Borrowing it
Nothing to install: this file belongs to MLOps-Courses/mlops-coding-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/MLOps-Courses/mlops-coding-skills/main/AGENTS.mdgit clone --depth 1 https://github.com/MLOps-Courses/mlops-coding-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/mlops-courses/mlops-coding-skills/agents-md)<a href="https://agentmods.dev/instructions/mlops-courses/mlops-coding-skills/agents-md"><img src="https://agentmods.dev/badge/instructions/mlops-courses/mlops-coding-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/mlops-courses/mlops-coding-skills/agents-md"><img src="https://agentmods.dev/badge/instructions/mlops-courses/mlops-coding-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 | $0.01100 | $0.01100 |
| Opus 5.5 | $0.00440 | $0.00440 |
| Sonnet 5.5 | $0.00220 | $0.00220 |
| Haiku 4.5 | $0.00110 | $0.00110 |
Grade A, and why
mlops-coding-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 26d 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 — 41 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Context and rules for AI agents working in this repository. Humans should start with README.md.
Project overview
- Name: mlops-coding-skills — a collection of Anthropic-style Agent Skills for MLOps.
- Purpose: package the methodology of the MLOps Coding Course as reusable skills that AI coding assistants (Antigravity, Gemini CLI, GitHub Copilot, Claude Code) can load on demand.
- Content: each
mlops-*/folder holds oneSKILL.md(YAML frontmatter + Markdown instructions). There is no application code to build and no test suite to run. - Reference: the skills describe the stack implemented in mlops-python-package — Python 3.14,
uv,mise, Ruff,ty,pytest, MLflow 3 on a SQL tracking store (sqlite:///mlflow.db, not the deprecated file store). Verify an instruction against that package before writing it.
Setup & core commands
All work goes through mise (see mise.toml); git hooks (lefthook.yml) and CI call the same tasks.
- Everything:
mise run all— format, then check. This is the gate; CI runs this exact task and nothing else. - Install:
mise installinstalls the pinned tools;mise run installinstalls the git hooks (lefthook). - Format:
mise run format—dprintformats JSON, Markdown, TOML, and YAML, including the sevenSKILL.mddeliverables. - Check:
mise run check—dprint check(format),actionlint+zizmor(workflows),gitleaks(secrets in the last 100 commits),trivy(secrets and license scan; this repository has no runtime manifests or deployment files),check:frontmatter(name equals folder), andgh skill publish --dry-run(Agent Skills specification). - Tools are pinned in
mise.tomland locked inmise.lock; runmise lockafter changing a version.
Definition of done
A change is complete only when, locally, mise run all passes with no findings and the seven SKILL.md files still describe commands that exist in the reference package. Fix root causes — never weaken an assertion, exclude a file, or skip a check to force a green result.
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.
- 26d ago Changed · +8 tokens per session ad6ffc6fecc2
- 2mo ago First seen · 41 lines · 1,092 tokens per session scan A 2f9aa39c8507
mlops-coding-skills AGENTS.md is an instructions file published in the GitHub repository MLOps-Courses/mlops-coding-skills (23 stars, last pushed 20d ago), licensed MIT. It adds 1,100 tokens to every session, about $0.0044 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 2026-08-30.
mlops-coding-skills AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| mlops-coding-skills AGENTS.mdMLOps-Courses/mlops-coding-skills | Instructions file | 23 | 20d ago | MIT | A | 1,100 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 9,719 | GitHub Copilot |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,516 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| 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 model-prompts.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 2,022 | GitHub Copilot |