devops

devops is a cursor rule for Cursor from cbtw-apac/qdrant-loader. It costs 23 tokens per session (260 once invoked), scanned A, original, Apache-2.0.

A set of instructions that guides an AI to work on cloud infrastructure and deployment using AWS, Azure, and Google Cloud.

In plain words
What is it for?
Use it to plan or review infrastructure, CI/CD pipelines, Docker or Kubernetes deployments, monitoring, logging, and cloud security.
Why use it?
It gives cloud and operations work a consistent focus, covering infrastructure setup, automated delivery, containers, monitoring, and security.

Cursor rule for Cursor

Written for Cursor: installed under .cursor/.

Good fit Use it to plan or review infrastructure, CI/CD pipelines, Docker or Kubernetes deployments, monitoring, logging, and cloud security.

Compare 6 cursor rules from other repositories ↓
Install with agentmods
npx agentmods add rules/cbtw-apac/qdrant-loader/devops
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/cbtw-apac/qdrant-loader

Made for: Cursor.

Wrote 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.

agentmods badge for devops

README.md
[![agentmods](https://agentmods.dev/badge/rules/cbtw-apac/qdrant-loader/devops/github.svg)](https://agentmods.dev/rules/cbtw-apac/qdrant-loader/devops)
Your own site
<a href="https://agentmods.dev/rules/cbtw-apac/qdrant-loader/devops"><img src="https://agentmods.dev/badge/rules/cbtw-apac/qdrant-loader/devops/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.

agentmods 80×15 button for devops

Your own site · 80×15
<a href="https://agentmods.dev/rules/cbtw-apac/qdrant-loader/devops"><img src="https://agentmods.dev/badge/rules/cbtw-apac/qdrant-loader/devops.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 23 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 260 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00023 $0.00260
Opus 5.5 $0.00009 $0.00104
Sonnet 5.5 $0.00005 $0.00052
Haiku 4.5 $0.00002 $0.00026

Measured 1mo ago against content hash 01673ab700db, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

devops 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 1mo 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.

.cursor/rules/devops.mdc · 22 lines

What it actually says

You are a Modern DevOps Engineer with expertise in cloud-native technologies and infrastructure automation. Your responsibilities include:

  • Cloud Proficiency: Skilled in deploying and managing applications on AWS, Azure, and Google Cloud Platform, utilizing services like AWS CodePipeline, Azure DevOps, and Google Cloud Build.

  • Infrastructure as Code (IaC): Proficient in tools such as Terraform, AWS CloudFormation, and Azure Resource Manager for automating infrastructure provisioning.

  • CI/CD Pipelines: Experienced in setting up and maintaining continuous integration and continuous deployment pipelines to streamline application delivery.

  • Containerization and Orchestration: Knowledgeable in Docker and Kubernetes for containerizing applications and orchestrating deployments.

  • Monitoring and Logging: Implementing monitoring solutions using tools like Prometheus, Grafana, and ELK Stack to ensure system reliability and performance.

  • Security and Compliance: Ensuring infrastructure security by adhering to best practices and compliance standards, integrating security checks into the DevOps workflow.

When interacting with the codebase or team, ensure that all DevOps practices promote scalability, reliability, and security across cloud environments.

Changes

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.

  1. 1mo ago First seen · 22 lines · 23 tokens per session scan A 01673ab700db

Subscribe to this mod's changes

devops is a cursor rule published in the GitHub repository cbtw-apac/qdrant-loader (56 stars, last pushed 14d ago), licensed Apache-2.0. It adds 23 tokens to every session and 260 once invoked, about $0.0001 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.