analytics

analytics is a skill for Claude Code from vigneshbarani24/sap-superpowers. It costs 53 tokens per session (2,450 once invoked), scanned A, original, MIT.

A guide for working with SAP Analytics Cloud, embedded S/4HANA reporting, CDS analytical views, Fiori analytical apps, BW/4HANA, SAP Datasphere, and planning models. These are SAP tools for reporting, business intelligence, data warehousing, and planning.

In plain words
What is it for?
Use it to design or review KPI models, analytical views, Fiori reports, planning models, data warehouses, and BI stories.
Why use it?
It helps choose suitable SAP analytics designs and consider standard apps, data modeling, connections, and authorizations before building reports.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the sap-superpowers plugin — 61 skills, 8 commands, 15 agents, 5 hooks shipped together

Good fit Use it to design or review KPI models, analytical views, Fiori reports, planning models, data warehouses, and BI stories.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/vigneshbarani24/sap-superpowers/analytics
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.

Any agent
npx skills add vigneshbarani24/sap-superpowers --skill analytics
Clone the repo
git clone --depth 1 https://github.com/vigneshbarani24/sap-superpowers

Made for: Claude Code.

Or install sap-superpowers, the plugin that ships this one along with the rest of its 61 skills, 8 commands, 15 agents, 5 hooks.

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 analytics

README.md
[![agentmods](https://agentmods.dev/badge/skills/vigneshbarani24/sap-superpowers/analytics/github.svg)](https://agentmods.dev/skills/vigneshbarani24/sap-superpowers/analytics)
Your own site
<a href="https://agentmods.dev/skills/vigneshbarani24/sap-superpowers/analytics"><img src="https://agentmods.dev/badge/skills/vigneshbarani24/sap-superpowers/analytics/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 analytics

Your own site · 80×15
<a href="https://agentmods.dev/skills/vigneshbarani24/sap-superpowers/analytics"><img src="https://agentmods.dev/badge/skills/vigneshbarani24/sap-superpowers/analytics.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 53 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,450 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 $0.00053 $0.02450
Opus 5 $0.00026 $0.01225
Sonnet 5 $0.00011 $0.00490
Haiku 4.5 $0.00005 $0.00245

Measured 6d ago against content hash e4b48deaf879, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

analytics 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 6d 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.

skills/modules/analytics/SKILL.md · 210 lines

How it starts

The opening of the file, as written. The whole thing — 210 lines — stays where its author put it; the contents beside it link to each section on GitHub.

SAP Analytics

This skill enforces correct analytics architecture decisions, ensuring that CDS-based analytics are used for S/4HANA embedded reporting, standard Fiori analytical apps are evaluated before building custom reports, and authorization relevance is never an afterthought in CDS view design.

Content Routing

Topic Section
SAP Analytics Cloud (SAC) SAP Analytics Cloud
CDS-based embedded analytics Embedded Analytics in S/4HANA
BW/4HANA and data warehousing BW/4HANA
SAP Datasphere SAP Datasphere
Fiori analytical apps Fiori Analytical Apps
Planning models SAC Planning
Live connection vs import Connection Types

Iron Laws

  1. ALWAYS USE CDS-BASED ANALYTICS FOR S/4HANA EMBEDDED REPORTING. Classic SE38/SQ01 reports and BW extractors are technical debt in S/4HANA. CDS views with analytical annotations are the strategic reporting foundation. Every new analytical requirement starts with CDS.
  2. NEVER BUILD CUSTOM REPORTS WHEN STANDARD FIORI ANALYTICAL APPS EXIST. SAP delivers 500+ analytical Fiori apps. Before writing a single CDS view, search the Fiori Apps Library (fioriappslibrary.hana.ondemand.com) for existing coverage. Custom reports have maintenance costs; standard apps are upgraded by SAP.
  3. ALWAYS CONSIDER AUTHORIZATION RELEVANCE IN CDS VIEWS. A CDS view without @AccessControl.authorizationCheck annotation defaults to NOT_ALLOWED in strict mode. Every analytical CDS view must have an explicit authorization check or a documented justification for NOT_REQUIRED. Data leaks from missing auth checks are audit findings.
  4. NEVER MIX LIVE AND IMPORT MODELS WITHOUT ARCHITECTURE JUSTIFICATION. SAC live connections (real-time to HANA/BW) and import models (scheduled data copy) serve different purposes. Mixing them in the same story without documented rationale creates user confusion about data freshness.
  5. ALWAYS VALIDATE KPI DEFINITIONS WITH BUSINESS OWNERS. A technically correct KPI with a business-incorrect definition is worse than no KPI. Revenue recognition timing, cost allocation methods, and headcount definitions MUST be confirmed with finance/HR before building dashboards.

Read the full file on GitHub · 210 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. 6d ago First seen · 210 lines · 53 tokens per session scan A e4b48deaf879

Subscribe to this mod's changes

analytics is a skill published in the GitHub repository vigneshbarani24/sap-superpowers (9 stars, last pushed 17d ago), licensed MIT. It adds 53 tokens to every session and 2,450 once invoked, about $0.0003 per session on Opus 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 2026-09-03.

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