define-data

define-data is a skill for Claude Code, Codex from marcellourbani/vscode_abap_remote_fs. It costs 0 tokens per session (4,728 once invoked), scanned A, original, MIT.

A planning step for SAP user-interface tests that describes what test data each case needs and where it should come from. It also specifies the exact format for upload files such as Excel or CSV.

In plain words
What is it for?
Use it to create one data requirement document for each test case, choose between SQL, static, generated, or seeded data, and define inputs for multi-system workflows.
Why use it?
It prevents vague or incomplete data requirements that must be rewritten later. It separates the data description from finding the actual values and writing the test code.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: mentions subagents.

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.

agentmods
npx agentmods add skills/marcellourbani/vscode_abap_remote_fs/define-data
Any agent
npx skills add marcellourbani/vscode_abap_remote_fs --skill define-data
Clone the repo
git clone --depth 1 https://github.com/marcellourbani/vscode_abap_remote_fs

Made for: Claude Code, Codex.

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 define-data

README.md
[![agentmods](https://agentmods.dev/badge/skills/marcellourbani/vscode_abap_remote_fs/define-data.svg)](https://agentmods.dev/skills/marcellourbani/vscode_abap_remote_fs/define-data)
Your own site
<a href="https://agentmods.dev/skills/marcellourbani/vscode_abap_remote_fs/define-data"><img src="https://agentmods.dev/badge/skills/marcellourbani/vscode_abap_remote_fs/define-data.svg" alt="Measured on agentmods" height="20"></a>
Per session 0 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,728 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
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 $0.00000 $0.04728
Opus 5 $0.00000 $0.02364
Sonnet 5 $0.00000 $0.00946
Haiku 4.5 $0.00000 $0.00473

Measured 6d ago against content hash 945ae8d37ac6, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-05, from the pricing page.

Security

Grade A, and why

define-data 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.

client/media/skills/testing/define-data/SKILL.md · 208 lines

How it starts

The opening of the file, as written. The whole thing — 208 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Define Data — Phase 4 (of 7)

For a cross-system staged scenario, also load multi-system-workflows: declare only pre-existing inputs here. A key produced by an earlier system at run time belongs in the workflow JSON handoff, not a prepared-data requirement.

Phase order: analyze-and-plan (1) → explore-ui (2) → design-cases (3) → define-data (4) → prepare-data (5) → build-scripts (6) → run-scripts (7).

This phase produces TC-XXX.data.md requirement specs — the reusable, system-agnostic SHAPE of the data each case needs. It does NOT resolve concrete values (that is Phase 5, prepare-data) and does NOT write specs (Phase 6).

For bounded, self-contained support work, use sap-task-helper with explicit inputs, allowed writes, and an output contract.

Why this is its own phase

Data specs written as an afterthought at the end of a big case-writing session come out as one-line stubs ("cache key + status") that Phase 5 then has to throw away and rewrite from scratch. That is exactly what happened before this was split out. A .data.md is a real contract: it decides which of four sources each value comes from, whether an upload fixture is Excel or CSV, and which keys the spec (Phase 6) will reference. Getting the format wrong here means the program silently rejects the upload at run time and the "test" proves nothing. This phase exists so every data requirement gets deliberate attention, once, in the right format.

Non-negotiable execution gate

prepare-data (Phase 5), build-scripts (Phase 6), and abapfs_run_playwright_tests (Phase 7) all reject cases whose .data.md is missing, malformed, or references undeclared keys. Author every required sidecar here, correctly, before handing off.

Tool availability (read this if a tool seems missing)

Naming: when these docs say call X, X is a tool (you invoke it and get a result); delegate to / invoke X is an agent (a subagent you launch); load / follow X is a skill (a procedure you read). A name without a verb: see the overview's "Skills, tools, and agents" list.

Read the full file on GitHub · 208 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 · 208 lines · 0 tokens per session scan A 945ae8d37ac6

Subscribe to this mod's changes

define-data is a skill published in the GitHub repository marcellourbani/vscode_abap_remote_fs (388 stars, last pushed 4d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 4,728 tokens. 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.

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