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Alternatives · 2026

The best Hugging Face Transformers alternatives

The rest of Best Natural Language Processing Software, in this site's order: each with what it costs, where it runs and its record score.

1
spaCy

spaCy suits developers building NLP applications in Python, particularly for production use and large text workloads.

WindowsMacLinux+1 Free plan Record4.9 Visit
2
Azure AI Speech
WebAPISelf-hosted Free plan Record4.5 Visit
3
Relative Insight
Web — Record4.0 Visit
4
Symanto

Symanto suits teams that need to analyze customer or employee text, including online reviews or uploaded data.

WebAPI — Record3.9 Visit
5
Spark NLP
WindowsMacLinux Free plan Record3.4 Visit
6
MALLET
WindowsMacLinux Free plan Record3.3 Visit
7
NLTK
WindowsMacLinux Free plan Record3.3 Visit
8
Apache UIMA
WindowsMacLinux Free plan Record3.2 Visit
9
fastText
WebMacLinux Free plan Record3.2 Visit
10
Flair
WindowsMacLinux Free plan Record3.2 Visit
11
Gensim
WindowsMacLinux Free plan Record3.2 Visit
12
HanLP
WindowsMacLinux Free plan Record3.2 Visit
13
PaddleNLP
WindowsMacLinux Free plan Record3.2 Visit
14
Polyglot
WindowsMacLinux Free plan Record3.2 Visit
15
Stanford CoreNLP
WindowsMacLinux Free plan Record3.2 Visit
16
TextRazor
Web Free plan Record3.0 Visit
17
DeepPavlov
Linux Free plan Record2.8 Visit
18
Stanza
Free plan Record2.8 Visit
19
Google Cloud Natural Language API
API Free plan Record2.7 Visit
20
TextBlob
Free plan Record2.7 Visit
21
VADER Sentiment
Free plan Record2.7 Visit
22
UDPipe
WindowsMacLinux — Record2.6 Visit
23
Expert.ai Platform
Web — Record2.5 Visit
24
Lexalytics
Web — Record2.5 Visit