//- 💫 DOCS > USAGE > RESOURCES

include ../../_includes/_mixins

p Many of the associated tools and resources that we're developing alongside spaCy can be found in their own repositories.

+h(2, "developer") Developer tools

+table(["Name", "Description"])
    +row
        +cell #[+src(gh("spacy-dev-resources")) spaCy Dev Resources]
        +cell Scripts, tools and resources for developing spaCy, adding new languages and training new models.

    +row
        +cell #[+src("spacy-benchmarks") spaCy Benchmarks]
        +cell Runtime performance comparison of spaCy against other NLP libraries.

    +row
        +cell #[+src(gh("spacy-services")) spaCy Services]
        +cell REST microservices for spaCy demos and visualisers.

+h(2, "libraries") Libraries and projects
+table(["Name", "Description"])
    +row
        +cell #[+src(gh("sense2vec")) sense2vec]
        +cell Use spaCy to go beyond vanilla #[+a("https://en.wikipedia.org/wiki/Word2vec") Word2vec].

+h(2, "utility") Utility libraries and dependencies

+table(["Name", "Description"])
    +row
        +cell #[+src(gh("thinc")) thinc]
        +cell Super sparse multi-class machine learning with Cython.

    +row
        +cell #[+src(gh("sputnik")) sputnik]
        +cell Data package manager library for spaCy.

    +row
        +cell #[+src(gh("sputnik-server")) sputnik Server]
        +cell Index service for the sputnik data package manager for spaCy.

    +row
        +cell #[+src(gh("cymem")) cymem]
        +cell Gate Cython calls to malloc/free behind Python ref-counted objects.

    +row
        +cell #[+src(gh("preshed")) preshed]
        +cell Cython hash tables that assume keys are pre-hashed

    +row
        +cell #[+src(gh("murmurhash")) murmurhash]
        +cell Cython bindings for #[+a("https://en.wikipedia.org/wiki/MurmurHash") MurmurHash2].

+h(2, "visualizers") Visualisers and demos

+table(["Name", "Description"])
    +row
        +cell #[+src(gh("displacy")) displaCy.js]
        +cell A modern and service-independent dependency visualisation library for the modern web, built with JavaScript, CSS and SVG. #[+a(DEMOS_URL + "/displacy") Demo here].

    +row
        +cell #[+src(gh("displacy-ent")) displaCy#[sup ENT]]
        +cell A lightweight and modern named entity visualisation library built with JavaScript and CSS. #[+a(DEMOS_URL + "/displacy-ent") Demo here].

    +row
        +cell #[+src(gh("sense2vec-demo")) sense2vec Demo]
        +cell Source of our Semantic Analysis of the Reddit Hivemind #[+a(DEMOS_URL + "/sense2vec") demo] using #[+a(gh("sense2vec")) sense2vec].