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.
npx skills add BoxLogoDev/sapstack --skill sap-ibpgit clone --depth 1 https://github.com/BoxLogoDev/sapstackWrote 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/skills/boxlogodev/sapstack/sap-ibp)<a href="https://agentmods.dev/skills/boxlogodev/sapstack/sap-ibp"><img src="https://agentmods.dev/badge/skills/boxlogodev/sapstack/sap-ibp/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/skills/boxlogodev/sapstack/sap-ibp"><img src="https://agentmods.dev/badge/skills/boxlogodev/sapstack/sap-ibp.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00166 | $0.05778 |
| Opus 5.5 | $0.00066 | $0.02311 |
| Sonnet 5.5 | $0.00033 | $0.01156 |
| Haiku 4.5 | $0.00017 | $0.00578 |
Grade A, and why
sap-ibp 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.
How it starts
The opening of the file, as written. The whole thing — 509 lines — stays where its author put it; the contents beside it link to each section on GitHub.
sap-ibp — Integrated Business Planning
1. Environment Intake Checklist
Before answering an IBP question, capture the environment context:
- IBP Release — tenant의 About 화면에 표시되는 release와 upgrade date는 무엇인가?
- Deployment — BTP (SaaS) only. On-premise version does not exist.
- Modules in scope — Demand, Sales & Operations, Supply, Inventory, Response, Control Tower?
- Integration — Cloud Integration for data services(CI-DS), SAP Cloud Integration, Real-Time Integration(RTI) 중 실제 경로는 무엇인가? 다른 source(APO, BW, non-SAP)가 있는가?
- Excel UI version — IBP Excel Add-In version on user's workstation?
- Planning Area — SAP 제공 sample 기반인가, customer-defined planning area인가?
- Industry sector — Retail, manufacturing, life sciences, etc.?
2. Module Coverage Matrix
| IBP Module | Purpose | Key Use Cases |
|---|---|---|
| Demand | Statistical forecasting + sensing | Mid/long-term demand, demand sensing (DS) |
| Sales & Operations (S&OP) | Integrated business planning | Reconcile demand-supply, capacity, financials |
| Supply | Multi-stage supply planning | Production, sourcing, distribution |
| Inventory | Multi-echelon inventory optimization | Safety stock, replenishment policies |
| Response & Supply | Order-based real-time planning | ATP, allocation, gating |
| Control Tower | Visibility & exception management | KPIs, alerts, scenario analysis |
3. Core Concepts
3.1 Planning Area & Planning Level
- Planning Area (e.g., SAP7, SAPIBP1) — defines the data model: master data, key figures, time profile, planning operators.
- Planning Level — granularity (PROD, LOC, CUST, etc.) and combinations (PROD+LOC).
- Key Figure — measurable values (sales, forecast, capacity, etc.) with calculation logic.
3.2 Time Profile
- Hierarchical (Year → Quarter → Month → Week → Day) or non-hierarchical.
- Aggregation/disaggregation governed by key figure properties.
3.3 Master Data
- Product, Location, Customer, Resource, etc.
- Integration: S/4HANA master replication via CPI Integration Content.
What ships with it
13 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- references/best-practices/governance.md 1.8 KB
- references/best-practices/operational.md 1.8 KB
- references/best-practices/period-end.md 1.8 KB
- references/de/quick-guide-de.md 3.9 KB
- references/en/quick-guide-en.md 3.7 KB
- references/img/forecast-model-setup.md 2.4 KB
- references/img/overview.md 1.4 KB
- references/img/planning-area-configuration.md 2.1 KB
- references/img/s4-cpi-integration.md 2.5 KB
- references/ja/quick-guide-ja.md 4.0 KB
- references/ko/quick-guide.md 4.0 KB
- references/vi/quick-guide-vi.md 4.2 KB
- references/zh/quick-guide-zh.md 3.5 KB
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.
- 1mo ago First seen · 509 lines · 166 tokens per session scan A 3ad45751f792
sap-ibp is a skill published in the GitHub repository BoxLogoDev/sapstack (20 stars, last pushed 19d ago), licensed MIT. It adds 166 tokens to every session and 5,778 once invoked, about $0.0007 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 2026-09-04.
Other skills, from other repositories
sap-expert
Expert in SAP ERP systems, ABAP programming, SAP HANA, S/4HANA, Fiori applications, and SAP integration patterns including OData, RFC, and IDoc. Use when the user mentions ERP, enterprise, business apps, ABAP, HANA, or S/4HANA, or when the task involves SAP Ecosystem, ABAP Development, Integration Technologies, or…
sap-customizing
Navigate and understand SAP Customizing (SPRO/IMG). Use when the user asks about customizing settings, SPRO activities, configuration tables, maintenance views, view clusters, or needs to read/understand any customizing data. This skill teaches how to systematically trace from an SPRO activity to the actual tables…
sap-system-personality-report
Generate a comprehensive SAP System Personality Report. Analyzes custom code landscape, functional footprint, development activity, health metrics, and package breakdown. Use when a user asks to characterize a system, understand a system, get a system overview, system report, system personality, or "what does this…
abap-research
Techniques for navigating and finding objects in SAP systems. Use when searching for transactions, programs, FMs, classes, error messages, BAPIs, tables, custom objects, or anything in an unfamiliar SAP system. Teaches the mindset and metadata knowledge a senior ABAP developer uses to find anything in any system. Load…
connect-tool
Use when the user names a specific tool to connect to the agent (an ERP, accounting or desktop program, CRM, WhatsApp, a spreadsheet, a database): research its real docs, choose the safest route, build 01-TOOLS/ / with a test that proves it, and guide the user. NOT a full typed API client (that is…
light-data-engineering
A research data-checking guide for finding, evaluating, preparing, and splitting datasets. It explains whether data can support a study and checks for data leakage, where information accidentally crosses from training data into test data.