Twitter GraphQL and Search API implementation with SNScrape data models.
pip install twscrape
Or development version:
pip install git+https://github.com/vladkens/twscrape.git
- Support both Search & GraphQL Twitter API
- Async/Await functions (can run multiple scrapers in parallel at the same time)
- Login flow (with receiving verification code from email)
- Saving/restoring account sessions
- Raw Twitter API responses & SNScrape models
- Automatic account switching to smooth Twitter API rate limits
Since this project works through an authorized API, accounts need to be added. You can register and add an account yourself. You can also google sites that provide these things.
The email password is needed to get the code to log in to the account automatically (via imap protocol).
Data models:
import asyncio
from twscrape import AccountsPool, API, gather
from twscrape.logger import set_log_level
async def main():
pool = AccountsPool() # or AccountsPool("path-to.db") - default is `accounts.db`
await pool.add_account("user1", "pass1", "user1@example.com", "email_pass1")
await pool.add_account("user2", "pass2", "user2@example.com", "email_pass2")
# log in to all new accounts
await pool.login_all()
api = API(pool)
# search api (latest tab)
await gather(api.search("elon musk", limit=20)) # list[Tweet]
# graphql api
tweet_id, user_id, user_login = 20, 2244994945, "twitterdev"
await api.tweet_details(tweet_id) # Tweet
await gather(api.retweeters(tweet_id, limit=20)) # list[User]
await gather(api.favoriters(tweet_id, limit=20)) # list[User]
await api.user_by_id(user_id) # User
await api.user_by_login(user_login) # User
await gather(api.followers(user_id, limit=20)) # list[User]
await gather(api.following(user_id, limit=20)) # list[User]
await gather(api.user_tweets(user_id, limit=20)) # list[Tweet]
await gather(api.user_tweets_and_replies(user_id, limit=20)) # list[Tweet]
# note 1: limit is optional, default is -1 (no limit)
# note 2: all methods have `raw` version e.g.:
async for tweet in api.search("elon musk"):
print(tweet.id, tweet.user.username, tweet.rawContent) # tweet is `Tweet` object
async for rep in api.search_raw("elon musk"):
print(rep.status_code, rep.json()) # rep is `httpx.Response` object
# change log level, default info
set_log_level("DEBUG")
# Tweet & User model can be converted to regular dict or json, e.g.:
doc = await api.user_by_id(user_id) # User
doc.dict() # -> python dict
doc.json() # -> json string
if __name__ == "__main__":
asyncio.run(main())
# show all commands
twscrape
# help on specific comand
twscrape search --help
First add accounts from file:
# twscrape add_accounts <file_path> <line_format>
# line_format should have "username", "password", "email", "email_password" tokens
# tokens delimeter should be same as an file
twscrape add_accounts accounts.txt username:password:email:email_password
The call login:
twscrape login_accounts
Accounts and their sessions will be saved, so they can be reused for future requests
twscrape accounts
# Output:
# ───────────────────────────────────────────────────────────────────────────────────
# username logged_in active last_used total_req error_msg
# ───────────────────────────────────────────────────────────────────────────────────
# user1 True True 2023-05-20 03:20:40 100 None
# user2 True True 2023-05-20 03:25:45 120 None
# user3 False False None 120 Login error
Useful if using a different set of accounts for different actions
twscrape --db test-accounts.db <command>
twscrape search "QUERY" --limit=20
twscrape tweet_details TWEET_ID
twscrape retweeters TWEET_ID --limit=20
twscrape favoriters TWEET_ID --limit=20
twscrape user_by_id USER_ID
twscrape user_by_login USERNAME
twscrape followers USER_ID --limit=20
twscrape following USER_ID --limit=20
twscrape user_tweets USER_ID --limit=20
twscrape user_tweets_and_replies USER_ID --limit=20
The default output is in the console (stdout), one document per line. So it can be redirected to the file.
twscrape search "elon mask lang:es" --limit=20 > data.txt
By default, parsed data is returned. The original tweet responses can be retrieved with --raw
twscrape search "elon mask lang:es" --limit=20 --raw
API rate limits (per account):
- Search API – 250 req / 15 min
- GraphQL API – has individual rate limits per operation (in most cases this is 500 req / 15 min)
API data limits:
user_tweets
&user_tweets_and_replies
– can return ~3200 tweets maximum
- twitter-advanced-search – guide on search filters
- twitter-api-client – Implementation of Twitter's v1, v2, and GraphQL APIs
- snscrape – is a scraper for social networking services (SNS)
- twint – Twitter Intelligence Tool