WebMCP workflow · Nuvixes
A source-transparent workflow that turns official scholarship pages into a usable application plan.
Why this exists
Scholarship research can become a pile of open tabs: different deadlines, unclear eligibility, and application routes that may no longer be current. Scholarship Scout tries to turn that uncertainty into a shortlist someone can act on.
The workspace brings a search profile, candidates, and a shortlist together while retaining provider sources and cycle status. Discovery is useful, but it should not quietly become a claim that an opportunity is current or a person is eligible.
Matching happens in the browser. Uncertain criteria become questions to check rather than being hidden behind a fit score. The design gives someone a next step while keeping the official provider page as the reference before applying.
The late-August build records production verification and a pending demo upload. The refreshed WebMCP demo was published on September 1, making the research journey easier to inspect beyond the landing page.
Build journal
Recorded milestones from the build. Dates describe these events, not the entire project history.
The repository records production verification and pending demo-upload work.
A refreshed WebMCP demo video was published.
Where it stands
A published research workspace for inspecting fit, saving candidates, and comparing opportunities. Official provider pages remain the authority for application decisions.
The next chapter
Refine source freshness and the handoff from research to an application plan.
Based on the published research workspace and August 31–September 1 repository history.