future-work-miner
Open Research Opportunity Miner — Leads with a verdict (OPEN_GAPS_FOUND, NO_CLEAR_OPEN_GAPS or NO_GAPS_EXTRACTED), a confidence, a headline naming the top gap with its quoted evidence, and the next step. Collects papers for a topic or seed list (arXiv ids or URLs, DOIs, PMIDs; arXiv and OpenAlex search), reads full text from ar5iv or Europe PMC, and extracts future-work, limitation and open-question sentences in code with exact se
Tool call template
This tool declares no required parameters. Add optional parameters from the input schema as needed.
{
"id": 1,
"jsonrpc": "2.0",
"method": "tools/call",
"params": {
"arguments": {},
"name": "future-work-miner"
}
}Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| mode | No | fast: zero model calls (lexical clustering and lexical addressed-check). full (default): one clustering call and one judging call, bounded to one status level. | |
| field | No | Field or discipline keyword added to the topic search, e.g. "machine learning". | |
| query | No | Research topic, e.g. "parameter-efficient fine-tuning of language models". | |
| seeds | No | Seed papers you already have: arXiv ids or URLs (2106.09685, arXiv:1706.03762, arxiv.org/abs/...), DOIs or doi.org URLs, or PMIDs (PMID:12345678 or a PubMed URL). Always analysed, not date-filtered. | |
| toDate | No | Only topic-search papers published on or before this date (YYYY-MM-DD). | |
| fromDate | No | Only topic-search papers published on or after this date (YYYY-MM-DD). | |
| maxPapers | No | Papers to analyse, at most 25 (default 10); seeds count toward it. |