diff --git a/.gitignore b/.gitignore
index 95a61586..79b342be 100644
--- a/.gitignore
+++ b/.gitignore
@@ -43,4 +43,9 @@ lightning_logs
 .env
 dev
 
-*.ckpt
\ No newline at end of file
+*.ckpt
+web/build
+web/node_modules
+web/.svelte-kit
+
+share/lobster/ui
diff --git a/hatch_build.py b/hatch_build.py
new file mode 100644
index 00000000..998b2f19
--- /dev/null
+++ b/hatch_build.py
@@ -0,0 +1,65 @@
+import os
+import shutil
+import subprocess
+import sys
+from pathlib import Path
+
+from hatchling.builders.hooks.plugin.interface import BuildHookInterface
+
+
+class CustomHook(BuildHookInterface):
+    """
+    A custom build hook for lobster that builds the UI in share/lobster
+    """
+
+    def initialize(self, version, build_data):
+        # https://hatch.pypa.io/1.1/plugins/build-hook/#hatchling.builders.hooks.plugin.interface.BuildHookInterface
+
+        # Hatchling intends for us to mutate the input build_data communicate
+        # that 'share/tiled/ui' contains build artifacts that should be included
+        # in the distribution.
+
+        # Set this irrespective of whether the build happens below. It may have
+        # already been done manually by the user. This simply allow-lists the
+        # files, however they were put there.
+        artifact_path = "share/lobster/ui"  # must be relative
+        build_data["artifacts"].append(artifact_path)
+
+        if os.getenv("LOBSTER_BUILD_SKIP_UI"):
+            print(
+                "Will skip building the lobster web UI because LOBSTER_BUILD_SKIP_UI is set",
+                file=sys.stderr,
+            )
+            return
+        npm_path = shutil.which("npm")
+        if npm_path is None:
+            print(
+                "Will skip building the lobster web UI because 'npm' executable is not found",
+                file=sys.stderr,
+            )
+            return
+        print(
+            f"Building lobster web UI using {npm_path!r}. (Set LOBSTER_BUILD_SKIP_UI=1 to skip.)",
+            file=sys.stderr,
+        )
+        try:
+            subprocess.check_call([npm_path, "install"], cwd="web")
+            subprocess.check_call(
+                [
+                    npm_path,
+                    "run",
+                    "build",
+                ],
+                cwd="web",
+            )
+            if Path(artifact_path).exists():
+                shutil.rmtree(artifact_path)
+            shutil.copytree("web/build", artifact_path)
+        except Exception:
+            print(
+                f"There was an error while building the lobster web UI using {npm_path!r}. "
+                "If you do not need the web UI, you can LOBSTER_BUILD_SKIP_UI=1 to skip it; "
+                "the Python aspects will work fine without it.",
+                file=sys.stderr,
+            )
+            raise
diff --git a/pyproject.toml b/pyproject.toml
index b7fc91f5..5a0d2ddb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -40,8 +40,8 @@ dependencies = [
 ]
 
 [build-system]
-requires = ["setuptools >= 65", "setuptools_scm[toml]>=6.2"]
-build-backend = 'setuptools.build_meta'
+requires = ["hatchling", "hatch-vcs"]
+build-backend = "hatchling.build"
 
 [project.scripts]
 lobster_train = "lobster.cmdline:train"
@@ -52,6 +52,7 @@ lobster_intervene_multiproperty = "lobster.cmdline:intervene_multiproperty"
 lobster_perplexity = "lobster.cmdline:perplexity"
 lobster_eval_embed = "lobster.cmdline:eval_embed"
 lobster_eval = "lobster.cmdline:evaluate"
+lobster_web = "lobster.server:serve"
 lobster_mcp_server = "lobster.mcp.inference_server:main"
 lobster_mcp_setup = "lobster.mcp.setup:main"
 
@@ -70,6 +71,7 @@ mcp = [
     "fastmcp>=0.2.0",
     "python-Levenshtein>=0.20.0",
     "pydantic>=2.0.0",
+    "fastapi>=0.115.14",
 ]
 # eval = [
 #      "umap-learn<=0.5.6"
@@ -78,20 +80,10 @@ trl = [
     "trl",
     "accelerate",
 ]
-
-[tool.setuptools.packages.find]
-where = ["src"]
-
-[tool.setuptools.package-data]
-lobster = ["*.txt", "*.json", "*.yaml"]
-"lobster.assets" = ["**/*.txt", "**/*.json", "**/*.yaml"]
-"lobster.hydra_config" = [ "**/*.yaml"]
-
-[tool.setuptools_scm]
-search_parent_directories = true
-version_scheme = "no-guess-dev"
-fallback_version = "0.0.0"
-local_scheme = "no-local-version" # see https://github.com/pypa/setuptools-scm/issues/455
+web = [
+    "fastapi>=0.115.14",
+    "uvicorn>=0.34.3",
+]
 
 [tool.ruff]
 line-length = 120
@@ -158,3 +150,20 @@ dev = [
 
 [[tool.uv.index]]
 url = "https://pypi.python.org/simple"
+
+[tool.hatch]
+version.source = "vcs"
+version.fallback-version = "0.0.0"
+
+[tool.hatch.version.raw-options]
+local_scheme = "no-local-version"
+
+# Defining this (empty) section invokes hatch_build.py
+[tool.hatch.build.hooks.custom]
+
+[tool.hatch.build.targets.wheel]
+packages = ["src/lobster"]
+
+[tool.hatch.build.targets.wheel.shared-data]
+"share/lobster/.identifying_file_42688fa5f3a65e2caa822dec544d5694" = "share/lobster/.identifying_file_42688fa5f3a65e2caa822dec544d5694"
+"share/lobster/ui" = "share/lobster/ui"
diff --git a/share/lobster/.identifying_file_42688fa5f3a65e2caa822dec544d5694 b/share/lobster/.identifying_file_42688fa5f3a65e2caa822dec544d5694
new file mode 100644
index 00000000..e7118c3f
--- /dev/null
+++ b/share/lobster/.identifying_file_42688fa5f3a65e2caa822dec544d5694
@@ -0,0 +1 @@
+this file is used to identify share/lobster
diff --git a/src/lobster/mcp/__init__.py b/src/lobster/mcp/__init__.py
index 83f1aa46..94f9bea0 100644
--- a/src/lobster/mcp/__init__.py
+++ b/src/lobster/mcp/__init__.py
@@ -1,17 +1,2 @@
-"""
-Lobster MCP (Model Context Protocol) Integration
-
-This module provides MCP servers that expose Lobster's pretrained models
-for sequence representation, concept analysis, and interventions.
-
-Available when the 'mcp' extra is installed:
-    uv sync --extra mcp
-"""
-
-try:
-    from .inference_server import LobsterInferenceServer
-
-    __all__ = ["LobsterInferenceServer"]
-except ImportError:
-    # MCP dependencies not installed
-    __all__ = []
+# TODO
+# from ._mcp import serve
diff --git a/src/lobster/mcp/_mcp.py b/src/lobster/mcp/_mcp.py
new file mode 100644
index 00000000..81258fce
--- /dev/null
+++ b/src/lobster/mcp/_mcp.py
@@ -0,0 +1,9 @@
+from fastmcp import FastMCP
+
+from lobster.server import app
+
+mcp = FastMCP.from_fastapi(app=app)
+
+
+def serve():
+    mcp.run()
diff --git a/src/lobster/server/_server.py b/src/lobster/mcp/_server.py
similarity index 99%
rename from src/lobster/server/_server.py
rename to src/lobster/mcp/_server.py
index 91661a91..3a7465f9 100644
--- a/src/lobster/server/_server.py
+++ b/src/lobster/mcp/_server.py
@@ -6,7 +6,6 @@
 class UMEServer:
     def __init__(self, model: UME):
         """Initialize the UME MCP server with a model.
-
         Args:
             model: A UME model instance to use for embeddings
         """
@@ -26,7 +25,6 @@ def embed_sequences(sequences, modality, aggregate=True):
 
     def get_server(self):
         """Get the FastMCP server instance.
-
         Returns:
             FastMCP: The configured MCP server instance
         """
diff --git a/src/lobster/server/__init__.py b/src/lobster/server/__init__.py
index e69de29b..66055580 100644
--- a/src/lobster/server/__init__.py
+++ b/src/lobster/server/__init__.py
@@ -0,0 +1 @@
+from ._app import app, serve
diff --git a/src/lobster/server/_app.py b/src/lobster/server/_app.py
new file mode 100644
index 00000000..1b86d04d
--- /dev/null
+++ b/src/lobster/server/_app.py
@@ -0,0 +1,76 @@
+import os
+from typing import Literal
+from pathlib import Path
+
+from fastapi import FastAPI
+from fastapi.middleware.cors import CORSMiddleware
+from fastapi.staticfiles import StaticFiles
+from pydantic import BaseModel, Field
+
+from ._esm import get_esm_cached, esm_aa_naturalness
+from ._utils import SHARE_LOBSTER_PATH
+
+DEFAULT_LOBSTER_ALLOW_ORIGINS = "*"
+
+ALLOW_ORIGINS = os.getenv("LOBSTER_ALLOW_ORIGINS", DEFAULT_LOBSTER_ALLOW_ORIGINS).split(",")
+
+
+class NaturalnessInput(BaseModel):
+    sequence: str
+    model_name: Literal[
+        "facebook/esm2_t6_8M_UR50D",
+        "facebook/esm2_t30_150M_UR50D",
+        "facebook/esm2_t33_650M_UR50D",
+    ] = Field(default="facebook/esm2_t6_8M_UR50D")
+
+
+class NaturalnessOutput(BaseModel):
+    logp: list[list[float]]
+    wt_logp: list[float]
+    naturalness: float
+    encoded: list[float]
+
+
+app = FastAPI()
+
+
+@app.post("/naturalness")
+def naturalness(input: NaturalnessInput) -> NaturalnessOutput:
+    L = len(input.sequence)
+    if not L > 0:
+        return {
+            "logp": [],
+            "wt_logp": [],
+            "naturalness": None,
+            "encoded": [],
+        }
+
+    model, tokenizer = get_esm_cached(input.model_name)
+
+    out = esm_aa_naturalness(sequence=input.sequence, model=model, tokenizer=tokenizer, batch_size=64)
+
+    return out
+
+
+app.mount(
+    "/",
+    StaticFiles(directory=Path(SHARE_LOBSTER_PATH, "ui"), html=True),
+    name="ui",
+)
+
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["*"],
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+
+def serve():
+    import uvicorn
+
+    host = "localhost"
+    port = 8000
+
+    uvicorn.run(app, host=host, port=port)
diff --git a/src/lobster/server/_esm.py b/src/lobster/server/_esm.py
new file mode 100644
index 00000000..81dc3644
--- /dev/null
+++ b/src/lobster/server/_esm.py
@@ -0,0 +1,72 @@
+import functools
+from typing import Literal
+
+import einops
+import torch
+from transformers import EsmForMaskedLM, EsmTokenizer
+from beignet.constants import STANDARD_RESIDUES
+
+from ._utils import single_position_masked_sequences, batched
+
+
+@functools.cache
+def get_esm_cached(
+    mlm_model_name: Literal[
+        "facebook/esm2_t6_8M_UR50D",
+        "facebook/esm2_t30_150M_UR50D",
+        "facebook/esm2_t33_650M_UR50D",
+    ] = "facebook/esm2_t6_8M_UR50D",
+):
+    assert mlm_model_name in {
+        "facebook/esm2_t6_8M_UR50D",
+        "facebook/esm2_t30_150M_UR50D",
+        "facebook/esm2_t33_650M_UR50D",
+    }
+    device = torch.device("cuda") if torch.cuda.is_available() else torch.device("cpu")
+    tokenizer = EsmTokenizer.from_pretrained(mlm_model_name, clean_up_tokenization_spaces=False)
+    model = EsmForMaskedLM.from_pretrained(mlm_model_name)
+    model.to(device)
+    model.eval()
+
+    return model, tokenizer
+
+
+def esm_aa_naturalness(sequence: str, model, tokenizer, batch_size: int = 16) -> dict:
+    L = len(sequence)
+    vocab = tokenizer.get_vocab()
+    device = torch.device("cuda") if torch.cuda.is_available() else torch.device("cpu")
+
+    assert set(sequence) <= set(STANDARD_RESIDUES)
+
+    vocab_id_to_aa_id = {vocab[aa]: i for i, aa in enumerate(sorted(STANDARD_RESIDUES))}
+    amino_acid_vocab_ids = list(vocab_id_to_aa_id.keys())
+
+    encoded = tokenizer(sequence, return_tensors="pt")
+    encoded_aa_id = torch.as_tensor(
+        [vocab_id_to_aa_id[x] for x in encoded["input_ids"].squeeze(0)[1:-1].cpu().tolist()], device=model.device
+    )
+
+    masked_sequences = single_position_masked_sequences(sequence)
+
+    with torch.inference_mode():
+        logits = torch.cat(
+            [
+                model(**{k: v.to(device) for k, v in tokenizer(input, return_tensors="pt").items()}).logits
+                for input in batched(masked_sequences, batch_size)
+            ],
+            dim=0,
+        )
+        logits = torch.diagonal(logits[:, 1:-1, :], dim1=0, dim2=1)
+        logits = einops.rearrange(logits, "token length -> length token", length=L)
+
+        logits = logits[:, torch.as_tensor(amino_acid_vocab_ids, device=model.device)]
+        logp = torch.nn.functional.log_softmax(logits, dim=-1)
+        wt_logp = logp[torch.arange(L), encoded_aa_id]
+        naturalness = torch.exp(wt_logp.mean()).item()
+
+    return {
+        "logp": logp.cpu().tolist(),
+        "wt_logp": wt_logp.cpu().tolist(),
+        "naturalness": naturalness,
+        "encoded": encoded_aa_id.cpu().tolist(),
+    }
diff --git a/src/lobster/server/_ume.py b/src/lobster/server/_ume.py
new file mode 100644
index 00000000..b3296737
--- /dev/null
+++ b/src/lobster/server/_ume.py
@@ -0,0 +1,56 @@
+import functools
+
+import einops
+import torch
+from beignet.constants import STANDARD_RESIDUES
+
+from lobster.model import UME
+
+from ._utils import single_position_masked_sequences, batched
+
+
+@functools.cache
+def get_ume_cached():
+    device = torch.device("cuda") if torch.cuda.is_available() else torch.device("cpu")
+
+    ume = UME.from_pretrained("ume-mini-base-12M")
+    ume.to(device)
+    ume.eval()
+
+    return ume
+
+
+def ume_aa_naturalness(sequence: str, model, batch_size: int = 16) -> dict:
+    L = len(sequence)
+    tokenizer = model.get_tokenizer("amino_acid")
+    vocab = tokenizer.get_vocab()
+
+    assert set(sequence) <= set(STANDARD_RESIDUES)
+
+    vocab_id_to_aa_id = {vocab[aa]: i for i, aa in enumerate(sorted(STANDARD_RESIDUES))}
+    amino_acid_vocab_ids = list(vocab_id_to_aa_id.keys())
+
+    encoded = tokenizer(sequence, return_tensors="pt")
+    encoded_aa_id = torch.as_tensor(
+        [vocab_id_to_aa_id[x] for x in encoded["input_ids"].squeeze(0)[1:-1].cpu().tolist()], device=model.device
+    )
+
+    masked_sequences = single_position_masked_sequences(sequence)
+
+    with torch.inference_mode():
+        logits = torch.cat(
+            [
+                model.model.decoder(model.embed(tokenizer(input, return_tensors="pt"), aggregate=False))
+                for input in batched(masked_sequences, batch_size)
+            ],
+            dim=0,
+        )
+        logits = torch.diagonal(logits[:, 1:-1, :], dim1=0, dim2=1)
+        logits = einops.rearrange(logits, "token length -> length token", length=L)
+
+        logits = logits[:, torch.as_tensor(amino_acid_vocab_ids, device=model.device)]
+        logp = torch.nn.functional.log_softmax(logits, dim=-1)
+        wt_logp = logp[torch.arange(L), encoded_aa_id]
+        naturalness = torch.exp(wt_logp.mean()).item()
+
+    return {"logp": logp, "wt_logp": wt_logp, "naturalness": naturalness, "encoded": encoded_aa_id.cpu().tolist()}
diff --git a/src/lobster/server/_utils.py b/src/lobster/server/_utils.py
new file mode 100644
index 00000000..3bff2ede
--- /dev/null
+++ b/src/lobster/server/_utils.py
@@ -0,0 +1,42 @@
+import itertools
+
+
+def single_position_masked_sequences(input: str, mask: str = "<mask>") -> list[str]:
+    return [str.join("", [aa if j != i else mask for j, aa in enumerate(input)]) for i in range(len(input))]
+
+
+# python < 3.12 compat
+def batched(iterable, n, *, strict=False):
+    # batched('ABCDEFG', 3) → ABC DEF G
+    if n < 1:
+        raise ValueError("n must be at least one")
+    iterator = iter(iterable)
+    while batch := tuple(itertools.islice(iterator, n)):
+        if strict and len(batch) != n:
+            raise ValueError("batched(): incomplete batch")
+        yield batch
+
+
+def get_share_path():
+    import sys
+    from os.path import abspath, dirname, exists, join, split
+
+    path = abspath(dirname(__file__))
+    starting_points = [path]
+    if not path.startswith(sys.prefix):
+        starting_points.append(sys.prefix)
+    for path in starting_points:
+        # walk up, looking for prefix/share/tiled
+        while path != "/":
+            share_tiled = join(path, "share", "lobster")
+            if exists(join(share_tiled, ".identifying_file_42688fa5f3a65e2caa822dec544d5694")):
+                # We have the found the right directory,
+                # or one that is trying very hard to pretend to be!
+                return share_tiled
+            path, _ = split(path)
+    # Give up
+    return ""
+
+
+# Package managers can just override this with the appropriate constant
+SHARE_LOBSTER_PATH = get_share_path()
diff --git a/tests/lobster/server/test__ume_server.py b/tests/lobster/mcp/test__ume_server.py
similarity index 98%
rename from tests/lobster/server/test__ume_server.py
rename to tests/lobster/mcp/test__ume_server.py
index f4aa05e7..b27e7f6f 100644
--- a/tests/lobster/server/test__ume_server.py
+++ b/tests/lobster/mcp/test__ume_server.py
@@ -4,7 +4,7 @@
 import torch
 
 from lobster.model import UME
-from lobster.server._server import UMEServer
+from lobster.mcp._server import UMEServer
 
 
 @pytest.fixture
diff --git a/uv.lock b/uv.lock
index bcde49f3..c05a7d82 100644
--- a/uv.lock
+++ b/uv.lock
@@ -702,6 +702,20 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/7b/8f/c4d9bafc34ad7ad5d8dc16dd1347ee0e507a52c3adb6bfa8887e1c6a26ba/executing-2.2.0-py2.py3-none-any.whl", hash = "sha256:11387150cad388d62750327a53d3339fad4888b39a6fe233c3afbb54ecffd3aa", size = 26702, upload-time = "2025-01-22T15:41:25.929Z" },
 ]
 
+[[package]]
+name = "fastapi"
+version = "0.115.14"
+source = { registry = "https://pypi.python.org/simple" }
+dependencies = [
+    { name = "pydantic", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
+    { name = "starlette", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
+    { name = "typing-extensions", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ca/53/8c38a874844a8b0fa10dd8adf3836ac154082cf88d3f22b544e9ceea0a15/fastapi-0.115.14.tar.gz", hash = "sha256:b1de15cdc1c499a4da47914db35d0e4ef8f1ce62b624e94e0e5824421df99739", size = 296263, upload-time = "2025-06-26T15:29:08.21Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/53/50/b1222562c6d270fea83e9c9075b8e8600b8479150a18e4516a6138b980d1/fastapi-0.115.14-py3-none-any.whl", hash = "sha256:6c0c8bf9420bd58f565e585036d971872472b4f7d3f6c73b698e10cffdefb3ca", size = 95514, upload-time = "2025-06-26T15:29:06.49Z" },
+]
+
 [[package]]
 name = "fastmcp"
 version = "2.10.1"
@@ -1206,6 +1220,7 @@ flash = [
     { name = "rotary-embedding-torch", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
 ]
 mcp = [
+    { name = "fastapi", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
     { name = "fastmcp", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
     { name = "mcp", extra = ["cli"], marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
     { name = "pydantic", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
@@ -1219,6 +1234,10 @@ trl = [
     { name = "accelerate", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
     { name = "trl", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
 ]
+web = [
+    { name = "fastapi", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
+    { name = "uvicorn", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
+]
 
 [package.dev-dependencies]
 dev = [
@@ -1241,6 +1260,8 @@ requires-dist = [
     { name = "dotenv", specifier = ">=0.9.9" },
     { name = "edlib" },
     { name = "einops" },
+    { name = "fastapi", marker = "extra == 'mcp'", specifier = ">=0.115.14" },
+    { name = "fastapi", marker = "extra == 'web'", specifier = ">=0.115.14" },
     { name = "fastmcp", marker = "extra == 'mcp'", specifier = ">=0.2.0" },
     { name = "flash-attn", marker = "sys_platform == 'linux' and extra == 'flash'", specifier = ">=2.8.0.post2" },
     { name = "hydra-core" },
@@ -1272,9 +1293,10 @@ requires-dist = [
     { name = "transformers", specifier = ">=4.24.0" },
     { name = "trl", marker = "extra == 'trl'" },
     { name = "universal-pathlib" },
+    { name = "uvicorn", marker = "extra == 'web'", specifier = ">=0.34.3" },
     { name = "wandb" },
 ]
-provides-extras = ["mgm", "flash", "mcp", "trl"]
+provides-extras = ["flash", "mcp", "mgm", "trl", "web"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -2907,15 +2929,14 @@ wheels = [
 
 [[package]]
 name = "starlette"
-version = "0.47.1"
+version = "0.46.2"
 source = { registry = "https://pypi.python.org/simple" }
 dependencies = [
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 [[package]]
diff --git a/web/.npmrc b/web/.npmrc
new file mode 100644
index 00000000..b6f27f13
--- /dev/null
+++ b/web/.npmrc
@@ -0,0 +1 @@
+engine-strict=true
diff --git a/web/.prettierignore b/web/.prettierignore
new file mode 100644
index 00000000..ab78a95d
--- /dev/null
+++ b/web/.prettierignore
@@ -0,0 +1,4 @@
+# Package Managers
+package-lock.json
+pnpm-lock.yaml
+yarn.lock
diff --git a/web/.prettierrc b/web/.prettierrc
new file mode 100644
index 00000000..c84b786f
--- /dev/null
+++ b/web/.prettierrc
@@ -0,0 +1,15 @@
+{
+  "useTabs": false,
+  "singleQuote": true,
+  "trailingComma": "none",
+  "printWidth": 100,
+  "plugins": ["prettier-plugin-svelte"],
+  "overrides": [
+    {
+      "files": "*.svelte",
+      "options": {
+        "parser": "svelte"
+      }
+    }
+  ]
+}
diff --git a/web/Dockerfile b/web/Dockerfile
new file mode 100644
index 00000000..bed6e126
--- /dev/null
+++ b/web/Dockerfile
@@ -0,0 +1,18 @@
+FROM node:18-alpine AS builder
+WORKDIR /app
+COPY package*.json .
+RUN npm ci
+COPY . .
+RUN npm run build
+RUN npm prune --production
+
+FROM node:18-alpine
+WORKDIR /app
+COPY --from=builder /app/build build
+COPY --from=builder /app/node_modules node_modules/
+COPY package.json .
+EXPOSE 80
+ENV NODE_ENV=proudction \
+    PORT=80
+
+CMD ["node", "/app/build/index.js"]
diff --git a/web/README.md b/web/README.md
new file mode 100644
index 00000000..abd6f219
--- /dev/null
+++ b/web/README.md
@@ -0,0 +1,38 @@
+# create-svelte
+
+Everything you need to build a Svelte project, powered by [`create-svelte`](https://github.com/sveltejs/kit/tree/main/packages/create-svelte).
+
+## Creating a project
+
+If you're seeing this, you've probably already done this step. Congrats!
+
+```bash
+# create a new project in the current directory
+npx sv create
+
+# create a new project in my-app
+npx sv create my-app
+```
+
+## Developing
+
+Once you've created a project and installed dependencies with `npm install` (or `pnpm install` or `yarn`), start a development server:
+
+```bash
+npm run dev
+
+# or start the server and open the app in a new browser tab
+npm run dev -- --open
+```
+
+## Building
+
+To create a production version of your app:
+
+```bash
+npm run build
+```
+
+You can preview the production build with `npm run preview`.
+
+> To deploy your app, you may need to install an [adapter](https://svelte.dev/docs/kit/adapters) for your target environment.
diff --git a/web/eslint.config.js b/web/eslint.config.js
new file mode 100644
index 00000000..841d4763
--- /dev/null
+++ b/web/eslint.config.js
@@ -0,0 +1,33 @@
+import prettier from 'eslint-config-prettier';
+import js from '@eslint/js';
+import svelte from 'eslint-plugin-svelte';
+import globals from 'globals';
+import ts from 'typescript-eslint';
+
+export default ts.config(
+  js.configs.recommended,
+  ...ts.configs.recommended,
+  ...svelte.configs['flat/recommended'],
+  prettier,
+  ...svelte.configs['flat/prettier'],
+  {
+    languageOptions: {
+      globals: {
+        ...globals.browser,
+        ...globals.node
+      }
+    }
+  },
+  {
+    files: ['**/*.svelte'],
+
+    languageOptions: {
+      parserOptions: {
+        parser: ts.parser
+      }
+    }
+  },
+  {
+    ignores: ['build/', '.svelte-kit/', 'dist/']
+  }
+);
diff --git a/web/package-lock.json b/web/package-lock.json
new file mode 100644
index 00000000..9dca64a1
--- /dev/null
+++ b/web/package-lock.json
@@ -0,0 +1,4373 @@
+{
+  "name": "svelte5",
+  "version": "0.0.1",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "svelte5",
+      "version": "0.0.1",
+      "dependencies": {
+        "@types/d3": "^7.4.3",
+        "@types/opentype.js": "^1.3.8",
+        "d3": "^7.9.0",
+        "opentype.js": "^1.3.4"
+      },
+      "devDependencies": {
+        "@sveltejs/adapter-auto": "^3.0.0",
+        "@sveltejs/adapter-node": "^5.2.9",
+        "@sveltejs/adapter-static": "^3.0.8",
+        "@sveltejs/kit": "^2.0.0",
+        "@sveltejs/vite-plugin-svelte": "^4.0.0",
+        "@types/eslint": "^9.6.0",
+        "eslint": "^9.7.0",
+        "eslint-config-prettier": "^9.1.0",
+        "eslint-plugin-svelte": "^2.36.0",
+        "globals": "^15.0.0",
+        "prettier": "^3.3.2",
+        "prettier-plugin-svelte": "^3.2.6",
+        "svelte": "^5.0.0",
+        "svelte-check": "^4.0.0",
+        "typescript": "^5.0.0",
+        "typescript-eslint": "^8.0.0",
+        "vite": "^5.0.3"
+      }
+    },
+    "node_modules/@ampproject/remapping": {
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+      "dev": true,
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@jridgewell/gen-mapping": "^0.3.5",
+        "@jridgewell/trace-mapping": "^0.3.24"
+      },
+      "engines": {
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diff --git a/web/package.json b/web/package.json
new file mode 100644
index 00000000..240ba04a
--- /dev/null
+++ b/web/package.json
@@ -0,0 +1,39 @@
+{
+  "name": "svelte5",
+  "version": "0.0.1",
+  "type": "module",
+  "scripts": {
+    "dev": "vite dev",
+    "build": "vite build",
+    "preview": "vite preview",
+    "check": "svelte-kit sync && svelte-check --tsconfig ./tsconfig.json",
+    "check:watch": "svelte-kit sync && svelte-check --tsconfig ./tsconfig.json --watch",
+    "format": "prettier --write .",
+    "lint": "prettier --check . && eslint ."
+  },
+  "devDependencies": {
+    "@sveltejs/adapter-auto": "^3.0.0",
+    "@sveltejs/adapter-node": "^5.2.9",
+    "@sveltejs/adapter-static": "^3.0.8",
+    "@sveltejs/kit": "^2.0.0",
+    "@sveltejs/vite-plugin-svelte": "^4.0.0",
+    "@types/eslint": "^9.6.0",
+    "eslint": "^9.7.0",
+    "eslint-config-prettier": "^9.1.0",
+    "eslint-plugin-svelte": "^2.36.0",
+    "globals": "^15.0.0",
+    "prettier": "^3.3.2",
+    "prettier-plugin-svelte": "^3.2.6",
+    "svelte": "^5.0.0",
+    "svelte-check": "^4.0.0",
+    "typescript": "^5.0.0",
+    "typescript-eslint": "^8.0.0",
+    "vite": "^5.0.3"
+  },
+  "dependencies": {
+    "@types/d3": "^7.4.3",
+    "@types/opentype.js": "^1.3.8",
+    "d3": "^7.9.0",
+    "opentype.js": "^1.3.4"
+  }
+}
diff --git a/web/src/app.d.ts b/web/src/app.d.ts
new file mode 100644
index 00000000..520c4217
--- /dev/null
+++ b/web/src/app.d.ts
@@ -0,0 +1,13 @@
+// See https://svelte.dev/docs/kit/types#app.d.ts
+// for information about these interfaces
+declare global {
+  namespace App {
+    // interface Error {}
+    // interface Locals {}
+    // interface PageData {}
+    // interface PageState {}
+    // interface Platform {}
+  }
+}
+
+export {};
diff --git a/web/src/app.html b/web/src/app.html
new file mode 100644
index 00000000..84ffad16
--- /dev/null
+++ b/web/src/app.html
@@ -0,0 +1,12 @@
+<!doctype html>
+<html lang="en">
+  <head>
+    <meta charset="utf-8" />
+    <link rel="icon" href="%sveltekit.assets%/favicon.png" />
+    <meta name="viewport" content="width=device-width, initial-scale=1" />
+    %sveltekit.head%
+  </head>
+  <body data-sveltekit-preload-data="hover">
+    <div style="display: contents">%sveltekit.body%</div>
+  </body>
+</html>
diff --git a/web/src/lib/Logo.svelte b/web/src/lib/Logo.svelte
new file mode 100644
index 00000000..cb9b1de9
--- /dev/null
+++ b/web/src/lib/Logo.svelte
@@ -0,0 +1,111 @@
+<script lang="ts">
+  import { onMount } from 'svelte';
+  import flower from '$lib/flower.json';
+  import * as d3 from 'd3';
+
+  export let font;
+  export let probs;
+  export let xticks = [20];
+  export let width = 500;
+  export let height = 500;
+  export let marginTop = 20;
+  export let marginBottom = 30;
+  export let marginLeft = 40;
+  export let marginRight = 40;
+  export let params = { padding: 0, colorScheme: flower, border: false };
+  export let alphabet = [...'ACDEFGHIKLMNPQRSTVWY'];
+
+  let svg: SVGElement;
+  let gx;
+  let gy;
+  let visibility = 'hidden';
+
+  $: x = d3.scaleLinear([0, probs.length], [marginLeft, width - marginRight]);
+  $: y = d3.scaleLinear([0, maxEntropy], [height - marginBottom, marginTop]);
+
+  $: d3.select(gy).call(d3.axisLeft(y));
+  $: d3.select(gx).call(d3.axisBottom(x).ticks(xticks, ',f')); // FIXME how to make sensible ticks for different sequence lengths
+  $: maxEntropy = Math.log2(alphabet.length);
+  $: glyphContainer = probs.map(() => alphabet.map(() => null));
+
+  let entropy = (p) => p.map((a) => -a * Math.log2(a)).reduce((a, b) => a + b, 0);
+
+  onMount(() => {
+    for (const [i, col] of probs.entries()) {
+      console.assert(col.length == alphabet.length);
+      let S = entropy(col);
+      let height = 0;
+      let width = 0;
+      for (const [j, pj] of col.entries()) {
+        let inner = d3.select(glyphContainer[i][j]).select('.glyphContainerInner').node();
+        let bbox = inner.getBBox();
+        height += pj * bbox.height;
+        width += bbox.width;
+      }
+      let avgWidth = width / alphabet.length;
+      let xscale = (x(1) - x(0)) / avgWidth;
+
+      let R = maxEntropy - S;
+      let ypos = y(R);
+      let yscale = (y(0) - ypos) / height;
+
+      const sorted = Array.from(col.entries())
+        .map(([j, p]) => ({ j, p }))
+        .sort(({ p: pa }, { p: pb }) => pb - pa);
+
+      for (const { j, p } of sorted) {
+        let inner = d3.select(glyphContainer[i][j]).select('.glyphContainerInner').node();
+        let path = d3.select(inner).select('path').node();
+        let rect = d3.select(inner).select('.glyphBBoxRect').node();
+
+        path.setAttribute('transform', `scale(${xscale}, ${p * yscale})`);
+
+        let bbox = inner.getBBox();
+        inner.setAttribute(
+          'transform',
+          `scale(${(xscale * avgWidth) / bbox.width}, 1.0) translate(${-bbox.x}, ${-bbox.y})`
+        );
+
+        rect.setAttribute('x', `${bbox.x}`);
+        rect.setAttribute('y', `${bbox.y}`);
+        rect.setAttribute('width', `${bbox.width}`);
+        rect.setAttribute('height', `${bbox.height}`);
+
+        glyphContainer[i][j].setAttribute('transform', `translate(${x(i)}, ${ypos})`);
+        ypos += bbox.height;
+      }
+      visibility = 'visible';
+    }
+  });
+</script>
+
+<svg bind:this={svg} {width} {height} style="visibility: {visibility}">
+  <g bind:this={gx} transform="translate(0,{height - marginBottom})" />
+  <g bind:this={gy} transform="translate({marginLeft},0)" />
+
+  <text transform="translate({x(-2.1)}, {y(2)}) rotate(-90)">bits</text>
+
+  {#each probs.keys() as i}
+    <g class="stack">
+      {#each alphabet as c, j}
+        <g class="glyphContainer" bind:this={glyphContainer[i][j]}>
+          <g class="glyphContainerInner">
+            <path
+              class={c}
+              d={font.getPath(c, 0, 0).toPathData()}
+              fill={params.colorScheme.colors[c]}
+            />
+            <rect class="glyphBBoxRect" />
+          </g>
+        </g>
+      {/each}
+    </g>
+  {/each}
+</svg>
+
+<style>
+  .glyphBBoxRect {
+    stroke: none;
+    fill: none;
+  }
+</style>
diff --git a/web/src/lib/Mutations.svelte b/web/src/lib/Mutations.svelte
new file mode 100644
index 00000000..c971dfe1
--- /dev/null
+++ b/web/src/lib/Mutations.svelte
@@ -0,0 +1,82 @@
+<script lang="ts">
+  import { onMount } from 'svelte';
+  import * as d3 from 'd3';
+
+  export let font;
+  export let probs;
+  export let sequence;
+  export let threshold = 10.0;
+  export let xticks = [20];
+  export let width = 500;
+  export let height = 500;
+  export let marginTop = 20;
+  export let marginBottom = 30;
+  export let marginLeft = 40;
+  export let marginRight = 40;
+
+  let svg: SVGElement;
+  let gx;
+  let gy;
+
+  const alphabet = [...'ACDEFGHIKLMNPQRSTVWY'];
+  const argmax = (v) => v.reduce((iMax, x, i, arr) => (x > arr[iMax] ? i : iMax), 0);
+
+  $: x = d3.scaleLinear([0, sequence.length], [marginLeft, width - marginRight]);
+  $: y = d3.scaleLinear([0, 1.0], [height - marginBottom, marginTop]);
+
+  $: d3.select(gy).call(d3.axisLeft(y).ticks([]));
+  $: d3.select(gx).call(d3.axisBottom(x).ticks(xticks, ',f')); // FIXME how to make sensible ticks for different sequence lengths
+
+  $: glyphContainer = [...sequence].map(() => null);
+
+  $: argmax_sequence = probs.map((v) => alphabet[argmax(v)]);
+
+  $: wt_probs = Array.from(probs.entries().map(([i, v]) => v[alphabet.indexOf(sequence[i])]));
+  $: argmax_probs = Array.from(
+    probs.entries().map(([i, v]) => v[alphabet.indexOf(argmax_sequence[i])])
+  );
+
+  $: mutated_sequence = Array(sequence.length)
+    .keys()
+    .map((i) => (argmax_probs[i] / wt_probs[i] > threshold ? argmax_sequence[i] : sequence[i]));
+  //  $: mutated_sequence = Array(sequence.length).keys().map((i) => argmax_sequence[i]);
+
+  onMount(() => {
+    console.log([...argmax_probs]);
+    for (const [i, c] of [...sequence].entries()) {
+      let container = glyphContainer[i];
+      let inner = d3.select(container).select('.glyphContainerInner').node();
+      let path = d3.select(inner).select('path').node();
+
+      let bbox = inner.getBBox();
+
+      container.setAttribute('transform', `translate(${x(i)}, 0)`);
+
+      let xscale = x(1) - x(0);
+      inner.setAttribute(
+        'transform',
+        `scale(${(0.9 * xscale) / bbox.width}, 1.0) translate(${-bbox.x}, 0)`
+      );
+      container.setAttribute('transform', `translate(${x(i)}, ${y(0)})`);
+    }
+  });
+</script>
+
+<svg bind:this={svg} {width} {height}>
+  <g bind:this={gx} transform="translate(0,{height - marginBottom})" />
+  <g bind:this={gy} transform="translate({marginLeft},0)" />
+  {#each mutated_sequence as c, i}
+    <g class="glyphContainer" bind:this={glyphContainer[i]}>
+      <g class="glyphContainerInner">
+        <path
+          class={c}
+          d={font.getPath(c, 0, 0).toPathData()}
+          fill={c == sequence[i] ? 'black' : 'red'}
+        />
+      </g>
+    </g>
+  {/each}
+</svg>
+
+<style>
+</style>
diff --git a/web/src/lib/Sequence.svelte b/web/src/lib/Sequence.svelte
new file mode 100644
index 00000000..6e59f925
--- /dev/null
+++ b/web/src/lib/Sequence.svelte
@@ -0,0 +1,84 @@
+<script lang="ts">
+  import { onMount } from 'svelte';
+  import * as d3 from 'd3';
+
+  export let font;
+  export let probs;
+  export let sequence;
+  export let xticks = [20];
+  export let width = 500;
+  export let height = 500;
+  export let marginTop = 20;
+  export let marginBottom = 30;
+  export let marginLeft = 40;
+  export let marginRight = 40;
+
+  let svg: SVGElement;
+  let gx;
+  let gy;
+
+  $: x = d3.scaleLinear([0, sequence.length], [marginLeft, width - marginRight]);
+  $: y = d3.scaleLinear([0, 1.0], [height - marginBottom, marginTop]);
+
+  $: d3.select(gy).call(d3.axisLeft(y).ticks([]));
+  $: d3.select(gx).call(d3.axisBottom(x).ticks(xticks, ',f')); // FIXME how to make sensible ticks for different sequence lengths
+
+  $: glyphContainer = [...sequence].map(() => null);
+
+  const colorscale = d3.scaleSequential(d3.interpolateTurbo);
+
+  onMount(() => {
+    for (const [i, c] of [...sequence].entries()) {
+      let container = glyphContainer[i];
+      let inner = d3.select(container).select('.glyphContainerInner').node();
+      let path = d3.select(inner).select('path').node();
+
+      let bbox = inner.getBBox();
+
+      container.setAttribute('transform', `translate(${x(i)}, 0)`);
+
+      let xscale = x(1) - x(0);
+      inner.setAttribute(
+        'transform',
+        `scale(${(0.9 * xscale) / bbox.width}, 1.0) translate(${-bbox.x}, 0)`
+      );
+      container.setAttribute('transform', `translate(${x(i)}, ${y(0)})`);
+    }
+  });
+</script>
+
+<svg bind:this={svg} {width} {height}>
+  <defs>
+    <linearGradient id="color-gradient" x1="0%" y1="100%" x2="0%" y2="0%">
+      <!-- Define gradient stops -->
+      {#each Array.from({ length: 101 }) as _, i}
+        <stop offset="{i}%" stop-color={colorscale(i / 100)} />
+      {/each}
+    </linearGradient>
+  </defs>
+
+  <text text-anchor="middle" transform="translate({x(-2.1)}, {y(0.5)}) rotate(-90)">prob</text>
+
+  <g bind:this={gx} transform="translate(0,{height - marginBottom})" />
+  <g bind:this={gy} transform="translate({marginLeft},0)" />
+  <g class="colorbarContainer">
+    <rect
+      class="colorbar"
+      x={x(-1.3)}
+      y={y(1)}
+      width={x(1) - x(0)}
+      height={y(0) - y(1)}
+      fill="url(#color-gradient)"
+    />
+  </g>
+  {#each sequence as c, i}
+    <g class="glyphContainer" bind:this={glyphContainer[i]}>
+      <g class="glyphContainerInner">
+        <path class={c} d={font.getPath(c, 0, 0).toPathData()} fill={colorscale(probs[i])} />
+      </g>
+    </g>
+  {/each}
+</svg>
+
+<style>
+</style>
diff --git a/web/src/lib/argsort.js b/web/src/lib/argsort.js
new file mode 100644
index 00000000..e3d58f30
--- /dev/null
+++ b/web/src/lib/argsort.js
@@ -0,0 +1,7 @@
+function argsort(x, compareFn = (a, b) => a - b) {
+  return Array.from(x.entries())
+    .sort(([, a], [, b]) => compareFn(a, b))
+    .map(([i]) => i);
+}
+
+export default argsort;
diff --git a/web/src/lib/flower.json b/web/src/lib/flower.json
new file mode 100644
index 00000000..23789594
--- /dev/null
+++ b/web/src/lib/flower.json
@@ -0,0 +1,51 @@
+{
+  "name": "flower",
+  "alphabet": [
+    "A",
+    "C",
+    "D",
+    "E",
+    "F",
+    "G",
+    "H",
+    "I",
+    "K",
+    "L",
+    "M",
+    "N",
+    "P",
+    "Q",
+    "R",
+    "S",
+    "T",
+    "V",
+    "W",
+    "Y",
+    "B",
+    "Z",
+    "X",
+    "*"
+  ],
+  "colors": {
+    "A": "#b18a51",
+    "C": "#ff5701",
+    "D": "#01a578",
+    "E": "#2da0a1",
+    "F": "#fa559d",
+    "G": "#b1c23c",
+    "H": "#0194f9",
+    "I": "#f27663",
+    "K": "#7fc3d7",
+    "L": "#df6e75",
+    "M": "#fe9daf",
+    "N": "#0bcec6",
+    "P": "#4fa32a",
+    "Q": "#7295ae",
+    "R": "#83bff1",
+    "S": "#b4bd9b",
+    "T": "#d2b576",
+    "V": "#fd997b",
+    "W": "#ff2ded",
+    "Y": "#c96ecf"
+  }
+}
diff --git a/web/src/lib/index.ts b/web/src/lib/index.ts
new file mode 100644
index 00000000..856f2b6c
--- /dev/null
+++ b/web/src/lib/index.ts
@@ -0,0 +1 @@
+// place files you want to import through the `$lib` alias in this folder.
diff --git a/web/src/lib/normalize.ts b/web/src/lib/normalize.ts
new file mode 100644
index 00000000..2dbf1165
--- /dev/null
+++ b/web/src/lib/normalize.ts
@@ -0,0 +1,6 @@
+function normalize(v: number[]) {
+  let norm = v.reduce((a, b) => a + b, 0);
+  return v.map((a) => a / norm);
+}
+
+export default normalize;
diff --git a/web/src/lib/tokenize.ts b/web/src/lib/tokenize.ts
new file mode 100644
index 00000000..76884175
--- /dev/null
+++ b/web/src/lib/tokenize.ts
@@ -0,0 +1,35 @@
+import defaultVocabData from '$lib/vocab.json';
+
+const defaultVocab: Map<string, number> = new Map(Object.entries(defaultVocabData));
+
+function tokenize(input: string, vocab: Map<string, number> = defaultVocab) {
+  const tokens = [];
+  let i = 0;
+
+  // Sort vocab keys by length in descending order once, outside the loop
+  const sortedKeys = Array.from(vocab.keys()).sort((a, b) => b.length - a.length);
+
+  while (i < input.length) {
+    let matched = false;
+
+    // Iterate over the sorted vocab keys
+    for (const key of sortedKeys) {
+      if (input.startsWith(key, i)) {
+        tokens.push(vocab.get(key));
+        i += key.length;
+        matched = true;
+        break;
+      }
+    }
+
+    // If no match is found, use <unk>
+    if (!matched) {
+      tokens.push(vocab.get('<unk>'));
+      i++;
+    }
+  }
+
+  return tokens;
+}
+
+export default tokenize;
diff --git a/web/src/routes/+layout.js b/web/src/routes/+layout.js
new file mode 100644
index 00000000..189f71e2
--- /dev/null
+++ b/web/src/routes/+layout.js
@@ -0,0 +1 @@
+export const prerender = true;
diff --git a/web/src/routes/+page.js b/web/src/routes/+page.js
new file mode 100644
index 00000000..a995cffa
--- /dev/null
+++ b/web/src/routes/+page.js
@@ -0,0 +1,18 @@
+/** @type {import('./$types').PageLoad} */
+import opentype from 'opentype.js';
+
+// curl -L 'https://fonts.googleapis.com/css?family=Roboto%20Mono:400'
+async function load_font(fetch) {
+  //  const url = 'https://fonts.gstatic.com/s/roboto/v32/KFOmCnqEu92Fr1Mu4mxP.ttf'; // roboto 400
+  //  const url = 'https://fonts.gstatic.com/s/robotomono/v23/L0xuDF4xlVMF-BfR8bXMIhJHg45mwgGEFl0_3vq_ROW9.ttf'; // roboto mono 400
+  const url = 'https://fonts.gstatic.com/s/spacemono/v13/i7dPIFZifjKcF5UAWdDRYEF8QA.ttf'; // space mono 400
+  const response = await fetch(url);
+  const buffer = await response.arrayBuffer();
+  const font = opentype.parse(buffer);
+  return font;
+}
+
+export async function load({ fetch }) {
+  const font = await load_font(fetch);
+  return { font };
+}
diff --git a/web/src/routes/+page.svelte b/web/src/routes/+page.svelte
new file mode 100644
index 00000000..a48e0b84
--- /dev/null
+++ b/web/src/routes/+page.svelte
@@ -0,0 +1,636 @@
+<script lang="ts">
+  import Logo from '$lib/Logo.svelte';
+  import Sequence from '$lib/Sequence.svelte';
+  import Mutations from '$lib/Mutations.svelte';
+  import normalize from '$lib/normalize';
+
+  let sequence = $state(
+    'DIQMTQSPSSLSASVGDRVTITCQASQDIGISLSWYQQKPGKAPKLLIYNANNLADGVPSRFSGSGSGTDFTLTISSLQPEDFATYYCLQHNSAPYTFGQGTKLEIKR'
+  );
+  let { data } = $props();
+
+  let models = ['esm2_t6_8M_UR50D', 'esm2_t30_150M_UR50D', 'esm2_t33_650M_UR50D'];
+
+  let selectedModel = $state(models[1]);
+  let threshold = $state(1);
+  let isLoading = $state(false);
+  let inference_result = $state<any>(null);
+
+  const alphabet = [...'ACDEFGHIKLMNPQRSTVWY'];
+
+  async function runInference() {
+    if (!sequence.trim()) return;
+
+    isLoading = true;
+    try {
+      let inference_data = { sequence: sequence, model_name: `facebook/${selectedModel}` };
+
+      // FIXME here we assume we are serving frontend and backend together
+      const response = await fetch('../naturalness', {
+        method: 'POST',
+        headers: {
+          'Content-Type': 'application/json'
+        },
+        body: JSON.stringify(inference_data)
+      });
+      const data = await response.json();
+
+      const { logp, wt_logp, naturalness } = data;
+
+      const probs = logp.map((v: any) => v.map((p: any) => Math.exp(p)));
+
+      const wt_probs = wt_logp.map((p: any) => Math.exp(p));
+
+      inference_result = { probs, wt_probs, naturalness };
+    } catch (error) {
+      console.error('Inference failed:', error);
+    } finally {
+      isLoading = false;
+    }
+  }
+</script>
+
+<div class="app-container">
+  <div class="header">
+    <div class="header-content">
+      <h1>🦞 Lobster Live 🦞</h1>
+      <p class="subtitle">Protein Sequence Analysis & Visualization</p>
+    </div>
+  </div>
+
+  <div class="content-wrapper">
+    <div class="sidebar">
+      <div class="sidebar-section">
+        <h3>Configuration</h3>
+
+        <div class="control-group">
+          <label for="model-select" class="control-label">Model Selection</label>
+          <select
+            id="model-select"
+            bind:value={selectedModel}
+            class="modern-select"
+            title="Select a model from the list"
+          >
+            {#each models as model}
+              <option value={model}>{model}</option>
+            {/each}
+          </select>
+        </div>
+
+        <div class="control-group">
+          <label for="threshold" class="control-label">Mutation Threshold: {threshold}x</label>
+          <input
+            type="range"
+            id="threshold"
+            name="threshold"
+            min="1"
+            max="100"
+            bind:value={threshold}
+            class="modern-slider"
+          />
+        </div>
+      </div>
+
+      {#if inference_result}
+        <div class="sidebar-section">
+          <h3>Analysis</h3>
+          <div class="metric-card">
+            <div class="metric-label">Naturalness Score</div>
+            <div class="metric-value">{inference_result.naturalness.toFixed(2)}</div>
+          </div>
+        </div>
+      {/if}
+    </div>
+
+    <div class="main-content">
+      <div class="container">
+        <div class="input-section">
+          <label for="sequence-input" class="input-label">Protein Sequence</label>
+          <div class="textarea-container">
+            <textarea
+              id="sequence-input"
+              bind:value={sequence}
+              class="sequence-input"
+              placeholder="Enter your protein sequence here..."
+              rows="4"
+            ></textarea>
+            <button
+              class="submit-button"
+              onclick={runInference}
+              disabled={isLoading || !sequence.trim()}
+            >
+              {isLoading ? 'Analyzing...' : 'Analyze'}
+            </button>
+          </div>
+        </div>
+
+        <div class="visualization-section">
+          {#if inference_result}
+            <div class="viz-card">
+              <h3>Sequence Logo</h3>
+              <div class="viz-container">
+                <Logo probs={inference_result.probs} font={data.font} width={1200} height={300} />
+              </div>
+            </div>
+
+            <div class="viz-card">
+              <h3>Sequence Visualization</h3>
+              <div class="viz-container">
+                <Sequence
+                  {sequence}
+                  probs={inference_result.wt_probs}
+                  font={data.font}
+                  width={1200}
+                  height={100}
+                />
+              </div>
+            </div>
+
+            <div class="viz-card">
+              <h3>Mutation Analysis</h3>
+              <div class="viz-container">
+                <Mutations
+                  {sequence}
+                  probs={inference_result.probs}
+                  {threshold}
+                  font={data.font}
+                  width={1200}
+                  height={100}
+                />
+              </div>
+            </div>
+          {:else if isLoading}
+            <div class="viz-card">
+              <div class="loading-message">
+                <div class="loading-spinner"></div>
+                <p>Analyzing sequence...</p>
+              </div>
+            </div>
+          {:else}
+            <div class="viz-card">
+              <div class="empty-message">
+                <p>Enter a protein sequence and click "Analyze Sequence" to see visualization</p>
+              </div>
+            </div>
+          {/if}
+        </div>
+      </div>
+    </div>
+  </div>
+</div>
+
+<style>
+  :global(body) {
+    margin: 0;
+    height: 100%;
+    width: 100%;
+    font-family:
+      -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, sans-serif;
+    background: linear-gradient(135deg, #f5f7fa 0%, #c3cfe2 100%);
+  }
+
+  .app-container {
+    display: flex;
+    flex-direction: column;
+    min-height: 100vh;
+    width: 100%;
+    border: none;
+  }
+
+  .header {
+    width: 100%;
+    background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
+    color: white;
+    padding: 0;
+    box-shadow: 0 4px 20px rgba(0, 0, 0, 0.1);
+    position: relative;
+    overflow: hidden;
+    flex-shrink: 0;
+  }
+
+  .header::before {
+    content: '';
+    position: absolute;
+    top: 0;
+    left: 0;
+    right: 0;
+    bottom: 0;
+    background: url('data:image/svg+xml,<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 100 100"><defs><pattern id="grain" width="100" height="100" patternUnits="userSpaceOnUse"><circle cx="50" cy="50" r="1" fill="white" opacity="0.1"/></pattern></defs><rect width="100" height="100" fill="url(%23grain)"/></svg>');
+    pointer-events: none;
+  }
+
+  .header-content {
+    position: relative;
+    z-index: 1;
+    padding: 2rem;
+    text-align: center;
+  }
+
+  .header h1 {
+    margin: 0;
+    font-size: 2.5rem;
+    font-weight: 700;
+    letter-spacing: -0.025em;
+    text-shadow: 0 2px 4px rgba(0, 0, 0, 0.1);
+  }
+
+  .subtitle {
+    margin: 0.5rem 0 0 0;
+    font-size: 1.1rem;
+    opacity: 0.9;
+    font-weight: 400;
+  }
+
+  .content-wrapper {
+    display: flex;
+    flex-grow: 1;
+    width: 100%;
+    min-height: 0;
+  }
+
+  .sidebar {
+    width: 320px;
+    background: white;
+    padding: 2rem;
+    margin: 0;
+    display: flex;
+    flex-direction: column;
+    gap: 2rem;
+    box-shadow: 4px 0 20px rgba(0, 0, 0, 0.08);
+    position: relative;
+  }
+
+  .sidebar-section {
+    display: flex;
+    flex-direction: column;
+    gap: 1.5rem;
+  }
+
+  .sidebar-section h3 {
+    margin: 0;
+    font-size: 1.3rem;
+    font-weight: 600;
+    color: #2d3748;
+    border-bottom: 2px solid #e2e8f0;
+    padding-bottom: 0.5rem;
+  }
+
+  .control-group {
+    display: flex;
+    flex-direction: column;
+    gap: 0.75rem;
+  }
+
+  .control-label {
+    font-size: 0.95rem;
+    font-weight: 600;
+    color: #4a5568;
+    margin: 0;
+  }
+
+  .modern-select {
+    padding: 0.75rem;
+    font-size: 1rem;
+    border: 2px solid #e2e8f0;
+    border-radius: 8px;
+    background: white;
+    transition: all 0.2s ease;
+    cursor: pointer;
+  }
+
+  .modern-select:hover {
+    border-color: #cbd5e0;
+  }
+
+  .modern-select:focus {
+    outline: none;
+    border-color: #667eea;
+    box-shadow: 0 0 0 3px rgba(102, 126, 234, 0.1);
+  }
+
+  .modern-slider {
+    -webkit-appearance: none;
+    appearance: none;
+    width: 100%;
+    height: 8px;
+    border-radius: 4px;
+    background: #e2e8f0;
+    outline: none;
+    transition: all 0.2s ease;
+  }
+
+  .modern-slider::-webkit-slider-thumb {
+    -webkit-appearance: none;
+    appearance: none;
+    width: 20px;
+    height: 20px;
+    border-radius: 50%;
+    background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
+    cursor: pointer;
+    box-shadow: 0 2px 8px rgba(0, 0, 0, 0.2);
+    transition: all 0.2s ease;
+  }
+
+  .modern-slider::-webkit-slider-thumb:hover {
+    transform: scale(1.1);
+    box-shadow: 0 4px 12px rgba(0, 0, 0, 0.3);
+  }
+
+  .modern-slider::-moz-range-thumb {
+    width: 20px;
+    height: 20px;
+    border-radius: 50%;
+    background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
+    cursor: pointer;
+    border: none;
+    box-shadow: 0 2px 8px rgba(0, 0, 0, 0.2);
+  }
+
+  .metric-card {
+    background: linear-gradient(135deg, #f8fafc 0%, #e2e8f0 100%);
+    border: 1px solid #e2e8f0;
+    border-radius: 12px;
+    padding: 1.5rem;
+    text-align: center;
+    box-shadow: 0 4px 12px rgba(0, 0, 0, 0.05);
+  }
+
+  .metric-label {
+    font-size: 0.9rem;
+    font-weight: 500;
+    color: #64748b;
+    margin-bottom: 0.5rem;
+    text-transform: uppercase;
+    letter-spacing: 0.05em;
+  }
+
+  .metric-value {
+    font-size: 2rem;
+    font-weight: 700;
+    color: #1e293b;
+    background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
+    -webkit-background-clip: text;
+    -webkit-text-fill-color: transparent;
+    background-clip: text;
+  }
+
+  .main-content {
+    flex-grow: 1;
+    display: flex;
+    align-items: flex-start;
+    justify-content: center;
+    padding: 2rem;
+    overflow-y: auto;
+    min-height: 0;
+  }
+
+  .container {
+    display: flex;
+    flex-direction: column;
+    gap: 2rem;
+    width: 100%;
+    max-width: 1200px;
+  }
+
+  .input-section {
+    display: flex;
+    flex-direction: column;
+    gap: 0.75rem;
+  }
+
+  .input-label {
+    font-size: 1.1rem;
+    font-weight: 600;
+    color: #2d3748;
+    margin: 0;
+  }
+
+  .textarea-container {
+    position: relative;
+    width: 100%;
+    max-width: 1200px;
+  }
+
+  .sequence-input {
+    padding: 1rem;
+    padding-right: 120px; /* Make room for button */
+    font-size: 1.1rem;
+    width: 100%;
+    border: 2px solid #e2e8f0;
+    border-radius: 8px;
+    font-family: 'SF Mono', 'Monaco', 'Cascadia Code', 'Roboto Mono', monospace;
+    background: white;
+    transition: all 0.2s ease;
+    box-shadow: 0 2px 8px rgba(0, 0, 0, 0.05);
+    resize: vertical;
+    min-height: 120px;
+    box-sizing: border-box;
+  }
+
+  .sequence-input:focus {
+    outline: none;
+    border-color: #667eea;
+    box-shadow:
+      0 0 0 3px rgba(102, 126, 234, 0.1),
+      0 4px 12px rgba(0, 0, 0, 0.1);
+  }
+
+  .submit-button {
+    position: absolute;
+    top: 1rem;
+    right: 1rem;
+    padding: 0.5rem 1rem;
+    font-size: 0.9rem;
+    font-weight: 600;
+    color: white;
+    background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
+    border: none;
+    border-radius: 6px;
+    cursor: pointer;
+    transition: all 0.2s ease;
+    box-shadow: 0 2px 8px rgba(102, 126, 234, 0.3);
+    white-space: nowrap;
+    z-index: 1;
+  }
+
+  .submit-button:hover:not(:disabled) {
+    transform: translateY(-1px);
+    box-shadow: 0 4px 12px rgba(102, 126, 234, 0.4);
+  }
+
+  .submit-button:disabled {
+    opacity: 0.6;
+    cursor: not-allowed;
+    transform: none;
+  }
+
+  .loading-message,
+  .empty-message {
+    display: flex;
+    flex-direction: column;
+    align-items: center;
+    justify-content: center;
+    padding: 3rem;
+    text-align: center;
+  }
+
+  .loading-message p,
+  .empty-message p {
+    margin: 0;
+    color: #64748b;
+    font-size: 1.1rem;
+  }
+
+  .loading-spinner {
+    width: 40px;
+    height: 40px;
+    border: 4px solid #e2e8f0;
+    border-top: 4px solid #667eea;
+    border-radius: 50%;
+    animation: spin 1s linear infinite;
+    margin-bottom: 1rem;
+  }
+
+  @keyframes spin {
+    0% {
+      transform: rotate(0deg);
+    }
+    100% {
+      transform: rotate(360deg);
+    }
+  }
+
+  .character-guide {
+    padding: 0.5rem 1rem;
+    font-size: 0.9rem;
+    width: 100%;
+    max-width: 1200px;
+    background: #f8fafc;
+    border: 1px solid #e2e8f0;
+    border-radius: 6px;
+    font-family: 'SF Mono', 'Monaco', 'Cascadia Code', 'Roboto Mono', monospace;
+    color: #64748b;
+    letter-spacing: 0.05em;
+  }
+
+  .visualization-section {
+    display: flex;
+    flex-direction: column;
+    gap: 2rem;
+  }
+
+  .viz-card {
+    background: white;
+    border: 1px solid #e2e8f0;
+    border-radius: 12px;
+    padding: 2rem;
+    box-shadow: 0 4px 20px rgba(0, 0, 0, 0.08);
+    transition: all 0.2s ease;
+  }
+
+  .viz-card:hover {
+    box-shadow: 0 8px 30px rgba(0, 0, 0, 0.12);
+    transform: translateY(-2px);
+  }
+
+  .viz-card h3 {
+    margin: 0 0 1.5rem 0;
+    font-size: 1.3rem;
+    font-weight: 600;
+    color: #2d3748;
+    border-bottom: 2px solid #e2e8f0;
+    padding-bottom: 0.75rem;
+  }
+
+  .viz-container {
+    width: 100%;
+    overflow-x: auto;
+    overflow-y: hidden;
+    border-radius: 8px;
+    background: #fafafa;
+    padding: 1rem;
+    min-height: 120px;
+    /* Allow content to scroll horizontally when needed */
+    scrollbar-width: thin;
+    scrollbar-color: #cbd5e0 #f7fafc;
+  }
+
+  .viz-container::-webkit-scrollbar {
+    height: 8px;
+  }
+
+  .viz-container::-webkit-scrollbar-track {
+    background: #f7fafc;
+    border-radius: 4px;
+  }
+
+  .viz-container::-webkit-scrollbar-thumb {
+    background: #cbd5e0;
+    border-radius: 4px;
+  }
+
+  .viz-container::-webkit-scrollbar-thumb:hover {
+    background: #a0aec0;
+  }
+
+  .viz-container :global(svg) {
+    height: auto;
+    display: block;
+    min-width: 800px; /* Ensure minimum readable size */
+    /* SVG will maintain its natural width for scrolling */
+  }
+
+  /* Responsive adjustments */
+  @media (max-width: 1024px) {
+    .content-wrapper {
+      flex-direction: column;
+    }
+
+    .sidebar {
+      width: 100%;
+      flex-direction: row;
+      gap: 2rem;
+      padding: 1.5rem;
+    }
+
+    .sidebar-section {
+      flex: 1;
+      min-width: 0;
+    }
+  }
+
+  @media (max-width: 768px) {
+    .header-content {
+      padding: 1.5rem;
+    }
+
+    .header h1 {
+      font-size: 2rem;
+    }
+
+    .subtitle {
+      font-size: 1rem;
+    }
+
+    .sidebar {
+      flex-direction: column;
+      gap: 1.5rem;
+    }
+
+    .main-content {
+      padding: 1rem;
+    }
+
+    .sequence-input {
+      font-size: 1rem;
+    }
+
+    .viz-container {
+      padding: 0.5rem;
+    }
+
+    .viz-card {
+      padding: 1rem;
+    }
+  }
+</style>
diff --git a/web/static/favicon.png b/web/static/favicon.png
new file mode 100644
index 00000000..825b9e65
Binary files /dev/null and b/web/static/favicon.png differ
diff --git a/web/svelte.config.js b/web/svelte.config.js
new file mode 100644
index 00000000..acba1a1d
--- /dev/null
+++ b/web/svelte.config.js
@@ -0,0 +1,13 @@
+import adapter from '@sveltejs/adapter-static';
+import { vitePreprocess } from '@sveltejs/vite-plugin-svelte';
+
+/** @type {import('@sveltejs/kit').Config} */
+const config = {
+  preprocess: vitePreprocess(),
+
+  kit: {
+    adapter: adapter()
+  }
+};
+
+export default config;
diff --git a/web/tsconfig.json b/web/tsconfig.json
new file mode 100644
index 00000000..f4d0a0e1
--- /dev/null
+++ b/web/tsconfig.json
@@ -0,0 +1,19 @@
+{
+  "extends": "./.svelte-kit/tsconfig.json",
+  "compilerOptions": {
+    "allowJs": true,
+    "checkJs": true,
+    "esModuleInterop": true,
+    "forceConsistentCasingInFileNames": true,
+    "resolveJsonModule": true,
+    "skipLibCheck": true,
+    "sourceMap": true,
+    "strict": true,
+    "moduleResolution": "bundler"
+  }
+  // Path aliases are handled by https://svelte.dev/docs/kit/configuration#alias
+  // except $lib which is handled by https://svelte.dev/docs/kit/configuration#files
+  //
+  // If you want to overwrite includes/excludes, make sure to copy over the relevant includes/excludes
+  // from the referenced tsconfig.json - TypeScript does not merge them in
+}
diff --git a/web/vite.config.ts b/web/vite.config.ts
new file mode 100644
index 00000000..41255e18
--- /dev/null
+++ b/web/vite.config.ts
@@ -0,0 +1,6 @@
+import { sveltekit } from '@sveltejs/kit/vite';
+import { defineConfig, loadEnv } from 'vite';
+
+export default defineConfig({
+  plugins: [sveltekit()]
+});