sap-datasphere-mcp: Instructions file for Kiro

.kiro/steering/prompt-assistance.md

sap-datasphere-mcp prompt-assistance.md is an instructions file for Kiro from MarioDeFelipe/sap-datasphere-mcp. It costs 623 tokens per session, scanned A, original, MIT.

A library of predefined prompts and quick actions for Kiro, an AI coding assistant. The prompts cover code work, architecture, testing, cloud services, security, debugging, data, DevOps, research, and interface development.

In plain words
What is it for?
Use it to start tasks such as analysing or refactoring code, designing systems, investigating errors, preparing tests, working with cloud services, or reviewing security.
Why use it?
It reduces the need to write common instructions from scratch and groups recurring development tasks in one place.

Instructions file for Kiro

Written for Kiro: installed under .kiro/.

This is MarioDeFelipe/sap-datasphere-mcp's own configuration. It tells Kiro how to work on sap-datasphere-mcp itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything sap-datasphere-mcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to MarioDeFelipe/sap-datasphere-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/MarioDeFelipe/sap-datasphere-mcp/main/.kiro/steering/prompt-assistance.md
Clone the repo
git clone --depth 1 https://github.com/MarioDeFelipe/sap-datasphere-mcp

Made for: Kiro.

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 sap-datasphere-mcp prompt-assistance.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/mariodefelipe/sap-datasphere-mcp/prompt-assistance/github.svg)](https://agentmods.dev/instructions/mariodefelipe/sap-datasphere-mcp/prompt-assistance)
Your own site
<a href="https://agentmods.dev/instructions/mariodefelipe/sap-datasphere-mcp/prompt-assistance"><img src="https://agentmods.dev/badge/instructions/mariodefelipe/sap-datasphere-mcp/prompt-assistance/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 sap-datasphere-mcp prompt-assistance.md

Your own site · 80×15
<a href="https://agentmods.dev/instructions/mariodefelipe/sap-datasphere-mcp/prompt-assistance"><img src="https://agentmods.dev/badge/instructions/mariodefelipe/sap-datasphere-mcp/prompt-assistance.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 623 This file is loaded in full into every session.
When invoked 623 The same file — it is already loaded in full.
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 $0.00623 $0.00623
Opus 5.5 $0.00249 $0.00249
Sonnet 5.5 $0.00125 $0.00125
Haiku 4.5 $0.00062 $0.00062

Measured 1mo ago against content hash b954831872db, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

sap-datasphere-mcp prompt-assistance.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 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.

.kiro/steering/prompt-assistance.md · 65 lines

How it starts

The opening of the file, as written. The whole thing — 65 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Prompt Assistance & Quick Actions

Predefined Prompts Available

This project includes a comprehensive collection of predefined prompts similar to Amazon Q Business. These prompts are designed to help you quickly accomplish common development tasks with Kiro.

Quick Access

  • Prompt Library: .kiro/prompts/predefined-prompts.md - Complete collection of curated prompts
  • Quick Selector: Use the "Quick Prompt Selector" hook in the Agent Hooks panel
  • Categories Available:
    • 🚀 Quick Start (Code Analysis, Generation, Refactoring)
    • 🏗️ Architecture & Design (System Design, Infrastructure)
    • 🔧 Development Workflow (Testing, Documentation)
    • ☁️ AWS & Cloud (Lambda, Containers, Kubernetes)
    • 🔒 Security & Compliance (Audits, Best Practices)
    • 🐛 Debugging & Troubleshooting (Error Investigation, Monitoring)
    • 📊 Data & Analytics (Processing, ML/AI)
    • 🔄 DevOps & Automation (CI/CD, Deployment)
    • 🎯 Project-Specific (SAP Datasphere, MCP Servers)
    • 💡 Learning & Exploration (Research, Code Learning)
    • 🎨 UI/UX & Frontend (React, Accessibility)

How to Use

  1. Browse Prompts: Open .kiro/prompts/predefined-prompts.md to see all available prompts
  2. Copy & Paste: Select the prompt that matches your need and paste it into chat
  3. Customize: Replace placeholders with your specific requirements
  4. Add Context: Include relevant files using #File or #Folder references
  5. Iterate: Use follow-up prompts to refine results

Popular Prompts

Here are some of the most commonly used prompts:

Code Quality:

  • "Analyze this code for potential issues, security vulnerabilities, and performance improvements"
  • "Refactor this code to be more readable, maintainable, and follow modern best practices"

AWS & Cloud:

  • "Design a scalable architecture for [your system] using AWS services"
  • "Create Terraform configuration for deploying this application with proper security"

Testing & Documentation:

  • "Generate comprehensive unit tests for this code including edge cases"
  • "Create detailed API documentation with examples and usage guidelines"

Read the full file on GitHub · 65 lines

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 · 65 lines · 623 tokens per session scan A b954831872db

Subscribe to this mod's changes

sap-datasphere-mcp prompt-assistance.md is an instructions file published in the GitHub repository MarioDeFelipe/sap-datasphere-mcp (49 stars, last pushed 3d ago), licensed MIT. It adds 623 tokens to every session, about $0.0025 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 2026-09-22.

Related

Other instructions, from other repositories

vscode buildNext.instructions.md

Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).

microsoft/vscode · 9,715 tokens

next.js AGENTS.md

AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.

vercel/next.js · 7,461 tokens

vscode oss-third-party-notices.instructions.md

Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).

microsoft/vscode · 5,262 tokens

langchain AGENTS.md

AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.

langchain-ai/langchain · 4,680 tokens

vscode copilot-instructions.md

Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).

microsoft/vscode · 2,731 tokens

deepseek-harness AGENTS.md

AGENTS.md instructions for deepseek-ai/deepseek-harness, covering agents.md, pre-stable apis and released session data, repository layout, commands and host sandbox failures.

deepseek-ai/deepseek-harness · 4,261 tokens