stephanakkerman / fintwit-bot

FinTwit-Bot is a Discord bot designed to track and analyze financial markets by pulling data from platforms like Twitter, Reddit, and Binance. It features customizable tools for sentiment analysis, market trends, and portfolio tracking to help traders stay informed and make data-driven decisions.

📘 My Favorite Open Source Projects

📕 Top Projects I've Contributed To

📊 Github Stats and Activity

fintwit-bot's Issues

Use Twitter API to get tweets from following

Divide tweets into multiple text channels:
Charts category:

• crypto
• stocks
  Text category, Images, Other
  images has pictures, but no $
  other has text, but no $

Scan r/WallStreetBets hot posts every 12 / 24 hours and post it in dedicated channel

To keep track of meme stocks
Use: https://www.storybench.org/how-to-scrape-reddit-with-python/ for inspiration

Creating a channel with a twitter screen name will also post this user's tweets in there

This will only post their tweets in there, and their tweets will not get posted in the other channels (to prevent clutter)

[Side project] Use image recognition to decide if a image is a chart or not

This is a project on its own, but could be implemented here to remove useless images from the chart channels

• Create a dataset of all images and charts that get posted (use scraping script)
• Try fitting unsupervised clustering on it
• Try labeling part of the data and applying pre-trained model (maybe fine-tuned)

---

• Add pretrained model
• Implement logic

Possible models

We need to consider efficiency, since it should be able to run on the raspberry pi and finetuning should be possible on a home PC.

• mobilenet
• EfficientNet

Add github bots to repo

https://twitter.com/gabro27/status/1173547934132178944?s=20

!follow <@username> command

Follows a new user and restarts streams and resets self.following_ids

Channel specifically for stock options

If something about options is mentioned drop this is in the channel.
How are we sure if a tweet is about options?

Prettify Embeds

• add tweet timestamp
• add more fields to embed
• add footer
• add header with bot avatar

Show most important earning calls per week and day

Add channel for Unusual Whales alerts

Possible using the API, however we need to check how quick the token expires

Creating a channel named as a coin symbol (i.e. BTC) will also posts all tweets concerning that coin in there

Display default RTs better

Change title and maybe add the retweet emoij

Bot posts :heart: emoji below tweet, if pressed this tweet will be reposted in dedicated channel

Shows that there is a discord user interested in this tweet

Emoji to represent copy trade and planning to copy

Then this post will get highlighted in another channel

Add seperate channel for news related stuff

Since the news also has impact on the financial markets, maybe this channel contains tweets from news sources (such as @deltaone, @FirstSquawk, @EPSGUID) or scans a news site constantly (CNBC).

Refresh self.following_ids every x minutes

Maybe every 15 minutes or so

Show the retweet content when a user quote retweets

Now only shows the quote, but not the content itself

Classify tweets if it has bearish or bullish sentiment

Use emoji's in title of tweets to make it clear what the tweet is

Replace &amp; by &

Use custom emojis to represent crypto exchanges

Some coins can only be bought on certain exchanges, use coingecko api to determine the exchanges and use their custom emoji to represent them

Show overview of accounts that we are currently tracking

Maybe have a command like !following that shows all accounts and if someone uses !follow it also posts in the #following channel

Use unique values in symbols list

To prevent multiple times the same ticker in 1 tweet

If a ticker cannot be found for a # ignore it in the embed

Keep track of user's crypto portfolio

!portfolio <exchange> <key> <secret>
Doing this command will add a new row to the database, the exchange options are KuCoin and Binance.
After this has happened we open a user socket so we can keep track of the user's buys and sells.
We also make calls every hour to check the prices of the assets on their account (if there are any)

• Make a command for adding exchange information
• Format the exchange (always lower) and check if we support this exchange, if not don't add to db
• Save this information to a database (pandas dataframe, which will be pickled everytime something changes)
• Get the account balance if !portfolio has been used and save the (user, symbol, quantity, price) in db
• Start user socket (and publish new trades in dedicated channel)
• Check assets on account and make a new channel dedicated to this user (for showing their current assets)
• Send the user a message if their SL or TP has been hit

Command to look up sentiment on a stock in recent news articles

Posts top TradingView ideas of today (based on likes)

Send the top 10 trading ideas from https://www.tradingview.com/ideas/ of today in a dedicated channel.

Use https://pypi.org/project/tradingview-scraper/ to get the ideas, and filter based on time they were posted. Only use the ideas posted in the last 24h, and sort them based on likes.

User get tagged in certain tweets containing their preferred tickers

For instance !alert TSLA will tag the user at every tweet containing the $TSLA ticker
We need to have a db for this, maybe alerts.db (ticker, user, id)

Ignore posts with #coin that is below certain volume

Sometimes the bot thinks a hashtag is also a coin, for instance #nft

Daily update on coingecko most searched coins

https://github.com/man-c/pycoingecko
trending
/search/trending (Get trending search coins (Top-7) on CoinGecko in the last 24 hours)
cg.get_search_trending()

Post count of mentioned tickers in the last 24h

If a tweet contains a ticker add the ticker, user, sentiment, category, time of tweet to the database.
For every new tweet send a message containing the list of the tickers mentioned in the last 24h and delete the tickers older than 24h.

Also every x hours compare the top 10 (or more depending on rate limit) tickers with twitter's global sentiment.

First ensure that:

• #185 is working correctly to save time on deciding the ticker category

Use TradingView for tickers that cant be found

Use https://scanner.tradingview.com/{keyword}/scan
keyword can be ["america", "forex", "crypto", "indonesia", "india", "cfd", "uk", "brazil", "vietnam", "rsa", "ksa", "australia", "russia", "thailand"]

Add reactions to sentiment tweet with class

Store the tweet text + reaction sentiment in csv to create more data for model

Show both AH price changes and daily price changes if it is AH

If there are multiple images reply on the last message sent with all the pictures

Because multiple image embeds is not a thing

Channel for options scraping

Maybe try using this repo: https://github.com/atreadw1492/yahoo_fin

Upgrade to new discord library to fix security vulnerabilities

See same issue on Axie_Manager_Bot

Fix timestamp

Currently 1 hour less compared to discord timestamp

Fix url display of tweets

show original url instead of t.co

Every 12 hours print ticker that has the biggest change in tweets about it

Both more and less
Eg $ETH from 100k tweets -> 120k tweets = 20% increase

Tradingview email alerts get posted in certain channel

So if the user makes a charts or copies a charts from a tweet and the alert goes off it will get posted in a specific channel

[Optional] Check related projects for more ideas

Check other project that relate to this:

• https://fintwit.ai/
• https://twitter.com/chatterquant

Overview of the tickers mentioned in the last 24 hours + average

Also implement StockTwits

StockTwits is basically same a Twitter but then specifically for tweets about stocks / crypto.

https://github.com/khmurakami/pystocktwits

Don't show afterhours if it is not available

https://finance.yahoo.com/quote/ALTS
Shows after hours 0$, because it is not available for after hours

Remove timeline channel and add reactions under every message containing a ticker

Command for setting price alerts for tickers

• Command /alert <ticker> <above/below> <price>
• Save this ticker in a .db file
• Use CCXT binance's mini ticker socket
• If the user has been alerted remove this row from the db

Add daily percentual change of ticker in embed

For instance if $TSLA was mentioned, also add (+2,03%) or so

Fix title for quote tweets

Now displays default RTs better, but quote tweets are a bit strange

Every 24 hours post most talked about ticker and average sentiment

Instead of removing completely, represent picture url by saying [pic 1] or so