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Template·Agents & Research

Research Paper Summarizer

Search a curated index of transformer papers by topic, fetch the matches, and have two agents extract findings and technical methodology into one report.

Download NodeToolHow to run it
Research Paper Summarizer — example output from the NodeTool workflow

The workflow

Workflow Editor
Note
String Input
attention
Code
Split
Text
For Each
Input List
Filter String
Criteria
Collect
Input Item
Join
Strings
Extract Links
Markdown
From List
Values
Filter
Df
Extract Column
Dataframe
For Each
Input List
Code
Url
Collect
Input Item
Join
Strings
Prompt
Paper
Topic
Analyze the following paper excerpt(s) about "{{ topic }}" and extract, as a bulleted list: 1. Main research question or contribution 2. No…
Agent
Prompt
Text
gpt-5-mini
Prompt
Paper
Topic
Provide a technical summary of the methodology described in this paper excerpt about "{{ topic }}": {{ paper }} Focus on: architecture, alg…
Agent
Prompt
Text
gpt-5-mini
Prompt
Topic
Findings
Technical
# Research Digest: {{ topic }} ## Key Findings {{ findings }} ## Technical Approach {{ technical }} ## Source Paper excerpt(s) matching "{{…
Output

Nodes in this workflow

21 nodes · 14 types
  • Prompt
    nodetool.text.Prompt
    ×3
  • Agent
    nodetool.agents.Agent
    ×2
  • Code
    nodetool.code.Code
    ×2
  • Collect
    nodetool.control.Collect
    ×2
  • For Each
    nodetool.control.ForEach
    ×2
  • Join
    nodetool.text.Join
    ×2
  • Extract Column
    nodetool.data.ExtractColumn
  • Extract Links
    lib.markdown.ExtractLinks
  • Filter
    nodetool.data.Filter
  • Filter String
    nodetool.text.FilterString
  • From List
    nodetool.data.FromList
  • Output
    nodetool.output.Output
  • Split
    nodetool.text.Split
  • String Input
    nodetool.input.StringInput

How to run it

  1. 01

    Download NodeTool Studio

    Install the free desktop app for macOS, Windows, or Linux. It runs on your own machine, no account required to start.

  2. 02

    Open the Research Paper Summarizer template

    Browse the built-in template library inside Studio and open this workflow onto the canvas. Every node is already wired up.

  3. 03

    Add your keys

    Connect the providers this workflow uses (Agent). Bring your own keys — you pay the provider directly.

  4. 04

    Run and remix

    Hit Run to execute the graph and watch results stream in. Swap models, edit prompts, or rewire nodes to make it yours.

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Run Research Paper Summarizer on your machine

Free, open source, and yours to run. Download Studio, open the template, and run it with your own keys.

Download NodeToolStar on GitHub