Borrowing it
Nothing to install: this file belongs to zenml-io/skills. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/zenml-io/skills/main/AGENTS.mdgit clone --depth 1 https://github.com/zenml-io/skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/zenml-io/skills/agents-md)<a href="https://agentmods.dev/instructions/zenml-io/skills/agents-md"><img src="https://agentmods.dev/badge/instructions/zenml-io/skills/agents-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/zenml-io/skills/agents-md"><img src="https://agentmods.dev/badge/instructions/zenml-io/skills/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.02617 | $0.02617 |
| Opus 5.5 | $0.01047 | $0.01047 |
| Sonnet 5.5 | $0.00523 | $0.00523 |
| Haiku 4.5 | $0.00262 | $0.00262 |
Grade A, and why
skills AGENTS.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 119 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Repository Guidelines
Project Structure & Module Organization
This repository is a skills marketplace, not an application codebase.
.claude-plugin/marketplace.json: top-level marketplace manifest listing all plugins.skills/<plugin>/plugin.json: plugin metadata and the relative skills path ("./skills/").skills/<plugin>/skills/<skill-name>/SKILL.md: primary skill instructions (Markdown with YAML frontmatter).- Supporting docs may live beside each skill (for example
references/*.mdoragents/*.md). design/is for local design artifacts and should not be committed.
Build, Test, and Development Commands
There is no build pipeline or runtime service in this repo. Use validation and inspection commands instead:
jq . .claude-plugin/marketplace.json: validate marketplace JSON syntax.jq . skills/<plugin>/plugin.json: validate a plugin manifest.rg --files skills: list skill files and confirm expected paths.git status: verify only intended files are staged/modified.
Coding Style & Naming Conventions
- Use clear, instructional Markdown in
SKILL.mdfiles with frontmatter. - Set
nameto a kebab-case identifier. - Write
descriptionas concise purpose plus “Use when …” guidance. - Keep plugin and skill folder names kebab-case (for example
zenml-pipeline-authoring). - Follow existing JSON style: 2-space indentation, double-quoted keys/strings.
- Prefer concrete, actionable steps over abstract guidance.
- Keep ZenML doc links current (
https://docs.zenml.io/...).
Testing Guidelines
No automated test framework is configured here. Treat structure validation as required:
- Confirm skill file location:
skills/<plugin>/skills/<skill>/SKILL.md. - Confirm
plugin.jsonincludes"skills": "./skills/". - Confirm plugin registration in
.claude-plugin/marketplace.json. - Manually preview changed Markdown for heading and code fence rendering.
Plugin-Specific Notes
zenml-airflow-migration
- The skill uses three reference files (
references/concept-map.md,references/code-patterns.md,references/gaps-and-flags.md) for progressive disclosure — SKILL.md stays focused on the workflow, references are loaded on demand. - Post-migration, the skill chains to
zenml-quick-winsand optionallyzenml-pipeline-authoringfor further enhancement. - The migration report template includes a "What You Get for Free" section and community Slack support for complex migrations with many unsupported patterns.
- Post-migration, the skill suggests running
/simplifyto clean up migration comments and reduce duplication, and offers to open GitHub issues onzenml-io/zenmlfor genuine feature gaps.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 119 lines · 2,617 tokens per session scan A d6ee6f8911ab
skills AGENTS.md is an instructions file published in the GitHub repository zenml-io/skills (6 stars, last pushed 1mo ago), licensed MIT. It adds 2,617 tokens to every session, about $0.0105 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
skills AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| skills AGENTS.mdzenml-io/skills | Instructions file | 6 | 1mo ago | MIT | A | 2,617 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | MIT | A | 7,461 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,649 | GitHub Copilot |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | today | MIT | A | 4,680 | Codex, OpenCode |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 3,093 | GitHub Copilot |
| vscode ai-customization.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 1,907 | GitHub Copilot |