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
Each one reaches followers by email the morning after.Follow this actor
Key figures30 readings
Price / 1k$1.00per 1,000 results
Users / 30d0↓ 1 over 30 readings
Users, all time35↑ 2 over 30 readings
Runs / 30d30↓ 2 over 30 readings
Runs / user / mo—runs per monthly user
Standing
#37of 44

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

Recorded changes
  • 2026-09-30searchKeyword rank moveleft top-10 for “lite” (#9 → outside top 100)—on record
showing 1 of 1 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 2026-09-25
Users / 30d30 readings
09-25↓ 110-24
Users, all time30 readings
09-25↑ 210-24
Runs / 30d30 readings
09-25↓ 210-24
Standing30 readings
09-25↑ 1910-24

Alternatives on Google Scholar

The actors either side of #37 of 44, ranked by users in the last 30 days. Same platform, adjacent adoption — the comparable set.

all 44 on Google Scholar →
Sort
#ActorGradePrice / 1kUsers /30dSuccessRatingAgeFresh
32—RES$4.00 /1kfair price12 total——35dfresh
33—RES$3.99 /1kfair price04 total——8mfresh
34—EVT$0.05 /1k apify-actor-start03 total—5.0 (1)5maging
35—EVT$1.00 /1k paper01 total——6dfresh
36—EVT$2.00 /1k data-record02 total——5maging
37DRES$1.00 /1kgood price035 total—5.0 (20)6magingThis
38—RES$40.00 /1ksteep price07 total——6maging
39—RES$10.00 /1khigh price01 total——4maging
40—RES$7.00 /1khigh price03 total——6maging
41—RES$2.49 /1kgood price01 total——53daging
42—EVT$0.05 /1k apify-actor-start050 total——13maging

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