licence
14.2k
Repo stars
Files

What it can touch

From the files and frontmatter at commit 773a529. This is how much a skill can do, not whether it is risky.

Pattern check

Pattern check: nothing flagged · commit 773a529 · 3 Nov 2026

We checked every text file in this skill, at commit 773a529 on 3 Nov 2026, against 45 published patterns such as download-and-run commands, hidden text and credential access. We don't run the skill, we don't read the web pages it points to, and we can't judge everything its instructions might lead an agent to do. In published tests, pattern checks like this one missed most malicious skills. Read the skill before you install it — especially anything it asks you to download or run.

How the check worksReport an incorrect finding

  • https://docs.skypilot.co
  • https://github.com/skypilot-org/skypilot
  • https://slack.skypilot.co
  • https://github.com/skypilot-org/skypilot/tree/master/examples
  • https://github.com/user/repo.git
  • https://my-service-v2.skypilot.cloud/health
  • https://your-server:8000
  • https://download.pytorch.org/whl/torch_stable.html
  • https://github.com/skypilot-org/skypilot/issues

Format check

Each agent reads SKILL.md a little differently. We check the file against each one's published rules; we don't run the skill in any agent.

  • Agent Skills specFails

    The open format from agentskills.io, held to the strictest version of each rule among the agents we check.

    • Error

      The name "skypilot-multi-cloud-orchestration" doesn't match its folder "skypilot". The spec requires them to match. N4

      Fix: Set name: skypilot, or rename the folder to skypilot-multi-cloud-orchestration.

    • Warning

      The frontmatter uses [ ] or { } values. Most agents accept them, but the spec's validator (skills-ref) rejects the file. F4

      Fix: Write lists as "- item" lines and maps as indented key: value lines, without anchors or tags.

    • Warning

      Fields outside the spec: version, author, tags and dependencies. Uploads to the Claude apps and API, and the spec's validator, reject the file; most agents ignore these fields. O1

      Fix: Delete them for a portable skill, or keep them if you only target the agents that read them.

    • Note

      Reference files over 100 lines with no table of contents at the top: references/advanced-usage.md (492 lines) and references/troubleshooting.md (571 lines). B5

      Fix: Add a short list of the sections at the top of each.

  • Claude CodePasses

    Claude Code reads its own extra fields, ignores unknown ones, and still loads a skill whose frontmatter is broken, without its fields.

    • Note

      The name "skypilot-multi-cloud-orchestration" doesn't match its folder "skypilot". Claude Code shows the skill as /skypilot-multi-cloud-orchestration, and the folder name also invokes it. N4

      Fix: Set name: skypilot, or rename the folder to skypilot-multi-cloud-orchestration.

    • Note

      Claude Code ignores fields it doesn't know: version, author, tags and dependencies. O1

      Fix: Check the spelling against Claude Code's field list, or delete them.

    • Note

      Reference files over 100 lines with no table of contents at the top: references/advanced-usage.md (492 lines) and references/troubleshooting.md (571 lines). B5

      Fix: Add a short list of the sections at the top of each.

  • Claude apps & API uploadFails

    Uploading to claude.ai or the Claude API, or packaging with Anthropic's script, accepts only the six spec fields and stops on anything else.

    • Error

      The name "skypilot-multi-cloud-orchestration" doesn't match its folder "skypilot". claude.ai refuses an upload whose folder name doesn't match the skill name. N4

      Fix: Set name: skypilot, or rename the folder to skypilot-multi-cloud-orchestration.

    • Error

      Upload and packaging fail on fields outside the spec: version, author, tags and dependencies. O1

      Fix: Delete them, and keep your own data under metadata as text values.

    • Note

      The description is 232 characters. The claude.ai Help Center says 200 at most, though Anthropic's API docs and validator allow 1,024. D4

      Fix: If the claude.ai upload refuses it, trim the description to 200 characters.

    • Note

      Reference files over 100 lines with no table of contents at the top: references/advanced-usage.md (492 lines) and references/troubleshooting.md (571 lines). B5

      Fix: Add a short list of the sections at the top of each.

  • OpenAI (Codex & API)Passes with warnings

    Codex finds SKILL.md by its exact name and needs a description; OpenAI's Skills API checks the frontmatter against the spec and caps uploads.

    • Warning

      The name "skypilot-multi-cloud-orchestration" doesn't match its folder "skypilot". OpenAI's own upload example uses a differently named folder, but the spec it follows says they must match. N4

      Fix: Set name: skypilot, or rename the folder to skypilot-multi-cloud-orchestration.

    • Warning

      Fields outside the spec: version, author, tags and dependencies. Codex ignores them; OpenAI doesn't say whether its upload accepts them. O1

      Fix: Delete them, or move your own data under metadata as text values.

  • VS Code & CopilotPasses with warnings

    VS Code reads skills one folder below .github/skills, .claude/skills or .agents/skills and falls back to the folder name when the name is missing or differs; GitHub's Copilot docs require the exact name SKILL.md.

    • Warning

      The name "skypilot-multi-cloud-orchestration" doesn't match its folder "skypilot". VS Code uses the folder name, skypilot, instead. N4

      Fix: Set name: skypilot, or rename the folder to skypilot-multi-cloud-orchestration.

    • Note

      VS Code ignores fields it doesn't support: version, author, tags and dependencies. O1

      Fix: Delete them unless another agent you target reads them.

SKILL.md

Files

Copies

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All skills in Orchestra-Research/AI-Research-SKILLs

Other Cloud & DevOps skills

Same category, most repo stars first.

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Pattern check: Nothing flaggedMIT11 Jun 2026
  • Instructions only
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canaryPost-deploy canary monitoring. (gstack)

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Repo facts from GitHub on 3 Nov 2026. Files read at commit 773a529.

QAI did not write these skills and is not affiliated with their authors unless a page says so. Logos and icons belong to their owners and are not a mark of approval. How we check