Memecoin trending algorithm analysis (DEXScreener, DEXTools)

I do a lot of testing against trending algorithms on crypto ranking sites. One of my most recent test is for ranking tokens on DEXScreener and DEXTools. After continuous testing, I'm happy to share findings with fellow memecoin developers.

1. Each ranking platform has a trending score they assign, which is verified to compose of Volume, # of unique holders, liquidity size. With these 3 parameters, you can get into HOT trending with DEXTools. However, DEXScreener is harder to rank, suggesting they have other parameters.
2. DEXScreener may weigh social parameters such as Token Page Interaction, updated token socials. Or perhaps they weigh liquidity size much more than DEXTools. I wasn't able to test this out yet.
3. Volume bots are obfuscating their transactions by batching (multicall) and adding transactions paths for complexity. One swap transaction may go through 2-3 different coins.
4. The best coins are using volume bots without obvious patterns like buys per minute, but focus on big buys with small bot buys neutralizing their exposure, simulating natural trading.
5. The trending coin also ensures rising distribution of their coins, either through distribution, airdrops, or just sending them out to the community. This increases # of unique holders, which likely impacts trending score.

Trending is one of the best ways to achieve exposure for crypto projects, so if you launch a memecoin, you better have a sure path to trending. It doesn't have to be a volume bot. It can also be through large KOL calls. But if you can do both, then it would be synergistic.

On DEXScreener did you notice any other possible factors that might be influencing the ranking besides the ones you mentioned? Wondering if they use engagement metrics beyond just token page interaction. Churs

ptrappo said:

На DEXScreener вы заметили какие-либо другие возможные факторы, которые могут влиять на рейтинг, помимо тех, которые вы упомянули? Интересно, используют ли они показатели вовлеченности, помимо простого взаимодействия со страницей токенов. Churs

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As far as I know, DEXScreener offers paid "Boost" packages that temporarily increase the popularity of the token, helping it to occupy higher positions, but this does not guarantee sustainable growth without the support of fundamental market factors and engagement

That’s an interesting thing that i’m already working On it.

This DexTools are amazing!

ptrappo said:

On DEXScreener did you notice any other possible factors that might be influencing the ranking besides the ones you mentioned? Wondering if they use engagement metrics beyond just token page interaction. Churs

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DEXScreener is definitely utilizing other possible factors beside the ones I mentioned.

However, further testing is necessary. I only tested with non-social verified coin. Looking forward to publishing more findings.

WAndreas said:

As far as I know, DEXScreener offers paid "Boost" packages that temporarily increase the popularity of the token, helping it to occupy higher positions, but this does not guarantee sustainable growth without the support of fundamental market factors and engagement

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BOOSTs are used a lot on SOLANA. However, we can test without BOOST influence on chains without a lot of BOOST activity.

That’s an interesting thing that i’m already working On it.

This DexTools are amazing!

WAndreas said:

As far as I know, DEXScreener offers paid "Boost" packages that temporarily increase the popularity of the token, helping it to occupy higher positions, but this does not guarantee sustainable growth without the support of fundamental market factors and engagement

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Correct, and apart from that there’s other factors that can be manipulated. There’s volume boosters and trending services out there that manipulate the page to get your project shown on front-page.

instahut said:

BOOSTs are used a lot on SOLANA. However, we can test without BOOST influence on chains without a lot of BOOST activity.

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Perhaps it makes sense not to use BOOST, then we can see the most realistic result. I think so.

tsuzei said:

Correct, and apart from that there’s other factors that can be manipulated. There’s volume boosters and trending services out there that manipulate the page to get your project shown on front-page.

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In this case, I suppose the results may be temporary and dishonest. Although this will require some costs that will not be able to guarantee complete success.

Both dextools and dexscreener are solid tools, I often use the live new pairs page to snipe launches if I feel like playing airing with some micro caps.

Bro i am also testing the same thing and would like to connect with you

screenerguys said:

Bro i am also testing the same thing and would like to connect with you

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hey bro. i would like to connect with you. i'm also working on dextools

Thanks for the insights! Interesting to see how DEXTools and DEXScreener differ, especially with DEXScreener likely weighing social factors more. The volume bot strategy to mimic natural trading is clever

Shanson Mark said:

hey bro. i would like to connect with you. i'm also working on dextools

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I am only trying to do dexscreener bro

Hi ! Each of these platforms you mentioned has their own algorithms, just like CoinMarketCap/Coingecko. And to get into the trends for each blockchain on Dextools/Dexscreener there are requirements and they are different, you can still study and test. And even though Dexscreener started to sell official boosts they do not guarantee to get into trends.
CMC/CG also has its own conditions. Appeals to KOL or volume increases will not help, believe me, you need a whole complex, if everything was so simple these services would do everything

Shanson Mark said:

hey bro. i would like to connect with you. i'm also working on dextools

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How can i contact you bro ?

w3lab said:

Hi ! Each of these platforms you mentioned has their own algorithms, just like CoinMarketCap/Coingecko. And to get into the trends for each blockchain on Dextools/Dexscreener there are requirements and they are different, you can still study and test. And even though Dexscreener started to sell official boosts they do not guarantee to get into trends.
CMC/CG also has its own conditions. Appeals to KOL or volume increases will not help, believe me, you need a whole complex, if everything was so simple these services would do everything

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My g i think u have not tried and tested all these stuff yet i was already able to trend on dexscreener on top 20 position,But now i am tryna make it till top 10 and testing things what it takes to go there

screenerguys said:

How can i contact you bro ?

My g i think u have not tried and tested all these stuff yet i was already able to trend on dexscreener on top 20 position,But now i am tryna make it till top 10 and testing things what it takes to go there

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We are not testing this, we have been doing this for a long time and just updating the algorithms as there can be several updates in a month on each platform, tip keep an eye on this too. Good luck with your tests

screenerguys said:

How can i contact you bro ?

My g i think u have not tried and tested all these stuff yet i was already able to trend on dexscreener on top 20 position,But now i am tryna make it till top 10 and testing things what it takes to go there

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i had DM you. Please check the message

DEXScreener is definitely utilizing all possible factors must say

We can provide all kind of trends , you can check our thread - Here