> ## Documentation Index
> Fetch the complete documentation index at: https://proto.evodesign.org/docs/llms.txt
> Use this file to discover all available pages before exploring further.

# Introduction

> Computational biology and biological AI tools through a single, consistent Python interface

<div class="card-strip-wrapper">
  <div class="card-strip" data-duration="450">
    <a href="/docs/tools/gene-annotation/minced" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/minced/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-alignment/foldseek" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/foldseek/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#2E86C1"}} title="Steinegger Lab"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/5e3c631c9751.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=5b9aab8b7ad1af8d3310a125bc9e540c" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/5e3c631c9751.png" /> Steinegger Lab</span></div>
    </a>

    <a href="/docs/tools/gene-annotation/crispr-tracr-rna" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/crispr_tracr_rna/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/mutagenesis/random-protein" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/random_protein/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#7C3AED"}} title="Proto"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/5586d2ede12e.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=5d259f1a4ac3d5597c20cba7aa7521b2" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/5586d2ede12e.png" /> Proto</span></div>
    </a>

    <a href="/docs/tools/sequence-scoring/enformer" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/enformer/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#1a237e"}} title="Google DeepMind"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/170f4f446634.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=c925c2862540b2476392ff2a71a0dba8" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/170f4f446634.png" /> Google DeepMind</span></div>
    </a>

    <a href="/docs/tools/structure-prediction/protenix" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/protenix/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#046e7a"}} title="ByteDance"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/3cdb88d78ac3.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=88d205174e21cf58ec4f6a266956baf9" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/3cdb88d78ac3.png" /> ByteDance</span></div>
    </a>

    <a href="/docs/tools/binder-design/bindcraft" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/bindcraft/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/database-retrieval/sequence-fetch" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/sequence_fetch/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/masked-models/esm3" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/esm3/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#111111"}} title="Biohub"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/59f8c7606fb7.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=e4891edc150dd75c0f1e262cfdb2d304" alt="" class="tool-card-org-logo" width="192" height="192" data-path="assets/images/cached/59f8c7606fb7.png" /> Biohub</span></div>
    </a>

    <a href="/docs/tools/structure-scoring/ipsae" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/ipsae/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#2C5F8A"}} title="Dunbrack Lab">Dunbrack Lab</span></div>
    </a>

    <a href="/docs/tools/structure-prediction/rf3" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/rf3/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#4b2e83"}} title="Institute for Protein Design"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/6c4da2f317fc.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=e0eec78648cb6cc4938f40ab18608b31" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/6c4da2f317fc.png" /> IPD</span></div>
    </a>

    <a href="/docs/tools/database-retrieval/alphamissense-db" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/alphamissense_db/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#1a237e"}} title="Google DeepMind"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/170f4f446634.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=c925c2862540b2476392ff2a71a0dba8" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/170f4f446634.png" /> Google DeepMind</span></div>
    </a>

    <a href="/docs/tools/rna-splicing/spliceai" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/spliceai/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-alignment/foldmason" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/foldmason/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#2E86C1"}} title="Steinegger Lab"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/5e3c631c9751.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=5b9aab8b7ad1af8d3310a125bc9e540c" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/5e3c631c9751.png" /> Steinegger Lab</span></div>
    </a>

    <a href="/docs/tools/sequence-scoring/puffin" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/puffin/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#00659F"}} title="UT Southwestern Medical Center"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/82d09f068327.jpg?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=479067e64dd13953c310718deca3de58" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/82d09f068327.jpg" /> UT Southwestern</span> <span class="tool-card-org" style={{background: "#E31837"}} title="St. Jude Children's Research Hospital"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/575f31e057f1.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=255e24df50e55bd2375b7633d7cd74aa" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/575f31e057f1.png" /> St. Jude</span></div>
    </a>

    <a href="/docs/tools/sequence-scoring/malinois" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/malinois/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#0E6BA8"}} title="Broad Institute"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/bddd3f7a9c3d.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=5466c361c59d5211ef8491a58019cbaa" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/bddd3f7a9c3d.png" /> Broad Institute</span> <span class="tool-card-org" style={{background: "#00558C"}} title="The Jackson Laboratory"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/3f39871e93d0.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=f15df9c789b688eb105eeccc3f744c03" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/3f39871e93d0.png" /> The Jackson Laboratory</span> <span class="tool-card-org" style={{background: "#00356B"}} title="Yale University"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/94cec05156be.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=2926566568a1ade9758877d14519ec9c" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/94cec05156be.png" /> Yale University</span></div>
    </a>

    <a href="/docs/tools/binder-design/freebindcraft" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/freebindcraft/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/rna-splicing/splice-transformer" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/splice_transformer/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/sequence-alignment/mafft" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/mafft/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#DC2626"}} title="RIMD"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/794c83bf4b6c.jpg?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=4a04d6eae9054dea287479ded27a661b" alt="" class="tool-card-org-logo" width="400" height="400" data-path="assets/images/cached/794c83bf4b6c.jpg" /> RIMD</span></div>
    </a>

    <a href="/docs/tools/structure-prediction/alphafold2" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/alphafold2/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#1a237e"}} title="Google DeepMind"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/170f4f446634.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=c925c2862540b2476392ff2a71a0dba8" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/170f4f446634.png" /> Google DeepMind</span></div>
    </a>

    <a href="/docs/tools/gene-annotation/promoter-calculator" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/promoter_calculator/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/sequence-alignment/mmseqs2" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/mmseqs2/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#2E86C1"}} title="Steinegger Lab"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/5e3c631c9751.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=5b9aab8b7ad1af8d3310a125bc9e540c" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/5e3c631c9751.png" /> Steinegger Lab</span> <span class="tool-card-org" style={{background: "#116656"}} title="Söding Lab"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/ff28b89e17f3.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=4c430d789fb73ff3fee2ef1fb75dc90b" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/ff28b89e17f3.png" /> Söding Lab</span></div>
    </a>

    <a href="/docs/tools/structure-dynamics/bioemu" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/bioemu/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org tool-card-org-light" style={{background: "#FFB900"}} title="Microsoft Research"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/272675035cc5.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=27363105655b6e5162d5f0ba92783726" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/272675035cc5.png" /> Microsoft Research</span></div>
    </a>

    <a href="/docs/tools/inverse-folding/proteinmpnn" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/proteinmpnn/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#4b2e83"}} title="Institute for Protein Design"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/6c4da2f317fc.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=e0eec78648cb6cc4938f40ab18608b31" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/6c4da2f317fc.png" /> IPD</span></div>
    </a>

    <a href="/docs/tools/masked-models/esmc-sae" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/esmc_sae/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#111111"}} title="Biohub"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/59f8c7606fb7.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=e4891edc150dd75c0f1e262cfdb2d304" alt="" class="tool-card-org-logo" width="192" height="192" data-path="assets/images/cached/59f8c7606fb7.png" /> Biohub</span></div>
    </a>

    <a href="/docs/tools/database-retrieval/pdb" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/pdb/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#1B6CA8"}} title="RCSB"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/098b60963089.jpg?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=30b26435a1a295acfe86d65bad4bdebc" alt="" class="tool-card-org-logo" width="170" height="170" data-path="assets/images/cached/098b60963089.jpg" /> RCSB</span></div>
    </a>

    <a href="/docs/tools/structure-scoring/metal3d" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/metal3d/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/sequence-scoring/alphagenome" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/alphagenome/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#1a237e"}} title="Google DeepMind"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/170f4f446634.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=c925c2862540b2476392ff2a71a0dba8" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/170f4f446634.png" /> Google DeepMind</span></div>
    </a>

    <a href="/docs/tools/structure-alignment/pymol-rmsd" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/pymol_rmsd/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/gene-annotation/meme" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/meme/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#003366"}} title="University of Nevada, Reno"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/5629497fc5f9.png?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=0152a7b2026578de05c05152d8d36b92" alt="" class="tool-card-org-logo" width="330" height="108" data-path="assets/images/cached/5629497fc5f9.png" /> UNR</span> <span class="tool-card-org" style={{background: "#4B2E83"}} title="University of Washington">UW</span> <span class="tool-card-org" style={{background: "#51247A"}} title="University of Queensland"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/a4e83fbbeb06.png?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=3378fc54f11fc74455207f45eee61ff4" alt="" class="tool-card-org-logo" width="180" height="180" data-path="assets/images/cached/a4e83fbbeb06.png" /> UQ</span> <span class="tool-card-org" style={{background: "#182B49"}} title="University of California, San Diego"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/ec1fd211cd18.png?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=a9bd8bd71144d343f19d8d950a5561d9" alt="" class="tool-card-org-logo" width="330" height="332" data-path="assets/images/cached/ec1fd211cd18.png" /> UCSD</span></div>
    </a>

    <a href="/docs/tools/database-retrieval/interproscan" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/interproscan/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#007C82"}} title="EMBL-EBI"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/d6be4d3bc893.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=3f3eaae432293c6ed9a25a58e369baa3" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/d6be4d3bc893.png" /> EMBL-EBI</span></div>
    </a>

    <a href="/docs/tools/sequence-scoring/borzoi" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/borzoi/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#25BD56"}} title="Calico"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/c657ced08752.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=66cef0bf858664a3315a92308c57f370" alt="" class="tool-card-org-logo" width="150" height="150" data-path="assets/images/cached/c657ced08752.png" /> Calico</span></div>
    </a>

    <a href="/docs/tools/structure-prediction/alphafold3" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/alphafold3/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#1a237e"}} title="Google DeepMind"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/170f4f446634.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=c925c2862540b2476392ff2a71a0dba8" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/170f4f446634.png" /> Google DeepMind</span></div>
    </a>

    <a href="/docs/tools/structure-prediction/x3dna" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/x3dna/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#CC0033"}} title="Rutgers University"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/62fac4ff4e57.png?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=4a9afe4808054f2bbef99b3a0d27a2e4" alt="" class="tool-card-org-logo" width="330" height="331" data-path="assets/images/cached/62fac4ff4e57.png" /> Rutgers University</span> <span class="tool-card-org" style={{background: "#1D4F91"}} title="Columbia University"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/d5d148878514.png?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=9f7713e2715ee28f46c31860e87f1d0a" alt="" class="tool-card-org-logo" width="330" height="431" data-path="assets/images/cached/d5d148878514.png" /> Columbia University</span></div>
    </a>

    <a href="/docs/tools/structure-alignment/tmalign" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/tmalign/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/database-retrieval/alphafold-db" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/alphafold_db/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#1a237e"}} title="Google DeepMind"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/170f4f446634.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=c925c2862540b2476392ff2a71a0dba8" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/170f4f446634.png" /> Google DeepMind</span> <span class="tool-card-org" style={{background: "#007C82"}} title="EMBL-EBI"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/d6be4d3bc893.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=3f3eaae432293c6ed9a25a58e369baa3" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/d6be4d3bc893.png" /> EMBL-EBI</span></div>
    </a>

    <a href="/docs/tools/structure-prediction/esmfold2" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/esmfold2/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#111111"}} title="Biohub"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/59f8c7606fb7.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=e4891edc150dd75c0f1e262cfdb2d304" alt="" class="tool-card-org-logo" width="192" height="192" data-path="assets/images/cached/59f8c7606fb7.png" /> Biohub</span></div>
    </a>

    <a href="/docs/tools/masked-models/esmc" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/esmc/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#111111"}} title="Biohub"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/59f8c7606fb7.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=e4891edc150dd75c0f1e262cfdb2d304" alt="" class="tool-card-org-logo" width="192" height="192" data-path="assets/images/cached/59f8c7606fb7.png" /> Biohub</span></div>
    </a>

    <a href="/docs/tools/masked-models/esm2" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/esm2/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#0866FF"}} title="Meta AI"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/122d88bc7259.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=ca6fedad598bccf781a70ad3b02bf561" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/122d88bc7259.png" /> Meta AI</span> <span class="tool-card-org" style={{background: "#111111"}} title="Biohub"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/59f8c7606fb7.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=e4891edc150dd75c0f1e262cfdb2d304" alt="" class="tool-card-org-logo" width="192" height="192" data-path="assets/images/cached/59f8c7606fb7.png" /> Biohub</span></div>
    </a>

    <a href="/docs/tools/rna-splicing/pangolin" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/pangolin/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/database-retrieval/uniprot" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/uniprot/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#E2001A"}} title="SIB"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/2afe55092eb4.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=5720906d0a67e39548293a4450c50914" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/2afe55092eb4.png" /> SIB</span> <span class="tool-card-org" style={{background: "#007C82"}} title="EMBL-EBI"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/d6be4d3bc893.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=3f3eaae432293c6ed9a25a58e369baa3" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/d6be4d3bc893.png" /> EMBL-EBI</span> <span class="tool-card-org" style={{background: "#1F6FB2"}} title="PIR"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/aa3493b39e3d.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=d52b33e759546bce58555d510ef20a5f" alt="" class="tool-card-org-logo" width="94" height="70" data-path="assets/images/cached/aa3493b39e3d.png" /> PIR</span></div>
    </a>

    <a href="/docs/tools/database-retrieval/ensembl" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/ensembl/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#007C82"}} title="EMBL-EBI"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/d6be4d3bc893.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=3f3eaae432293c6ed9a25a58e369baa3" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/d6be4d3bc893.png" /> EMBL-EBI</span></div>
    </a>

    <a href="/docs/tools/database-retrieval/ccd-lookup" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/ccd_lookup/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#2C7C7C"}} title="PDBe"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/1cde4b3519c2.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=34b643a9cdfce89670b7c1fc5dcfa123" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/1cde4b3519c2.png" /> PDBe</span> <span class="tool-card-org" style={{background: "#007C82"}} title="EMBL-EBI"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/d6be4d3bc893.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=3f3eaae432293c6ed9a25a58e369baa3" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/d6be4d3bc893.png" /> EMBL-EBI</span> <span class="tool-card-org" style={{background: "#2C3E50"}} title="wwPDB"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/88a5b31e96bc.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=2d9e4a666983b3ddf8d430eb1c9dc824" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/88a5b31e96bc.png" /> wwPDB</span></div>
    </a>

    <a href="/docs/tools/structure-prediction/opendde" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/opendde/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#4B42E5"}} title="Aureka AI Research"><img src="https://mintcdn.com/bio-pro/LOWQrNBaTrwTO8Yk/assets/images/org-logos/aureka-ai-research.svg?fit=max&auto=format&n=LOWQrNBaTrwTO8Yk&q=85&s=1e7fcd94844e91aee35fc1e32e5c99ea" alt="" class="tool-card-org-logo" width="64" height="64" data-path="assets/images/org-logos/aureka-ai-research.svg" /> Aureka AI Research</span></div>
    </a>

    <a href="/docs/tools/orf-prediction/orfipy" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/orfipy/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/causal-models/evo1" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/evo1/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org tool-card-org-light" style={{background: "#e0e0e0"}} title="Arc Institute"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/2f286ca379a2.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=8dfa2f559c96e84c86ef4d3df3cb39d7" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/2f286ca379a2.png" /> Arc Institute</span></div>
    </a>

    <a href="/docs/tools/gene-annotation/pyhmmer" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/pyhmmer/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-prediction/chai1" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/chai1/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#2A2D3E"}} title="Chai Discovery"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/5182c572b1a6.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=efb52734bb4f3d788f83f73eb9f73e89" alt="" class="tool-card-org-logo" width="128" height="128" data-path="assets/images/cached/5182c572b1a6.png" /> Chai Discovery</span></div>
    </a>

    <a href="/docs/tools/structure-scoring/structure-metrics" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/structure_metrics/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/causal-models/progen2" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/progen2/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#00A1E0"}} title="Salesforce Research"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/8968678dd27c.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=90ccf0cdbec4208b08905f5e12d0ebd6" alt="" class="tool-card-org-logo" width="187" height="187" data-path="assets/images/cached/8968678dd27c.png" /> Salesforce Research</span></div>
    </a>

    <a href="/docs/tools/gene-annotation/miranda" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/miranda/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#1A5CA8"}} title="Memorial Sloan Kettering Cancer Center"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/069c915f9010.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=0ec54d6d54fe316ca4a008d7c769d7c9" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/069c915f9010.png" /> MSKCC</span></div>
    </a>

    <a href="/docs/tools/inverse-folding/fampnn" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/fampnn/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/sequence-scoring/na-mpnn-specificity" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/na_mpnn_specificity/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#4B2E83"}} title="University of Washington">UW</span></div>
    </a>

    <a href="/docs/tools/structure-scoring/pdockq2" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/pdockq2/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/mutagenesis/random-nucleotide" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/random_nucleotide/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#7C3AED"}} title="Proto"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/5586d2ede12e.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=5d259f1a4ac3d5597c20cba7aa7521b2" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/5586d2ede12e.png" /> Proto</span></div>
    </a>

    <a href="/docs/tools/binder-design/germinal" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/germinal/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org tool-card-org-light" style={{background: "#e0e0e0"}} title="Arc Institute"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/2f286ca379a2.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=8dfa2f559c96e84c86ef4d3df3cb39d7" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/2f286ca379a2.png" /> Arc Institute</span></div>
    </a>

    <a href="/docs/tools/structure-scoring/dssp" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/dssp/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-prediction/esmfold" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/esmfold/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#0866FF"}} title="Meta AI"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/122d88bc7259.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=ca6fedad598bccf781a70ad3b02bf561" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/122d88bc7259.png" /> Meta AI</span></div>
    </a>

    <a href="/docs/tools/sequence-scoring/segmasker" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/segmasker/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org tool-card-org-light" style={{background: "#c0c0c0"}} title="NCBI"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/6c0bd51170aa.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=aece837308f5961d47623da652f395a2" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/6c0bd51170aa.png" /> NCBI</span></div>
    </a>

    <a href="/docs/tools/database-retrieval/ncbi" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/ncbi/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org tool-card-org-light" style={{background: "#c0c0c0"}} title="NCBI"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/6c0bd51170aa.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=aece837308f5961d47623da652f395a2" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/6c0bd51170aa.png" /> NCBI</span></div>
    </a>

    <a href="/docs/tools/structure-design/rfdiffusion3" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/rfdiffusion3/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#4b2e83"}} title="Institute for Protein Design"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/6c4da2f317fc.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=e0eec78648cb6cc4938f40ab18608b31" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/6c4da2f317fc.png" /> IPD</span></div>
    </a>

    <a href="/docs/tools/causal-models/evo2" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/evo2/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org tool-card-org-light" style={{background: "#e0e0e0"}} title="Arc Institute"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/2f286ca379a2.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=8dfa2f559c96e84c86ef4d3df3cb39d7" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/2f286ca379a2.png" /> Arc Institute</span></div>
    </a>

    <a href="/docs/tools/database-retrieval/pubchem" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/pubchem/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org tool-card-org-light" style={{background: "#c0c0c0"}} title="NCBI"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/6c0bd51170aa.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=aece837308f5961d47623da652f395a2" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/6c0bd51170aa.png" /> NCBI</span></div>
    </a>

    <a href="/docs/tools/sequence-alignment/blast" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/blast/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org tool-card-org-light" style={{background: "#c0c0c0"}} title="NCBI"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/6c0bd51170aa.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=aece837308f5961d47623da652f395a2" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/6c0bd51170aa.png" /> NCBI</span></div>
    </a>

    <a href="/docs/tools/inverse-folding/esm-if1" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/esm_if1/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#0866FF"}} title="Meta AI"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/122d88bc7259.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=ca6fedad598bccf781a70ad3b02bf561" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/122d88bc7259.png" /> Meta AI</span> <span class="tool-card-org" style={{background: "#111111"}} title="Biohub"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/59f8c7606fb7.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=e4891edc150dd75c0f1e262cfdb2d304" alt="" class="tool-card-org-logo" width="192" height="192" data-path="assets/images/cached/59f8c7606fb7.png" /> Biohub</span></div>
    </a>

    <a href="/docs/tools/inverse-folding/ligandmpnn" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/ligandmpnn/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#4b2e83"}} title="Institute for Protein Design"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/6c4da2f317fc.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=e0eec78648cb6cc4938f40ab18608b31" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/6c4da2f317fc.png" /> IPD</span></div>
    </a>

    <a href="/docs/tools/orf-prediction/prodigal" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/prodigal/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/causal-models/progen3" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/progen3/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#2A9D8F"}} title="Profluent"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/e4f184a1b145.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=c04d16dc65a95665e453a13a8684438a" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/e4f184a1b145.png" /> Profluent</span></div>
    </a>

    <a href="/docs/tools/structure-prediction/viennarna" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/viennarna/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#8b1a1a"}} title="TBI Vienna"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/a11d21d46ba0.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=c5402b84892190e419a4f415a5e48eef" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/a11d21d46ba0.png" /> TBI Vienna</span></div>
    </a>

    <a href="/docs/tools/sequence-scoring/parade" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/parade/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#052049"}} title="University of California, San Francisco"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/5041e72f92fb.png?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=7ac60809f069a1cfd150f24d073683ca" alt="" class="tool-card-org-logo" width="330" height="161" data-path="assets/images/cached/5041e72f92fb.png" /> UCSF</span> <span class="tool-card-org" style={{background: "#F06000"}} title="Autosome.org"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/e44bca269463.png?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=87db0e2162a4f2d6c226b794824d9a29" alt="" class="tool-card-org-logo" width="96" height="96" data-path="assets/images/cached/e44bca269463.png" /> Autosome.org</span></div>
    </a>

    <a href="/docs/tools/structure-alignment/usalign" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/usalign/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-scoring/pyrosetta" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/pyrosetta/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org tool-card-org-light" style={{background: "#F58A34"}} title="RosettaCommons"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/58cbc725561f.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=c676498b6a5bb2b3f1c8767ff838d898" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/58cbc725561f.png" /> RosettaCommons</span></div>
    </a>

    <a href="/docs/tools/structure-prediction/boltz2" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/boltz2/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#1a1a2e"}} title="Boltz"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/36a76d515bf7.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=d73a2cce4e60e021d75b3b2caf2e92d9" alt="" class="tool-card-org-logo" width="512" height="512" data-path="assets/images/cached/36a76d515bf7.png" /> Boltz</span> <span class="tool-card-org" style={{background: "#A31F34"}} title="MIT Jameel Clinic"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/1b19a19f88c7.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=10230467db9fb147674aea6cebc5968a" alt="" class="tool-card-org-logo" width="32" height="32" data-path="assets/images/cached/1b19a19f88c7.png" /> MIT Jameel Clinic</span> <span class="tool-card-org" style={{background: "#0B0B45"}} title="Recursion"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/732f1fb1b8c3.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=180aa78503d58078e12516e00f3c629a" alt="" class="tool-card-org-logo" width="132" height="132" data-path="assets/images/cached/732f1fb1b8c3.png" /> Recursion</span></div>
    </a>

    <a href="/docs/tools/sequence-scoring/deeppbs-specificity" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/deeppbs_specificity/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#990000"}} title="University of Southern California"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/fe8211725e60.png?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=c66930648135f54afdf5912b79afb512" alt="" class="tool-card-org-logo" width="330" height="339" data-path="assets/images/cached/fe8211725e60.png" /> USC</span></div>
    </a>

    <a href="/docs/tools/masked-models/ablang" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/ablang/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#002147"}} title="Oxford Protein Informatics Group (OPIG)"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/6f82c6e6921f.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=30724a8312d0c8bb708d7c9ceca1cb94" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/6f82c6e6921f.png" /> OPIG</span></div>
    </a>

    <a href="/docs/tools/gene-annotation/minced" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/minced/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-alignment/foldseek" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/foldseek/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#2E86C1"}} title="Steinegger Lab"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/5e3c631c9751.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=5b9aab8b7ad1af8d3310a125bc9e540c" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/5e3c631c9751.png" /> Steinegger Lab</span></div>
    </a>

    <a href="/docs/tools/gene-annotation/crispr-tracr-rna" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/crispr_tracr_rna/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/mutagenesis/random-protein" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/random_protein/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#7C3AED"}} title="Proto"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/5586d2ede12e.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=5d259f1a4ac3d5597c20cba7aa7521b2" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/5586d2ede12e.png" /> Proto</span></div>
    </a>

    <a href="/docs/tools/sequence-scoring/enformer" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/enformer/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#1a237e"}} title="Google DeepMind"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/170f4f446634.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=c925c2862540b2476392ff2a71a0dba8" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/170f4f446634.png" /> Google DeepMind</span></div>
    </a>

    <a href="/docs/tools/structure-prediction/protenix" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/protenix/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#046e7a"}} title="ByteDance"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/3cdb88d78ac3.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=88d205174e21cf58ec4f6a266956baf9" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/3cdb88d78ac3.png" /> ByteDance</span></div>
    </a>

    <a href="/docs/tools/binder-design/bindcraft" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/bindcraft/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/database-retrieval/sequence-fetch" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/sequence_fetch/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/masked-models/esm3" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/esm3/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#111111"}} title="Biohub"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/59f8c7606fb7.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=e4891edc150dd75c0f1e262cfdb2d304" alt="" class="tool-card-org-logo" width="192" height="192" data-path="assets/images/cached/59f8c7606fb7.png" /> Biohub</span></div>
    </a>

    <a href="/docs/tools/structure-scoring/ipsae" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/ipsae/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#2C5F8A"}} title="Dunbrack Lab">Dunbrack Lab</span></div>
    </a>

    <a href="/docs/tools/structure-prediction/rf3" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/rf3/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#4b2e83"}} title="Institute for Protein Design"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/6c4da2f317fc.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=e0eec78648cb6cc4938f40ab18608b31" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/6c4da2f317fc.png" /> IPD</span></div>
    </a>

    <a href="/docs/tools/database-retrieval/alphamissense-db" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/alphamissense_db/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#1a237e"}} title="Google DeepMind"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/170f4f446634.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=c925c2862540b2476392ff2a71a0dba8" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/170f4f446634.png" /> Google DeepMind</span></div>
    </a>

    <a href="/docs/tools/rna-splicing/spliceai" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/spliceai/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-alignment/foldmason" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/foldmason/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#2E86C1"}} title="Steinegger Lab"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/5e3c631c9751.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=5b9aab8b7ad1af8d3310a125bc9e540c" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/5e3c631c9751.png" /> Steinegger Lab</span></div>
    </a>

    <a href="/docs/tools/sequence-scoring/puffin" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/puffin/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#00659F"}} title="UT Southwestern Medical Center"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/82d09f068327.jpg?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=479067e64dd13953c310718deca3de58" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/82d09f068327.jpg" /> UT Southwestern</span> <span class="tool-card-org" style={{background: "#E31837"}} title="St. Jude Children's Research Hospital"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/575f31e057f1.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=255e24df50e55bd2375b7633d7cd74aa" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/575f31e057f1.png" /> St. Jude</span></div>
    </a>

    <a href="/docs/tools/sequence-scoring/malinois" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/malinois/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#0E6BA8"}} title="Broad Institute"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/bddd3f7a9c3d.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=5466c361c59d5211ef8491a58019cbaa" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/bddd3f7a9c3d.png" /> Broad Institute</span> <span class="tool-card-org" style={{background: "#00558C"}} title="The Jackson Laboratory"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/3f39871e93d0.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=f15df9c789b688eb105eeccc3f744c03" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/3f39871e93d0.png" /> The Jackson Laboratory</span> <span class="tool-card-org" style={{background: "#00356B"}} title="Yale University"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/94cec05156be.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=2926566568a1ade9758877d14519ec9c" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/94cec05156be.png" /> Yale University</span></div>
    </a>

    <a href="/docs/tools/binder-design/freebindcraft" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/freebindcraft/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/rna-splicing/splice-transformer" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/splice_transformer/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/sequence-alignment/mafft" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/mafft/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#DC2626"}} title="RIMD"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/794c83bf4b6c.jpg?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=4a04d6eae9054dea287479ded27a661b" alt="" class="tool-card-org-logo" width="400" height="400" data-path="assets/images/cached/794c83bf4b6c.jpg" /> RIMD</span></div>
    </a>

    <a href="/docs/tools/structure-prediction/alphafold2" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/alphafold2/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#1a237e"}} title="Google DeepMind"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/170f4f446634.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=c925c2862540b2476392ff2a71a0dba8" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/170f4f446634.png" /> Google DeepMind</span></div>
    </a>

    <a href="/docs/tools/gene-annotation/promoter-calculator" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/promoter_calculator/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/sequence-alignment/mmseqs2" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/mmseqs2/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#2E86C1"}} title="Steinegger Lab"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/5e3c631c9751.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=5b9aab8b7ad1af8d3310a125bc9e540c" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/5e3c631c9751.png" /> Steinegger Lab</span> <span class="tool-card-org" style={{background: "#116656"}} title="Söding Lab"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/ff28b89e17f3.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=4c430d789fb73ff3fee2ef1fb75dc90b" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/ff28b89e17f3.png" /> Söding Lab</span></div>
    </a>

    <a href="/docs/tools/structure-dynamics/bioemu" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/bioemu/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org tool-card-org-light" style={{background: "#FFB900"}} title="Microsoft Research"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/272675035cc5.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=27363105655b6e5162d5f0ba92783726" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/272675035cc5.png" /> Microsoft Research</span></div>
    </a>

    <a href="/docs/tools/inverse-folding/proteinmpnn" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/proteinmpnn/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#4b2e83"}} title="Institute for Protein Design"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/6c4da2f317fc.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=e0eec78648cb6cc4938f40ab18608b31" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/6c4da2f317fc.png" /> IPD</span></div>
    </a>

    <a href="/docs/tools/masked-models/esmc-sae" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/esmc_sae/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#111111"}} title="Biohub"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/59f8c7606fb7.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=e4891edc150dd75c0f1e262cfdb2d304" alt="" class="tool-card-org-logo" width="192" height="192" data-path="assets/images/cached/59f8c7606fb7.png" /> Biohub</span></div>
    </a>

    <a href="/docs/tools/database-retrieval/pdb" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/pdb/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#1B6CA8"}} title="RCSB"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/098b60963089.jpg?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=30b26435a1a295acfe86d65bad4bdebc" alt="" class="tool-card-org-logo" width="170" height="170" data-path="assets/images/cached/098b60963089.jpg" /> RCSB</span></div>
    </a>

    <a href="/docs/tools/structure-scoring/metal3d" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/metal3d/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/sequence-scoring/alphagenome" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/alphagenome/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#1a237e"}} title="Google DeepMind"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/170f4f446634.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=c925c2862540b2476392ff2a71a0dba8" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/170f4f446634.png" /> Google DeepMind</span></div>
    </a>

    <a href="/docs/tools/structure-alignment/pymol-rmsd" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/pymol_rmsd/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/gene-annotation/meme" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/meme/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#003366"}} title="University of Nevada, Reno"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/5629497fc5f9.png?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=0152a7b2026578de05c05152d8d36b92" alt="" class="tool-card-org-logo" width="330" height="108" data-path="assets/images/cached/5629497fc5f9.png" /> UNR</span> <span class="tool-card-org" style={{background: "#4B2E83"}} title="University of Washington">UW</span> <span class="tool-card-org" style={{background: "#51247A"}} title="University of Queensland"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/a4e83fbbeb06.png?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=3378fc54f11fc74455207f45eee61ff4" alt="" class="tool-card-org-logo" width="180" height="180" data-path="assets/images/cached/a4e83fbbeb06.png" /> UQ</span> <span class="tool-card-org" style={{background: "#182B49"}} title="University of California, San Diego"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/ec1fd211cd18.png?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=a9bd8bd71144d343f19d8d950a5561d9" alt="" class="tool-card-org-logo" width="330" height="332" data-path="assets/images/cached/ec1fd211cd18.png" /> UCSD</span></div>
    </a>

    <a href="/docs/tools/database-retrieval/interproscan" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/interproscan/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#007C82"}} title="EMBL-EBI"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/d6be4d3bc893.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=3f3eaae432293c6ed9a25a58e369baa3" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/d6be4d3bc893.png" /> EMBL-EBI</span></div>
    </a>

    <a href="/docs/tools/sequence-scoring/borzoi" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/borzoi/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#25BD56"}} title="Calico"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/c657ced08752.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=66cef0bf858664a3315a92308c57f370" alt="" class="tool-card-org-logo" width="150" height="150" data-path="assets/images/cached/c657ced08752.png" /> Calico</span></div>
    </a>

    <a href="/docs/tools/structure-prediction/alphafold3" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/alphafold3/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#1a237e"}} title="Google DeepMind"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/170f4f446634.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=c925c2862540b2476392ff2a71a0dba8" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/170f4f446634.png" /> Google DeepMind</span></div>
    </a>

    <a href="/docs/tools/structure-prediction/x3dna" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/x3dna/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#CC0033"}} title="Rutgers University"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/62fac4ff4e57.png?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=4a9afe4808054f2bbef99b3a0d27a2e4" alt="" class="tool-card-org-logo" width="330" height="331" data-path="assets/images/cached/62fac4ff4e57.png" /> Rutgers University</span> <span class="tool-card-org" style={{background: "#1D4F91"}} title="Columbia University"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/d5d148878514.png?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=9f7713e2715ee28f46c31860e87f1d0a" alt="" class="tool-card-org-logo" width="330" height="431" data-path="assets/images/cached/d5d148878514.png" /> Columbia University</span></div>
    </a>

    <a href="/docs/tools/structure-alignment/tmalign" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/tmalign/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/database-retrieval/alphafold-db" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/alphafold_db/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#1a237e"}} title="Google DeepMind"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/170f4f446634.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=c925c2862540b2476392ff2a71a0dba8" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/170f4f446634.png" /> Google DeepMind</span> <span class="tool-card-org" style={{background: "#007C82"}} title="EMBL-EBI"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/d6be4d3bc893.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=3f3eaae432293c6ed9a25a58e369baa3" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/d6be4d3bc893.png" /> EMBL-EBI</span></div>
    </a>

    <a href="/docs/tools/structure-prediction/esmfold2" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/esmfold2/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#111111"}} title="Biohub"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/59f8c7606fb7.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=e4891edc150dd75c0f1e262cfdb2d304" alt="" class="tool-card-org-logo" width="192" height="192" data-path="assets/images/cached/59f8c7606fb7.png" /> Biohub</span></div>
    </a>

    <a href="/docs/tools/masked-models/esmc" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/esmc/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#111111"}} title="Biohub"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/59f8c7606fb7.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=e4891edc150dd75c0f1e262cfdb2d304" alt="" class="tool-card-org-logo" width="192" height="192" data-path="assets/images/cached/59f8c7606fb7.png" /> Biohub</span></div>
    </a>

    <a href="/docs/tools/masked-models/esm2" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/esm2/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#0866FF"}} title="Meta AI"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/122d88bc7259.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=ca6fedad598bccf781a70ad3b02bf561" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/122d88bc7259.png" /> Meta AI</span> <span class="tool-card-org" style={{background: "#111111"}} title="Biohub"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/59f8c7606fb7.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=e4891edc150dd75c0f1e262cfdb2d304" alt="" class="tool-card-org-logo" width="192" height="192" data-path="assets/images/cached/59f8c7606fb7.png" /> Biohub</span></div>
    </a>

    <a href="/docs/tools/rna-splicing/pangolin" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/pangolin/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/database-retrieval/uniprot" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/uniprot/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#E2001A"}} title="SIB"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/2afe55092eb4.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=5720906d0a67e39548293a4450c50914" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/2afe55092eb4.png" /> SIB</span> <span class="tool-card-org" style={{background: "#007C82"}} title="EMBL-EBI"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/d6be4d3bc893.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=3f3eaae432293c6ed9a25a58e369baa3" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/d6be4d3bc893.png" /> EMBL-EBI</span> <span class="tool-card-org" style={{background: "#1F6FB2"}} title="PIR"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/aa3493b39e3d.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=d52b33e759546bce58555d510ef20a5f" alt="" class="tool-card-org-logo" width="94" height="70" data-path="assets/images/cached/aa3493b39e3d.png" /> PIR</span></div>
    </a>

    <a href="/docs/tools/database-retrieval/ensembl" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/ensembl/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#007C82"}} title="EMBL-EBI"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/d6be4d3bc893.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=3f3eaae432293c6ed9a25a58e369baa3" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/d6be4d3bc893.png" /> EMBL-EBI</span></div>
    </a>

    <a href="/docs/tools/database-retrieval/ccd-lookup" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/ccd_lookup/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#2C7C7C"}} title="PDBe"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/1cde4b3519c2.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=34b643a9cdfce89670b7c1fc5dcfa123" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/1cde4b3519c2.png" /> PDBe</span> <span class="tool-card-org" style={{background: "#007C82"}} title="EMBL-EBI"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/d6be4d3bc893.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=3f3eaae432293c6ed9a25a58e369baa3" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/d6be4d3bc893.png" /> EMBL-EBI</span> <span class="tool-card-org" style={{background: "#2C3E50"}} title="wwPDB"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/88a5b31e96bc.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=2d9e4a666983b3ddf8d430eb1c9dc824" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/88a5b31e96bc.png" /> wwPDB</span></div>
    </a>

    <a href="/docs/tools/structure-prediction/opendde" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/opendde/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#4B42E5"}} title="Aureka AI Research"><img src="https://mintcdn.com/bio-pro/LOWQrNBaTrwTO8Yk/assets/images/org-logos/aureka-ai-research.svg?fit=max&auto=format&n=LOWQrNBaTrwTO8Yk&q=85&s=1e7fcd94844e91aee35fc1e32e5c99ea" alt="" class="tool-card-org-logo" width="64" height="64" data-path="assets/images/org-logos/aureka-ai-research.svg" /> Aureka AI Research</span></div>
    </a>

    <a href="/docs/tools/orf-prediction/orfipy" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/orfipy/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/causal-models/evo1" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/evo1/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org tool-card-org-light" style={{background: "#e0e0e0"}} title="Arc Institute"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/2f286ca379a2.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=8dfa2f559c96e84c86ef4d3df3cb39d7" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/2f286ca379a2.png" /> Arc Institute</span></div>
    </a>

    <a href="/docs/tools/gene-annotation/pyhmmer" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/pyhmmer/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-prediction/chai1" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/chai1/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#2A2D3E"}} title="Chai Discovery"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/5182c572b1a6.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=efb52734bb4f3d788f83f73eb9f73e89" alt="" class="tool-card-org-logo" width="128" height="128" data-path="assets/images/cached/5182c572b1a6.png" /> Chai Discovery</span></div>
    </a>

    <a href="/docs/tools/structure-scoring/structure-metrics" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/structure_metrics/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/causal-models/progen2" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/progen2/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#00A1E0"}} title="Salesforce Research"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/8968678dd27c.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=90ccf0cdbec4208b08905f5e12d0ebd6" alt="" class="tool-card-org-logo" width="187" height="187" data-path="assets/images/cached/8968678dd27c.png" /> Salesforce Research</span></div>
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    <a href="/docs/tools/gene-annotation/miranda" class="card-strip-item">
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      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#1A5CA8"}} title="Memorial Sloan Kettering Cancer Center"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/069c915f9010.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=0ec54d6d54fe316ca4a008d7c769d7c9" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/069c915f9010.png" /> MSKCC</span></div>
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    <a href="/docs/tools/inverse-folding/fampnn" class="card-strip-item">
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    <a href="/docs/tools/sequence-scoring/na-mpnn-specificity" class="card-strip-item">
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      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#4B2E83"}} title="University of Washington">UW</span></div>
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    <a href="/docs/tools/structure-scoring/pdockq2" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/pdockq2/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/mutagenesis/random-nucleotide" class="card-strip-item">
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      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#7C3AED"}} title="Proto"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/5586d2ede12e.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=5d259f1a4ac3d5597c20cba7aa7521b2" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/5586d2ede12e.png" /> Proto</span></div>
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    <a href="/docs/tools/binder-design/germinal" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/germinal/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org tool-card-org-light" style={{background: "#e0e0e0"}} title="Arc Institute"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/2f286ca379a2.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=8dfa2f559c96e84c86ef4d3df3cb39d7" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/2f286ca379a2.png" /> Arc Institute</span></div>
    </a>

    <a href="/docs/tools/structure-scoring/dssp" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/dssp/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-prediction/esmfold" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/esmfold/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#0866FF"}} title="Meta AI"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/122d88bc7259.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=ca6fedad598bccf781a70ad3b02bf561" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/122d88bc7259.png" /> Meta AI</span></div>
    </a>

    <a href="/docs/tools/sequence-scoring/segmasker" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/segmasker/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org tool-card-org-light" style={{background: "#c0c0c0"}} title="NCBI"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/6c0bd51170aa.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=aece837308f5961d47623da652f395a2" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/6c0bd51170aa.png" /> NCBI</span></div>
    </a>

    <a href="/docs/tools/database-retrieval/ncbi" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/ncbi/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org tool-card-org-light" style={{background: "#c0c0c0"}} title="NCBI"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/6c0bd51170aa.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=aece837308f5961d47623da652f395a2" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/6c0bd51170aa.png" /> NCBI</span></div>
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    <a href="/docs/tools/structure-design/rfdiffusion3" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/rfdiffusion3/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#4b2e83"}} title="Institute for Protein Design"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/6c4da2f317fc.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=e0eec78648cb6cc4938f40ab18608b31" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/6c4da2f317fc.png" /> IPD</span></div>
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    <a href="/docs/tools/causal-models/evo2" class="card-strip-item">
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      <div class="tool-card-org-row"><span class="tool-card-org tool-card-org-light" style={{background: "#e0e0e0"}} title="Arc Institute"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/2f286ca379a2.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=8dfa2f559c96e84c86ef4d3df3cb39d7" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/2f286ca379a2.png" /> Arc Institute</span></div>
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    <a href="/docs/tools/database-retrieval/pubchem" class="card-strip-item">
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      <div class="tool-card-org-row"><span class="tool-card-org tool-card-org-light" style={{background: "#c0c0c0"}} title="NCBI"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/6c0bd51170aa.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=aece837308f5961d47623da652f395a2" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/6c0bd51170aa.png" /> NCBI</span></div>
    </a>

    <a href="/docs/tools/sequence-alignment/blast" class="card-strip-item">
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      <div class="tool-card-org-row"><span class="tool-card-org tool-card-org-light" style={{background: "#c0c0c0"}} title="NCBI"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/6c0bd51170aa.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=aece837308f5961d47623da652f395a2" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/6c0bd51170aa.png" /> NCBI</span></div>
    </a>

    <a href="/docs/tools/inverse-folding/esm-if1" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/esm_if1/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#0866FF"}} title="Meta AI"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/122d88bc7259.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=ca6fedad598bccf781a70ad3b02bf561" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/122d88bc7259.png" /> Meta AI</span> <span class="tool-card-org" style={{background: "#111111"}} title="Biohub"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/59f8c7606fb7.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=e4891edc150dd75c0f1e262cfdb2d304" alt="" class="tool-card-org-logo" width="192" height="192" data-path="assets/images/cached/59f8c7606fb7.png" /> Biohub</span></div>
    </a>

    <a href="/docs/tools/inverse-folding/ligandmpnn" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/ligandmpnn/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#4b2e83"}} title="Institute for Protein Design"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/6c4da2f317fc.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=e0eec78648cb6cc4938f40ab18608b31" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/6c4da2f317fc.png" /> IPD</span></div>
    </a>

    <a href="/docs/tools/orf-prediction/prodigal" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/prodigal/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/causal-models/progen3" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/progen3/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#2A9D8F"}} title="Profluent"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/e4f184a1b145.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=c04d16dc65a95665e453a13a8684438a" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/e4f184a1b145.png" /> Profluent</span></div>
    </a>

    <a href="/docs/tools/structure-prediction/viennarna" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/viennarna/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#8b1a1a"}} title="TBI Vienna"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/a11d21d46ba0.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=c5402b84892190e419a4f415a5e48eef" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/a11d21d46ba0.png" /> TBI Vienna</span></div>
    </a>

    <a href="/docs/tools/sequence-scoring/parade" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/parade/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#052049"}} title="University of California, San Francisco"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/5041e72f92fb.png?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=7ac60809f069a1cfd150f24d073683ca" alt="" class="tool-card-org-logo" width="330" height="161" data-path="assets/images/cached/5041e72f92fb.png" /> UCSF</span> <span class="tool-card-org" style={{background: "#F06000"}} title="Autosome.org"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/e44bca269463.png?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=87db0e2162a4f2d6c226b794824d9a29" alt="" class="tool-card-org-logo" width="96" height="96" data-path="assets/images/cached/e44bca269463.png" /> Autosome.org</span></div>
    </a>

    <a href="/docs/tools/structure-alignment/usalign" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/usalign/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-scoring/pyrosetta" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/pyrosetta/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org tool-card-org-light" style={{background: "#F58A34"}} title="RosettaCommons"><img src="https://mintcdn.com/bio-pro/_UGa2jUMKeVPCbLk/assets/images/cached/58cbc725561f.png?fit=max&auto=format&n=_UGa2jUMKeVPCbLk&q=85&s=c676498b6a5bb2b3f1c8767ff838d898" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/58cbc725561f.png" /> RosettaCommons</span></div>
    </a>

    <a href="/docs/tools/structure-prediction/boltz2" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/boltz2/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#1a1a2e"}} title="Boltz"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/36a76d515bf7.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=d73a2cce4e60e021d75b3b2caf2e92d9" alt="" class="tool-card-org-logo" width="512" height="512" data-path="assets/images/cached/36a76d515bf7.png" /> Boltz</span> <span class="tool-card-org" style={{background: "#A31F34"}} title="MIT Jameel Clinic"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/1b19a19f88c7.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=10230467db9fb147674aea6cebc5968a" alt="" class="tool-card-org-logo" width="32" height="32" data-path="assets/images/cached/1b19a19f88c7.png" /> MIT Jameel Clinic</span> <span class="tool-card-org" style={{background: "#0B0B45"}} title="Recursion"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/732f1fb1b8c3.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=180aa78503d58078e12516e00f3c629a" alt="" class="tool-card-org-logo" width="132" height="132" data-path="assets/images/cached/732f1fb1b8c3.png" /> Recursion</span></div>
    </a>

    <a href="/docs/tools/sequence-scoring/deeppbs-specificity" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/deeppbs_specificity/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#990000"}} title="University of Southern California"><img src="https://mintcdn.com/bio-pro/rW-ZVHoYhZw2v7T_/assets/images/cached/fe8211725e60.png?fit=max&auto=format&n=rW-ZVHoYhZw2v7T_&q=85&s=c66930648135f54afdf5912b79afb512" alt="" class="tool-card-org-logo" width="330" height="339" data-path="assets/images/cached/fe8211725e60.png" /> USC</span></div>
    </a>

    <a href="/docs/tools/masked-models/ablang" class="card-strip-item">
      <img noZoom class="card-art" src="https://proto-bio.github.io/proto-assets/images/tool/ablang/carousel.png" alt="" loading="lazy" />

      <div class="tool-card-org-row"><span class="tool-card-org" style={{background: "#002147"}} title="Oxford Protein Informatics Group (OPIG)"><img src="https://mintcdn.com/bio-pro/UeudeF7pW-Dj-pIN/assets/images/cached/6f82c6e6921f.png?fit=max&auto=format&n=UeudeF7pW-Dj-pIN&q=85&s=30724a8312d0c8bb708d7c9ceca1cb94" alt="" class="tool-card-org-logo" width="200" height="200" data-path="assets/images/cached/6f82c6e6921f.png" /> OPIG</span></div>
    </a>
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    <img noZoom src="https://img.shields.io/badge/Blog-0073E6?logo=data%3Aimage%2Fpng%3Bbase64%2CiVBORw0KGgoAAAANSUhEUgAAADAAAAAwCAQAAAD9CzEMAAADrElEQVR42u2WX4jUVRTHv%2Bf%2BfjM7iqXWmFZGmWEFWiBR%2BxBBsSY9CFKQGT1ElKhsEuRrEVFPGVu2RpsplWGUCWbURpkSYZtDEj4oKmYvGxHUruui7czvz6eHuTPzm3HsaQSD%2BcIMzJl77znf7zn33CN10UUX%2F39YqwFvMS6xZ%2BySMCCnuGqztDMOXObwQFKfftUxHdVxHsYIOiwKxiz%2BoIrvJVyndQ8kdhJRJiZmSYddYBJFxoCUCBiQCNsyDaviYYTNQhIQ4jBcbU12YyixnjJfAxHwJzObqwkjvDgnrLXyWtbiJE7wObcACRHwZDsOXMdjfMprGDN4hRHeoafGg%2FsYosRJfmCQB5rCI5BYDKyUOAxUgIONKDCMhWzkSyYA2CYxDEDKHEliPnuBw6ynn1EANrcKNMQ40zDWAhEJCUt9%2BYoA40HOATBFxEs8BJSBCeZK3MRvwCf%2BtIVMkgArsgkuMMlmCeNqxjyHLQ2RMInZHCChDLzNUeAcE4xSxPEj8DfXSOQJJY4QU%2BHNevwYq4DbJfISW72Dv7iqoSR5iXeBCinjlFjFAuYwV%2BIJIGF3na9xEoD%2BbIJ%2F4oiEI8DorSd6TYZDiPEBMEXKPnIZgUdIgeex6lqM99jPFgqN4xcAT2PkCMlJHPQcSlg90aHE%2B8A%2FwCaJgg%2FnBqZIgNUXVp2rf69VRZ%2FJWWSxRTh9I8mU6i7dLdp0pQKm2FLJ0CL1KG5unbiq81DClBDoKX1hZySu1Uqt0B0KlShUrFDP2CHa3itq%2FXieJCRloq91Y%2Bc%2Fy1XUCyxmj47rOZ1Sv5Zqp9%2F2CEVL%2FvN9cH7lrW3vMoHEML8zxFk%2Bprf%2B5z31RD%2Fr9c%2Fm4C3%2FO5BY5vN1qFZF2eOdxHwmgRGW1KslIMAo%2BY2%2F4LCLOKjunwJi4H6JHq9%2FIHFbddFG4HV%2FdLZi1vgbDfdiBE0OBmsVg5P4jpQKKae4McPgUU6InMRpfq7dwKbGW2Tcc%2FhQIk%2BekO3ewRsEFDAvUh9QIQZG2cCd3EwfA8C6agdM2dW2AecZJaJMhTGu97YdREwSsb3loRoAUsr%2BPTwPwFeS%2BIgEgBKDLPKEHcZytnKaBs6wgWXsyFi%2BZRNF32cDiZeJyGIvs3ChAm1TLGmGisrXithSrtCVOqBhmZAp0XT1aJrO6tV64DM1XYGfoRKcvchuPa5ezdN5HdMe29W54acxlaj5BZGsqXckjXkOp9bHEXGBLclOgDg5pZZWnVlymc%2BEXXTRxeWDfwGkGF0Pfq%2BibAAAAABJRU5ErkJggg%3D%3D" alt="Arc Institute blog" />
  </a>
</div>

<div className="install-snippet">
  ```bash bash icon="terminal" theme={null}
  pip install git+https://github.com/evo-design/proto-tools.git
  ```
</div>

<div className="scroll-reveal-group">
  # Proto Tools

  A lot of computational biology looks like this: find a tool that does what you need, spend half a day getting it to install, spend another day figuring out how to call it, then reformat the output so the next tool can use it. Every tool has its own opinions about Python versions, CUDA, weight paths, and input formats.

  Proto Tools implements these tools so they all behave the same way. Each one is a Python function with a Pydantic input and output. Fold a protein with AlphaFold3, sample sequences with ProteinMPNN, search with BLAST; the shape of the call is the same, and the first invocation quietly sets up the environment and weights in isolation.

  Use it on its own, or as the tools layer of the broader [Proto](https://github.com/evo-design/proto-language) framework.

  ## Key Features

  A quick tour of what proto-tools handles for you. Each card opens a deeper guide.

  <CardGroup cols={2}>
    <Card title="Unified Interface" icon="boxes" href="/docs/tools/guides/quickstart">
      Consistent Python APIs with standardized Pydantic Input/Config/Output models across all tools
    </Card>

    <Card title="Isolated Environments" icon="shield" href="/docs/tools/guides/tool-environments">
      Each tool gets its own virtual environment; weights and dependencies are fetched and cached on first use
    </Card>

    <Card title="Device Management" icon="microchip" href="/docs/tools/guides/device-management">
      Automatic GPU allocation, LRU eviction, and multi-GPU routing
    </Card>

    <Card title="Parallel Execution" icon="layers" href="/docs/tools/guides/parallel-execution">
      Fan a single tool call out across every visible GPU with ToolPool
    </Card>
  </CardGroup>
</div>

## Tool Catalog

Every tool we implement, at a glance. Select any to open its page.

<input type="checkbox" id="catalog-toggle" className="catalog-toggle-input" />

<div className="tool-catalog-container">
  <label htmlFor="catalog-toggle" className="tool-catalog-fade" />

  <div class="tool-collage">
    <a href="/docs/tools/binder-design/bindcraft" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/bindcraft/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/binder-design/freebindcraft" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/freebindcraft/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/binder-design/germinal" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/germinal/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/causal-models/evo1" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/evo1/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/causal-models/evo2" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/evo2/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/causal-models/progen2" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/progen2/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/causal-models/progen3" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/progen3/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/database-retrieval/alphafold-db" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/alphafold_db/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/database-retrieval/alphamissense-db" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/alphamissense_db/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/database-retrieval/ccd-lookup" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/ccd_lookup/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/database-retrieval/ensembl" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/ensembl/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/database-retrieval/interproscan" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/interproscan/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/database-retrieval/ncbi" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/ncbi/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/database-retrieval/pdb" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/pdb/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/database-retrieval/pubchem" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/pubchem/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/database-retrieval/sequence-fetch" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/sequence_fetch/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/database-retrieval/uniprot" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/uniprot/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/gene-annotation/crispr-tracr-rna" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/crispr_tracr_rna/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/gene-annotation/meme" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/meme/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/gene-annotation/minced" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/minced/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/gene-annotation/miranda" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/miranda/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/gene-annotation/promoter-calculator" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/promoter_calculator/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/gene-annotation/pyhmmer" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/pyhmmer/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/inverse-folding/esm-if1" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/esm_if1/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/inverse-folding/fampnn" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/fampnn/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/inverse-folding/ligandmpnn" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/ligandmpnn/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/inverse-folding/proteinmpnn" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/proteinmpnn/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/masked-models/ablang" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/ablang/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/masked-models/esm2" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/esm2/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/masked-models/esm3" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/esm3/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/masked-models/esmc" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/esmc/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/masked-models/esmc-sae" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/esmc_sae/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/mutagenesis/random-nucleotide" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/random_nucleotide/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/mutagenesis/random-protein" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/random_protein/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/orf-prediction/orfipy" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/orfipy/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/orf-prediction/prodigal" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/prodigal/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/rna-splicing/pangolin" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/pangolin/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/rna-splicing/splice-transformer" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/splice_transformer/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/rna-splicing/spliceai" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/spliceai/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/sequence-alignment/blast" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/blast/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/sequence-alignment/mafft" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/mafft/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/sequence-alignment/mmseqs2" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/mmseqs2/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/sequence-scoring/alphagenome" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/alphagenome/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/sequence-scoring/borzoi" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/borzoi/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/sequence-scoring/deeppbs-specificity" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/deeppbs_specificity/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/sequence-scoring/enformer" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/enformer/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/sequence-scoring/malinois" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/malinois/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/sequence-scoring/na-mpnn-specificity" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/na_mpnn_specificity/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/sequence-scoring/parade" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/parade/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/sequence-scoring/puffin" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/puffin/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/sequence-scoring/segmasker" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/segmasker/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-alignment/foldmason" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/foldmason/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-alignment/foldseek" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/foldseek/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-alignment/pymol-rmsd" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/pymol_rmsd/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-alignment/tmalign" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/tmalign/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-alignment/usalign" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/usalign/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-design/rfdiffusion3" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/rfdiffusion3/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-dynamics/bioemu" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/bioemu/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-prediction/alphafold2" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/alphafold2/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-prediction/alphafold3" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/alphafold3/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-prediction/boltz2" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/boltz2/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-prediction/chai1" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/chai1/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-prediction/esmfold" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/esmfold/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-prediction/esmfold2" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/esmfold2/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-prediction/opendde" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/opendde/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-prediction/protenix" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/protenix/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-prediction/rf3" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/rf3/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-prediction/viennarna" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/viennarna/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-prediction/x3dna" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/x3dna/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-scoring/dssp" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/dssp/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-scoring/ipsae" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/ipsae/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-scoring/metal3d" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/metal3d/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-scoring/pdockq2" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/pdockq2/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-scoring/pyrosetta" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/pyrosetta/carousel.png" alt="" loading="lazy" />
    </a>

    <a href="/docs/tools/structure-scoring/structure-metrics" class="tool-collage-item">
      <img noZoom src="https://proto-bio.github.io/proto-assets/images/tool/structure_metrics/carousel.png" alt="" loading="lazy" />
    </a>
  </div>

  <label htmlFor="catalog-toggle" className="tool-catalog-collapse" />
</div>

<div className="scroll-reveal-group">
  ## Get Started

  <CardGroup cols={3}>
    <Card title="Installation" icon="download" href="/docs/tools/installation">
      Set up the package and optional dependencies
    </Card>

    <Card title="Quickstart" icon="rocket" href="/docs/tools/guides/quickstart">
      Run your first tool in 5 minutes
    </Card>

    <Card title="Concepts" icon="lightbulb" href="/docs/tools/concepts/overview">
      Understand the tool pattern and execution model
    </Card>
  </CardGroup>
</div>
