business-data-context SKILL.md skillA
business-data-context from upex-galaxy/agentic-qa-boilerplate is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add upex-galaxy/agentic-qa-boilerplate/business-data-context@git:20260930.59ac31aPins git:20260930.59ac31a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- upex-galaxy/agentic-qa-boilerplate
- Path
.agents/skills/business-data-context/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260930.59ac31a, committed Sep 30, 2026
- Size
- 4,592 bytes
- Repository stars
- 26
- License
- MIT
What the system under test IS at the data level: business entities and why they exist, their relationships, state machines, automatic processes (DB triggers, cron jobs, webhooks), external integrations and the business flows that move data between them. Load it whenever a task touches the database, data validation, a SQL query, test data setup, an entity's lifecycle or status transitions, a trigger or a background job, or asks how the product works under the hood, even when nobody says 'data…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# business-data-context > Kind `context` with a declared write scope (`agentic-qa-core/references/skill-composition-strategy.md` §2b). Delivered once by upstream as a placeholder, then owned by the project: the map inside is this project's synthesis. Procedure: `agentic-qa-core/references/business-context-maps.md`. ## Compact Rules - DO: read the map through `bun run context:map business-data-context` (or `--section <id>` for one entity or flow). NEVER read `references/business-data-map.html` raw: its SVG is most of the bytes and none of the facts. - DO: treat a placeholder map as "no map". Say so and hand the user `project-context` mode `data`; never answer data questions as if the system were empty. - DO: cite a fact with its section id and `data-updated` date. A section older than the code it describes is a hypothesis to check with `[DB_TOOL]`, not an answer. - WHEN a session observes something that contradicts a section: PROPOSE the one-section edit with its evidence to the user (or to the conductor when you are a supervised worker), apply it only on approval. Procedure: `references/refresh.md`. …
Read the whole file at its exact version.
How to install
mdr add upex-galaxy/agentic-qa-boilerplate/business-data-context@sha256:f1e704ec17af6dbaThe line at the top of this page pins the label git:20260930.59ac31a, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_7btavq62vfkypeil)
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Versions
The registry has recorded 1 version of this file, committed on Sep 30, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (4592 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
upex-galaxy/agentic-qa-boilerplate · 26 stars · license MIT · pushed 2026-10-12 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_7btavq62vfkypeil GET https://markdownregistry.com/api/v1/resolve?ref=upex-galaxy/agentic-qa-boilerplate/business-data-context GET https://markdownregistry.com/api/v1/blob/f1e704ec17af6dba3e6fa37860b402998d708b65a0635defb96a0546cdc7ed1e
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.