Thesis Literature Review Scraper

Turn any research topic into a clean reading list of peer-reviewed papers from multiple data sources in one run. Includes citation-manager exports, spreadsheets, and an LLM-ready Markdown bundle for contextualizing AI queries with real academic literature.

Publisher description, verbatim
Last 7 dayson this actor

No changes seen in the last 7 days.

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Key figures30 readings
Price / 1k$1.00per 1,000 results
Users / 30d1↓ 1 over 30 readings
Users, all time33↑ 2 over 30 readings
Runs / 30d32↓ 3 over 30 readings
Runs / user / mo32.0runs per monthly user
Standing
#20of 38

on Google Scholar, by users in the last 30 days among actors classified to this platform.

Store search presence
1top-10 keywords

best #9 for “lite”

  • lite#9
re-crawled daily
Recorded changes

No price, README, schema or grade changes in the last 30 days · followers get the next one by email.

What the reviews say

It speeds and simplifies literature review by quickly compiling organized, comprehensive study results; reviewers reported no recurring complaints.

9 of 9 reviews carry text
ThemeSentimentSaidWhat they mean
Setup and docs5 praised · 0 complained5makes literature review less painfuleasy to use and navigate“easy to use and navigate. it would be really helpful to those doing their research as it compiles all the related studies with just one click, and it will save your time by making the process faster and more efficient” — 5/5
How fast4 praised · 0 complained4saves a lot of timequickly pulls academic sources“This saves me a lot of time when doing literature reviews. This tool is straightforward to use, and the results are organized and reliable. This is helpful for students and anyone working with academic papers.” — 5/5
Does it run1 praised · 0 complained1organized and reliable results
Does it return everything1 praised · 0 complained1compiles all the related studies

Setup and docs

5 ↑ · 0 ↓ of 5
makes literature review less painfuleasy to use and navigate“easy to use and navigate. it would be really helpful to those doing their research as it compiles all the related studies with just one click, and it will save your time by making the process faster and more efficient” — 5/5

How fast

4 ↑ · 0 ↓ of 4
saves a lot of timequickly pulls academic sources“This saves me a lot of time when doing literature reviews. This tool is straightforward to use, and the results are organized and reliable. This is helpful for students and anyone working with academic papers.” — 5/5

Does it run

1 ↑ · 0 ↓ of 1
organized and reliable results

Does it return everything

1 ↑ · 0 ↓ of 1
compiles all the related studies
Every count is a review we read. 3 of the 9 said only that they liked it, with nothing specific — those are excluded from the themes above. Quotes are one reviewer, unedited.Read all 9 →

History

30 readings since 2026-08-27
Users / 30d30 readings
08-27↓ 109-25
Users, all time30 readings
08-27↑ 209-25
Runs / 30d30 readings
08-27↓ 309-25
Standing30 readings
08-27↑ 609-25

Alternatives on Google Scholar

The actors either side of #20 of 38, ranked by users in the last 30 days. Same platform, adjacent adoption — the comparable set.

all 38 on Google Scholar →
Sort
#ActorGradePrice / 1kUsers /30dSuccessRatingAgeFresh
15—RES$10.00 /1khigh price23 total——3maging
16—RES$0.90 /1kgood price12 total——2mfresh
17—RES$7.00 /1khigh price12 total——19dfresh
18—EVT$5.00 /1k paper12 total——4mfresh
19—RES$5.00 /1kfair price17 total——4maging
20DRES$1.00 /1kgood price133 total—5.0 (20)5magingThis
21—RES$40.00 /1ksteep price15 total——5mfresh
22—EVT$100 /1k institution_report12 total——5maging
23—EVT$40.00 /1k radar_watch12 total—5.0 (1)4mfresh
24—RES$1.99 /1kgood price12 total——2mfresh
25—RES$1.99 /1kgood price12 total——3mfresh

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