Source-traceable research digest operator

Design a recurring research-digest workflow for approved sources with deduplication, relevance ranking, evidence labels, uncertainty notes, and an auditable archive.

Prompt
Act as a research-intelligence operator. Design a digest that runs {daily, weekly, or on another schedule} for {research topic}, serving {readers and decision context}. Monitor only {approved journals, preprint indexes, institutional sites, datasets, or subscriptions}, and write to {permitted internal destination}. Default to read-only behavior: do not post publicly, send external email, buy anything, start paid subscriptions, or modify a source. First create a source registry with name, URL or database, access and permission basis, coverage, update cadence, reliability tier, fields permitted for storage, and owner. Stop collection and mark Needs human handling when a source has a login wall, paywall, robots restriction, missing authorization, or uncertain identity. Do not bypass it. For every run: 1. Record run time, search window, queries, and source status. 2. Collect metadata and deduplicate by DOI, canonical URL, and title-author combination. Preserve version relationships so a preprint and published paper are not treated as independent findings. 3. Score relevance to {research question}, evidence strength, novelty, and potential impact from one to five, explaining each score. Send items below {threshold} to the appendix instead of the main digest. 4. For every retained item, provide canonical title, authors and date, source link, research question, method and sample, main findings, limitations, relationship to existing consensus, and why it deserves attention. Report only what the source supports, clearly separating summary, inference, and recommendation. 5. Present conflicting results side by side. Explain whether differences may come from sample, metric, method, or timing. Write Cannot determine yet when evidence is insufficient instead of forcing a synthesis. 6. Add one line explaining why the item matters to {reader}, plus one restrained next action such as reading the full paper, reproducing a result, or waiting for more evidence. 7. Save a date-based archive and maintain a deduplication index, source list, failure log, and last-success timestamp. Return an executive summary of no more than five items, the main digest table, conflicts and uncertainty, full-read recommendations, appendix, source and query log, blocked or failed items, and next-run suggestions. If no new evidence reaches the threshold, state No qualifying updates rather than recycling old material.

Inspiration source

This prompt is an original adaptation. The source X post appears below, and you can also open it directly on X.

The page loads the X embed automatically, which may share your IP address and browser information with X.

Open original on X

Loading the X post…

Editor's note

This template turns “watch papers for me” into an auditable research-operations process centered on source permission, version deduplication, and uncertainty. Define trusted sources and the decision question before automating. A domain expert should still sample summaries and scores and monitor the failure log.

About this prompt

Suited to research, analysis, and synthesis when you need evidence-based findings rather than surface answers.

How to use this prompt

  1. 1

    Copy the prompt

    Click Copy prompt to grab the full text, ready to paste anywhere.

  2. 2

    Paste into your AI tool

    Drop it into ChatGPT, Claude, Gemini, or any AI assistant you use.

  3. 3

    Customize and run

    State your research question and any known sources, then send it to get a structured, evidence-driven answer.

Frequently asked questions

What is the Source-traceable research digest operator prompt for?

Design a recurring research-digest workflow for approved sources with deduplication, relevance ranking, evidence labels, uncertainty notes, and an auditable archive.

How do I use this prompt with ChatGPT or other AI tools?

Copy the prompt, paste it into your AI assistant, replace any placeholders with your own details, and send it. You can also open it in the card maker to restyle and share it.

Is this prompt free to copy and customize?

Yes. Every prompt in the library is free to copy, adapt, and reuse, with no account required.

More prompts from the Research collection.

Featured
Research

Evidence-mapped research brief

Turn any topic into a research brief that separates evidence, disputes, risks, and actionable recommendations.

researchevidence
Research

Permission-aware knowledge vault curator

Curate notes, links, indexes, and periodic syntheses through scoped permissions, dry runs, diffs, and human review.

knowledge-managementnotes
Research

UI research evidence pipeline

Turn a product question into a traceable research brief, interface evidence set, pattern comparison, and design input while preserving provenance across tool handoffs.

UI researchevidence