Universe

This section collects the many great resources developed with or for spaCy. It includes standalone packages, plugins, extensions, educational materials, operational utilities and bindings for other languages.

Adept Augmentations

A Python library aimed at dissecting and augmenting NER training data for a few-shot scenario.

Aim-spaCy

Aim-spaCy is an Aim-based spaCy experiment tracker.

alibi

Algorithms for monitoring and explaining machine learning models

AllenNLP

An open-source NLP research library, built on PyTorch and spaCy

amrlib

A python library that makes AMR parsing, generation and visualization simple.

Asent

Fast, flexible and transparent sentiment analysis

Augmenty

The cherry on top of your NLP pipeline

Bagpipes spaCy

A bag of custom spaCy pipes for various NLP tasks.

BERTopic

Leveraging BERT and c-TF-IDF to create easily interpretable topics.

Blackstone

A spaCy pipeline and model for NLP on unstructured legal text

Chatterbot

A machine-learning based conversational dialog engine for creating chat bots

Classy Classification

Have you ever struggled with needing a spaCy TextCategorizer but didn't have the time to train one from scratch? Classy Classification is the way to go!

CleanNLP

A tidy data model for NLP in R

concepCy

A multilingual knowledge graph in spaCy

Concise Concepts

Concise Concepts uses few-shot NER based on word embedding similarity to get you going with easy!

Constituent Treelib

Extract constituents with ease!

Contextual Spell Check

Contextual spell correction using BERT (bidirectional representations)

cookiecutter-spacy-fastapi

Docker-based cookiecutter for easy spaCy APIs using FastAPI

Coreferee

Coreference resolution for multiple languages

VA COVID-19 NLP BSV

spaCy pipeline for COVID-19 surveillance.

Crosslingual Coreference

One multi-lingual coreference model to rule them all!

DaCy

An efficient Pipeline for Danish NLP

Date spaCy

Effortless Date Recognition in Text with spaCy

deplacy

CUI-based Tree Visualizer for Universal Dependencies and Immediate Catena Analysis

Dframcy

Dataframe Integration with spaCy NLP

displaCy

A modern syntactic dependency visualizer

displaCy ENT

A modern named entity visualizer

Dragonfire

An open-source virtual assistant for Ubuntu based Linux distributions

EDS-NLP

spaCy components to extract information from clinical notes written in French.

eMFDscore : Extended Moral Foundation Dictionary Scoring for Python

Extended Moral Foundation Dictionary Scoring for Python

eng_spacysentiment

Simple sentiment analysis using spaCy pipelines

explacy

A small tool that explains spaCy parse results

Forte

Forte is a toolkit for building Natural Language Processing pipelines, featuring cross-task interaction, adaptable data-model interfaces and composable pipelines.

GLiNER spaCy Wrapper

Integrating GLiNER's Advanced NER with spaCy

gobbli

Deep learning for text classification doesn't have to be scary

Graphbrain

Automated meaning extraction and text understanding

greCy

Ancient Greek pipelines for spaCy

Healthsea

Healthsea: an end-to-end spaCy pipeline for exploring health supplement effects

Hammurabi

Python Rule Processing Engine 🏺

Hobbit spaCy

NLP for Middle Earth

Holmes

Information extraction from English and German texts based on predicate logic

HuSpaCy

HuSpaCy: industrial-strength Hungarian natural language processing

ipymarkup

NER, syntax markup visualizations

Kindred

Biomedical relation extraction using spaCy

Klayers

spaCy as a AWS Lambda Layer

LatinCy

Synthetic trained spaCy pipelines for Latin NLP

lemminflect

A Python module for English lemmatization and inflection

Lemmy

A Danish lemmatizer

LingFeat

A Linguistic Feature Extraction (Text Analysis) Tool for Readability Assessment and Text Simplification

Ludwig

A code-free deep learning toolbox

Rule-based Matcher Explorer

Test spaCy's rule-based Matcher by creating token patterns interactively

medspaCy

A toolkit for clinical NLP with spaCy.

MindMeld - Conversational AI platform

Conversational AI platform for deep-domain voice interfaces and chatbots

MLflow

An open source platform for the machine learning lifecycle

mordecai

Full text geoparsing using spaCy, Geonames and Keras

negspaCy

spaCy pipeline object for negating concepts in text based on the NegEx algorithm.

neuralcoref

State-of-the-art coreference resolution based on neural nets and spaCy

Neuralcoref Visualizer

State-of-the-art coreference resolution based on neural nets and spaCy

NeuralGym

A little Windows GUI for training models with spaCy

NLP Architect

Python lib for exploring Deep NLP & NLU by Intel AI

NLPCloud.io

Production-ready API for spaCy models in production

Number spaCy

Enhancing Numeric Entity Recognition in Text with spaCy

numerizer

Convert natural language numerics into ints and floats.

OdyCy

General-purpose language pipelines for premodern Greek.

parsigs

Structuring prescriptions text made simple using spaCy

PatternOmatic

Finds linguistic patterns effortlessly

phruzz-matcher

Phrase matcher using RapidFuzz

pic2phrase_bot: Photo Description Generator

A bot that generates descriptions to submitted photos, in a human-like manner.

Prefect

Workflow management system designed for modern infrastructure

Presidio

Context aware, pluggable and customizable data protection and PII data anonymization

Presidio Research

Toolbox for developing and evaluating PII detectors, NER models for PII and generating fake PII data

presque

Normalizer for contemporary French

Prodigy

Radically efficient machine teaching, powered by active learning

PyATE

Python Automated Term Extraction

pyInflect

A Python module for word inflections

pySBD - python Sentence Boundary Disambiguation

Rule-based sentence boundary detection that works out-of-the-box

quelquhui

Tokenizer for contemporary French

Rasa

Turn natural language into structured data

Redfield NLP Nodes for KNIME

Makes the functionality of the spaCy library available in KNIME Analytics Platform.

RITA DSL

Domain Specific Language for creating language rules

A spaCy Package for Romanian Legal Document Processing

rolegal: a spaCy Package for Noisy Romanian Legal Document Processing

RONEC - Romanian Named Entity Corpus

Named Entity Recognition corpus for Romanian language.

ruby-spacy

Wrapper module for using spaCy from Ruby via PyCall

ruTS

A library for statistics extraction from texts in Russian

SaysWho

Quote identification, attribution and resolution

scattertext

Beautiful visualizations of how language differs among document types

scispaCy

A full spaCy pipeline and models for scientific/biomedical documents

scrubadub_spacy

Remove personally identifiable information from text using spaCy.

Berkeley Neural Parser

Constituency Parsing with a Self-Attentive Encoder (ACL 2018)

sense2vec

Use NLP to go beyond vanilla word2vec

English Interpretation Sentence Pattern

English interpretation for accurate translation from English to Japanese

Sentimental Onix

Use onnx for sentiment models

skweak

Weak supervision for NLP

solipCysme

spaCy pipeline for french fictions and first person point of view texts.

spacy_api

Server/client to load models in a separate, dedicated process

spaCy-CLD

Add language detection to your spaCy pipeline using CLD2

Spacy FastLang

Language detection done fast

spacy_readability

Add text readability meta data to Doc objects

Spacy Syllables

Multilingual syllable annotations

Spacy Annoy

Integrating Spacy NLP and Annoy for Semantic Text Search with spaCy linguistic tags.

spacy-api-docker

spaCy REST API, wrapped in a Docker container

spacy-api-docker-v3

spaCy v3 REST API, wrapped in a Docker container

spacy-clausie

Implementation of the ClausIE information extraction system for Python spaCy

spacy-cleaner

Easily clean text with spaCy!

spacy_conll

Parsing from and to CoNLL-U format with `spacy`, `spacy-stanza` and `spacy-udpipe`

spacy-cpp

C wrapper library for spaCy

DBpedia Spotlight for SpaCy

Use DBpedia Spotlight to link entities inside SpaCy

spacy-experimental

Cutting-edge experimental spaCy components and features

spacy-graphql

Query spaCy's linguistic annotations using GraphQL

spacy-huggingface-hub

Push your spaCy pipelines to the Hugging Face Hub

spacy-iwnlp

German lemmatization with IWNLP

spacy-js

JavaScript API for spaCy with Python REST API

spacy-lefff

POS and French lemmatization with Lefff

spacy-nlp

Expose spaCy NLP text parsing to Node.js (and other languages) via Socket.IO

spaCy - Partial Tagger

Sequence Tagger for Partially Annotated Dataset in spaCy

PyTextRank

Py impl of TextRank for lightweight phrase extraction

spaCy-PyThaiNLP

PyThaiNLP for spaCy

spacy-report

Generates interactive reports for spaCy models.

spaCy - sentence-transformers

Pipelines for pretrained sentence-transformers (BERT, RoBERTa, XLM-RoBERTa & Co.) directly within spaCy

spacy-sentiws

German sentiment scores with SentiWS

spaCy Server

🦜 Containerized HTTP API for spaCy NLP

spacy-setfit-textcat

spaCy Project: Experiments with SetFit & Few-Shot Classification

spacy-stanza

Use the latest Stanza (StanfordNLP) research models directly in spaCy

spacy-streamlit

spaCy building blocks for Streamlit apps

spacytextblob

A TextBlob sentiment analysis pipeline component for spaCy.

spacy-transformers

spaCy pipelines for pretrained BERT, XLNet and GPT-2

spacy-udpipe

Use the latest UDPipe models directly in spaCy

spaCy - Universal Sentence Encoder

Make use of Google's Universal Sentence Encoder directly within spaCy

spaCy Visual Studio Code Extension

Work with spaCy's config files in VS Code

spacy-wasm

spaCy in the browser using WebAssembly

spaCy Whisper

Seamless Integration of Whisper with spaCy NLP

spacy-wordnet

WordNet meets spaCy

spaCy-wrap

For Wrapping fine-tuned transformers in spaCy pipelines

spaCy .NET Wrapper

SpacyDotNet is a .NET Core compatible wrapper for spaCy, based on Python.NET

spaCy fishing

Named entity disambiguation and linking on Wikidata in spaCy with Entity-Fishing.

spacymoji

Emoji handling and meta data as a spaCy pipeline component

spaCyOpenTapioca

Named entity linking on Wikidata in spaCy via OpenTapioca

spacypdfreader

Easy PDF to text to spaCy text extraction in Python.

spacyr

An R wrapper for spaCy

spaCysee

Visualize spaCy's Dependency Parsing, POS tagging, and morphological analysis

spaCy-SetFit

An an easy and intuitive approach to use SetFit in combination with spaCy.

spaczz

Fuzzy matching and more for spaCy.

SpanMarker

Effortless state-of-the-art NER in spaCy

textacy

NLP, before and after spaCy

TextDescriptives

Extraction of descriptive stats, readability, and syntactic complexity measures

Texthero

Text preprocessing, representation and visualization from zero to hero.

textnets

Text analysis with networks

textpipe

clean and extract metadata from text

tmtoolkit

Text mining and topic modeling toolkit

tokenwiser

Connect vowpal-wabbit & scikit-learn models to spaCy to run simple classification benchmarks. Comes with many utility functions for spaCy pipelines.

torchtext

Data loaders and abstractions for text and NLP

TRUNAJOD

A text complexity library for text analysis built on spaCy

Vetiver

Version, share, deploy, and monitor models.

whatlies

Make interactive visualisations to figure out 'what lies' in word embeddings.

WordDumb

A calibre plugin that generates Word Wise and X-Ray files.

Zshot

Zero and Few shot named entity & relationships recognition

Found a mistake or something isn't working?

If you've come across a universe project that isn't working or is incompatible with the reported spaCy version, let us know by opening a discussion thread.

Submit your project

If you have a project that you want the spaCy community to make use of, you can suggest it by submitting a pull request to the spaCy website repository. The Universe database is open-source and collected in a simple JSON file. For more details on the formats and available fields, see the documentation. Looking for inspiration your own spaCy plugin or extension? Check out the project idea section in Discussions.

Read the docs JSON source