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Gather Business Context

Collects business definitions, recent changes and source conflicts before an analysis begins.

Stars
13,743
Licence
MIT
Files
2 files

What it does

When an analytical question depends on missing background, such as what a metric means, what changed recently, or which sources to trust, this skill makes the agent search the connected or provided sources first and return a short context note with citations, conflicts and gaps. It deliberately stops short of doing the analysis itself and hands off to other focused skills such as metric diagnostics or dashboard building when the request asks for them.

Great for

  • Analysts who need the right definitions and recent context before starting a metric investigation
  • Product or business teams checking which dashboard, owner note or decision document is the current source of truth
  • Anyone whose request mixes a question with a deliverable and needs the framing step separated out

Skip it if

  • Requests where the context is already in the prompt, since the skill itself says to skip it then
  • Broad background research or final reports, which the skill explicitly excludes; it can also expose sensitive internal data if connected sources are broad and the user is not careful about access
  • Setups without the connected data sources or a user-provided context, where the agent may guess at definitions

Try asking

  • “What does the activation metric mean in our dashboards, and what changed in it last month?”
  • “Find the current owner-approved definition of churn and flag any conflicting docs before I run the analysis.”
  • “Before diagnosing the drop in signups, gather the recent launch context and the sources I should check.”
  • “Collect business context for the Q3 pricing question, then hand off to the report builder.”
Step-by-step guide: how to use Gather Business ContextInstall, first run, examples, tips and FAQs

Install in 3 steps

  1. 1

    Download the skill

    The ZIP contains the 2 original files, the MIT licence and an attribution note.

    gather-business-context.zip
  2. 2

    Add it to your agent

    Claude Code (all projects)

    mkdir -p ~/.claude/skills && unzip gather-business-context.zip -d ~/.claude/skills/

    Claude Code / Agent SDK (this project only)

    mkdir -p .claude/skills && unzip gather-business-context.zip -d .claude/skills/

    Claude apps (web/desktop): Settings → Capabilities → Skills → Upload skill, and choose the ZIP.

  3. 3

    Ask for the task

    No special command needed — the agent reads the skill's description and loads it when your request matches. Try one of the prompts above.

Get better results

  • Name the metric, dashboard or product area explicitly so the search anchors are specific rather than broad.
  • State the time window you care about; if you omit it the skill assumes the narrowest reasonable window and labels that as an assumption.
  • Check the citations and flagged conflicts in the returned note before relying on them for a decision.

What's inside

  • agents/openai.yaml
  • SKILL.md

Redistributed unmodified from XiaomiMiMo/MiMo-Code under the MIT licence. The assessment was drafted with AI from the skill's files on 2026-10-29. Skills can instruct your agent to run code — read SKILL.md and any scripts before installing.