G-03 · Use case coveragearchive-recorded · snapshot 2026-09-17
Research Use Cases & Weights
The recorded use-case layer of the research category. Population: 56 archives in the Research category, contributing 166 recorded entries and 144 distinct strings.
Key numbers
Archives in scope
56
data/tools · N=448
Recorded entries
166
finder.useCases[] · N=56
Tools with entries
56
finder.useCases · N=56
Distinct strings
144
finder.useCases[].useCase · N=166
Top string
Long-document reasoning (12)
frequency · N=166
Most frequent use-case strings
exact-string frequency within the scoped categories
| # | Use case (as recorded) | Entries | Avg weight |
|---|---|---|---|
| 1 | Long-document reasoning | 12 | 8 |
| 2 | Multi-source synthesis with citations | 12 | 9 |
| 3 | 1 credit per page to clean markdown. | 1 | 10 |
| 4 | Academic evidence search | 1 | 10 |
| 5 | Academic language editing | 1 | 8 |
| 6 | Academic Publishing Workflows | 1 | 10 |
| 7 | Ad-free, tracker-free results feed the assistant. | 1 | 8 |
| 8 | AI-ranked results across 238M+ papers. | 1 | 10 |
| 9 | Alerts when connected research changes. | 1 | 9 |
| 10 | Android/mobile-first AI use | 1 | 8 |
| 11 | Answers grounded in paper libraries. | 1 | 10 |
| 12 | API/framework quick lookups in flow | 1 | 9 |
Weight distribution
Recorded entry weights (1–10) within the scoped categories.
Method
- Population: archives with category in [research] (N=56); 166 recorded finder.useCases entries.
- Frequency counts exact strings; average weight is the arithmetic mean of recorded weights rounded to 0.1.
- No entries are synthesized for tools whose archives record none.