literature-discovery

Search a papers corpus to identify relevant methods and parameters.

1|Updated Mar 9, 2026
One-click install
npx skills add https://github.com/arashshahidi1997/projio --skill literature-discovery
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: literature-discovery
Source: https://github.com/arashshahidi1997/projio/tree/main/docs/prompts/skills/literature-discovery
Command: npx skills add https://github.com/arashshahidi1997/projio --skill literature-discovery

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps researchers locate and summarize relevant literature to inform methodological choices, parameter ranges, and validation expectations, by querying a dedicated papers corpus and producing a curated shortlist note linked to the idea.

Core Features & Use Cases

  • RAG search against the papers corpus to identify methods, parameter ranges, and validation plots relevant to a research idea.
  • Resolve promising results with citekeys to confirm bibliography entries and fetch context.
  • Ingest key papers into the bibliography and link findings back to the original idea note.
  • Generate a curated shortlist note detailing summary, candidate methods, parameters, validation expectations, and recommended approaches.
  • Seamlessly connect results to the idea note for traceability and planning.

Quick Start

Provide a QUERY and run the workflow to generate a curated literature shortlist.

Frequently Asked Questions about literature-discovery

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I search a papers corpus to find relevant methods and parameter ranges for a research idea?

Search a papers corpus by providing a defined QUERY, IDEA_NOTE, or CITEKEYS to direct the RAG search. The workflow identifies relevant methods, parameter ranges, and validation plots to support your research idea.

How do I curate a literature shortlist and link it directly to my idea note?

Curate a literature shortlist by running the discovery workflow, which generates a note detailing summaries, candidate methods, parameters, and recommended approaches. This shortlist note is then linked directly back to your original idea note for traceability.

What is the best way to resolve bibliography entries and fetch context for key papers?

Resolve bibliography entries and fetch context by using citekeys to confirm promising search results from the papers corpus. This ensures key papers are accurately ingested into the bibliography and linked to your research notes.

Can I use literature discovery to find validation plots and expectations for my methodology?

You can use literature discovery to find validation plots and expectations by querying the papers corpus with your specific research idea. The resulting curated shortlist note will detail the validation expectations and recommended methodological approaches.

Do I need a defined query or citekeys to start discovering relevant literature?

You need a defined QUERY, IDEA_NOTE, or CITEKEYS to direct the literature search and access bibliography tools like rag_query, paper_context, and citekey_resolve. Without these inputs, the workflow cannot identify relevant methods or produce a curated shortlist.