SuperAPI AI Directory

business-data-context

Data & analytics

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Updated 10-16 07:16

About this skill

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.
  • DO NOT: write anywhere but this skill's own references/. No Jira, no .context/, no other skill, no product code.
  • DO NOT: copy map content into this SKILL.md. Judgment (a rule for READING the data) goes in ## Rules or references/gotchas.md, dated and measured.
  • Before a step that uses db (verifying a section) or diagrams (redrawing a figure), run the point-of-use check in agentic-qa-core/references/preflight-gate.md §8.

Read full SKILL.md when: building a briefing for a DB-level dispatch, deciding whether a section is stale, or proposing an edit to the map.

What this skill knows

One aspect of the system under test: its data. Which business entities exist and why, how they relate, which states each one moves through and what fires the transitions, what runs automatically, which external services read or write it, and the end-to-end flows (User -> API -> Logic -> DB -> Response) that move it. Loading it changes what the agent KNOWS; the only thing it ever does is propose an edit to its own map.

Sources of truth (cited, never copied)

Source What lives there Role
references/business-data-map.html the synthesis, one <section> per entity, flow, state machine, process and integration, plus discovery-gaps this skill's map (read via bun run context:map)
the live database of the active environment ([DB_TOOL]) schema, constraints, enums, real rows wins over the map on any conflict
the backend repo ({{BACKEND_REPO}}) services, models, validation, triggers, jobs wins over the map on any conflict
project-context mode data the generator that CREATEs the map and UPDATEs its stale sections owns regeneration

Rules (judgment, dated)

(none yet: each rule carries YYYY-MM-DD · rule · measured: how)

Not here

  • Column lists and raw DDL → the database itself, on demand through [DB_TOOL].
  • Endpoint contracts, auth levels, payloads → business-api-context.
  • User journeys and the feature catalog → business-e2e-context.
  • Jira stories and their ACs → .context/PBI/ (synced cache).

References

  • references/business-data-map.html — the map (generated; read through the reader).
  • references/refresh.md — the self-update procedure and this aspect's staleness signals.
  • references/gotchas.md — measured traps in reading this project's data.

Refinements

Lessons land as proposals per agentic-qa-core/references/skill-refinement-protocol.md, never as direct edits.