diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 7ad113b..57d26a0 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -13,6 +13,11 @@ jobs:
 
     steps:
     - uses: actions/checkout@v2
+    - uses: azure/docker-login@v1
+      with:
+        login-server: ditto.azurecr.io
+        username: ${{ secrets.REGISTRY_USERNAME }}
+        password: ${{ secrets.REGISTRY_PASSWORD }}
     - name: Build the Docker image
       run: |
         cd ditto-markov
@@ -22,3 +27,22 @@ jobs:
       run: |
         cd ditto-markov
         docker-compose run test
+    - uses: docker/build-push-action@v1
+      with:
+        username: ${{ secrets.REGISTRY_USERNAME }}
+        password: ${{ secrets.REGISTRY_PASSWORD }}
+        registry: ditto.azurecr.io
+        repository: ditto
+        dockerfile: ditto-markov/Dockerfile
+        path: ditto-markov/
+        tag_with_ref: true
+        tag_with_sha: true
+        target: production
+        push: ${{ github.ref == 'refs/pull/22/merge' }}
+#    - name: Push image to ACR
+#      if: github.ref == 'refs/pull/22/merge'
+#      run: |
+#        docker tag ridhoq/ditto/ditto-markov ditto.azurecr.io/ditto:${{github.ref}}-${{github.sha}}
+#        docker tag ridhoq/ditto/ditto-markov ditto.azurecr.io/ditto:${{github.ref}}-latest
+#        docker push ridhoq/ditto/ditto-markov ditto.azurecr.io/ditto:${{github.ref}}-${{github.sha}}
+#        docker push ridhoq/ditto/ditto-markov ditto.azurecr.io/ditto:${{github.ref}}-latest
diff --git a/ditto-markov/Dockerfile b/ditto-markov/Dockerfile
index 65f95b9..3dc59b1 100644
--- a/ditto-markov/Dockerfile
+++ b/ditto-markov/Dockerfile
@@ -1,4 +1,4 @@
-FROM python:3.7.3-alpine as base
+FROM tiangolo/uvicorn-gunicorn-fastapi:python3.7-alpine3.8 as base
 
 WORKDIR /app
 
diff --git a/ditto-markov/README.md b/ditto-markov/README.md
index bcbb04d..6d815eb 100644
--- a/ditto-markov/README.md
+++ b/ditto-markov/README.md
@@ -2,6 +2,7 @@
 Rewrite of the markov chain functionality into a python service using a Cosmos data source
 
 ## Getting Started
-Currently, there's just a CLI wrapper to generate the user's chat messages
+Currently, there's a CLI wrapper to generate the user's chat messages and an API
 1. copy `.env.example` to `.env` and drop in the correct values
 1. `docker-compose run --rm cli <slack-user>` will return 20 messages that sound like the user. Optionally, pass a space delimited list of users
+1. `docker-compose up api` will start the API
diff --git a/ditto-markov/ditto_markov/api.py b/ditto-markov/ditto_markov/api.py
new file mode 100644
index 0000000..e88e488
--- /dev/null
+++ b/ditto-markov/ditto_markov/api.py
@@ -0,0 +1,26 @@
+import sys
+
+from fastapi import FastAPI, HTTPException
+from cachetools import LFUCache
+
+from .cache import CacheRepository, BlobCache
+from .markov import get_model
+
+api = FastAPI()
+
+cache_repo = CacheRepository()
+
+lfu_cache = LFUCache(maxsize=5)
+cache_repo.register_cache("lfu", lfu_cache)
+
+blob_cache = BlobCache()
+cache_repo.register_cache("blob", blob_cache)
+
+
+@api.get("/transform/{user}")
+def get_transform(user):
+    try:
+        model = get_model(user, cache_repo)
+        return {user: [model.make_sentence() for _ in range(20)]}
+    except KeyError:
+        raise HTTPException(status_code=404, detail="user not found")
diff --git a/ditto-markov/docker-compose.yaml b/ditto-markov/docker-compose.yaml
index ada4735..1a9fd78 100644
--- a/ditto-markov/docker-compose.yaml
+++ b/ditto-markov/docker-compose.yaml
@@ -5,13 +5,30 @@ services:
     build:
       context: .
       target: production
-    image: ridhoq/ditto/ditto-markov
+    image: ridhoq/ditto/ditto-markov/cli
     env_file: .env
     volumes:
       - ./ditto_markov:/app/ditto_markov
       - ./poetry.lock:/app/poetry.lock
       - ./pyproject.toml:/app/pyproject.toml
     entrypoint: ["poetry", "run", "cli",]
+    
+  api:
+    build:
+      context: .
+      target: production
+    image: ridhoq/ditto/ditto-markov
+    env_file: .env
+    environment:
+      APP_MODULE: ditto_markov.api:api
+      PORT: 8888
+    ports:
+      - 8888:8888
+    volumes:
+      - ./ditto_markov:/app/ditto_markov
+      - ./poetry.lock:/app/poetry.lock
+      - ./pyproject.toml:/app/pyproject.toml
+    entrypoint: ["/start-reload.sh"]
 
   cosmosdb:
     image: ridhoq/cosmosdb-server:0.7.0
diff --git a/ditto-markov/poetry.lock b/ditto-markov/poetry.lock
index 7cafc94..ebc5621 100644
--- a/ditto-markov/poetry.lock
+++ b/ditto-markov/poetry.lock
@@ -93,6 +93,14 @@ optional = false
 python-versions = "*"
 version = "3.0.4"
 
+[[package]]
+category = "main"
+description = "Composable command line interface toolkit"
+name = "click"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+version = "7.1.2"
+
 [[package]]
 category = "dev"
 description = "Cross-platform colored terminal text."
@@ -121,6 +129,44 @@ idna = ["idna (>=2.1)"]
 pep8test = ["flake8", "flake8-import-order", "pep8-naming"]
 test = ["pytest (>=3.6.0,<3.9.0 || >3.9.0,<3.9.1 || >3.9.1,<3.9.2 || >3.9.2)", "pretend", "iso8601", "pytz", "hypothesis (>=1.11.4,<3.79.2 || >3.79.2)"]
 
+[[package]]
+category = "main"
+description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
+name = "fastapi"
+optional = false
+python-versions = ">=3.6"
+version = "0.55.1"
+
+[package.dependencies]
+pydantic = ">=0.32.2,<2.0.0"
+starlette = "0.13.2"
+
+[package.extras]
+all = ["requests", "aiofiles", "jinja2", "python-multipart", "itsdangerous", "pyyaml", "graphene", "ujson", "orjson", "email-validator", "uvicorn", "async-exit-stack", "async-generator"]
+dev = ["pyjwt", "passlib", "autoflake", "flake8", "uvicorn", "graphene"]
+doc = ["mkdocs", "mkdocs-material", "markdown-include", "typer", "typer-cli", "pyyaml"]
+test = ["pytest (>=4.0.0)", "pytest-cov", "mypy", "black", "isort", "requests", "email-validator", "sqlalchemy", "peewee", "databases", "orjson", "async-exit-stack", "async-generator", "python-multipart", "aiofiles", "flask"]
+
+[[package]]
+category = "main"
+description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
+name = "h11"
+optional = false
+python-versions = "*"
+version = "0.9.0"
+
+[[package]]
+category = "main"
+description = "A collection of framework independent HTTP protocol utils."
+marker = "sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\""
+name = "httptools"
+optional = false
+python-versions = "*"
+version = "0.1.1"
+
+[package.extras]
+test = ["Cython (0.29.14)"]
+
 [[package]]
 category = "main"
 description = "Internationalized Domain Names in Applications (IDNA)"
@@ -249,6 +295,19 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 version = "2.20"
 
+[[package]]
+category = "main"
+description = "Data validation and settings management using python 3.6 type hinting"
+name = "pydantic"
+optional = false
+python-versions = ">=3.6"
+version = "1.5.1"
+
+[package.extras]
+dotenv = ["python-dotenv (>=0.10.4)"]
+email = ["email-validator (>=1.0.3)"]
+typing_extensions = ["typing-extensions (>=3.7.2)"]
+
 [[package]]
 category = "dev"
 description = "Python parsing module"
@@ -324,6 +383,17 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 version = "1.14.0"
 
+[[package]]
+category = "main"
+description = "The little ASGI library that shines."
+name = "starlette"
+optional = false
+python-versions = ">=3.6"
+version = "0.13.2"
+
+[package.extras]
+full = ["aiofiles", "graphene", "itsdangerous", "jinja2", "python-multipart", "pyyaml", "requests", "ujson"]
+
 [[package]]
 category = "main"
 description = "ASCII transliterations of Unicode text"
@@ -345,6 +415,33 @@ brotli = ["brotlipy (>=0.6.0)"]
 secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "pyOpenSSL (>=0.14)", "ipaddress"]
 socks = ["PySocks (>=1.5.6,<1.5.7 || >1.5.7,<2.0)"]
 
+[[package]]
+category = "main"
+description = "The lightning-fast ASGI server."
+name = "uvicorn"
+optional = false
+python-versions = "*"
+version = "0.11.5"
+
+[package.dependencies]
+click = ">=7.0.0,<8.0.0"
+h11 = ">=0.8,<0.10"
+httptools = ">=0.1.0,<0.2.0"
+uvloop = ">=0.14.0"
+websockets = ">=8.0.0,<9.0.0"
+
+[package.extras]
+watchgodreload = ["watchgod (>=0.6,<0.7)"]
+
+[[package]]
+category = "main"
+description = "Fast implementation of asyncio event loop on top of libuv"
+marker = "sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\""
+name = "uvloop"
+optional = false
+python-versions = "*"
+version = "0.14.0"
+
 [[package]]
 category = "dev"
 description = "Measures number of Terminal column cells of wide-character codes"
@@ -353,6 +450,14 @@ optional = false
 python-versions = "*"
 version = "0.1.9"
 
+[[package]]
+category = "main"
+description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
+name = "websockets"
+optional = false
+python-versions = ">=3.6.1"
+version = "8.1"
+
 [[package]]
 category = "dev"
 description = "Backport of pathlib-compatible object wrapper for zip files"
@@ -367,7 +472,7 @@ docs = ["sphinx", "jaraco.packaging (>=3.2)", "rst.linker (>=1.9)"]
 testing = ["jaraco.itertools", "func-timeout"]
 
 [metadata]
-content-hash = "22f2efb0cab41115732db3f58b1cd4db449a435596920d43a3815cb56201cb20"
+content-hash = "a1b12bb4dd3cea530af4098c57e92036ee042be0f0e6693e718d835b75ccedf3"
 python-versions = "^3.7"
 
 [metadata.files]
@@ -434,6 +539,10 @@ chardet = [
     {file = "chardet-3.0.4-py2.py3-none-any.whl", hash = "sha256:fc323ffcaeaed0e0a02bf4d117757b98aed530d9ed4531e3e15460124c106691"},
     {file = "chardet-3.0.4.tar.gz", hash = "sha256:84ab92ed1c4d4f16916e05906b6b75a6c0fb5db821cc65e70cbd64a3e2a5eaae"},
 ]
+click = [
+    {file = "click-7.1.2-py2.py3-none-any.whl", hash = "sha256:dacca89f4bfadd5de3d7489b7c8a566eee0d3676333fbb50030263894c38c0dc"},
+    {file = "click-7.1.2.tar.gz", hash = "sha256:d2b5255c7c6349bc1bd1e59e08cd12acbbd63ce649f2588755783aa94dfb6b1a"},
+]
 colorama = [
     {file = "colorama-0.4.3-py2.py3-none-any.whl", hash = "sha256:7d73d2a99753107a36ac6b455ee49046802e59d9d076ef8e47b61499fa29afff"},
     {file = "colorama-0.4.3.tar.gz", hash = "sha256:e96da0d330793e2cb9485e9ddfd918d456036c7149416295932478192f4436a1"},
@@ -459,6 +568,28 @@ cryptography = [
     {file = "cryptography-2.9.2-cp38-cp38-win_amd64.whl", hash = "sha256:1dfa985f62b137909496e7fc182dac687206d8d089dd03eaeb28ae16eec8e7d5"},
     {file = "cryptography-2.9.2.tar.gz", hash = "sha256:a0c30272fb4ddda5f5ffc1089d7405b7a71b0b0f51993cb4e5dbb4590b2fc229"},
 ]
+fastapi = [
+    {file = "fastapi-0.55.1-py3-none-any.whl", hash = "sha256:b1a96ea772f10cd0235eb09d6e282b1f5e6135dad5121ed80d6beb8fa932e075"},
+    {file = "fastapi-0.55.1.tar.gz", hash = "sha256:912bc1a1b187146fd74dd45e17ea10aede3d962c921142c412458e911c50dc4c"},
+]
+h11 = [
+    {file = "h11-0.9.0-py2.py3-none-any.whl", hash = "sha256:4bc6d6a1238b7615b266ada57e0618568066f57dd6fa967d1290ec9309b2f2f1"},
+    {file = "h11-0.9.0.tar.gz", hash = "sha256:33d4bca7be0fa039f4e84d50ab00531047e53d6ee8ffbc83501ea602c169cae1"},
+]
+httptools = [
+    {file = "httptools-0.1.1-cp35-cp35m-macosx_10_13_x86_64.whl", hash = "sha256:a2719e1d7a84bb131c4f1e0cb79705034b48de6ae486eb5297a139d6a3296dce"},
+    {file = "httptools-0.1.1-cp35-cp35m-manylinux1_x86_64.whl", hash = "sha256:fa3cd71e31436911a44620473e873a256851e1f53dee56669dae403ba41756a4"},
+    {file = "httptools-0.1.1-cp36-cp36m-macosx_10_13_x86_64.whl", hash = "sha256:86c6acd66765a934e8730bf0e9dfaac6fdcf2a4334212bd4a0a1c78f16475ca6"},
+    {file = "httptools-0.1.1-cp36-cp36m-manylinux1_x86_64.whl", hash = "sha256:bc3114b9edbca5a1eb7ae7db698c669eb53eb8afbbebdde116c174925260849c"},
+    {file = "httptools-0.1.1-cp36-cp36m-win_amd64.whl", hash = "sha256:ac0aa11e99454b6a66989aa2d44bca41d4e0f968e395a0a8f164b401fefe359a"},
+    {file = "httptools-0.1.1-cp37-cp37m-macosx_10_13_x86_64.whl", hash = "sha256:96da81e1992be8ac2fd5597bf0283d832287e20cb3cfde8996d2b00356d4e17f"},
+    {file = "httptools-0.1.1-cp37-cp37m-manylinux1_x86_64.whl", hash = "sha256:56b6393c6ac7abe632f2294da53f30d279130a92e8ae39d8d14ee2e1b05ad1f2"},
+    {file = "httptools-0.1.1-cp37-cp37m-win_amd64.whl", hash = "sha256:96eb359252aeed57ea5c7b3d79839aaa0382c9d3149f7d24dd7172b1bcecb009"},
+    {file = "httptools-0.1.1-cp38-cp38-macosx_10_13_x86_64.whl", hash = "sha256:fea04e126014169384dee76a153d4573d90d0cbd1d12185da089f73c78390437"},
+    {file = "httptools-0.1.1-cp38-cp38-manylinux1_x86_64.whl", hash = "sha256:3592e854424ec94bd17dc3e0c96a64e459ec4147e6d53c0a42d0ebcef9cb9c5d"},
+    {file = "httptools-0.1.1-cp38-cp38-win_amd64.whl", hash = "sha256:0a4b1b2012b28e68306575ad14ad5e9120b34fccd02a81eb08838d7e3bbb48be"},
+    {file = "httptools-0.1.1.tar.gz", hash = "sha256:41b573cf33f64a8f8f3400d0a7faf48e1888582b6f6e02b82b9bd4f0bf7497ce"},
+]
 idna = [
     {file = "idna-2.9-py2.py3-none-any.whl", hash = "sha256:a068a21ceac8a4d63dbfd964670474107f541babbd2250d61922f029858365fa"},
     {file = "idna-2.9.tar.gz", hash = "sha256:7588d1c14ae4c77d74036e8c22ff447b26d0fde8f007354fd48a7814db15b7cb"},
@@ -502,6 +633,25 @@ pycparser = [
     {file = "pycparser-2.20-py2.py3-none-any.whl", hash = "sha256:7582ad22678f0fcd81102833f60ef8d0e57288b6b5fb00323d101be910e35705"},
     {file = "pycparser-2.20.tar.gz", hash = "sha256:2d475327684562c3a96cc71adf7dc8c4f0565175cf86b6d7a404ff4c771f15f0"},
 ]
+pydantic = [
+    {file = "pydantic-1.5.1-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:2a6904e9f18dea58f76f16b95cba6a2f20b72d787abd84ecd67ebc526e61dce6"},
+    {file = "pydantic-1.5.1-cp36-cp36m-manylinux1_i686.whl", hash = "sha256:da8099fca5ee339d5572cfa8af12cf0856ae993406f0b1eb9bb38c8a660e7416"},
+    {file = "pydantic-1.5.1-cp36-cp36m-manylinux2014_i686.whl", hash = "sha256:68dece67bff2b3a5cc188258e46b49f676a722304f1c6148ae08e9291e284d98"},
+    {file = "pydantic-1.5.1-cp36-cp36m-manylinux2014_x86_64.whl", hash = "sha256:ab863853cb502480b118187d670f753be65ec144e1654924bec33d63bc8b3ce2"},
+    {file = "pydantic-1.5.1-cp36-cp36m-win_amd64.whl", hash = "sha256:2007eb062ed0e57875ce8ead12760a6e44bf5836e6a1a7ea81d71eeecf3ede0f"},
+    {file = "pydantic-1.5.1-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:20a15a303ce1e4d831b4e79c17a4a29cb6740b12524f5bba3ea363bff65732bc"},
+    {file = "pydantic-1.5.1-cp37-cp37m-manylinux1_i686.whl", hash = "sha256:473101121b1bd454c8effc9fe66d54812fdc128184d9015c5aaa0d4e58a6d338"},
+    {file = "pydantic-1.5.1-cp37-cp37m-manylinux2014_i686.whl", hash = "sha256:9be755919258d5d168aeffbe913ed6e8bd562e018df7724b68cabdee3371e331"},
+    {file = "pydantic-1.5.1-cp37-cp37m-manylinux2014_x86_64.whl", hash = "sha256:b96ce81c4b5ca62ab81181212edfd057beaa41411cd9700fbcb48a6ba6564b4e"},
+    {file = "pydantic-1.5.1-cp37-cp37m-win_amd64.whl", hash = "sha256:93b9f265329d9827f39f0fca68f5d72cc8321881cdc519a1304fa73b9f8a75bd"},
+    {file = "pydantic-1.5.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:e2c753d355126ddd1eefeb167fa61c7037ecd30b98e7ebecdc0d1da463b4ea09"},
+    {file = "pydantic-1.5.1-cp38-cp38-manylinux1_i686.whl", hash = "sha256:8433dbb87246c0f562af75d00fa80155b74e4f6924b0db6a2078a3cd2f11c6c4"},
+    {file = "pydantic-1.5.1-cp38-cp38-manylinux2014_i686.whl", hash = "sha256:0a1cdf24e567d42dc762d3fed399bd211a13db2e8462af9dfa93b34c41648efb"},
+    {file = "pydantic-1.5.1-cp38-cp38-manylinux2014_x86_64.whl", hash = "sha256:8be325fc9da897029ee48d1b5e40df817d97fe969f3ac3fd2434ba7e198c55d5"},
+    {file = "pydantic-1.5.1-cp38-cp38-win_amd64.whl", hash = "sha256:3714a4056f5bdbecf3a41e0706ec9b228c9513eee2ad884dc2c568c4dfa540e9"},
+    {file = "pydantic-1.5.1-py36.py37.py38-none-any.whl", hash = "sha256:70f27d2f0268f490fe3de0a9b6fca7b7492b8fd6623f9fecd25b221ebee385e3"},
+    {file = "pydantic-1.5.1.tar.gz", hash = "sha256:f0018613c7a0d19df3240c2a913849786f21b6539b9f23d85ce4067489dfacfa"},
+]
 pyparsing = [
     {file = "pyparsing-2.4.7-py2.py3-none-any.whl", hash = "sha256:ef9d7589ef3c200abe66653d3f1ab1033c3c419ae9b9bdb1240a85b024efc88b"},
     {file = "pyparsing-2.4.7.tar.gz", hash = "sha256:c203ec8783bf771a155b207279b9bccb8dea02d8f0c9e5f8ead507bc3246ecc1"},
@@ -523,6 +673,10 @@ six = [
     {file = "six-1.14.0-py2.py3-none-any.whl", hash = "sha256:8f3cd2e254d8f793e7f3d6d9df77b92252b52637291d0f0da013c76ea2724b6c"},
     {file = "six-1.14.0.tar.gz", hash = "sha256:236bdbdce46e6e6a3d61a337c0f8b763ca1e8717c03b369e87a7ec7ce1319c0a"},
 ]
+starlette = [
+    {file = "starlette-0.13.2-py3-none-any.whl", hash = "sha256:6169ee78ded501095d1dda7b141a1dc9f9934d37ad23196e180150ace2c6449b"},
+    {file = "starlette-0.13.2.tar.gz", hash = "sha256:a9bb130fa7aa736eda8a814b6ceb85ccf7a209ed53843d0d61e246b380afa10f"},
+]
 unidecode = [
     {file = "Unidecode-1.1.1-py2.py3-none-any.whl", hash = "sha256:1d7a042116536098d05d599ef2b8616759f02985c85b4fef50c78a5aaf10822a"},
     {file = "Unidecode-1.1.1.tar.gz", hash = "sha256:2b6aab710c2a1647e928e36d69c21e76b453cd455f4e2621000e54b2a9b8cce8"},
@@ -531,10 +685,49 @@ urllib3 = [
     {file = "urllib3-1.25.9-py2.py3-none-any.whl", hash = "sha256:88206b0eb87e6d677d424843ac5209e3fb9d0190d0ee169599165ec25e9d9115"},
     {file = "urllib3-1.25.9.tar.gz", hash = "sha256:3018294ebefce6572a474f0604c2021e33b3fd8006ecd11d62107a5d2a963527"},
 ]
+uvicorn = [
+    {file = "uvicorn-0.11.5-py3-none-any.whl", hash = "sha256:50577d599775dac2301bac8bd5b540d19a9560144143c5bdab13cba92783b6e7"},
+    {file = "uvicorn-0.11.5.tar.gz", hash = "sha256:596eaa8645b6dbc24d6610e335f8ddf5f925b4c4b86fdc7146abb0bf0da65d17"},
+]
+uvloop = [
+    {file = "uvloop-0.14.0-cp35-cp35m-macosx_10_11_x86_64.whl", hash = "sha256:08b109f0213af392150e2fe6f81d33261bb5ce968a288eb698aad4f46eb711bd"},
+    {file = "uvloop-0.14.0-cp35-cp35m-manylinux2010_x86_64.whl", hash = "sha256:4544dcf77d74f3a84f03dd6278174575c44c67d7165d4c42c71db3fdc3860726"},
+    {file = "uvloop-0.14.0-cp36-cp36m-macosx_10_11_x86_64.whl", hash = "sha256:b4f591aa4b3fa7f32fb51e2ee9fea1b495eb75b0b3c8d0ca52514ad675ae63f7"},
+    {file = "uvloop-0.14.0-cp36-cp36m-manylinux2010_x86_64.whl", hash = "sha256:f07909cd9fc08c52d294b1570bba92186181ca01fe3dc9ffba68955273dd7362"},
+    {file = "uvloop-0.14.0-cp37-cp37m-macosx_10_11_x86_64.whl", hash = "sha256:afd5513c0ae414ec71d24f6f123614a80f3d27ca655a4fcf6cabe50994cc1891"},
+    {file = "uvloop-0.14.0-cp37-cp37m-manylinux2010_x86_64.whl", hash = "sha256:e7514d7a48c063226b7d06617cbb12a14278d4323a065a8d46a7962686ce2e95"},
+    {file = "uvloop-0.14.0-cp38-cp38-macosx_10_11_x86_64.whl", hash = "sha256:bcac356d62edd330080aed082e78d4b580ff260a677508718f88016333e2c9c5"},
+    {file = "uvloop-0.14.0-cp38-cp38-manylinux2010_x86_64.whl", hash = "sha256:4315d2ec3ca393dd5bc0b0089d23101276778c304d42faff5dc4579cb6caef09"},
+    {file = "uvloop-0.14.0.tar.gz", hash = "sha256:123ac9c0c7dd71464f58f1b4ee0bbd81285d96cdda8bc3519281b8973e3a461e"},
+]
 wcwidth = [
     {file = "wcwidth-0.1.9-py2.py3-none-any.whl", hash = "sha256:cafe2186b3c009a04067022ce1dcd79cb38d8d65ee4f4791b8888d6599d1bbe1"},
     {file = "wcwidth-0.1.9.tar.gz", hash = "sha256:ee73862862a156bf77ff92b09034fc4825dd3af9cf81bc5b360668d425f3c5f1"},
 ]
+websockets = [
+    {file = "websockets-8.1-cp36-cp36m-macosx_10_6_intel.whl", hash = "sha256:3762791ab8b38948f0c4d281c8b2ddfa99b7e510e46bd8dfa942a5fff621068c"},
+    {file = "websockets-8.1-cp36-cp36m-manylinux1_i686.whl", hash = "sha256:3db87421956f1b0779a7564915875ba774295cc86e81bc671631379371af1170"},
+    {file = "websockets-8.1-cp36-cp36m-manylinux1_x86_64.whl", hash = "sha256:4f9f7d28ce1d8f1295717c2c25b732c2bc0645db3215cf757551c392177d7cb8"},
+    {file = "websockets-8.1-cp36-cp36m-manylinux2010_i686.whl", hash = "sha256:295359a2cc78736737dd88c343cd0747546b2174b5e1adc223824bcaf3e164cb"},
+    {file = "websockets-8.1-cp36-cp36m-manylinux2010_x86_64.whl", hash = "sha256:1d3f1bf059d04a4e0eb4985a887d49195e15ebabc42364f4eb564b1d065793f5"},
+    {file = "websockets-8.1-cp36-cp36m-win32.whl", hash = "sha256:2db62a9142e88535038a6bcfea70ef9447696ea77891aebb730a333a51ed559a"},
+    {file = "websockets-8.1-cp36-cp36m-win_amd64.whl", hash = "sha256:0e4fb4de42701340bd2353bb2eee45314651caa6ccee80dbd5f5d5978888fed5"},
+    {file = "websockets-8.1-cp37-cp37m-macosx_10_6_intel.whl", hash = "sha256:9b248ba3dd8a03b1a10b19efe7d4f7fa41d158fdaa95e2cf65af5a7b95a4f989"},
+    {file = "websockets-8.1-cp37-cp37m-manylinux1_i686.whl", hash = "sha256:ce85b06a10fc65e6143518b96d3dca27b081a740bae261c2fb20375801a9d56d"},
+    {file = "websockets-8.1-cp37-cp37m-manylinux1_x86_64.whl", hash = "sha256:965889d9f0e2a75edd81a07592d0ced54daa5b0785f57dc429c378edbcffe779"},
+    {file = "websockets-8.1-cp37-cp37m-manylinux2010_i686.whl", hash = "sha256:751a556205d8245ff94aeef23546a1113b1dd4f6e4d102ded66c39b99c2ce6c8"},
+    {file = "websockets-8.1-cp37-cp37m-manylinux2010_x86_64.whl", hash = "sha256:3ef56fcc7b1ff90de46ccd5a687bbd13a3180132268c4254fc0fa44ecf4fc422"},
+    {file = "websockets-8.1-cp37-cp37m-win32.whl", hash = "sha256:7ff46d441db78241f4c6c27b3868c9ae71473fe03341340d2dfdbe8d79310acc"},
+    {file = "websockets-8.1-cp37-cp37m-win_amd64.whl", hash = "sha256:20891f0dddade307ffddf593c733a3fdb6b83e6f9eef85908113e628fa5a8308"},
+    {file = "websockets-8.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:c1ec8db4fac31850286b7cd3b9c0e1b944204668b8eb721674916d4e28744092"},
+    {file = "websockets-8.1-cp38-cp38-manylinux1_i686.whl", hash = "sha256:5c01fd846263a75bc8a2b9542606927cfad57e7282965d96b93c387622487485"},
+    {file = "websockets-8.1-cp38-cp38-manylinux1_x86_64.whl", hash = "sha256:9bef37ee224e104a413f0780e29adb3e514a5b698aabe0d969a6ba426b8435d1"},
+    {file = "websockets-8.1-cp38-cp38-manylinux2010_i686.whl", hash = "sha256:d705f8aeecdf3262379644e4b55107a3b55860eb812b673b28d0fbc347a60c55"},
+    {file = "websockets-8.1-cp38-cp38-manylinux2010_x86_64.whl", hash = "sha256:c8a116feafdb1f84607cb3b14aa1418424ae71fee131642fc568d21423b51824"},
+    {file = "websockets-8.1-cp38-cp38-win32.whl", hash = "sha256:e898a0863421650f0bebac8ba40840fc02258ef4714cb7e1fd76b6a6354bda36"},
+    {file = "websockets-8.1-cp38-cp38-win_amd64.whl", hash = "sha256:f8a7bff6e8664afc4e6c28b983845c5bc14965030e3fb98789734d416af77c4b"},
+    {file = "websockets-8.1.tar.gz", hash = "sha256:5c65d2da8c6bce0fca2528f69f44b2f977e06954c8512a952222cea50dad430f"},
+]
 zipp = [
     {file = "zipp-3.1.0-py3-none-any.whl", hash = "sha256:aa36550ff0c0b7ef7fa639055d797116ee891440eac1a56f378e2d3179e0320b"},
     {file = "zipp-3.1.0.tar.gz", hash = "sha256:c599e4d75c98f6798c509911d08a22e6c021d074469042177c8c86fb92eefd96"},
diff --git a/ditto-markov/pyproject.toml b/ditto-markov/pyproject.toml
index a3e69be..e39802d 100644
--- a/ditto-markov/pyproject.toml
+++ b/ditto-markov/pyproject.toml
@@ -13,6 +13,8 @@ azure-cosmos = "^3.1.2"
 markovify = "^0.8.0"
 azure-storage-blob = "^12.3.1"
 cachetools = "^4.1.0"
+fastapi = "^0.55.1"
+uvicorn = "^0.11.5"
 
 [tool.poetry.dev-dependencies]
 pytest = "^5.2"