.

.github/workflows/nightly-scan-licenses.yml

@@ -32,16 +32,15 @@ jobs:
           python-version: '3.11'
           cache: 'pip'
           cache-dependency-path: |
-            backend/requirements/default.txt
-            backend/requirements/dev.txt
-            backend/requirements/model_server.txt
+            backend/requirements/frozen/default.txt
+            backend/requirements/frozen/dev.txt
+            backend/requirements/frozen/model_server.txt
       
       - name: Get explicit and transitive dependencies
         run: |
           python -m pip install --upgrade pip
-          pip install --retries 5 --timeout 30 -r backend/requirements/default.txt
-          pip install --retries 5 --timeout 30 -r backend/requirements/dev.txt
-          pip install --retries 5 --timeout 30 -r backend/requirements/model_server.txt
+          pip install uv
+          uv pip sync --system backend/requirements/frozen/default.txt backend/requirements/frozen/dev.txt backend/requirements/frozen/model_server.txt
           pip freeze > requirements-all.txt
                     
       - name: Check python

.github/workflows/pr-external-dependency-unit-tests.yml

@@ -65,14 +65,14 @@ jobs:
           python-version: "3.11"
           cache: "pip"
           cache-dependency-path: |
-            backend/requirements/default.txt
-            backend/requirements/dev.txt
+            backend/requirements/frozen/default.txt
+            backend/requirements/frozen/dev.txt
 
       - name: Install Dependencies
         run: |
           python -m pip install --upgrade pip
-          pip install --retries 5 --timeout 30 -r backend/requirements/default.txt
-          pip install --retries 5 --timeout 30 -r backend/requirements/dev.txt
+          pip install uv
+          uv pip sync --system backend/requirements/frozen/default.txt backend/requirements/frozen/dev.txt
           playwright install chromium
           playwright install-deps chromium
 

.github/workflows/pr-integration-tests.yml

@@ -73,14 +73,14 @@ jobs:
           python-version: "3.11"
           cache: "pip"
           cache-dependency-path: |
-            backend/requirements/default.txt
-            backend/requirements/dev.txt
+            backend/requirements/frozen/default.txt
+            backend/requirements/frozen/dev.txt
 
       - name: Install Python dependencies
         run: |
           python -m pip install --upgrade pip
-          pip install --retries 5 --timeout 30 -r backend/requirements/default.txt
-          pip install --retries 5 --timeout 30 -r backend/requirements/dev.txt
+          pip install uv
+          uv pip sync --system backend/requirements/frozen/default.txt backend/requirements/frozen/dev.txt
 
       - name: Generate OpenAPI schema
         working-directory: ./backend

.github/workflows/pr-mit-integration-tests.yml

@@ -70,14 +70,14 @@ jobs:
           python-version: "3.11"
           cache: "pip"
           cache-dependency-path: |
-            backend/requirements/default.txt
-            backend/requirements/dev.txt
+            backend/requirements/frozen/default.txt
+            backend/requirements/frozen/dev.txt
 
       - name: Install Python dependencies
         run: |
           python -m pip install --upgrade pip
-          pip install --retries 5 --timeout 30 -r backend/requirements/default.txt
-          pip install --retries 5 --timeout 30 -r backend/requirements/dev.txt
+          pip install uv
+          uv pip sync --system backend/requirements/frozen/default.txt backend/requirements/frozen/dev.txt
 
       - name: Generate OpenAPI schema
         working-directory: ./backend

.github/workflows/pr-python-checks.yml

@@ -22,14 +22,13 @@ jobs:
         python-version: '3.11'
         cache: 'pip'
         cache-dependency-path: |
-          backend/requirements/default.txt
-          backend/requirements/dev.txt
-          backend/requirements/model_server.txt
+          backend/requirements/frozen/default.txt
+          backend/requirements/frozen/dev.txt
+          backend/requirements/frozen/model_server.txt
     - run: |
         python -m pip install --upgrade pip
-        pip install --retries 5 --timeout 30 -r backend/requirements/default.txt
-        pip install --retries 5 --timeout 30 -r backend/requirements/dev.txt
-        pip install --retries 5 --timeout 30 -r backend/requirements/model_server.txt
+        pip install uv
+        uv pip sync --system backend/requirements/frozen/default.txt backend/requirements/frozen/dev.txt backend/requirements/frozen/model_server.txt
 
     - name: Generate OpenAPI schema
       working-directory: ./backend

.github/workflows/pr-python-connector-tests.yml

@@ -125,14 +125,14 @@ jobs:
           python-version: "3.11"
           cache: "pip"
           cache-dependency-path: |
-            backend/requirements/default.txt
-            backend/requirements/dev.txt
+            backend/requirements/frozen/default.txt
+            backend/requirements/frozen/dev.txt
 
       - name: Install Dependencies
         run: |
           python -m pip install --upgrade pip
-          pip install --retries 5 --timeout 30 -r backend/requirements/default.txt
-          pip install --retries 5 --timeout 30 -r backend/requirements/dev.txt
+          pip install uv
+          uv pip sync --system backend/requirements/frozen/default.txt backend/requirements/frozen/dev.txt
           playwright install chromium
           playwright install-deps chromium
 

.github/workflows/pr-python-model-tests.yml

@@ -60,14 +60,14 @@ jobs:
           python-version: "3.11"
           cache: "pip"
           cache-dependency-path: |
-            backend/requirements/default.txt
-            backend/requirements/dev.txt
+            backend/requirements/frozen/default.txt
+            backend/requirements/frozen/dev.txt
 
       - name: Install Dependencies
         run: |
           python -m pip install --upgrade pip
-          pip install --retries 5 --timeout 30 -r backend/requirements/default.txt
-          pip install --retries 5 --timeout 30 -r backend/requirements/dev.txt
+          pip install uv
+          uv pip sync --system backend/requirements/frozen/default.txt backend/requirements/frozen/dev.txt
 
       - name: Start Docker containers
         run: |

.github/workflows/pr-python-tests.yml

@@ -29,16 +29,15 @@ jobs:
         python-version: '3.11'
         cache: 'pip'
         cache-dependency-path: |
-          backend/requirements/default.txt
-          backend/requirements/dev.txt
-          backend/requirements/model_server.txt
+          backend/requirements/frozen/default.txt
+          backend/requirements/frozen/dev.txt
+          backend/requirements/frozen/model_server.txt
 
     - name: Install Dependencies
       run: |
         python -m pip install --upgrade pip
-        pip install --retries 5 --timeout 30 -r backend/requirements/default.txt
-        pip install --retries 5 --timeout 30 -r backend/requirements/dev.txt
-        pip install --retries 5 --timeout 30 -r backend/requirements/model_server.txt
+        pip install uv
+        uv pip sync --system backend/requirements/frozen/default.txt backend/requirements/frozen/dev.txt backend/requirements/frozen/model_server.txt
 
     - name: Run Tests
       shell: script -q -e -c "bash --noprofile --norc -eo pipefail {0}"

CONTRIBUTING.md

@@ -95,15 +95,13 @@ If using PowerShell, the command slightly differs:
 Install the required python dependencies:
 
 ```bash
-pip install -r backend/requirements/default.txt
-pip install -r backend/requirements/dev.txt
-pip install -r backend/requirements/ee.txt
-pip install -r backend/requirements/model_server.txt
+pip install uv
+uv pip sync backend/requirements/frozen/default.txt backend/requirements/frozen/dev.txt backend/requirements/frozen/ee.txt backend/requirements/frozen/model_server.txt
 ```
 
 Fix vscode/cursor auto-imports:
 ```bash
-pip install -e .
+pip install -e backend
 ```
 
 Install Playwright for Python (headless browser required by the Web Connector)

backend/Dockerfile

@@ -44,15 +44,14 @@ RUN apt-get update && \
 
 
 
+# Install uv for faster Python package management
+RUN pip install --no-cache-dir uv
+
 # Install Python dependencies
 # Remove py which is pulled in by retry, py is not needed and is a CVE
-COPY ./requirements/default.txt /tmp/requirements.txt
-COPY ./requirements/ee.txt /tmp/ee-requirements.txt
-RUN pip install --no-cache-dir --upgrade \
-        --retries 5 \
-        --timeout 30 \
-        -r /tmp/requirements.txt \
-        -r /tmp/ee-requirements.txt && \
+COPY ./requirements/frozen/default.txt /tmp/requirements.txt
+COPY ./requirements/frozen/ee.txt /tmp/ee-requirements.txt
+RUN uv pip sync --system /tmp/requirements.txt /tmp/ee-requirements.txt && \
     pip uninstall -y py && \
     playwright install chromium && \
     playwright install-deps chromium && \

backend/Dockerfile.model_server

@@ -39,11 +39,11 @@ RUN set -eux; \
     && curl -sSf https://sh.rustup.rs | sh -s -- -y --profile minimal --default-toolchain stable \
     && rustc --version && cargo --version
 
-COPY ./requirements/model_server.txt /tmp/requirements.txt
-RUN pip install --no-cache-dir --upgrade \
-        --retries 5 \
-        --timeout 30 \
-        -r /tmp/requirements.txt
+# Install uv for faster Python package management
+RUN pip install --no-cache-dir uv
+
+COPY ./requirements/frozen/model_server.txt /tmp/requirements.txt
+RUN uv pip sync --system /tmp/requirements.txt
 
 RUN apt-get remove -y --allow-remove-essential perl-base && \ 
     apt-get autoremove -y

backend/requirements/combined.txt

@@ -1,8 +0,0 @@
-# combines all the other requirements files
-# Primarily for testing.
-# It's generally better to install just the requirements for what you are trying to run
-
--r default.txt
--r ee.txt
--r model_server.txt
--r dev.txt

backend/requirements/frozen/ee.txt

@@ -0,0 +1,458 @@
+# This file is autogenerated by ocli
+# Do not edit manually - use 'ocli add' or 'ocli remove'
+# Source: {in_file}
+# Resolved with universal compilation for consistency
+
+annotated-types==0.7.0 \
+    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
+    --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
+anyio==4.11.0 \
+    --hash=sha256:0287e96f4d26d4149305414d4e3bc32f0dcd0862365a4bddea19d7a1ec38c4fc \
+    --hash=sha256:82a8d0b81e318cc5ce71a5f1f8b5c4e63619620b63141ef8c995fa0db95a57c4
+backoff==2.2.1 \
+    --hash=sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba \
+    --hash=sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8
+boto3==1.39.11 \
+    --hash=sha256:3027edf20642fe1d5f9dc50a420d0fe2733073ed6a9f0f047b60fe08c3682132 \
+    --hash=sha256:af8f1dad35eceff7658fab43b39b0f55892b6e3dd12308733521cc24dd2c9a02
+botocore==1.39.11 \
+    --hash=sha256:1545352931a8a186f3e977b1e1a4542d7d434796e274c3c62efd0210b5ea76dc \
+    --hash=sha256:953b12909d6799350e346ab038e55b6efe622c616f80aef74d7a6683ffdd972c
+certifi==2025.10.5 \
+    --hash=sha256:0f212c2744a9bb6de0c56639a6f68afe01ecd92d91f14ae897c4fe7bbeeef0de \
+    --hash=sha256:47c09d31ccf2acf0be3f701ea53595ee7e0b8fa08801c6624be771df09ae7b43
+charset-normalizer==3.4.4 \
+    --hash=sha256:027f6de494925c0ab2a55eab46ae5129951638a49a34d87f4c3eda90f696b4ad \
+    --hash=sha256:077fbb858e903c73f6c9db43374fd213b0b6a778106bc7032446a8e8b5b38b93 \
+    --hash=sha256:0a98e6759f854bd25a58a73fa88833fba3b7c491169f86ce1180c948ab3fd394 \
+    --hash=sha256:0d3d8f15c07f86e9ff82319b3d9ef6f4bf907608f53fe9d92b28ea9ae3d1fd89 \
+    --hash=sha256:0f04b14ffe5fdc8c4933862d8306109a2c51e0704acfa35d51598eb45a1e89fc \
+    --hash=sha256:11d694519d7f29d6cd09f6ac70028dba10f92f6cdd059096db198c283794ac86 \
+    --hash=sha256:194f08cbb32dc406d6e1aea671a68be0823673db2832b38405deba2fb0d88f63 \
+    --hash=sha256:1bee1e43c28aa63cb16e5c14e582580546b08e535299b8b6158a7c9c768a1f3d \
+    --hash=sha256:21d142cc6c0ec30d2efee5068ca36c128a30b0f2c53c1c07bd78cb6bc1d3be5f \
+    --hash=sha256:2437418e20515acec67d86e12bf70056a33abdacb5cb1655042f6538d6b085a8 \
+    --hash=sha256:244bfb999c71b35de57821b8ea746b24e863398194a4014e4c76adc2bbdfeff0 \
+    --hash=sha256:2677acec1a2f8ef614c6888b5b4ae4060cc184174a938ed4e8ef690e15d3e505 \
+    --hash=sha256:277e970e750505ed74c832b4bf75dac7476262ee2a013f5574dd49075879e161 \
+    --hash=sha256:2aaba3b0819274cc41757a1da876f810a3e4d7b6eb25699253a4effef9e8e4af \
+    --hash=sha256:2b7d8f6c26245217bd2ad053761201e9f9680f8ce52f0fcd8d0755aeae5b2152 \
+    --hash=sha256:2c9d3c380143a1fedbff95a312aa798578371eb29da42106a29019368a475318 \
+    --hash=sha256:3162d5d8ce1bb98dd51af660f2121c55d0fa541b46dff7bb9b9f86ea1d87de72 \
+    --hash=sha256:31fd66405eaf47bb62e8cd575dc621c56c668f27d46a61d975a249930dd5e2a4 \
+    --hash=sha256:362d61fd13843997c1c446760ef36f240cf81d3ebf74ac62652aebaf7838561e \
+    --hash=sha256:376bec83a63b8021bb5c8ea75e21c4ccb86e7e45ca4eb81146091b56599b80c3 \
+    --hash=sha256:44c2a8734b333e0578090c4cd6b16f275e07aa6614ca8715e6c038e865e70576 \
+    --hash=sha256:47cc91b2f4dd2833fddaedd2893006b0106129d4b94fdb6af1f4ce5a9965577c \
+    --hash=sha256:4902828217069c3c5c71094537a8e623f5d097858ac6ca8252f7b4d10b7560f1 \
+    --hash=sha256:4bd5d4137d500351a30687c2d3971758aac9a19208fc110ccb9d7188fbe709e8 \
+    --hash=sha256:4fe7859a4e3e8457458e2ff592f15ccb02f3da787fcd31e0183879c3ad4692a1 \
+    --hash=sha256:542d2cee80be6f80247095cc36c418f7bddd14f4a6de45af91dfad36d817bba2 \
+    --hash=sha256:554af85e960429cf30784dd47447d5125aaa3b99a6f0683589dbd27e2f45da44 \
+    --hash=sha256:5833d2c39d8896e4e19b689ffc198f08ea58116bee26dea51e362ecc7cd3ed26 \
+    --hash=sha256:5947809c8a2417be3267efc979c47d76a079758166f7d43ef5ae8e9f92751f88 \
+    --hash=sha256:5ae497466c7901d54b639cf42d5b8c1b6a4fead55215500d2f486d34db48d016 \
+    --hash=sha256:5bd2293095d766545ec1a8f612559f6b40abc0eb18bb2f5d1171872d34036ede \
+    --hash=sha256:5bfbb1b9acf3334612667b61bd3002196fe2a1eb4dd74d247e0f2a4d50ec9bbf \
+    --hash=sha256:5cb4d72eea50c8868f5288b7f7f33ed276118325c1dfd3957089f6b519e1382a \
+    --hash=sha256:5dbe56a36425d26d6cfb40ce79c314a2e4dd6211d51d6d2191c00bed34f354cc \
+    --hash=sha256:5f819d5fe9234f9f82d75bdfa9aef3a3d72c4d24a6e57aeaebba32a704553aa0 \
+    --hash=sha256:64b55f9dce520635f018f907ff1b0df1fdc31f2795a922fb49dd14fbcdf48c84 \
+    --hash=sha256:6515f3182dbe4ea06ced2d9e8666d97b46ef4c75e326b79bb624110f122551db \
+    --hash=sha256:65e2befcd84bc6f37095f5961e68a6f077bf44946771354a28ad434c2cce0ae1 \
+    --hash=sha256:6aee717dcfead04c6eb1ce3bd29ac1e22663cdea57f943c87d1eab9a025438d7 \
+    --hash=sha256:6b39f987ae8ccdf0d2642338faf2abb1862340facc796048b604ef14919e55ed \
+    --hash=sha256:6e1fcf0720908f200cd21aa4e6750a48ff6ce4afe7ff5a79a90d5ed8a08296f8 \
+    --hash=sha256:74018750915ee7ad843a774364e13a3db91682f26142baddf775342c3f5b1133 \
+    --hash=sha256:74664978bb272435107de04e36db5a9735e78232b85b77d45cfb38f758efd33e \
+    --hash=sha256:74bb723680f9f7a6234dcf67aea57e708ec1fbdf5699fb91dfd6f511b0a320ef \
+    --hash=sha256:752944c7ffbfdd10c074dc58ec2d5a8a4cd9493b314d367c14d24c17684ddd14 \
+    --hash=sha256:778d2e08eda00f4256d7f672ca9fef386071c9202f5e4607920b86d7803387f2 \
+    --hash=sha256:780236ac706e66881f3b7f2f32dfe90507a09e67d1d454c762cf642e6e1586e0 \
+    --hash=sha256:798d75d81754988d2565bff1b97ba5a44411867c0cf32b77a7e8f8d84796b10d \
+    --hash=sha256:799a7a5e4fb2d5898c60b640fd4981d6a25f1c11790935a44ce38c54e985f828 \
+    --hash=sha256:7a32c560861a02ff789ad905a2fe94e3f840803362c84fecf1851cb4cf3dc37f \
+    --hash=sha256:7c308f7e26e4363d79df40ca5b2be1c6ba9f02bdbccfed5abddb7859a6ce72cf \
+    --hash=sha256:7fa17817dc5625de8a027cb8b26d9fefa3ea28c8253929b8d6649e705d2835b6 \
+    --hash=sha256:81d5eb2a312700f4ecaa977a8235b634ce853200e828fbadf3a9c50bab278328 \
+    --hash=sha256:82004af6c302b5d3ab2cfc4cc5f29db16123b1a8417f2e25f9066f91d4411090 \
+    --hash=sha256:837c2ce8c5a65a2035be9b3569c684358dfbf109fd3b6969630a87535495ceaa \
+    --hash=sha256:840c25fb618a231545cbab0564a799f101b63b9901f2569faecd6b222ac72381 \
+    --hash=sha256:8a6562c3700cce886c5be75ade4a5db4214fda19fede41d9792d100288d8f94c \
+    --hash=sha256:8af65f14dc14a79b924524b1e7fffe304517b2bff5a58bf64f30b98bbc5079eb \
+    --hash=sha256:8ef3c867360f88ac904fd3f5e1f902f13307af9052646963ee08ff4f131adafc \
+    --hash=sha256:94537985111c35f28720e43603b8e7b43a6ecfb2ce1d3058bbe955b73404e21a \
+    --hash=sha256:99ae2cffebb06e6c22bdc25801d7b30f503cc87dbd283479e7b606f70aff57ec \
+    --hash=sha256:9a26f18905b8dd5d685d6d07b0cdf98a79f3c7a918906af7cc143ea2e164c8bc \
+    --hash=sha256:9b35f4c90079ff2e2edc5b26c0c77925e5d2d255c42c74fdb70fb49b172726ac \
+    --hash=sha256:9cd98cdc06614a2f768d2b7286d66805f94c48cde050acdbbb7db2600ab3197e \
+    --hash=sha256:9d1bb833febdff5c8927f922386db610b49db6e0d4f4ee29601d71e7c2694313 \
+    --hash=sha256:9f7fcd74d410a36883701fafa2482a6af2ff5ba96b9a620e9e0721e28ead5569 \
+    --hash=sha256:a59cb51917aa591b1c4e6a43c132f0cdc3c76dbad6155df4e28ee626cc77a0a3 \
+    --hash=sha256:a61900df84c667873b292c3de315a786dd8dac506704dea57bc957bd31e22c7d \
+    --hash=sha256:a79cfe37875f822425b89a82333404539ae63dbdddf97f84dcbc3d339aae9525 \
+    --hash=sha256:a8a8b89589086a25749f471e6a900d3f662d1d3b6e2e59dcecf787b1cc3a1894 \
+    --hash=sha256:a8bf8d0f749c5757af2142fe7903a9df1d2e8aa3841559b2bad34b08d0e2bcf3 \
+    --hash=sha256:a9768c477b9d7bd54bc0c86dbaebdec6f03306675526c9927c0e8a04e8f94af9 \
+    --hash=sha256:ac1c4a689edcc530fc9d9aa11f5774b9e2f33f9a0c6a57864e90908f5208d30a \
+    --hash=sha256:af2d8c67d8e573d6de5bc30cdb27e9b95e49115cd9baad5ddbd1a6207aaa82a9 \
+    --hash=sha256:b435cba5f4f750aa6c0a0d92c541fb79f69a387c91e61f1795227e4ed9cece14 \
+    --hash=sha256:b5b290ccc2a263e8d185130284f8501e3e36c5e02750fc6b6bdeb2e9e96f1e25 \
+    --hash=sha256:b5d84d37db046c5ca74ee7bb47dd6cbc13f80665fdde3e8040bdd3fb015ecb50 \
+    --hash=sha256:b7cf1017d601aa35e6bb650b6ad28652c9cd78ee6caff19f3c28d03e1c80acbf \
+    --hash=sha256:bc7637e2f80d8530ee4a78e878bce464f70087ce73cf7c1caf142416923b98f1 \
+    --hash=sha256:c0463276121fdee9c49b98908b3a89c39be45d86d1dbaa22957e38f6321d4ce3 \
+    --hash=sha256:c4ef880e27901b6cc782f1b95f82da9313c0eb95c3af699103088fa0ac3ce9ac \
+    --hash=sha256:c8ae8a0f02f57a6e61203a31428fa1d677cbe50c93622b4149d5c0f319c1d19e \
+    --hash=sha256:ca5862d5b3928c4940729dacc329aa9102900382fea192fc5e52eb69d6093815 \
+    --hash=sha256:cb01158d8b88ee68f15949894ccc6712278243d95f344770fa7593fa2d94410c \
+    --hash=sha256:cb6254dc36b47a990e59e1068afacdcd02958bdcce30bb50cc1700a8b9d624a6 \
+    --hash=sha256:cc00f04ed596e9dc0da42ed17ac5e596c6ccba999ba6bd92b0e0aef2f170f2d6 \
+    --hash=sha256:cd09d08005f958f370f539f186d10aec3377d55b9eeb0d796025d4886119d76e \
+    --hash=sha256:cd4b7ca9984e5e7985c12bc60a6f173f3c958eae74f3ef6624bb6b26e2abbae4 \
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+    --hash=sha256:87b31b6846e361ef83fedb187bb5b4372d0da3f7e28d85415efa92d6125d6e6d \
+    --hash=sha256:881b21b5549499972441da4758d662aeea93f1923f953e9cbaff14b8b9565aef \
+    --hash=sha256:8d55ab81c57b8ff8548c3e4947f119551253f4e3787a7bbc0b6b3ca47498a9d3 \
+    --hash=sha256:8f57a69461af2a5fa6e6bbd7a5f60d3b7e6cebb687f55106933188e79ad155c1 \
+    --hash=sha256:95237e53bb015f67b63c91af7518a62a8660376a6a0db19b89acc77a4d6199f5 \
+    --hash=sha256:96081f1605125ba0855dfda83f6f3df5ec90c61195421ba72223de35ccfb2f88 \
+    --hash=sha256:970919794d126ba8645f3837ab6046fb4e72bbc057b3709144066204c19a455d \
+    --hash=sha256:9cb1da0f5a471435a7bc7e439b8a728e8b61e59784b2af70d7c169f8dd8ae290 \
+    --hash=sha256:9fcd347d2cc5c23b06de6d3b7b8275be558a0c90549495c699e379a80bf8379e \
+    --hash=sha256:9fdac5d6ffa1b5a83bca06ffe7583f5576555e6c8b3a91fbd25ea7780f825f7d \
+    --hash=sha256:a11c8d26a50bfab49002947d3d237abe4d9e4b5bdc8846a63537b6488e197808 \
+    --hash=sha256:a144d4f717285c6d9234a66778059f33a89096dfb9b39117663fd8413d582dcc \
+    --hash=sha256:a2b911a5b90e0374d03813674bf0a5fbbb7741570dcd4b4e85a2e48d17def29d \
+    --hash=sha256:a7ec89dc587667f22b6a0b6579c249fca9026ce7c333fc142ba42411fa243cdc \
+    --hash=sha256:aa9d91b338f2df0508606f7009fde642391425189bba6d8c653afd80fd6bb64e \
+    --hash=sha256:b0379a2b24882fef529ec3b4987cb5d003b9cda32256024e6fe1586ac45fc640 \
+    --hash=sha256:bc7aee6f634a6f4a95676fcb5d6559a2c2a390330098dba5e5a5f28a2e4ada30 \
+    --hash=sha256:bdc25f3681f7b78572699569514036afe3c243bc3059d3942624e936ec93450e \
+    --hash=sha256:c083a3bdd5a93dfe480f1125926afcdbf2917ae714bdb80b36d34318b2bec5d9 \
+    --hash=sha256:c20c462aa4434b33a2661701b861604913f912254e441ab8d78d30485736115a \
+    --hash=sha256:c2fc0a768ef76c15ab9238afa6da7f69895bb5d1ee83aeea2e3509af4472d0b9 \
+    --hash=sha256:c52b02ad8b4e2cf14ca7b3d918f3eb0ee91e63b3167c32591e57c4317e134f8f \
+    --hash=sha256:c54c939ee22dc8e2d545da79fc5381f1c020d6d3141d3bd747eab59164dc89fb \
+    --hash=sha256:c8e7af2f4e0194c22b5b37205bfb293d166a7344a5b0d0eaccebc376546d77d5 \
+    --hash=sha256:cca3868ddfaccfbc4bfb1d608e2ccaaebe0ae628e1416aeb9c4d88c001bb45ab \
+    --hash=sha256:d3f26877a748dc4251cfcfda9dfb5f13fcb034f5308388066bcfe9031b63ae7d \
+    --hash=sha256:d53b22f2032c42eaaf025f7c40c2e3b94568ae077a606f006d206a463bc69572 \
+    --hash=sha256:d87c561733f66531dced0da6e864f44ebf89a8fba55f31407b00c2f7f9449593 \
+    --hash=sha256:d946c8bf0d5c24bf4fe333af284c59a19358aa3ec18cb3dc4370080da1e8ad29 \
+    --hash=sha256:dac89aea9af8cd672fa7b510e7b8c33b0bba9a43186680550ccf23020f32d535 \
+    --hash=sha256:db4b41f9bd95fbe5acd76d89920336ba96f03e149097365afe1cb092fceb89a1 \
+    --hash=sha256:dc46a01bf8d62f227d5ecee74178ffc448ff4e5197c756331f71efcc66dc980f \
+    --hash=sha256:dd14041875d09cc0f9308e37a6f8b65f5585cf2598a53aa0123df8b129d481f8 \
+    --hash=sha256:de4b83bb311557e439b9e186f733f6c645b9417c84e2eb8203f3f820a4b988bf \
+    --hash=sha256:e799c050df38a639db758c617ec771fd8fb7a5f8eaaa4b27b101f266b216a246 \
+    --hash=sha256:e80b087132752f6b3d714f041ccf74403799d3b23a72722ea2e6ba2e892555b9 \
+    --hash=sha256:eb8c529b2819c37140eb51b914153063d27ed88e3bdc31b71198a198e921e011 \
+    --hash=sha256:eb9b459ca4df0e5c87deb59d37377461a538852765293f9e6ee834f0435a93b9 \
+    --hash=sha256:efec8db3266b76ef9607c2c4c419bdb06bf335ae433b80816089ea7585816f6a \
+    --hash=sha256:f481959862f57f29601ccced557cc2e817bce7533ab8e01a797a48b49c9692b3 \
+    --hash=sha256:f517ca031dfc037a9c07e748cefd8d96235088b83b4f4ba8939105d20fa1dcd6 \
+    --hash=sha256:f889f7a40498cc077332c7ab6b4608d296d852182211787d4f3ee377aaae66e8 \
+    --hash=sha256:f8de619080e944347f5f20de29a975c2d815d9ddd8be9b9b7268e2e3ef68605a \
+    --hash=sha256:f941635f2a3d96b2973e867144fde513665c87f13fe0e193c158ac51bfaaa7b2 \
+    --hash=sha256:fa754d1850735a0b0e03bcffd9d4b4343eb417e47196e4485d9cca326073a42c \
+    --hash=sha256:fa854f5cf7e33842a892e5c73f45327760bc7bc516339fda888c75ae60edaeb6 \
+    --hash=sha256:fe5b32187cbc0c862ee201ad66c30cf218e5ed468ec8dc1cf49dec66e160cc4d
+python-dateutil==2.8.2 \
+    --hash=sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86 \
+    --hash=sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9
+pyyaml==6.0.3 \
+    --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
+    --hash=sha256:0150219816b6a1fa26fb4699fb7daa9caf09eb1999f3b70fb6e786805e80375a \
+    --hash=sha256:02893d100e99e03eda1c8fd5c441d8c60103fd175728e23e431db1b589cf5ab3 \
+    --hash=sha256:02ea2dfa234451bbb8772601d7b8e426c2bfa197136796224e50e35a78777956 \
+    --hash=sha256:0f29edc409a6392443abf94b9cf89ce99889a1dd5376d94316ae5145dfedd5d6 \
+    --hash=sha256:10892704fc220243f5305762e276552a0395f7beb4dbf9b14ec8fd43b57f126c \
+    --hash=sha256:16249ee61e95f858e83976573de0f5b2893b3677ba71c9dd36b9cf8be9ac6d65 \
+    --hash=sha256:1d37d57ad971609cf3c53ba6a7e365e40660e3be0e5175fa9f2365a379d6095a \
+    --hash=sha256:1ebe39cb5fc479422b83de611d14e2c0d3bb2a18bbcb01f229ab3cfbd8fee7a0 \
+    --hash=sha256:214ed4befebe12df36bcc8bc2b64b396ca31be9304b8f59e25c11cf94a4c033b \
+    --hash=sha256:2283a07e2c21a2aa78d9c4442724ec1eb15f5e42a723b99cb3d822d48f5f7ad1 \
+    --hash=sha256:22ba7cfcad58ef3ecddc7ed1db3409af68d023b7f940da23c6c2a1890976eda6 \
+    --hash=sha256:27c0abcb4a5dac13684a37f76e701e054692a9b2d3064b70f5e4eb54810553d7 \
+    --hash=sha256:28c8d926f98f432f88adc23edf2e6d4921ac26fb084b028c733d01868d19007e \
+    --hash=sha256:2e71d11abed7344e42a8849600193d15b6def118602c4c176f748e4583246007 \
+    --hash=sha256:34d5fcd24b8445fadc33f9cf348c1047101756fd760b4dacb5c3e99755703310 \
+    --hash=sha256:37503bfbfc9d2c40b344d06b2199cf0e96e97957ab1c1b546fd4f87e53e5d3e4 \
+    --hash=sha256:3c5677e12444c15717b902a5798264fa7909e41153cdf9ef7ad571b704a63dd9 \
+    --hash=sha256:3ff07ec89bae51176c0549bc4c63aa6202991da2d9a6129d7aef7f1407d3f295 \
+    --hash=sha256:41715c910c881bc081f1e8872880d3c650acf13dfa8214bad49ed4cede7c34ea \
+    --hash=sha256:418cf3f2111bc80e0933b2cd8cd04f286338bb88bdc7bc8e6dd775ebde60b5e0 \
+    --hash=sha256:44edc647873928551a01e7a563d7452ccdebee747728c1080d881d68af7b997e \
+    --hash=sha256:4a2e8cebe2ff6ab7d1050ecd59c25d4c8bd7e6f400f5f82b96557ac0abafd0ac \
+    --hash=sha256:4ad1906908f2f5ae4e5a8ddfce73c320c2a1429ec52eafd27138b7f1cbe341c9 \
+    --hash=sha256:501a031947e3a9025ed4405a168e6ef5ae3126c59f90ce0cd6f2bfc477be31b7 \
+    --hash=sha256:5190d403f121660ce8d1d2c1bb2ef1bd05b5f68533fc5c2ea899bd15f4399b35 \
+    --hash=sha256:5498cd1645aa724a7c71c8f378eb29ebe23da2fc0d7a08071d89469bf1d2defb \
+    --hash=sha256:5cf4e27da7e3fbed4d6c3d8e797387aaad68102272f8f9752883bc32d61cb87b \
+    --hash=sha256:5e0b74767e5f8c593e8c9b5912019159ed0533c70051e9cce3e8b6aa699fcd69 \
+    --hash=sha256:5ed875a24292240029e4483f9d4a4b8a1ae08843b9c54f43fcc11e404532a8a5 \
+    --hash=sha256:5fcd34e47f6e0b794d17de1b4ff496c00986e1c83f7ab2fb8fcfe9616ff7477b \
+    --hash=sha256:5fdec68f91a0c6739b380c83b951e2c72ac0197ace422360e6d5a959d8d97b2c \
+    --hash=sha256:6344df0d5755a2c9a276d4473ae6b90647e216ab4757f8426893b5dd2ac3f369 \
+    --hash=sha256:64386e5e707d03a7e172c0701abfb7e10f0fb753ee1d773128192742712a98fd \
+    --hash=sha256:652cb6edd41e718550aad172851962662ff2681490a8a711af6a4d288dd96824 \
+    --hash=sha256:66291b10affd76d76f54fad28e22e51719ef9ba22b29e1d7d03d6777a9174198 \
+    --hash=sha256:66e1674c3ef6f541c35191caae2d429b967b99e02040f5ba928632d9a7f0f065 \
+    --hash=sha256:6adc77889b628398debc7b65c073bcb99c4a0237b248cacaf3fe8a557563ef6c \
+    --hash=sha256:79005a0d97d5ddabfeeea4cf676af11e647e41d81c9a7722a193022accdb6b7c \
+    --hash=sha256:7c6610def4f163542a622a73fb39f534f8c101d690126992300bf3207eab9764 \
+    --hash=sha256:7f047e29dcae44602496db43be01ad42fc6f1cc0d8cd6c83d342306c32270196 \
+    --hash=sha256:8098f252adfa6c80ab48096053f512f2321f0b998f98150cea9bd23d83e1467b \
+    --hash=sha256:850774a7879607d3a6f50d36d04f00ee69e7fc816450e5f7e58d7f17f1ae5c00 \
+    --hash=sha256:8d1fab6bb153a416f9aeb4b8763bc0f22a5586065f86f7664fc23339fc1c1fac \
+    --hash=sha256:8da9669d359f02c0b91ccc01cac4a67f16afec0dac22c2ad09f46bee0697eba8 \
+    --hash=sha256:8dc52c23056b9ddd46818a57b78404882310fb473d63f17b07d5c40421e47f8e \
+    --hash=sha256:9149cad251584d5fb4981be1ecde53a1ca46c891a79788c0df828d2f166bda28 \
+    --hash=sha256:93dda82c9c22deb0a405ea4dc5f2d0cda384168e466364dec6255b293923b2f3 \
+    --hash=sha256:96b533f0e99f6579b3d4d4995707cf36df9100d67e0c8303a0c55b27b5f99bc5 \
+    --hash=sha256:9c57bb8c96f6d1808c030b1687b9b5fb476abaa47f0db9c0101f5e9f394e97f4 \
+    --hash=sha256:9c7708761fccb9397fe64bbc0395abcae8c4bf7b0eac081e12b809bf47700d0b \
+    --hash=sha256:9f3bfb4965eb874431221a3ff3fdcddc7e74e3b07799e0e84ca4a0f867d449bf \
+    --hash=sha256:a33284e20b78bd4a18c8c2282d549d10bc8408a2a7ff57653c0cf0b9be0afce5 \
+    --hash=sha256:a80cb027f6b349846a3bf6d73b5e95e782175e52f22108cfa17876aaeff93702 \
+    --hash=sha256:b30236e45cf30d2b8e7b3e85881719e98507abed1011bf463a8fa23e9c3e98a8 \
+    --hash=sha256:b3bc83488de33889877a0f2543ade9f70c67d66d9ebb4ac959502e12de895788 \
+    --hash=sha256:b865addae83924361678b652338317d1bd7e79b1f4596f96b96c77a5a34b34da \
+    --hash=sha256:b8bb0864c5a28024fac8a632c443c87c5aa6f215c0b126c449ae1a150412f31d \
+    --hash=sha256:ba1cc08a7ccde2d2ec775841541641e4548226580ab850948cbfda66a1befcdc \
+    --hash=sha256:bdb2c67c6c1390b63c6ff89f210c8fd09d9a1217a465701eac7316313c915e4c \
+    --hash=sha256:c1ff362665ae507275af2853520967820d9124984e0f7466736aea23d8611fba \
+    --hash=sha256:c2514fceb77bc5e7a2f7adfaa1feb2fb311607c9cb518dbc378688ec73d8292f \
+    --hash=sha256:c3355370a2c156cffb25e876646f149d5d68f5e0a3ce86a5084dd0b64a994917 \
+    --hash=sha256:c458b6d084f9b935061bc36216e8a69a7e293a2f1e68bf956dcd9e6cbcd143f5 \
+    --hash=sha256:d0eae10f8159e8fdad514efdc92d74fd8d682c933a6dd088030f3834bc8e6b26 \
+    --hash=sha256:d76623373421df22fb4cf8817020cbb7ef15c725b9d5e45f17e189bfc384190f \
+    --hash=sha256:ebc55a14a21cb14062aa4162f906cd962b28e2e9ea38f9b4391244cd8de4ae0b \
+    --hash=sha256:eda16858a3cab07b80edaf74336ece1f986ba330fdb8ee0d6c0d68fe82bc96be \
+    --hash=sha256:ee2922902c45ae8ccada2c5b501ab86c36525b883eff4255313a253a3160861c \
+    --hash=sha256:efd7b85f94a6f21e4932043973a7ba2613b059c4a000551892ac9f1d11f5baf3 \
+    --hash=sha256:f7057c9a337546edc7973c0d3ba84ddcdf0daa14533c2065749c9075001090e6 \
+    --hash=sha256:fa160448684b4e94d80416c0fa4aac48967a969efe22931448d853ada8baf926 \
+    --hash=sha256:fc09d0aa354569bc501d4e787133afc08552722d3ab34836a80547331bb5d4a0
+requests==2.32.5 \
+    --hash=sha256:2462f94637a34fd532264295e186976db0f5d453d1cdd31473c85a6a161affb6 \
+    --hash=sha256:dbba0bac56e100853db0ea71b82b4dfd5fe2bf6d3754a8893c3af500cec7d7cf
+s3transfer==0.13.1 \
+    --hash=sha256:a981aa7429be23fe6dfc13e80e4020057cbab622b08c0315288758d67cabc724 \
+    --hash=sha256:c3fdba22ba1bd367922f27ec8032d6a1cf5f10c934fb5d68cf60fd5a23d936cf
+six==1.17.0 \
+    --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274 \
+    --hash=sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81
+sniffio==1.3.1 \
+    --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \
+    --hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc
+tokenizers==0.21.4 \
+    --hash=sha256:1340ff877ceedfa937544b7d79f5b7becf33a4cfb58f89b3b49927004ef66f78 \
+    --hash=sha256:2107ad649e2cda4488d41dfd031469e9da3fcbfd6183e74e4958fa729ffbf9c6 \
+    --hash=sha256:2ccc10a7c3bcefe0f242867dc914fc1226ee44321eb618cfe3019b5df3400133 \
+    --hash=sha256:39b376f5a1aee67b4d29032ee85511bbd1b99007ec735f7f35c8a2eb104eade5 \
+    --hash=sha256:3c1f4317576e465ac9ef0d165b247825a2a4078bcd01cba6b54b867bdf9fdd8b \
+    --hash=sha256:3c73012da95afafdf235ba80047699df4384fdc481527448a078ffd00e45a7d9 \
+    --hash=sha256:475d807a5c3eb72c59ad9b5fcdb254f6e17f53dfcbb9903233b0dfa9c943b597 \
+    --hash=sha256:51b7eabb104f46c1c50b486520555715457ae833d5aee9ff6ae853d1130506ff \
+    --hash=sha256:5e2f601a8e0cd5be5cc7506b20a79112370b9b3e9cb5f13f68ab11acd6ca7d60 \
+    --hash=sha256:6c42a930bc5f4c47f4ea775c91de47d27910881902b0f20e4990ebe045a415d0 \
+    --hash=sha256:714b05b2e1af1288bd1bc56ce496c4cebb64a20d158ee802887757791191e6e2 \
+    --hash=sha256:c212aa4e45ec0bb5274b16b6f31dd3f1c41944025c2358faaa5782c754e84c24 \
+    --hash=sha256:cc88bb34e23a54cc42713d6d98af5f1bf79c07653d24fe984d2d695ba2c922a2 \
+    --hash=sha256:f23186c40395fc390d27f519679a58023f368a0aad234af145e0f39ad1212732 \
+    --hash=sha256:fa23f85fbc9a02ec5c6978da172cdcbac23498c3ca9f3645c5c68740ac007880
+tqdm==4.67.1 \
+    --hash=sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2 \
+    --hash=sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2
+types-requests==2.32.0.20250328 \
+    --hash=sha256:72ff80f84b15eb3aa7a8e2625fffb6a93f2ad5a0c20215fc1dcfa61117bcb2a2 \
+    --hash=sha256:c9e67228ea103bd811c96984fac36ed2ae8da87a36a633964a21f199d60baf32
+typing-extensions==4.15.0 \
+    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
+    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+typing-inspection==0.4.2 \
+    --hash=sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7 \
+    --hash=sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464
+urllib3==2.5.0 \
+    --hash=sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760 \
+    --hash=sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc

backend/requirements/frozen/local_dev.txt

@@ -0,0 +1,6 @@
+# This file is autogenerated by ocli
+# Do not edit manually - use 'ocli add' or 'ocli remove'
+# Source: {in_file}
+# Resolved with universal compilation for consistency
+
+-e .

backend/requirements/in/local_dev.in

@@ -0,0 +1 @@
+-e .

backend/tests/integration/Dockerfile

@@ -31,15 +31,14 @@ RUN apt-get update && \
     rm -rf /var/lib/apt/lists/* && \
     apt-get clean
 
+# Install uv for faster Python package management
+RUN pip install --no-cache-dir uv
+
 # Install Python dependencies
 # Remove py which is pulled in by retry, py is not needed and is a CVE
-COPY ./requirements/default.txt /tmp/requirements.txt
-COPY ./requirements/ee.txt /tmp/ee-requirements.txt
-RUN pip install --no-cache-dir --upgrade \
-        --retries 5 \
-        --timeout 30 \
-        -r /tmp/requirements.txt \
-        -r /tmp/ee-requirements.txt && \
+COPY ./requirements/frozen/default.txt /tmp/requirements.txt
+COPY ./requirements/frozen/ee.txt /tmp/ee-requirements.txt
+RUN uv pip sync --system /tmp/requirements.txt /tmp/ee-requirements.txt && \
     pip uninstall -y py && \
     playwright install chromium && \
     playwright install-deps chromium && \
@@ -83,9 +82,8 @@ COPY ./pytest.ini /app/pytest.ini
 COPY supervisord.conf /usr/etc/supervisord.conf
 
 # Integration test stuff
-COPY ./requirements/dev.txt /tmp/dev-requirements.txt
-RUN pip install --no-cache-dir --upgrade \
-        -r /tmp/dev-requirements.txt
+COPY ./requirements/frozen/dev.txt /tmp/dev-requirements.txt
+RUN uv pip sync --system /tmp/dev-requirements.txt
 COPY ./tests/integration /app/tests/integration
 # copies all files, but not folders, in the tests directory
 COPY ./tests/* /app/tests/

examples/mcp/onyx_server/README.md

@@ -10,7 +10,7 @@ response.
 ## Requirements
 
 - Python 3.11+
-- The `mcp` and `fastmcp` packages (already included in `backend/requirements/default.txt`)
+- The `mcp` and `fastmcp` packages (already included in `backend/requirements/frozen/default.txt`)
 - Network access to an Onyx deployment
 - An Onyx API key with access to the chat APIs
 

ocli

@@ -0,0 +1,504 @@
+#!/usr/bin/env python3
+"""
+ocli - Dependency Management CLI using uv
+Manages Python dependencies across multiple requirement sets with automatic freezing.
+"""
+
+import argparse
+import subprocess
+import sys
+import tempfile
+from pathlib import Path
+from typing import Dict
+from typing import List
+
+# Configuration
+REPO_ROOT = Path(__file__).resolve().parent
+REQ_DIR = REPO_ROOT / "backend" / "requirements" / "in"
+FROZEN_DIR = REPO_ROOT / "backend" / "requirements" / "frozen"
+
+REQUIREMENT_SETS = {
+    "default": str(REQ_DIR / "default.in"),
+    "ee": str(REQ_DIR / "ee.in"),
+    "dev": str(REQ_DIR / "dev.in"),
+    "model_server": str(REQ_DIR / "model_server.in"),
+    "local_dev": str(REQ_DIR / "local_dev.in"),
+}
+
+COMPILED_FILES = {
+    "default": str(FROZEN_DIR / "default.txt"),
+    "ee": str(FROZEN_DIR / "ee.txt"),
+    "dev": str(FROZEN_DIR / "dev.txt"),
+    "model_server": str(FROZEN_DIR / "model_server.txt"),
+    "local_dev": str(FROZEN_DIR / "local_dev.txt"),
+}
+
+# Valid installation combinations
+VALID_COMBINATIONS = [
+    ["default", "dev", "model_server"],
+    ["default", "dev"],
+    ["default", "ee"],
+    ["model_server"],
+    ["default", "ee", "dev"],
+    ["default", "ee", "dev", "model_server", "local_dev"],
+]
+
+
+def run_command(cmd: List[str], check=True) -> subprocess.CompletedProcess:
+    """Run a command and return the result."""
+    print(f"Running: {' '.join(cmd)}")
+    return subprocess.run(cmd, check=check, capture_output=False)
+
+
+def ensure_uv_installed():
+    """Check if uv is installed."""
+    try:
+        subprocess.run(["uv", "--version"], check=True, capture_output=True)
+    except (subprocess.CalledProcessError, FileNotFoundError):
+        print("Error: uv is not installed. Install it with: pip install uv")
+        sys.exit(1)
+
+
+def initialize_project():
+    """Initialize virtual environment in project root."""
+    ensure_uv_installed()
+
+    print(f"Initializing virtual environment in {REPO_ROOT}")
+    cmd = ["uv", "venv"]
+    run_command(cmd)
+    print("\n✓ Virtual environment created successfully!")
+    print("Activate it with: source .venv/bin/activate")
+
+
+def add_dependency(package: str, target_sets: List[str]):
+    """Add a dependency to specified requirement sets."""
+    ensure_uv_installed()
+
+    for target in target_sets:
+        if target not in REQUIREMENT_SETS:
+            print(f"Error: Unknown requirement set '{target}'")
+            print(f"Valid sets: {', '.join(REQUIREMENT_SETS.keys())}")
+            sys.exit(1)
+
+    # Add package to each .in file
+    for target in target_sets:
+        in_file = Path(REQUIREMENT_SETS[target])
+
+        # Read existing content
+        if in_file.exists():
+            content = in_file.read_text()
+            lines = content.splitlines()
+        else:
+            lines = []
+
+        # Check if package already exists
+        package_name = (
+            package.split("[")[0].split("==")[0].split(">=")[0].split("<=")[0]
+        )
+
+        # Find existing package line index
+        existing_index = None
+        for i, line in enumerate(lines):
+            if line.strip().startswith(package_name) and not line.strip().startswith(
+                "#"
+            ):
+                existing_index = i
+                break
+
+        if existing_index is not None:
+            # Replace existing package
+            lines[existing_index] = package
+            in_file.write_text("\n".join(lines) + "\n")
+            print(f"Replaced '{package_name}' with '{package}' in {in_file}")
+        else:
+            # Add new package
+            lines.append(package)
+            in_file.write_text("\n".join(lines) + "\n")
+            print(f"Added '{package}' to {in_file}")
+
+    # Recompile all valid combinations
+    print("\nRecompiling all valid combinations...")
+    compile_all_combinations()
+    sync_environment()
+
+
+def remove_dependency(package: str, target_sets: List[str]):
+    """Remove a dependency from specified requirement sets."""
+    ensure_uv_installed()
+
+    for target in target_sets:
+        if target not in REQUIREMENT_SETS:
+            print(f"Error: Unknown requirement set '{target}'")
+            sys.exit(1)
+
+    package_name = package.split("[")[0].split("==")[0].split(">=")[0].split("<=")[0]
+
+    for target in target_sets:
+        in_file = Path(REQUIREMENT_SETS[target])
+
+        if not in_file.exists():
+            continue
+
+        lines = in_file.read_text().splitlines()
+        new_lines = [
+            line
+            for line in lines
+            if not (
+                line.strip().startswith(package_name)
+                and not line.strip().startswith("#")
+            )
+        ]
+
+        if len(new_lines) != len(lines):
+            in_file.write_text("\n".join(new_lines) + "\n")
+            print(f"Removed '{package_name}' from {in_file}")
+        else:
+            print(f"Package '{package_name}' not found in {in_file}")
+
+    print("\nRecompiling all valid combinations...")
+    compile_all_combinations()
+    sync_environment()
+
+
+def compile_combination(combination: List[str]) -> str:
+    """
+    Compile a specific combination of requirement sets together.
+    Returns the compiled content as a string.
+    """
+    ensure_uv_installed()
+
+    # Create a temporary combined input file
+    with tempfile.NamedTemporaryFile(mode="w", suffix=".in", delete=False) as tmp:
+        tmp_path = Path(tmp.name)
+
+        # Write all input files to the temp file with markers
+        for name in combination:
+            in_file = REQUIREMENT_SETS[name]
+            if not Path(in_file).exists():
+                print(f"Warning: {in_file} does not exist, skipping")
+                continue
+
+            tmp.write(f"# --- {name} ---\n")
+            content = Path(in_file).read_text()
+            # Filter out comments and empty lines for cleaner compilation
+            lines = [
+                line
+                for line in content.splitlines()
+                if line.strip() and not line.strip().startswith("#")
+            ]
+            tmp.write("\n".join(lines) + "\n")
+
+    try:
+        # Compile the combined file
+        with tempfile.NamedTemporaryFile(
+            mode="w", suffix=".txt", delete=False
+        ) as out_tmp:
+            out_tmp_path = Path(out_tmp.name)
+
+        cmd = [
+            "uv",
+            "pip",
+            "compile",
+            str(tmp_path),
+            "--output-file",
+            str(out_tmp_path),
+            "--generate-hashes",
+        ]
+
+        print(f"\nCompiling combination: {', '.join(combination)}")
+        run_command(cmd)
+
+        # Read the compiled output
+        compiled_content = out_tmp_path.read_text()
+
+        return compiled_content
+
+    finally:
+        # Cleanup temp files
+        tmp_path.unlink(missing_ok=True)
+        if "out_tmp_path" in locals():
+            out_tmp_path.unlink(missing_ok=True)
+
+
+def extract_package_versions(compiled_content: str) -> Dict[str, str]:
+    """Extract package name -> full spec mapping from compiled requirements."""
+    packages = {}
+    lines = compiled_content.splitlines()
+
+    i = 0
+    while i < len(lines):
+        line = lines[i].strip()
+
+        # Skip comments and empty lines
+        if not line or line.startswith("#"):
+            i += 1
+            continue
+
+        # Parse package line (may span multiple lines with hashes)
+        full_spec = line
+        i += 1
+
+        # Collect continuation lines (hashes)
+        while i < len(lines) and lines[i].strip().startswith("--hash="):
+            full_spec += "\n" + lines[i]
+            i += 1
+
+        # Extract package name
+        package_name = line.split("==")[0].split("[")[0].strip().lower()
+        packages[package_name] = full_spec
+
+    return packages
+
+
+def compile_all_combinations():
+    """
+    Compile all valid combinations and extract individual .txt files.
+    Uses a universal resolution strategy: compile all sets together once,
+    then filter down to individual files. This guarantees consistency.
+    """
+    ensure_uv_installed()
+
+    print(f"\n{'='*60}")
+    print("Step 1: Compiling universal resolution (all sets together)")
+    print(f"{'='*60}")
+
+    # Compile all sets together to get universal versions
+    all_sets = list(REQUIREMENT_SETS.keys())
+    universal_content = compile_combination(all_sets)
+    universal_packages = extract_package_versions(universal_content)
+
+    print(f"  ✓ Resolved {len(universal_packages)} total packages")
+
+    print(f"\n{'='*60}")
+    print("Step 2: Writing individual requirement files")
+    print(f"{'='*60}")
+
+    # For each requirement set, figure out which packages it needs
+    # by compiling it individually (but we'll use versions from universal resolution)
+    for set_name, out_file in COMPILED_FILES.items():
+        in_file = REQUIREMENT_SETS[set_name]
+
+        if not Path(in_file).exists():
+            print(f"\nSkipping {out_file} (no {in_file})")
+            continue
+
+        print(f"\nProcessing {set_name}:")
+
+        # Compile this set alone to find which packages it needs
+        # (not for versions, just to know the dependency tree)
+        individual_content = compile_combination([set_name])
+        needed_packages = set(extract_package_versions(individual_content).keys())
+
+        print(f"  - Needs {len(needed_packages)} packages")
+
+        # Now write the output using versions from universal resolution
+        missing_packages = []
+        with open(out_file, "w") as f:
+            f.write("# This file is autogenerated by ocli\n")
+            f.write("# Do not edit manually - use 'ocli add' or 'ocli remove'\n")
+            f.write("# Source: {in_file}\n")
+            f.write("# Resolved with universal compilation for consistency\n\n")
+
+            written = 0
+            for pkg_name in sorted(needed_packages):
+                if pkg_name in universal_packages:
+                    f.write(universal_packages[pkg_name] + "\n")
+                    written += 1
+                else:
+                    missing_packages.append(pkg_name)
+
+            print(f"  ✓ Wrote {written} packages to {out_file}")
+
+            if missing_packages:
+                print(
+                    f"  ⚠ Warning: {len(missing_packages)} packages not in universal resolution:"
+                )
+                for pkg in missing_packages[:5]:  # Show first 5
+                    print(f"    - {pkg}")
+                if len(missing_packages) > 5:
+                    print(f"    ... and {len(missing_packages) - 5} more")
+
+    print(f"\n{'='*60}")
+    print("✓ All requirement files compiled successfully!")
+    print(f"{'='*60}")
+
+    # Verify all combinations still work
+    print("\nVerifying all combinations resolve correctly...")
+    verify_all_combinations()
+
+
+def verify_all_combinations():
+    """Verify that all valid combinations can be resolved together."""
+    ensure_uv_installed()
+
+    all_valid = True
+
+    for combination in VALID_COMBINATIONS:
+        txt_files = [COMPILED_FILES[name] for name in combination]
+
+        # Check all files exist
+        missing = [f for f in txt_files if not Path(f).exists()]
+        if missing:
+            print(f"  ✗ {', '.join(combination)}: Missing files {missing}")
+            all_valid = False
+            continue
+
+        # Try to compile them together to check for conflicts
+        with tempfile.NamedTemporaryFile(mode="w", suffix=".in", delete=False) as tmp:
+            tmp_path = Path(tmp.name)
+            for txt_file in txt_files:
+                tmp.write(f"-r {txt_file}\n")
+
+        try:
+            with tempfile.NamedTemporaryFile(
+                mode="w", suffix=".txt", delete=False
+            ) as out_tmp:
+                out_tmp_path = Path(out_tmp.name)
+
+            cmd = [
+                "uv",
+                "pip",
+                "compile",
+                str(tmp_path),
+                "--output-file",
+                str(out_tmp_path),
+                "--quiet",
+            ]
+
+            result = subprocess.run(cmd, check=False, capture_output=True)
+
+            if result.returncode == 0:
+                print(f"  ✓ {', '.join(combination)}")
+            else:
+                print(f"  ✗ {', '.join(combination)}: Compilation failed")
+                print(result.stderr.decode())
+                all_valid = False
+
+        finally:
+            tmp_path.unlink(missing_ok=True)
+            if "out_tmp_path" in locals():
+                out_tmp_path.unlink(missing_ok=True)
+
+    if all_valid:
+        print("\n✓ All combinations verified successfully!")
+    else:
+        print("\n✗ Some combinations failed verification")
+        sys.exit(1)
+
+
+def sync_environment():
+    """Install all dependencies using uv pip sync."""
+    ensure_uv_installed()
+
+    # Always sync all sets together
+    all_sets = list(REQUIREMENT_SETS.keys())
+    txt_files = [COMPILED_FILES[name] for name in all_sets]
+
+    # Check all files exist
+    missing = [txt_file for txt_file in txt_files if not Path(txt_file).exists()]
+    if missing:
+        print(f"Error: Missing compiled files: {', '.join(missing)}")
+        print("Run './ocli compile' first.")
+        sys.exit(1)
+
+    # Use uv pip sync for clean installation
+    cmd = ["uv", "pip", "sync"] + txt_files
+    print(f"\nSyncing environment with all requirement sets: {', '.join(all_sets)}")
+    print(f"Files: {', '.join(txt_files)}")
+    run_command(cmd)
+    print("\n✓ Environment synced successfully!")
+    print("\nNote: For production/CI with specific combinations, use:")
+    print("  uv pip sync backend/requirements/frozen/<files>.txt")
+
+
+def list_dependencies():
+    """List all dependencies in each requirement set."""
+    for name, in_file in REQUIREMENT_SETS.items():
+        filepath = Path(in_file)
+        print(f"\n{name.upper()} ({in_file}):")
+        if filepath.exists():
+            content = filepath.read_text()
+            deps = [
+                line.strip()
+                for line in content.splitlines()
+                if line.strip() and not line.strip().startswith("#")
+            ]
+            if deps:
+                for dep in deps:
+                    print(f"  - {dep}")
+            else:
+                print("  (empty)")
+        else:
+            print("  (file does not exist)")
+
+
+def main():
+    parser = argparse.ArgumentParser(
+        description="Manage Python dependencies across multiple requirement sets using uv"
+    )
+    subparsers = parser.add_subparsers(dest="command", help="Available commands")
+
+    # init command
+    subparsers.add_parser("init", help="Initialize requirement files")
+
+    # add command
+    add_parser = subparsers.add_parser("add", help="Add a dependency")
+    add_parser.add_argument("package", help="Package to add (e.g., 'requests>=2.28.0')")
+    add_parser.add_argument(
+        "--to",
+        nargs="+",
+        required=True,
+        choices=list(REQUIREMENT_SETS.keys()),
+        help="Target requirement set(s)",
+    )
+
+    # remove command
+    remove_parser = subparsers.add_parser("remove", help="Remove a dependency")
+    remove_parser.add_argument("package", help="Package to remove")
+    remove_parser.add_argument(
+        "--from",
+        dest="from_sets",
+        nargs="+",
+        required=True,
+        choices=list(REQUIREMENT_SETS.keys()),
+        help="Target requirement set(s)",
+    )
+
+    # compile command
+    subparsers.add_parser("compile", help="Compile all valid combinations")
+
+    # sync command
+    subparsers.add_parser(
+        "sync", help="Sync environment with ALL requirement sets (local dev)"
+    )
+
+    # list command
+    subparsers.add_parser("list", help="List all dependencies")
+
+    # verify command
+    subparsers.add_parser("verify", help="Verify all combinations resolve correctly")
+
+    args = parser.parse_args()
+
+    if not args.command:
+        parser.print_help()
+        sys.exit(1)
+
+    if args.command == "init":
+        initialize_project()
+    elif args.command == "add":
+        add_dependency(args.package, args.to)
+    elif args.command == "remove":
+        remove_dependency(args.package, args.from_sets)
+    elif args.command == "compile":
+        compile_all_combinations()
+    elif args.command == "sync":
+        sync_environment()
+    elif args.command == "list":
+        list_dependencies()
+    elif args.command == "verify":
+        verify_all_combinations()
+
+
+if __name__ == "__main__":
+    main()