chore: sync pinned OpenAPI tests with upstream main

2026-10-11 03:38:38 +00:00 · 2026-10-04 22:13:16 +08:00 · 2026-10-04 22:13:16 +08:00 · d4861e67a9
commit d4861e67a9
parent 66b6db8b6a a2bf67a037
3846 changed files with 363757 additions and 46100 deletions
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@ -408,7 +408,7 @@ jobs:
      - run:
          name: Run Windows-specific test
          command: |
-            uv run --no-sync python -m pytest tests/windows_tests/ -v
+            uv run --no-sync python -m pytest --tb=short tests/windows_tests/ -v

  windows_release_wheel:
    executor:
@ -486,6 +486,7 @@ jobs:
      - install_rust
      - run:
          name: Build the wheel
+          no_output_timeout: 30m
          environment:
            UV_HTTP_TIMEOUT: "300"
          command: |
@ -550,7 +551,7 @@ jobs:
            echo "$TEST_FILES" | circleci tests run \
              --split-by=timings \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -vv \
                --cov=./litellm --cov=./enterprise/litellm_enterprise \
                --cov-report=xml \
@ -624,7 +625,7 @@ jobs:
            echo "$TEST_FILES" | circleci tests run \
              --split-by=timings \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -vv \
                --cov=./litellm --cov=./enterprise/litellm_enterprise \
                --cov-report=xml \
@ -696,7 +697,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/local_testing/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -v \
                --junitxml=test-results/junit.xml \
                --durations=5 \
@ -751,7 +752,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/proxy_admin_ui_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -v \
                --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                --junitxml=test-results/junit.xml \
@ -814,7 +815,7 @@ jobs:
            echo "$TEST_FILES" | circleci tests run \
              --split-by=timings \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -v \
                -k 'router' \
                -n 4 \
@ -858,7 +859,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/router_unit_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -v \
                --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                --junitxml=test-results/junit.xml \
@ -903,7 +904,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/local_testing/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -v \
                --junitxml=test-results/junit.xml \
                --durations=5 \
@ -947,7 +948,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/llm_translation/**/test_*.py" | grep -v "^tests/llm_translation/realtime/")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -v \
                --junitxml=test-results/junit.xml \
                --durations=20 \
@ -985,7 +986,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/llm_translation/realtime/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -vv \
                --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                --junitxml=test-results/junit.xml \
@ -1030,7 +1031,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/agent_tests/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -vv -s \
                --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                --junitxml=test-results/junit.xml \
@ -1074,7 +1075,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/guardrails_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -vv \
                --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                --junitxml=test-results/junit.xml \
@ -1120,7 +1121,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/unified_google_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -vv -s \
                --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                --junitxml=test-results/junit.xml \
@ -1175,7 +1176,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/llm_responses_api_testing/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -v \
                --junitxml=test-results/junit.xml \
                --durations=5 \
@ -1209,7 +1210,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/ocr_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -vv \
                --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                --junitxml=test-results/junit.xml \
@ -1253,7 +1254,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/search_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -vv \
                --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                --junitxml=test-results/junit.xml \
@ -1297,7 +1298,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/batches_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -vv -s \
                --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                --junitxml=test-results/junit.xml \
@ -1341,7 +1342,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/litellm_utils_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -vv -s \
                --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                --junitxml=test-results/junit.xml \
@ -1386,7 +1387,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/pass_through_unit_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -vv \
                --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                --junitxml=test-results/junit.xml \
@ -1431,7 +1432,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/image_gen_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -v \
                --junitxml=test-results/junit.xml \
                --durations=5 \
@ -1465,7 +1466,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/logging_callback_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -vv \
                --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                -n 4 \
@ -1510,7 +1511,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/audio_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -vv -s \
                --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                --junitxml=test-results/junit.xml \
@ -1530,61 +1531,6 @@ jobs:
          paths:
            - audio_coverage.xml
            - audio_coverage
-  redis_caching_unit_tests:
-    docker:
-      - *python312_image
-    working_directory: ~/project
-
-    steps:
-      - checkout
-      - skip_if_unrelated_changes
-      - setup_google_dns
-      - restore_cache:
-          keys:
-            - v1-uv-cache-{{ checksum "uv.lock" }}
-      - install_uv
-      - install_rust
-      - run:
-          name: Install Dependencies
-          command: |
-            uv sync --frozen --all-groups --all-extras --python 3.12
-      - save_cache:
-          paths:
-            - ~/.cache/uv
-          key: v1-uv-cache-{{ checksum "uv.lock" }}
-      # Run pytest and generate JUnit XML report
-      - run:
-          name: Run tests
-          command: |
-            mkdir -p test-results
-            TEST_FILES=$(printf "%s\n" \
-              tests/local_testing/test_dual_cache.py \
-              tests/local_testing/test_redis_batch_optimizations.py \
-              tests/local_testing/test_redis_increment_with_floor.py \
-              tests/local_testing/test_router_utils.py)
-            echo "$TEST_FILES" | circleci tests run \
-              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -vv -s \
-                --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
-                --junitxml=test-results/junit.xml \
-                --durations=5 -n 2 \
-                --reruns 2 --reruns-delay 1"
-          no_output_timeout: 20m
-      - run:
-          name: Rename the coverage files
-          command: |
-            mv coverage.xml redis_caching_coverage.xml
-            mv .coverage redis_caching_coverage
-
-      # Store test results
-      - store_test_results:
-          path: test-results
-      - persist_to_workspace:
-          root: .
-          paths:
-            - redis_caching_coverage.xml
-            - redis_caching_coverage
  installing_litellm_on_python:
    docker:
      - *python312_image
@ -1604,7 +1550,7 @@ jobs:
      - run:
          name: Run tests
          command: |
-            uv run --no-sync python -m pytest -vv tests/local_testing/test_basic_python_version.py -k "not legacy_resolver"
+            uv run --no-sync python -m pytest --tb=short -vv tests/local_testing/test_basic_python_version.py -k "not legacy_resolver"

  installing_litellm_on_python_3_13:
    docker:
@ -1628,7 +1574,7 @@ jobs:
      - run:
          name: Run tests
          command: |
-            uv run --no-sync python -m pytest -v tests/local_testing/test_basic_python_version.py -k "not legacy_resolver"
+            uv run --no-sync python -m pytest --tb=short -v tests/local_testing/test_basic_python_version.py -k "not legacy_resolver"

  installing_litellm_on_python_v2_migration_resolver:
    docker:
@ -1659,7 +1605,7 @@ jobs:
      - run:
          name: Run both migration resolvers against Postgres
          command: |
-            uv run --no-sync python -m pytest -vv \
+            uv run --no-sync python -m pytest --tb=short -vv \
              tests/local_testing/test_basic_python_version.py::test_litellm_proxy_server_config_no_general_settings \
              tests/local_testing/test_basic_python_version.py::test_litellm_proxy_server_config_no_general_settings_legacy_resolver

@ -1828,7 +1774,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/basic_proxy_startup_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -v \
                --junitxml=test-results/junit-2.xml \
                --durations=5"
@ -1925,7 +1871,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -s -v \
                --junitxml=test-results/junit.xml \
                -n 4 \
@ -2012,7 +1958,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/openai_endpoints_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -s -vv \
                --junitxml=test-results/junit.xml \
                --durations=5"
@ -2095,7 +2041,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/otel_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -v \
                --junitxml=test-results/junit.xml \
                --durations=5"
@ -2147,7 +2093,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/basic_proxy_startup_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -v \
                --junitxml=test-results/junit-2.xml \
                --durations=5"
@ -2228,7 +2174,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/spend_tracking_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -vv \
                --junitxml=test-results/junit.xml \
                --durations=5"
@ -2333,7 +2279,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/multi_instance_e2e_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -vv \
                --junitxml=test-results/junit.xml \
                --durations=5"
@ -2405,7 +2351,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/store_model_in_db_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -vv \
                --junitxml=test-results/junit.xml \
                --durations=5"
@ -2490,7 +2436,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/basic_proxy_startup_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -vv \
                --junitxml=test-results/junit-2.xml \
                --durations=5"
@ -2587,7 +2533,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/pass_through_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -v \
                --junitxml=test-results/junit.xml \
                --durations=5"
@ -2658,7 +2604,7 @@ jobs:
            TEST_FILES=$(circleci tests glob "tests/proxy_e2e_anthropic_messages_tests/**/test_*.py")
            echo "$TEST_FILES" | circleci tests run \
              --verbose \
-              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
+              --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest --tb=short \
                -vv -s \
                --junitxml=test-results/junit.xml \
                --durations=5"
@ -2688,7 +2634,7 @@ jobs:
      - run:
          name: Combine Coverage
          command: |
-            uv tool run --from 'coverage[toml]==7.10.6' coverage combine realtime_translation_coverage ocr_coverage search_coverage logging_coverage audio_coverage local_testing_part1_coverage local_testing_part2_coverage pass_through_unit_tests_coverage batches_coverage guardrails_coverage redis_caching_coverage agent_coverage google_generate_content_endpoint_coverage litellm_utils_coverage router_unit_tests_coverage auth_ui_unit_tests_coverage
+            uv tool run --from 'coverage[toml]==7.10.6' coverage combine realtime_translation_coverage ocr_coverage search_coverage logging_coverage audio_coverage local_testing_part1_coverage local_testing_part2_coverage pass_through_unit_tests_coverage batches_coverage guardrails_coverage agent_coverage google_generate_content_endpoint_coverage litellm_utils_coverage router_unit_tests_coverage auth_ui_unit_tests_coverage
            uv tool run --from 'coverage[toml]==7.10.6' coverage xml
      - codecov/upload:
          file: ./coverage.xml
@ -3188,7 +3134,7 @@ jobs:
          name: Test provider capture and replay harness
          command: |
            mkdir -p test-results/provider-replay-harness
-            uv run --no-sync pytest -q --noconftest -o addopts= -o pythonpath=tests/e2e -p no:rerunfailures \
+            uv run --no-sync pytest --tb=short -q --noconftest -o addopts= -o pythonpath=tests/e2e -p no:rerunfailures \
              --junitxml=test-results/provider-replay-harness/junit.xml \
              tests/e2e/test_provider_edge.py tests/e2e/test_fixture_bundle.py \
              tests/e2e/test_fixture_canonical.py tests/e2e/test_fixture_mode.py \
@ -3419,7 +3365,7 @@ workflows:
          name: integration-<< matrix.suite >>
          matrix:
            parameters:
-              suite: [management, accounting, database, providers, mcp, sdk, cost, browser]
+              suite: [management, accounting, database, providers, mcp, sdk, cost, security, browser]
      - integration_contracts:
          name: integration-extensions
          suite: extensions
@ -3491,7 +3437,6 @@ workflows:
      - image_gen_testing
      - logging_testing
      - audio_testing
-      - redis_caching_unit_tests
      - upload-coverage:
          requires:
            - realtime_translation_testing
@ -3506,7 +3451,6 @@ workflows:
            - image_gen_testing
            - logging_testing
            - audio_testing
-            - redis_caching_unit_tests
            - langfuse_logging_unit_tests
            - local_testing_part1
            - local_testing_part2
--- a/.circleci/scripts/run_integration.sh
+++ b/.circleci/scripts/run_integration.sh
@ -168,11 +168,12 @@ start_proxy() {
    "${database_env[@]}" REDIS_HOST="$REDIS_HOST" REDIS_PORT="$REDIS_PORT" \
    INTEGRATION_UPSTREAM_URL="$INTEGRATION_UPSTREAM_URL" \
    LITELLM_MASTER_KEY="$LITELLM_MASTER_KEY" LITELLM_SALT_KEY="$LITELLM_SALT_KEY" LITELLM_UI_PATH="$LITELLM_UI_PATH" PROXY_BASE_URL="http://127.0.0.1:$port" \
-    LITELLM_MODE=PRODUCTION STORE_MODEL_IN_DB=True "${cost_map_env[@]}" \
+    LITELLM_LICENSE="${LITELLM_LICENSE:-}" \
+    LITELLM_MODE=PRODUCTION STORE_MODEL_IN_DB=True LITELLM_ENABLE_MCP_STDIO=true "${cost_map_env[@]}" \
    AWS_EC2_METADATA_DISABLED=true DO_NOT_TRACK=1 COVERAGE_FILE="$coverage_data" \
    "${proxy_command[@]}" --config tests/integration/proxy_config.yaml \
    --host 127.0.0.1 --port "$port" --num_workers 1 --telemetry False \
-    --use_prisma_db_push --enforce_prisma_migration_check \
+    --use_prisma_db_push \
    > "$results/$log_name" 2>&1 &
  launched_pid=$!
 }
@ -190,7 +191,7 @@ if [ "$suite" = management ] || [ "$suite" = mcp ]; then
 fi

 if [ "$suite" = providers ]; then
-  INTEGRATION_RUN_ID="$integration_identity" .venv/bin/python -m pytest --noconftest -o addopts= \
+  INTEGRATION_RUN_ID="$integration_identity" .venv/bin/python -m pytest --tb=short --noconftest -o addopts= \
    --strict-markers --strict-config -p no:pytest-retry -p no:rerunfailures --timeout=30 \
    tests/e2e/test_provider_edge.py::TestReplayMode::test_content_drift_returns_the_miss_status_naming_both_keys \
    tests/e2e/test_provider_edge.py::TestReplayMode::test_exhausted_key_returns_the_miss_status \
@ -228,6 +229,7 @@ env -i PATH="$PATH" HOME="$HOME" PYTHONPATH="$PYTHONPATH" \
  INTEGRATION_UPSTREAM_URL="$INTEGRATION_UPSTREAM_URL" \
  INTEGRATION_WORKERS="${INTEGRATION_WORKERS:-1}" \
  INTEGRATION_MASTER_KEY="$INTEGRATION_MASTER_KEY" LITELLM_MODE=PRODUCTION \
+  LITELLM_LICENSE="${LITELLM_LICENSE:-}" \
  INTEGRATION_SEED="$INTEGRATION_SEED" \
  INTEGRATION_ORDER_SEED="$INTEGRATION_ORDER_SEED" \
  LITELLM_LOCAL_MODEL_COST_MAP=True AWS_EC2_METADATA_DISABLED=true DO_NOT_TRACK=1 \
--- a/.circleci/scripts/unit_selection.sh
+++ b/.circleci/scripts/unit_selection.sh
@ -41,6 +41,7 @@ legacy_paths() {
      echo tests/unit/enterprise/proxy/hooks
      echo tests/unit/enterprise/proxy/management_endpoints
      echo tests/unit/enterprise/proxy/test_audit_logging_endpoints.py
+      echo tests/unit/enterprise/proxy/test_liteadmin.py
      echo tests/unit/enterprise/enterprise_callbacks/test_prometheus_logging_callbacks.py ;;
    enterprise-routing)
      echo tests/unit/google_genai
@ -77,6 +78,7 @@ legacy_paths() {
      echo tests/unit/embeddings
      echo tests/unit/endpoints
      echo tests/unit/files
+      echo tests/unit/harness
      echo tests/unit/images
      echo tests/unit/interactions
      echo tests/unit/messages
@ -89,6 +91,7 @@ legacy_paths() {
    proxy-db-auth-checks)
      echo tests/unit/proxy/auth/test_auth_checks.py
      echo tests/unit/proxy/auth/test_user_api_key_auth.py
+      echo tests/unit/proxy/test_credential_slot_registry.py
      echo tests/unit/proxy/test_deprecated_key_grace_period.py ;;
    proxy-db-budgets)
      echo tests/unit/proxy/auth/test_default_end_user_budget_simple.py
@ -106,6 +109,7 @@ legacy_paths() {
      echo tests/unit/proxy/test_update_spend.py
      echo tests/unit/skills/test_skills_db.py ;;
    proxy-db-endpoints-and-responses)
+      echo tests/unit/proxy/lens
      echo tests/unit/proxy/auth/test_models_fallback_endpoint.py
      echo tests/unit/proxy/common_utils/test_check_batch_cost.py
      echo tests/unit/proxy/common_utils/test_check_responses_cost.py
@ -114,7 +118,7 @@ legacy_paths() {
      echo tests/unit/proxy/google_endpoints/test_google_endpoint_routing.py
      echo tests/unit/proxy/google_endpoints/test_google_gemini_proxy_request.py
      echo tests/unit/proxy/public_endpoints/test_blog_posts_endpoint.py
-      echo tests/unit/proxy/response_polling/test_response_polling_handler.py
+      echo tests/unit/proxy/response_polling
      echo tests/unit/proxy/test_custom_tokenizer_bug.py
      echo tests/unit/proxy/test_get_favicon.py
      echo tests/unit/proxy/test_get_image.py
@ -143,11 +147,16 @@ legacy_paths() {
      echo tests/unit/proxy/test_proxy_token_counter.py
      echo tests/unit/proxy/test_server_root_path.py ;;
    proxy-db-proxy-server-core)
+      echo tests/unit/proxy/test__lazy_features.py
      echo tests/unit/proxy/test_aproxy_startup.py
      echo tests/unit/proxy/test_proxy_server.py ;;
    proxy-db-proxy-utils) echo tests/unit/proxy/test_proxy_utils.py ;;
    proxy-extras) echo tests/unit/litellm_proxy_extras ;;
-    proxy-infra) echo tests/unit/gateway ;;
+    proxy-infra)
+      echo tests/unit/gateway
+      echo tests/unit/proxy/management
+      echo tests/unit/proxy/management_endpoints/test_roi_calculator_endpoints.py
+      echo tests/unit/proxy/roi_calculator ;;
    responses-caching-types)
      find tests/unit/responses -name 'test_*.py' -not -path 'tests/unit/responses/mcp/*'
      echo tests/unit/types ;;
--- a/.githooks/commit-msg
+++ b/.githooks/commit-msg
@ -42,7 +42,7 @@ case "$subject" in
        ;;
 esac

-ALLOWED_TYPES="feat|fix|docs|style|refactor|perf|test|build|ci|chore|revert"
+ALLOWED_TYPES="feat|fix|docs|style|refactor|perf|test|build|ci|chore|revert|security"
 # Description must not start with an uppercase letter — kept in sync with the
 # subjectPattern in .github/workflows/conventional-commits.yml so the local
 # hook is the strictly tighter of the two gates. (Without this guard, a commit
@ -61,7 +61,7 @@ cat >&2 <<EOF
  Expected: <type>(<scope>)!: <description>
            (description must start with a lowercase letter)

-  Allowed types: feat, fix, docs, style, refactor, perf, test, build, ci, chore, revert
+  Allowed types: feat, fix, docs, style, refactor, perf, test, build, ci, chore, revert, security
  Examples:
    feat(router): add weighted round-robin strategy
    fix(bedrock): decouple STS region from aws_region_name
--- a/.github/CODEOWNERS
+++ b/.github/CODEOWNERS
@ -1,10 +1,2 @@
-/ui/ @yuneng-berri @ryan-crabbe-berri
-/litellm/proxy/_experimental/out/ @yuneng-berri @ryan-crabbe-berri
-/ui/Dockerfile
-/ui/nginx.conf
-/ui/litellm-dashboard/src/lib/http/schema.d.ts
-/ui/litellm-dashboard/tsconfig.tsbuildinfo
 /model_prices_and_context_window.json @mateo-berri @ryan-crabbe-berri @kerry-berri
 /litellm/model_prices_and_context_window_backup.json @mateo-berri @ryan-crabbe-berri @kerry-berri
-/litellm-proxy-extras/litellm_proxy_extras/migrations/ @yuneng-berri @ryan-crabbe-berri
-/.github/CODEOWNERS @yuneng-berri
--- a/.github/actions/cache-cargo-build/action.yml
+++ b/.github/actions/cache-cargo-build/action.yml
@ -25,6 +25,7 @@ runs:
  using: composite
  steps:
    - name: Restore the Cargo registry and target directory
+      if: github.ref == 'refs/heads/main'
      uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
      with:
        path: |
@ -34,3 +35,15 @@ runs:
        key: ${{ runner.os }}-maturin-${{ inputs.profile }}-${{ hashFiles('litellm-rust/Cargo.lock') }}
        restore-keys: |
          ${{ runner.os }}-maturin-${{ inputs.profile }}-
+
+    - name: Restore the Cargo registry and target directory
+      if: github.ref != 'refs/heads/main'
+      uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+      with:
+        path: |
+          ~/.cargo/registry
+          ~/.cargo/git
+          litellm-rust/target
+        key: ${{ runner.os }}-maturin-${{ inputs.profile }}-${{ hashFiles('litellm-rust/Cargo.lock') }}
+        restore-keys: |
+          ${{ runner.os }}-maturin-${{ inputs.profile }}-
--- a/.github/actions/cache-prisma-binaries/action.yml
+++ b/.github/actions/cache-prisma-binaries/action.yml
@ -30,6 +30,7 @@ runs:
        echo "version=${version}" >> "$GITHUB_OUTPUT"

    - name: Restore Prisma binaries
+      if: github.ref == 'refs/heads/main'
      uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
      with:
        # ~/.cache/prisma-python holds the npm install tree prisma-client-py
@ -38,3 +39,12 @@ runs:
          ~/.cache/prisma-python
          ~/.cache/prisma
        key: ${{ runner.os }}-prisma-binaries-${{ steps.version.outputs.version }}
+
+    - name: Restore Prisma binaries
+      if: github.ref != 'refs/heads/main'
+      uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+      with:
+        path: |
+          ~/.cache/prisma-python
+          ~/.cache/prisma
+        key: ${{ runner.os }}-prisma-binaries-${{ steps.version.outputs.version }}
--- a/.github/actions/cache-uv-downloads/action.yml
+++ b/.github/actions/cache-uv-downloads/action.yml
@ -0,0 +1,25 @@
+name: "Cache uv downloads"
+description: >-
+  Restore the uv download cache on every run and save it only from main, so pull
+  requests reuse main's cache instead of evicting it with their own copies.
+
+runs:
+  using: composite
+  steps:
+    - name: Restore and save the uv download cache
+      if: github.ref == 'refs/heads/main'
+      uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+      with:
+        path: ${{ env.UV_CACHE_DIR }}
+        key: ${{ runner.os }}-uv-downloads-py${{ env.UV_PYTHON }}-${{ hashFiles('uv.lock') }}
+        restore-keys: |
+          ${{ runner.os }}-uv-downloads-py${{ env.UV_PYTHON }}-
+
+    - name: Restore the uv download cache
+      if: github.ref != 'refs/heads/main'
+      uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+      with:
+        path: ${{ env.UV_CACHE_DIR }}
+        key: ${{ runner.os }}-uv-downloads-py${{ env.UV_PYTHON }}-${{ hashFiles('uv.lock') }}
+        restore-keys: |
+          ${{ runner.os }}-uv-downloads-py${{ env.UV_PYTHON }}-
--- a/.github/actions/setup-uv-with-retries/action.yml
+++ b/.github/actions/setup-uv-with-retries/action.yml
@ -17,6 +17,7 @@ runs:
      uses: astral-sh/setup-uv@20cfd1bf945f4377ade1205e4dbc17946fc9a30d # v10.0.1
      with:
        version: ${{ inputs.version }}
+        save-cache: ${{ github.ref == 'refs/heads/main' }}

    - name: Wait before attempt 2
      if: steps.attempt-1.outcome == 'failure'
@ -30,6 +31,7 @@ runs:
      uses: astral-sh/setup-uv@20cfd1bf945f4377ade1205e4dbc17946fc9a30d # v10.0.1
      with:
        version: ${{ inputs.version }}
+        save-cache: ${{ github.ref == 'refs/heads/main' }}

    - name: Wait before attempt 3
      if: steps.attempt-2.outcome == 'failure'
@ -41,3 +43,4 @@ runs:
      uses: astral-sh/setup-uv@20cfd1bf945f4377ade1205e4dbc17946fc9a30d # v10.0.1
      with:
        version: ${{ inputs.version }}
+        save-cache: ${{ github.ref == 'refs/heads/main' }}
--- a/.github/assets/roi-calculator-integrations/after-github.jpg
+++ b/.github/assets/roi-calculator-integrations/after-github.jpg
--- a/.github/assets/roi-calculator-integrations/after-gitlab-detail-top.jpg
+++ b/.github/assets/roi-calculator-integrations/after-gitlab-detail-top.jpg
--- a/.github/assets/roi-calculator-integrations/after-gitlab-detail.jpg
+++ b/.github/assets/roi-calculator-integrations/after-gitlab-detail.jpg
--- a/.github/assets/roi-calculator-integrations/after-gitlab.jpg
+++ b/.github/assets/roi-calculator-integrations/after-gitlab.jpg
--- a/.github/assets/roi-calculator-integrations/before-github.jpg
+++ b/.github/assets/roi-calculator-integrations/before-github.jpg
--- a/.github/assets/roi-calculator-integrations/demo-exit-loading.jpg
+++ b/.github/assets/roi-calculator-integrations/demo-exit-loading.jpg
--- a/.github/assets/roi-calculator-integrations/demo-fallback-live.jpg
+++ b/.github/assets/roi-calculator-integrations/demo-fallback-live.jpg
--- a/.github/assets/roi-calculator-integrations/demo-overview.jpg
+++ b/.github/assets/roi-calculator-integrations/demo-overview.jpg
--- a/.github/assets/roi-calculator-integrations/demo-people.jpg
+++ b/.github/assets/roi-calculator-integrations/demo-people.jpg
--- a/.github/assets/roi-calculator-integrations/demo-pr-costs.jpg
+++ b/.github/assets/roi-calculator-integrations/demo-pr-costs.jpg
--- a/.github/assets/roi-calculator-integrations/demo-pr-detail.jpg
+++ b/.github/assets/roi-calculator-integrations/demo-pr-detail.jpg
--- a/.github/assets/roi-calculator-integrations/demo-preview-link.jpg
+++ b/.github/assets/roi-calculator-integrations/demo-preview-link.jpg
--- a/.github/assets/roi-calculator-integrations/demo-with-live-errors.jpg
+++ b/.github/assets/roi-calculator-integrations/demo-with-live-errors.jpg
--- a/.github/assets/roi-calculator-integrations/source-race-after.jpg
+++ b/.github/assets/roi-calculator-integrations/source-race-after.jpg
--- a/.github/assets/roi-calculator-integrations/source-race-before.jpg
+++ b/.github/assets/roi-calculator-integrations/source-race-before.jpg
--- a/.github/assets/roi-calculator/00-original-setup.png
+++ b/.github/assets/roi-calculator/00-original-setup.png
--- a/.github/assets/roi-calculator/01-connect-github.png
+++ b/.github/assets/roi-calculator/01-connect-github.png
--- a/.github/assets/roi-calculator/02-repositories.png
+++ b/.github/assets/roi-calculator/02-repositories.png
--- a/.github/assets/roi-calculator/03-estimator-schedule.png
+++ b/.github/assets/roi-calculator/03-estimator-schedule.png
--- a/.github/assets/roi-calculator/04-backfill-progress.png
+++ b/.github/assets/roi-calculator/04-backfill-progress.png
--- a/.github/assets/roi-calculator/06-overview.png
+++ b/.github/assets/roi-calculator/06-overview.png
--- a/.github/assets/roi-calculator/07-people-unmatched.png
+++ b/.github/assets/roi-calculator/07-people-unmatched.png
--- a/.github/assets/roi-calculator/08-match-email.png
+++ b/.github/assets/roi-calculator/08-match-email.png
--- a/.github/assets/roi-calculator/09-people-matched.png
+++ b/.github/assets/roi-calculator/09-people-matched.png
--- a/.github/assets/roi-calculator/10-pr-reasoning.png
+++ b/.github/assets/roi-calculator/10-pr-reasoning.png
--- a/.github/assets/roi-calculator/11-settings.png
+++ b/.github/assets/roi-calculator/11-settings.png
--- a/.github/assets/roi-calculator/12-restart-setup.png
+++ b/.github/assets/roi-calculator/12-restart-setup.png
--- a/.github/assets/roi-calculator/13-advanced-settings.png
+++ b/.github/assets/roi-calculator/13-advanced-settings.png
--- a/.github/assets/roi-calculator/14-overview-pulls.png
+++ b/.github/assets/roi-calculator/14-overview-pulls.png
--- a/.github/assets/roi-calculator/15-sample-preview.png
+++ b/.github/assets/roi-calculator/15-sample-preview.png
--- a/.github/assets/roi-calculator/16-calculator-sidebar.png
+++ b/.github/assets/roi-calculator/16-calculator-sidebar.png
--- a/.github/assets/roi-calculator/19-matching-calculator-icons.png
+++ b/.github/assets/roi-calculator/19-matching-calculator-icons.png
--- a/.github/assets/roi-calculator/20-partial-repository-report.png
+++ b/.github/assets/roi-calculator/20-partial-repository-report.png
--- a/.github/assets/roi-calculator/21-empty-repository-preserved-report.png
+++ b/.github/assets/roi-calculator/21-empty-repository-preserved-report.png
--- a/.github/assets/roi-calculator/22-partial-calculation-explanation.png
+++ b/.github/assets/roi-calculator/22-partial-calculation-explanation.png
--- a/.github/assets/roi-calculator/23-estimator-outage-preserved-report.png
+++ b/.github/assets/roi-calculator/23-estimator-outage-preserved-report.png
--- a/.github/ci-coverage-allowlist.yml
+++ b/.github/ci-coverage-allowlist.yml
@ -4,6 +4,14 @@ description: >-
  by a job nor listed here, so every entry below is a decision on the record.

 test_paths:
+  - reason: >-
+      litellm.agent() end-to-end suite. It drives the real claude, codex and opencode CLIs and
+      deepagents against a live LiteLLM AI Gateway, so it needs those binaries on PATH plus
+      LITELLM_PROXY_API_BASE / LITELLM_PROXY_API_KEY, and skips without them. Run manually
+      before changing litellm/harness; the mocked coverage runs in tests/unit/harness and
+      tests/unit/llms/*/harness
+    paths:
+      - tests/harness_e2e
  - reason: >-
      The Rust/Python parity harness is run manually through its local CLI. Recorded replay,
      fixture generation, and harness checks are intentionally outside pull request CI
--- a/.github/e2e-stack/select_tests.py
+++ b/.github/e2e-stack/select_tests.py
@ -11,6 +11,7 @@ UNSUPPORTED: Final = re.compile(
    r"|^tests/e2e/guardrails/test_presidio_masking_e2e\.py$"
    r"|^tests/e2e/logging/test_otel_v2_langfuse_generation_output_e2e\.py$"
    r"|^tests/e2e/logging/test_langsmith_batch_serialization_e2e\.py$"
+    r"|^tests/e2e/logging/test_s3_log_e2e\.py$"
    r"|^tests/e2e/secret_manager/"
 )
 HARNESS: Final = re.compile(
--- a/.github/merge-smoke-tests.json
+++ b/.github/merge-smoke-tests.json
@ -3,8 +3,8 @@
    "CHAT-JSON": "tests/unit/llms/openai/test_openai.py::test_acompletion_returns_json_reply_over_injected_transport",
    "CHAT-TEXT-STREAM": "tests/unit/llms/openai/test_openai.py::test_acompletion_streams_text_deltas_over_injected_transport",
    "CHAT-TOOL-STREAM": "tests/unit/llms/openai/test_openai.py::test_acompletion_streams_tool_call_arguments_over_injected_transport",
-    "MODEL-ALLOW": "tests/test_litellm/proxy/auth/test_auth_checks.py::test_can_object_call_model_allows_listed_model_for_key",
-    "MODEL-DENY": "tests/test_litellm/proxy/auth/test_auth_checks.py::test_can_object_call_model_denials_return_forbidden[key-key_model_access_denied]",
+    "MODEL-ALLOW": "tests/unit/proxy/auth/test_auth_checks_object_access_and_lookup.py::test_can_object_call_model_allows_listed_model_for_key",
+    "MODEL-DENY": "tests/unit/proxy/auth/test_auth_checks_object_access_and_lookup.py::test_can_object_call_model_denials_return_forbidden[key-key_model_access_denied]",
    "COST-EXPLICIT": "tests/unit/test_cost_calculator.py::test_completion_cost_charges_explicit_per_token_rates_over_registered_ones",
    "COST-ZERO": "tests/unit/test_cost_calculator.py::test_completion_cost_is_zero_when_explicit_rates_are_zero",
    "LOG-CONTENT-ON": "tests/unit/litellm_core_utils/test_litellm_logging.py::test_standard_logging_payload_keeps_message_content_when_message_logging_is_on",
--- a/.github/scripts/assert_ci_coverage.py
+++ b/.github/scripts/assert_ci_coverage.py
@ -9,6 +9,7 @@ import sys
 import warnings
 from collections.abc import Callable, Iterable, Mapping, Sequence
 from dataclasses import dataclass
+from types import MappingProxyType
 from typing import Final

 import yaml
@ -35,7 +36,7 @@ GLOB_CHARS = frozenset("*?")
 # itself decomposed one level deeper and is checked through its own entry.
 SHARDED_ROOTS: tuple[str, ...] = (
    "tests/test_litellm",
-    "tests/test_litellm/proxy",
+    "tests/unit/proxy",
 )


@ -119,11 +120,35 @@ def _invoked_test_tokens(scalars: Iterable[Scalar]) -> frozenset[str]:
    )


-def _unit_selection_tokens(repo_root: pathlib.Path = REPO_ROOT) -> frozenset[str]:
+SELECTION_ARM_RE = re.compile(r"(?ms)^\s*([A-Za-z0-9_|*-]+)\)\s*(.*?);;")
+
+
+def _unit_selection_arms(repo_root: pathlib.Path = REPO_ROOT) -> Mapping[str, frozenset[str]]:
    script: Final = repo_root / ".circleci/scripts/unit_selection.sh"
    if not script.is_file():
-        return frozenset()
-    return frozenset(match.group(0).rstrip("/") for match in TEST_TOKEN_RE.finditer(_uncommented(script.read_text())))
+        return MappingProxyType({})
+    text: Final = _uncommented(script.read_text())
+    return MappingProxyType(
+        {
+            label: frozenset(match.group(0).rstrip("/") for match in TEST_TOKEN_RE.finditer(body))
+            for label, body in SELECTION_ARM_RE.findall(text)
+        }
+    )
+
+
+def _unit_selection_tokens(repo_root: pathlib.Path = REPO_ROOT) -> frozenset[str]:
+    return frozenset(token for tokens in _unit_selection_arms(repo_root).values() for token in tokens)
+
+
+def _wired_unit_flags(scalars: Iterable[Scalar]) -> frozenset[str]:
+    return frozenset(scalar.value for scalar in scalars if scalar.key == "unit-flag" and "${{" not in scalar.value)
+
+
+def _shard_tokens(scalars: Iterable[Scalar], arms: Mapping[str, frozenset[str]]) -> frozenset[str]:
+    wired: Final = _wired_unit_flags(scalars)
+    return _invoked_test_tokens(scalars) | frozenset(
+        token for label, tokens in arms.items() if label in wired for token in tokens
+    )


 def _built_dockerfile_tokens(scalars: Iterable[Scalar]) -> frozenset[str]:
@ -480,7 +505,7 @@ def _check_slices() -> int:


 def _check_shards() -> int:
-    findings = _unassigned_shard_children(_invoked_test_tokens(_all_scalars()))
+    findings = _unassigned_shard_children(_shard_tokens(_all_scalars(), _unit_selection_arms()))
    if findings:
        _report(
            "test directories and files that no shard claims",
@ -506,17 +531,37 @@ def _integration_groups(runner: pathlib.Path) -> dict[str, tuple[str, ...]]:
    return {group: tuple(folders) for group, folders in ast.literal_eval(mapping).items()}


+def _integration_github_files(runner: pathlib.Path) -> frozenset[str]:
+    module: Final = ast.parse(runner.read_text())
+    literal: Final = next(
+        (
+            node.value
+            for node in module.body
+            if isinstance(node, ast.AnnAssign)
+            and isinstance(node.target, ast.Name)
+            and node.target.id == "GITHUB_FILES"
+        ),
+        None,
+    )
+    if literal is None:
+        return frozenset()
+    values: Final = literal.args[0] if isinstance(literal, ast.Call) else literal
+    return frozenset(ast.literal_eval(values))
+
+
 def _integration_ownership(repo_root: pathlib.Path = REPO_ROOT) -> tuple[frozenset[str], tuple[Finding, ...]]:
    runner: Final = repo_root / "tests/integration/run.py"
    if not runner.exists():
        return frozenset(), ()
    groups: Final = _integration_groups(runner)
+    github_files: Final = _integration_github_files(runner)
    integration_root: Final = repo_root / "tests/integration"
    paths: Final = frozenset(
        str(path.relative_to(repo_root))
        for folders in groups.values()
        for folder in folders
        for path in (integration_root / folder).rglob("test_*.py")
+        if str(path.relative_to(repo_root)) not in github_files
    )
    browser_manifest: Final = repo_root / "tests/e2e/ui/tests/integrationCritical/expected.json"
    browser_nodes: Final = json.loads(browser_manifest.read_text()) if browser_manifest.exists() else ()
@ -557,10 +602,22 @@ def _integration_ownership(repo_root: pathlib.Path = REPO_ROOT) -> tuple[frozens
        for path in (repo_root / ".github/workflows").glob("*.y*ml")
        for scalar in _scalars(yaml.safe_load(path.read_text()), path.name)
    )
-    findings: Final = tuple(
-        Finding(path, "integration contract is also selected by GitHub Actions")
-        for path in paths
-        if any(_token_covers(token, path) for token in gha_tokens)
+    findings: Final = (
+        tuple(
+            Finding(path, "integration contract is also selected by GitHub Actions")
+            for path in paths
+            if any(_token_covers(token, path) for token in gha_tokens)
+        )
+        + tuple(
+            Finding(path, "GitHub-owned integration contract has no invoking workflow")
+            for path in sorted(github_files)
+            if not any(_token_covers(token, path) for token in gha_tokens)
+        )
+        + tuple(
+            Finding(path, "GitHub-owned integration file is missing")
+            for path in sorted(github_files)
+            if not (repo_root / path).is_file()
+        )
    )
    browser_commands: Final = tuple(
        scalar.value
@ -604,7 +661,7 @@ def _integration_ownership(repo_root: pathlib.Path = REPO_ROOT) -> tuple[frozens
        return frozenset(), findings + (
            Finding(str(runner.relative_to(repo_root)), "dedicated CircleCI runner is missing"),
        )
-    return paths | browser_paths, findings + group_findings + browser_findings + exclusion_findings
+    return paths | browser_paths | github_files, findings + group_findings + browser_findings + exclusion_findings


 def main() -> int:
--- a/.github/workflows/_test-unit-base.yml
+++ b/.github/workflows/_test-unit-base.yml
@ -132,12 +132,7 @@ jobs:
      - name: Cache uv dependencies
        if: steps.changes.outputs.decision != 'skip'
        timeout-minutes: 5
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
-        with:
-          path: ${{ env.UV_CACHE_DIR }}
-          key: ${{ runner.os }}-uv-downloads-py${{ env.UV_PYTHON }}-${{ hashFiles('uv.lock') }}
-          restore-keys: |
-            ${{ runner.os }}-uv-downloads-py${{ env.UV_PYTHON }}-
+        uses: ./.github/actions/cache-uv-downloads

      - name: Cache the Rust build
        if: steps.changes.outputs.decision != 'skip'
@ -274,7 +269,7 @@ jobs:
      - name: Upload to Codecov
        id: codecov-upload
        continue-on-error: true
-        uses: codecov/codecov-action@75cd11691c0faa626561e295848008c8a7dddffe # v5.5.4
+        uses: codecov/codecov-action@0fb7174895f61a3b6b78fc075e0cd60383518dac # v5.5.5
        with:
          use_oidc: true
          directory: coverage-reports
@ -285,7 +280,7 @@ jobs:
      - name: Upload to Codecov (retry)
        if: steps.codecov-upload.outcome == 'failure'
        continue-on-error: true
-        uses: codecov/codecov-action@75cd11691c0faa626561e295848008c8a7dddffe # v5.5.4
+        uses: codecov/codecov-action@0fb7174895f61a3b6b78fc075e0cd60383518dac # v5.5.5
        with:
          use_oidc: true
          directory: coverage-reports
--- a/.github/workflows/conventional-commits.yml
+++ b/.github/workflows/conventional-commits.yml
@ -41,6 +41,7 @@ jobs:
            ci
            chore
            revert
+            security
          requireScope: false
          subjectPattern: ^(?![A-Z]).+$
          subjectPatternError: |
--- a/.github/workflows/create-rc-branch.yml
+++ b/.github/workflows/create-rc-branch.yml
@ -15,6 +15,8 @@ jobs:
    runs-on: ubuntu-latest
    permissions:
      contents: write
+    outputs:
+      version: ${{ steps.version.outputs.version }}
    steps:
      - name: Require main
        env:
@ -64,3 +66,14 @@ jobs:
              sha: context.sha,
            });
            core.info(`Created branch ${branchName} at ${context.sha}`);
+
+  linear-release:
+    name: Move the Linear release to rc
+    needs: create-rc-branch
+    permissions:
+      contents: read
+    uses: ./.github/workflows/linear-release.yml
+    with:
+      rc_version: ${{ needs.create-rc-branch.outputs.version }}
+    secrets:
+      LINEAR_API_KEY: ${{ secrets.LINEAR_API_KEY }}
--- a/.github/workflows/image-scan.yml
+++ b/.github/workflows/image-scan.yml
@ -15,6 +15,9 @@ on:
      - gateway/main.py
      - backend/Dockerfile
      - backend/main.py
+      - deploy/lens/**
+      - litellm/proxy/lens/**
+      - tests/e2e/migrations/lens_compose_smoke.sh
      - docker/component_entrypoint.sh
      - docker/entrypoint.sh
      - litellm/proxy/prisma_migration.py
@ -37,6 +40,80 @@ concurrency:
  cancel-in-progress: true

 jobs:
+  lens-worker-image:
+    name: lens-worker-image (${{ matrix.arch }})
+    runs-on: ${{ matrix.runner }}
+    if: >-
+      github.event_name != 'pull_request' ||
+      github.event.pull_request.head.repo.full_name == github.repository
+    timeout-minutes: 15
+    permissions:
+      contents: read
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - arch: amd64
+            runner: ubuntu-latest
+            grype_sha256: edda0968d8827daab01d32b3cd7de192ae0915005e7bbfcfef9e68e79bc43343
+          - arch: arm64
+            runner: ubuntu-24.04-arm
+            grype_sha256: 553e4c36d9d61349830ba6034d43b8700a7f10576d3e2f4981c0fd2b96086465
+    steps:
+      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
+        with:
+          persist-credentials: false
+      - name: Build the release worker
+        env:
+          RELEASE_TAG: sha-${{ github.sha }}
+        run: docker build --build-arg LITELLM_RELEASE_TAG="${RELEASE_TAG}" -f deploy/lens/Dockerfile -t lens-worker-scan .
+      - name: Verify the standalone worker on a read-only filesystem
+        env:
+          RELEASE_TAG: sha-${{ github.sha }}
+        run: |
+          docker run --rm --network none --read-only --cap-drop ALL \
+            --tmpfs /tmp:rw,noexec,nosuid,size=1g --security-opt no-new-privileges \
+            -e EXPECTED_RELEASE_TAG="${RELEASE_TAG}" --entrypoint python lens-worker-scan -c '
+          import os
+          import lens.worker
+          from lens.release import release_tag
+          from lens.trace_store import trace_store
+          assert os.getuid() == 65532
+          assert release_tag() == os.environ["EXPECTED_RELEASE_TAG"]
+          with trace_store() as store:
+              assert store.count() == 0
+          '
+      - name: Reject a dependency whose hash has changed
+        run: |
+          docker build --target builder -f deploy/lens/Dockerfile -t lens-worker-deps .
+          sed -E 's/sha256:[0-9a-f]{64}/sha256:0000000000000000000000000000000000000000000000000000000000000000/g' \
+            deploy/lens/requirements.lock > "$RUNNER_TEMP/tampered.lock"
+          if docker run --rm -v "$RUNNER_TEMP/tampered.lock:/tmp/tampered.lock:ro" \
+            --entrypoint uv lens-worker-deps pip sync --python /app/.venv/bin/python \
+            --require-hashes --only-binary :all: --reinstall --no-cache /tmp/tampered.lock \
+            > "$RUNNER_TEMP/hash-check.log" 2>&1; then
+            echo "::error::Dependency hash mismatch was accepted"
+            exit 1
+          fi
+          cat "$RUNNER_TEMP/hash-check.log"
+          grep -qi 'hash mismatch' "$RUNNER_TEMP/hash-check.log"
+      - name: Download Grype v0.114.0
+        env:
+          ARCH: ${{ matrix.arch }}
+          GRYPE_SHA256: ${{ matrix.grype_sha256 }}
+        run: |
+          curl -fsSL --retry 3 -o "$RUNNER_TEMP/grype.tar.gz" \
+            "https://github.com/anchore/grype/releases/download/v0.114.0/grype_0.114.0_linux_${ARCH}.tar.gz"
+          echo "${GRYPE_SHA256}  $RUNNER_TEMP/grype.tar.gz" | sha256sum -c -
+          tar xzf "$RUNNER_TEMP/grype.tar.gz" -C "$RUNNER_TEMP" grype
+          chmod +x "$RUNNER_TEMP/grype"
+      - name: Scan the worker for fixable HIGH/CRITICAL CVEs
+        env:
+          GRYPE_MATCH_PYTHON_USING_CPES: "true"
+        run: |
+          "$RUNNER_TEMP/grype" lens-worker-scan \
+            --config .grype.yaml --only-fixed --fail-on high --output table
+
  image-scan:
    name: image-scan
    runs-on: ubuntu-latest
@ -113,7 +190,7 @@ jobs:
          persist-credentials: false

      - name: Build runtime image
-        run: docker build -f Dockerfile -t litellm-runtime-scan:${{ github.sha }} .
+        run: docker build --build-arg LITELLM_RELEASE_TAG=v0.0.0-lens-ci -f Dockerfile -t litellm-runtime-scan:${{ github.sha }} .

      - name: Set up Python
        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
@ -127,6 +204,11 @@ jobs:
          python -m pip install "pytest==9.0.3"
          python -m pytest tests/proxy_migration_tests/test_offline_image_migration.py tests/proxy_migration_tests/test_image_bedrock_realtime_extra.py -v

+      - name: Verify the bundled Lens Compose installation and restart
+        env:
+          LITELLM_IMAGE: litellm-runtime-scan:${{ github.sha }}
+        run: bash tests/e2e/migrations/lens_compose_smoke.sh
+
  migrations-image:
    name: migrations-image
    runs-on: ubuntu-latest
--- a/.github/workflows/lens-worker.yml
+++ b/.github/workflows/lens-worker.yml
@ -0,0 +1,73 @@
+name: Lens Worker Image
+
+on:
+  pull_request:
+    branches: [main, litellm_oss_branch, "litellm_**"]
+    paths:
+      - deploy/lens/**
+      - litellm/proxy/lens/**
+      - .github/workflows/lens-worker.yml
+  push:
+    branches: [main]
+    paths:
+      - deploy/lens/**
+      - litellm/proxy/lens/**
+      - .github/workflows/lens-worker.yml
+  workflow_dispatch:
+
+permissions:
+  contents: read
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  lens-worker-image:
+    permissions:
+      contents: read
+      packages: write
+    runs-on: ubuntu-latest
+    timeout-minutes: 10
+    steps:
+      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
+        with:
+          persist-credentials: false
+      - name: Build Lens worker
+        run: docker build --build-arg LITELLM_RELEASE_TAG=sha-${{ github.sha }} -f deploy/lens/Dockerfile -t lens-worker:${{ github.sha }} .
+      - name: Reject custom builds without a matching release tag
+        run: |
+          if docker build --progress plain -f deploy/lens/Dockerfile -t lens-worker:unversioned . > missing-tag.log 2>&1; then
+            echo "::error::An unversioned worker build unexpectedly succeeded"
+            exit 1
+          fi
+          grep -F 'LITELLM_RELEASE_TAG: Pass --build-arg LITELLM_RELEASE_TAG matching the gateway' missing-tag.log
+      - name: Verify standalone imports with a read-only filesystem
+        run: |
+          docker run --rm --network none --read-only --cap-drop ALL --tmpfs /tmp:rw,noexec,nosuid,size=1g \
+            --security-opt no-new-privileges --entrypoint python \
+            lens-worker:${{ github.sha }} -c '
+          import os
+          import lens.worker
+          from lens.trace_store import trace_store
+          assert os.getuid() == 65532
+          with trace_store() as store:
+              assert store.count() == 0
+          '
+      - name: Verify recovery after temporary storage fills
+        run: |
+          docker run --rm --network none --read-only --cap-drop ALL \
+            --tmpfs /tmp:rw,noexec,nosuid,size=64k --security-opt no-new-privileges \
+            -v "$PWD/tests/proxy_behavior/lens/worker_storage_smoke.py:/app/storage_smoke.py:ro" \
+            --entrypoint python lens-worker:${{ github.sha }} /app/storage_smoke.py
+      - name: Publish versioned Lens worker
+        if: github.event_name != 'pull_request' && github.repository == 'BerriAI/litellm' && github.ref == 'refs/heads/main'
+        env:
+          REGISTRY_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          REGISTRY_USER: ${{ github.actor }}
+          IMAGE: ghcr.io/berriai/litellm-lens-worker-dev:sha-${{ github.sha }}
+        run: |
+          printf '%s' "$REGISTRY_TOKEN" | docker login ghcr.io -u "$REGISTRY_USER" --password-stdin
+          docker tag lens-worker:${{ github.sha }} "$IMAGE"
+          docker push "$IMAGE"
+          printf 'Lens worker image: `%s`\n' "$IMAGE" >> "$GITHUB_STEP_SUMMARY"
--- a/.github/workflows/linear-release.yml
+++ b/.github/workflows/linear-release.yml
@ -0,0 +1,131 @@
+name: Linear Release
+
+on:
+  push:
+    branches:
+      - main
+      - "rc/**"
+  release:
+    types: [published]
+  workflow_call:
+    inputs:
+      rc_version:
+        description: "X.Y.0 release whose rc branch was just cut"
+        required: true
+        type: string
+    secrets:
+      LINEAR_API_KEY:
+        required: true
+
+permissions: {}
+
+jobs:
+  linear-release:
+    name: Linear Release
+    if: github.repository == 'BerriAI/litellm'
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+    steps:
+      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
+        with:
+          fetch-depth: 0
+          persist-credentials: false
+
+      - name: Plan
+        id: plan
+        env:
+          EVENT: ${{ github.event_name }}
+          REF_NAME: ${{ github.ref_name }}
+          BEFORE: ${{ github.event.before }}
+          CREATED: ${{ github.event.created }}
+          RC_VERSION: ${{ inputs.rc_version }}
+          RELEASE_TAG: ${{ github.event.release.tag_name }}
+          PRERELEASE: ${{ github.event.release.prerelease }}
+        run: |
+          set -euo pipefail
+          sync_base="${BEFORE}"
+          if [ "${CREATED}" = "true" ]; then
+            sync_base=""
+          fi
+          if [ -n "${RC_VERSION}" ]; then
+            echo "version=${RC_VERSION}" >> "$GITHUB_OUTPUT"
+            echo "stage=rc" >> "$GITHUB_OUTPUT"
+          elif [ "${EVENT}" = "release" ]; then
+            if [ "${PRERELEASE}" = "true" ] || ! echo "${RELEASE_TAG}" | grep -qE '^v[0-9]+\.[0-9]+\.0$'; then
+              echo "::notice::${RELEASE_TAG} is not an X.Y.0 stable release; nothing to complete"
+              exit 0
+            fi
+            echo "version=${RELEASE_TAG#v}" >> "$GITHUB_OUTPUT"
+            echo "complete=true" >> "$GITHUB_OUTPUT"
+          elif [ "${REF_NAME}" = "main" ]; then
+            version="$(python3 .github/scripts/read_rc_version.py | cut -d= -f2)"
+            status=0
+            git ls-remote --exit-code --heads origin "rc/${version}" > /dev/null || status=$?
+            case "${status}" in
+              0)
+                IFS=. read -r major minor _ <<< "${version}"
+                version="${major}.$((minor + 1)).0"
+                ;;
+              2) ;;
+              *)
+                echo "::error::could not check whether rc/${version} exists (git ls-remote exit ${status})"
+                exit 1
+                ;;
+            esac
+            echo "version=${version}" >> "$GITHUB_OUTPUT"
+            echo "sync_base=${sync_base}" >> "$GITHUB_OUTPUT"
+            echo "main=true" >> "$GITHUB_OUTPUT"
+          else
+            echo "version=${REF_NAME#rc/}" >> "$GITHUB_OUTPUT"
+            echo "sync_base=${sync_base}" >> "$GITHUB_OUTPUT"
+            echo "stage=rc" >> "$GITHUB_OUTPUT"
+          fi
+
+      - name: Sync commits into the release
+        if: steps.plan.outputs.sync_base != ''
+        uses: linear/linear-release-action@d4af10092984f9bc6d5efa075b242bdf01333463 # v0.18.0
+        with:
+          access_key: ${{ secrets.LINEAR_API_KEY }}
+          command: sync
+          name: LiteLLM ${{ steps.plan.outputs.version }}
+          version: ${{ steps.plan.outputs.version }}
+          base_ref: ${{ steps.plan.outputs.sync_base }}
+          cli_version: v0.18.0
+
+      - name: Keep the main stage unless the rc branch was cut during this run
+        id: main_stage
+        if: steps.plan.outputs.main == 'true'
+        env:
+          VERSION: ${{ steps.plan.outputs.version }}
+        run: |
+          set -euo pipefail
+          status=0
+          git ls-remote --exit-code --heads origin "rc/${VERSION}" > /dev/null || status=$?
+          case "${status}" in
+            0) echo "::notice::rc/${VERSION} was cut during this run; leaving the release in its rc stage" ;;
+            2) echo "stage=main" >> "$GITHUB_OUTPUT" ;;
+            *)
+              echo "::error::could not check whether rc/${VERSION} exists (git ls-remote exit ${status})"
+              exit 1
+              ;;
+          esac
+
+      - name: Move the release to its stage
+        if: steps.plan.outputs.stage != '' || steps.main_stage.outputs.stage != ''
+        uses: linear/linear-release-action@d4af10092984f9bc6d5efa075b242bdf01333463 # v0.18.0
+        with:
+          access_key: ${{ secrets.LINEAR_API_KEY }}
+          command: update
+          stage: ${{ steps.plan.outputs.stage || steps.main_stage.outputs.stage }}
+          version: ${{ steps.plan.outputs.version }}
+          cli_version: v0.18.0
+
+      - name: Complete the release
+        if: steps.plan.outputs.complete == 'true'
+        uses: linear/linear-release-action@d4af10092984f9bc6d5efa075b242bdf01333463 # v0.18.0
+        with:
+          access_key: ${{ secrets.LINEAR_API_KEY }}
+          command: complete
+          version: ${{ steps.plan.outputs.version }}
+          cli_version: v0.18.0
--- a/.github/workflows/mutation-test.yml
+++ b/.github/workflows/mutation-test.yml
@ -44,6 +44,7 @@ jobs:
          version: "0.10.9"

      - name: Cache uv dependencies
+        if: github.ref == 'refs/heads/main'
        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
        with:
          path: |
@ -53,6 +54,17 @@ jobs:
          restore-keys: |
            ${{ runner.os }}-uv-

+      - name: Cache uv dependencies
+        if: github.ref != 'refs/heads/main'
+        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        with:
+          path: |
+            ~/.cache/uv
+            .venv
+          key: ${{ runner.os }}-uv-${{ hashFiles('uv.lock') }}
+          restore-keys: |
+            ${{ runner.os }}-uv-
+
      - name: Cache the Rust build
        uses: ./.github/actions/cache-cargo-build

--- a/.github/workflows/test-code-quality.yml
+++ b/.github/workflows/test-code-quality.yml
@ -44,6 +44,7 @@ jobs:
          version: "0.10.9"

      - name: Cache uv dependencies
+        if: github.ref == 'refs/heads/main'
        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
        with:
          path: |
@ -53,6 +54,17 @@ jobs:
          restore-keys: |
            ${{ runner.os }}-uv-

+      - name: Cache uv dependencies
+        if: github.ref != 'refs/heads/main'
+        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        with:
+          path: |
+            ~/.cache/uv
+            .venv
+          key: ${{ runner.os }}-uv-${{ hashFiles('uv.lock') }}
+          restore-keys: |
+            ${{ runner.os }}-uv-
+
      - name: Cache the Rust build
        uses: ./.github/actions/cache-cargo-build

@ -80,6 +92,11 @@ jobs:
      - name: test_e2e_changed_gate
        run: uv run --no-sync pytest -q --noconftest -p no:cacheprovider -c /dev/null tests/code_coverage_tests/test_e2e_changed_gate.py tests/code_coverage_tests/test_e2e_idp_stack.py

+      - name: test_e2e_metadata
+        env:
+          PYTHONPATH: tests/e2e
+        run: uv run --no-sync pytest -q --noconftest -p no:cacheprovider -c /dev/null tests/code_coverage_tests/test_e2e_metadata.py tests/code_coverage_tests/test_e2e_junit_report.py
+
      - name: Check merge smoke harness
        run: uv run --no-sync pytest -q --noconftest -p no:cacheprovider -c /dev/null tests/code_coverage_tests/test_merge_smoke.py

--- a/.github/workflows/test-e2e-changed.yml
+++ b/.github/workflows/test-e2e-changed.yml
@ -176,6 +176,7 @@ jobs:
          TESTS: ${{ needs.detect.outputs.tests }}
          E2E_FIXTURE_MODE: live
          E2E_PROVIDER_EDGE_HOST_REACHABLE: '1'
+          E2E_OWNED_GATEWAY: '1'
          COLUMNS: '400'
        run: |
          umask 077
--- a/.github/workflows/test-litellm-ui-unit.yml
+++ b/.github/workflows/test-litellm-ui-unit.yml
@ -49,6 +49,10 @@ jobs:
        if: steps.changes.outputs.decision != 'skip'
        run: npm ci

+      - name: Check UI production source types
+        if: steps.changes.outputs.decision != 'skip'
+        run: npm run typecheck
+
      - name: Run UI type tests (Vitest)
        if: steps.changes.outputs.decision != 'skip'
        env:
--- a/.github/workflows/test-mcp-dependency-resolution.yml
+++ b/.github/workflows/test-mcp-dependency-resolution.yml
@ -17,7 +17,7 @@ concurrency:
 jobs:
  resolve:
    runs-on: ubuntu-latest
-    timeout-minutes: 15
+    timeout-minutes: 25
    strategy:
      fail-fast: false
      matrix:
--- a/.github/workflows/test-postgres.yml
+++ b/.github/workflows/test-postgres.yml
@ -24,6 +24,7 @@ jobs:
    timeout-minutes: ${{ matrix.job-timeout-minutes }}
    permissions:
      contents: read
+      id-token: write

    services:
      postgres:
@ -44,6 +45,13 @@ jobs:
      fail-fast: false
      matrix:
        include:
+          - shard: roi-database
+            test-path: "tests/integration/database/test_roi_observed.py"
+            seed: none
+            workers: 0
+            timeout-minutes: 10
+            job-timeout-minutes: 35
+
          - shard: proxy-behavior
            test-path: "tests/proxy_behavior"
            seed: db-push
@ -94,7 +102,7 @@ jobs:
          version: "0.10.9"

      - name: Cache uv dependencies
-        if: steps.changes.outputs.decision != 'skip'
+        if: steps.changes.outputs.decision != 'skip' && github.ref == 'refs/heads/main'
        timeout-minutes: 5
        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
        with:
@ -105,6 +113,18 @@ jobs:
          restore-keys: |
            ${{ runner.os }}-uv-postgres-

+      - name: Cache uv dependencies
+        if: steps.changes.outputs.decision != 'skip' && github.ref != 'refs/heads/main'
+        timeout-minutes: 5
+        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        with:
+          path: |
+            ~/.cache/uv
+            .venv
+          key: ${{ runner.os }}-uv-postgres-${{ hashFiles('uv.lock') }}
+          restore-keys: |
+            ${{ runner.os }}-uv-postgres-
+
      - name: Install dependencies
        if: steps.changes.outputs.decision != 'skip'
        timeout-minutes: 12
@ -134,9 +154,32 @@ jobs:
        env:
          TEST_PATH: ${{ matrix.test-path }}
          WORKERS: ${{ matrix.workers }}
+          PYTEST_ADDOPTS: ${{ matrix.shard == 'proxy-behavior' && '--cov=./litellm --cov-report=xml:coverage-lens-postgres.xml' || matrix.shard == 'roi-database' && '--cov=./litellm --cov-report=xml:coverage-roi-postgres.xml' || '' }}
        run: |
          if [ "${WORKERS}" = "0" ]; then
            uv run --no-sync pytest ${TEST_PATH:?} -vv --tb=short --durations=10
          else
            uv run --no-sync pytest ${TEST_PATH:?} -vv --tb=short --durations=10 -n "${WORKERS}"
          fi
+
+      - name: Upload Lens database coverage
+        if: steps.changes.outputs.decision != 'skip' && matrix.shard == 'proxy-behavior' && !cancelled()
+        uses: codecov/codecov-action@303a32d7a59b442fa8d48b6a1cc6825c09c847a5 # v7.1.1
+        with:
+          use_oidc: true
+          version: v11.3.1
+          root_dir: ${{ github.workspace }}
+          files: coverage-lens-postgres.xml
+          flags: lens-postgres
+          fail_ci_if_error: true
+
+      - name: Upload ROI database coverage
+        if: steps.changes.outputs.decision != 'skip' && matrix.shard == 'roi-database' && !cancelled()
+        uses: codecov/codecov-action@303a32d7a59b442fa8d48b6a1cc6825c09c847a5 # v7.1.1
+        with:
+          use_oidc: true
+          version: v11.3.1
+          root_dir: ${{ github.workspace }}
+          files: coverage-roi-postgres.xml
+          flags: roi-postgres
+          fail_ci_if_error: true
--- a/.github/workflows/test-redis-compat.yml
+++ b/.github/workflows/test-redis-compat.yml
@ -98,7 +98,7 @@ jobs:

      - name: Upload Redis coverage
        if: matrix.redis-version == '5.3.1'
-        uses: codecov/codecov-action@75cd11691c0faa626561e295848008c8a7dddffe # v5.5.4
+        uses: codecov/codecov-action@0fb7174895f61a3b6b78fc075e0cd60383518dac # v5.5.5
        with:
          use_oidc: true
          files: coverage-redis.xml
--- a/.github/workflows/test-rust.yml
+++ b/.github/workflows/test-rust.yml
@ -5,6 +5,8 @@ on:
    paths:
      - "litellm-rust/**"
      - "litellm/rust_bridge/**"
+      - "scripts/generate_trace_types.py"
+      - "scripts/trace_codegen/**"
      - "tests/test_litellm_rust/**"
      - "litellm/integrations/custom_logger.py"
      - "litellm/litellm_core_utils/litellm_logging.py"
@ -32,6 +34,8 @@ on:
    paths:
      - "litellm-rust/**"
      - "litellm/rust_bridge/**"
+      - "scripts/generate_trace_types.py"
+      - "scripts/trace_codegen/**"
      - "tests/test_litellm_rust/**"
      - "litellm/integrations/custom_logger.py"
      - "litellm/litellm_core_utils/litellm_logging.py"
@ -83,12 +87,13 @@ jobs:
        with:
          workspaces: litellm-rust
          cache-on-failure: true
+          save-if: ${{ github.ref == 'refs/heads/main' }}

-      - run: cargo clippy --workspace --all-targets --locked -- -D warnings
+      - run: cargo clippy --workspace --all-targets --locked --features litellm-traces/schema,litellm-traces-clickhouse/schema -- -D warnings

  rust-test:
    runs-on: ubuntu-latest
-    timeout-minutes: 20
+    timeout-minutes: 30
    defaults:
      run:
        working-directory: litellm-rust
@ -121,8 +126,13 @@ jobs:
        with:
          workspaces: litellm-rust
          cache-on-failure: true
+          save-if: ${{ github.ref == 'refs/heads/main' }}

-      - run: cargo nextest run --workspace --locked
+      - name: Check generated trace contracts
+        working-directory: .
+        run: uv run scripts/generate_trace_types.py --check
+
+      - run: cargo nextest run --workspace --locked --features litellm-traces/schema,litellm-traces-clickhouse/schema

      - run: cargo test --workspace --doc --locked

@ -162,6 +172,7 @@ jobs:
        with:
          workspaces: litellm-rust
          cache-on-failure: true
+          save-if: ${{ github.ref == 'refs/heads/main' }}

      - run: uv build --wheel --out-dir dist

--- a/.github/workflows/test-terraform-provider.yml
+++ b/.github/workflows/test-terraform-provider.yml
@ -77,6 +77,7 @@ jobs:
          version: "0.10.9"

      - name: Cache uv dependencies
+        if: github.ref == 'refs/heads/main'
        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
        with:
          path: |
@ -86,6 +87,17 @@ jobs:
          restore-keys: |
            ${{ runner.os }}-uv-

+      - name: Cache uv dependencies
+        if: github.ref != 'refs/heads/main'
+        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        with:
+          path: |
+            ~/.cache/uv
+            .venv
+          key: ${{ runner.os }}-uv-${{ hashFiles('uv.lock') }}
+          restore-keys: |
+            ${{ runner.os }}-uv-
+
      - name: Cache the Rust build
        uses: ./.github/actions/cache-cargo-build

--- a/.github/workflows/test-unit-documentation.yml
+++ b/.github/workflows/test-unit-documentation.yml
@ -54,7 +54,7 @@ jobs:
          version: "0.10.9"

      - name: Cache uv dependencies
-        if: steps.changes.outputs.decision != 'skip'
+        if: steps.changes.outputs.decision != 'skip' && github.ref == 'refs/heads/main'
        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
        with:
          path: |
@ -64,6 +64,17 @@ jobs:
          restore-keys: |
            ${{ runner.os }}-uv-

+      - name: Cache uv dependencies
+        if: steps.changes.outputs.decision != 'skip' && github.ref != 'refs/heads/main'
+        uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        with:
+          path: |
+            ~/.cache/uv
+            .venv
+          key: ${{ runner.os }}-uv-${{ hashFiles('uv.lock') }}
+          restore-keys: |
+            ${{ runner.os }}-uv-
+
      - name: Cache the Rust build
        if: steps.changes.outputs.decision != 'skip'
        uses: ./.github/actions/cache-cargo-build
--- a/.github/workflows/test-unit.yml
+++ b/.github/workflows/test-unit.yml
@ -61,7 +61,7 @@ jobs:

          - shard: core-utils
            artifact-name: core-utils
-            test-path: ""
+            test-path: tests/unit/decisions
            unit-flag: core-utils
            workers: 2
            reruns: 1
@ -79,7 +79,9 @@ jobs:

          - shard: integrations
            artifact-name: integrations
-            test-path: ""
+            test-path: >-
+              tests/test_litellm/integrations
+              tests/test_litellm/tracing
            unit-flag: integrations
            workers: 2
            reruns: 3
@ -117,10 +119,19 @@ jobs:
          - shard: proxy-auth
            artifact-name: proxy-auth
            test-path: >-
-              tests/test_litellm/proxy/auth
-              tests/test_litellm/proxy/hooks
-              tests/test_litellm/proxy/policy_engine
-              tests/test_litellm/proxy/client
+              tests/unit/proxy/auth
+              tests/unit/proxy/hooks
+              tests/unit/proxy/policy_engine
+              tests/unit/proxy/client
+              --ignore=tests/unit/proxy/auth/test_auth_checks.py
+              --ignore=tests/unit/proxy/auth/test_user_api_key_auth.py
+              --ignore=tests/unit/proxy/auth/test_default_end_user_budget_simple.py
+              --ignore=tests/unit/proxy/auth/test_jwt.py
+              --ignore=tests/unit/proxy/auth/test_models_fallback_endpoint.py
+              --ignore=tests/unit/proxy/auth/test_multipart_bypass_repro.py
+              --ignore=tests/unit/proxy/auth/test_proxy_routes.py
+              --ignore=tests/unit/proxy/hooks/test_banned_keyword_list.py
+              --ignore=tests/unit/proxy/hooks/test_unit_test_max_model_budget_limiter.py
            workers: 2
            reruns: 2
            timeout-minutes: 20
@ -129,38 +140,48 @@ jobs:
          - shard: proxy-endpoints
            artifact-name: proxy-endpoints
            test-path: >-
-              tests/test_litellm/proxy/analytics_endpoints
-              tests/test_litellm/proxy/management_endpoints
-              tests/test_litellm/proxy/list_api
-              tests/test_litellm/proxy/memory
-              tests/test_litellm/proxy/guardrails
-              tests/test_litellm/proxy/management_helpers
-              tests/test_litellm/proxy/anthropic_endpoints
-              tests/test_litellm/proxy/google_endpoints
-              tests/test_litellm/proxy/openai_files_endpoint
-              tests/test_litellm/proxy/batches_endpoints
-              tests/test_litellm/proxy/container_endpoints
-              tests/test_litellm/proxy/fine_tuning_endpoints
-              tests/test_litellm/proxy/vector_store_files_endpoints
-              tests/test_litellm/proxy/video_endpoints
-              tests/test_litellm/proxy/response_api_endpoints
-              tests/test_litellm/proxy/image_endpoints
-              tests/test_litellm/proxy/ocr_endpoints
-              tests/test_litellm/proxy/vector_store_endpoints
-              tests/test_litellm/proxy/agent_endpoints
-              tests/test_litellm/proxy/a2a
-              tests/test_litellm/proxy/credential_endpoints
-              tests/test_litellm/proxy/discovery_endpoints
-              tests/test_litellm/proxy/health_endpoints
-              tests/test_litellm/proxy/shutdown
-              tests/test_litellm/proxy/public_endpoints
-              tests/test_litellm/proxy/prompts
-              tests/test_litellm/proxy/rag_endpoints
-              tests/test_litellm/proxy/rerank_endpoints
-              tests/test_litellm/proxy/realtime_endpoints
-              tests/test_litellm/proxy/ui_crud_endpoints
-              tests/test_litellm/proxy/config_resolvers
-              tests/test_litellm/proxy/utils
+              tests/unit/proxy/analytics_endpoints
+              tests/unit/proxy/decisions_endpoints
+              tests/unit/proxy/management_endpoints
+              tests/unit/proxy/list_api
+              tests/unit/proxy/memory
+              tests/unit/proxy/guardrails
+              tests/unit/proxy/management_helpers
+              --ignore=tests/unit/proxy/management_endpoints/test_jwt_key_mapping.py
+              --ignore=tests/unit/proxy/management_endpoints/test_key_generate_prisma.py
+              --ignore=tests/unit/proxy/management_endpoints/test_roi_calculator_endpoints.py
+              --ignore=tests/unit/proxy/management_helpers/test_audit_logs_proxy.py
+              --ignore=tests/unit/proxy/google_endpoints/test_gemini_agents_endpoints.py
+              --ignore=tests/unit/proxy/google_endpoints/test_google_endpoint_routing.py
+              --ignore=tests/unit/proxy/google_endpoints/test_google_gemini_proxy_request.py
+              --ignore=tests/unit/proxy/public_endpoints/test_blog_posts_endpoint.py
+              tests/unit/proxy/anthropic_endpoints
+              tests/unit/proxy/google_endpoints
+              tests/unit/proxy/openai_files_endpoint
+              tests/unit/proxy/batches_endpoints
+              tests/unit/proxy/container_endpoints
+              tests/unit/proxy/fine_tuning_endpoints
+              tests/unit/proxy/vector_store_files_endpoints
+              tests/unit/proxy/video_endpoints
+              tests/unit/proxy/response_api_endpoints
+              tests/unit/proxy/image_endpoints
+              tests/unit/proxy/ocr_endpoints
+              tests/unit/proxy/search_endpoints
+              tests/unit/proxy/vector_store_endpoints
+              tests/unit/proxy/agent_endpoints
+              tests/unit/proxy/a2a
+              tests/unit/proxy/credential_endpoints
+              tests/unit/proxy/discovery_endpoints
+              tests/unit/proxy/health_endpoints
+              tests/unit/proxy/shutdown
+              tests/unit/proxy/public_endpoints
+              tests/unit/proxy/prompts
+              tests/unit/proxy/rag_endpoints
+              tests/unit/proxy/rerank_endpoints
+              tests/unit/proxy/realtime_endpoints
+              tests/unit/proxy/ui_crud_endpoints
+              tests/unit/proxy/config_resolvers
+              tests/unit/proxy/utils
            workers: 4
            reruns: 2
            timeout-minutes: 20
@ -168,7 +189,7 @@ jobs:

          - shard: proxy-server
            artifact-name: proxy-server
-            test-path: "tests/test_litellm/proxy/proxy_server"
+            test-path: "tests/unit/proxy/proxy_server"
            workers: 4
            reruns: 2
            timeout-minutes: 60
@ -177,23 +198,66 @@ jobs:
          - shard: proxy-infra
            artifact-name: proxy-infra
            test-path: >-
-              tests/test_litellm/proxy/db
-              tests/test_litellm/proxy/middleware
-              tests/test_litellm/proxy/spend_tracking
-              tests/test_litellm/proxy/pass_through_endpoints
-              tests/test_litellm/proxy/_experimental
-              tests/test_litellm/proxy/experimental
-              tests/test_litellm/proxy/common_utils
-              tests/test_litellm/proxy/enterprise_billing
-              tests/test_litellm/proxy/types_utils
-              tests/test_litellm/proxy/logging_endpoints
-              tests/test_litellm/proxy/test_*.py
+              tests/unit/proxy/db
+              --ignore=tests/unit/proxy/db/db_transaction_queue/test_e2e_pod_lock_manager.py
+              --ignore=tests/unit/proxy/db/test_update_daily_tag_spend.py
+              tests/unit/proxy/middleware
+              --ignore=tests/unit/proxy/middleware/test_request_size_limit_middleware.py
+              tests/unit/proxy/spend_tracking
+              --ignore=tests/unit/proxy/spend_tracking/test_search_api_logging.py
+              tests/unit/proxy/pass_through_endpoints
+              tests/unit/proxy/_experimental
+              --ignore=tests/unit/proxy/_experimental/mcp_server
+              tests/unit/proxy/experimental
+              tests/unit/proxy/common_utils
+              --ignore=tests/unit/proxy/common_utils/test_cache_aware_routing.py
+              --ignore=tests/unit/proxy/common_utils/test_check_batch_cost.py
+              --ignore=tests/unit/proxy/common_utils/test_check_responses_cost.py
+              --ignore=tests/unit/proxy/common_utils/test_proxy_encrypt_decrypt.py
+              --ignore=tests/unit/proxy/common_utils/test_realtime_cache.py
+              tests/unit/proxy/enterprise_billing
+              tests/unit/proxy/types_utils
+              tests/unit/proxy/logging_endpoints
            unit-flag: proxy-infra
            workers: 4
            reruns: 2
            timeout-minutes: 20
            job-timeout-minutes: 60

+          - shard: proxy-infra-root
+            artifact-name: proxy-infra-root
+            test-path: >-
+              tests/unit/proxy/test_*.py
+              --ignore=tests/unit/proxy/test_aproxy_startup.py
+              --ignore=tests/unit/proxy/test_credential_slot_registry.py
+              --ignore=tests/unit/proxy/test_custom_callback_input.py
+              --ignore=tests/unit/proxy/test_custom_logger_s3_gcs.py
+              --ignore=tests/unit/proxy/test_custom_tokenizer_bug.py
+              --ignore=tests/unit/proxy/test_db_schema_changes.py
+              --ignore=tests/unit/proxy/test_deprecated_key_grace_period.py
+              --ignore=tests/unit/proxy/test_get_favicon.py
+              --ignore=tests/unit/proxy/test_get_image.py
+              --ignore=tests/unit/proxy/test_prisma_client_backoff_retry.py
+              --ignore=tests/unit/proxy/test_prompt_test_endpoint.py
+              --ignore=tests/unit/proxy/test_proxy_config_unit_test.py
+              --ignore=tests/unit/proxy/test_proxy_custom_auth.py
+              --ignore=tests/unit/proxy/test_proxy_reject_logging.py
+              --ignore=tests/unit/proxy/test_proxy_server.py
+              --ignore=tests/unit/proxy/test_proxy_setting_guardrails.py
+              --ignore=tests/unit/proxy/test_proxy_token_counter.py
+              --ignore=tests/unit/proxy/test_proxy_utils.py
+              --ignore=tests/unit/proxy/test_reducto_ocr_route.py
+              --ignore=tests/unit/proxy/test_response_polling_pre_call_checks.py
+              --ignore=tests/unit/proxy/test_server_root_path.py
+              --ignore=tests/unit/proxy/test_ui_path_detection.py
+              --ignore=tests/unit/proxy/test_unit_test_proxy_hooks.py
+              --ignore=tests/unit/proxy/test_update_spend.py
+              --ignore=tests/unit/proxy/test_zero_cost_model_budget_bypass.py
+            workers: 4
+            reruns: 2
+            timeout-minutes: 20
+            job-timeout-minutes: 60
+
          - shard: caching-local
            artifact-name: caching-local
            test-path: ""
--- a/.gitignore
+++ b/.gitignore
@ -58,6 +58,7 @@ litellm/proxy/tests/package-lock.json
 ui/litellm-dashboard/.next
 ui/litellm-dashboard/node_modules
 ui/litellm-dashboard/next-env.d.ts
+*.tsbuildinfo
 ui/litellm-dashboard/package.json
 ui/litellm-dashboard/package-lock.json
 helm/litellm-helm/*.tgz
@ -104,7 +105,7 @@ litellm_config.yaml
 .cursor
 litellm/proxy/to_delete_loadtest_work/*
 update_model_cost_map.py
-tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+tests/unit/proxy/_experimental/mcp_server/test_mcp_server_manager.py
 scripts/test_vertex_ai_search.py
 LAZY_LOADING_IMPROVEMENTS.md
 STABILIZATION_TODO.md
@ -150,3 +151,6 @@ litellm.log

 .coverage-rust
 coverage-rust.xml
+
+# make lens-dev worker token, generated config and logs
+.lens-dev/
--- a/AGENTS.md
+++ b/AGENTS.md
@ -62,7 +62,7 @@ Never edit or commit `ruff-strict-budget.json`, `type-discipline-budget.json`, `

 If you're trying to create a new function that relies on untyped stuff, instead of adding more Any's and pushing `reportAny` / `reportExplicitAny` closer to their basedpyright ceilings, just validate it in the caller with Pydantic (a model or `TypeAdapter` that returns the typed thing or raises will do) and then pass the now typed variable in

-If you get an LIT001 or LIT002 fail, refactor the code to follow functional programming best practices rather than introducing mutable data structures. For example, build values in one shot with comprehensions or generators wrapped in `tuple()` / `MappingProxyType()` / `frozenset()` instead of seeding an empty `list`/`dict`/`set` and mutating it over time. Ideally, `# mutable-ok` is never used; reach for it only as a genuine last resort when an immutable rewrite is truly impossible, and always pair it with a real reason
+If you get an LIT001 fail, refactor the code to follow functional programming best practices rather than introducing mutable data structures. For example, build values in one shot with comprehensions or generators wrapped in `tuple()` / `MappingProxyType()` / `frozenset()` instead of seeding an empty `list`/`dict`/`set` and mutating it over time. Ideally, `# mutable-ok` is never used; reach for it only as a genuine last resort when an immutable rewrite is truly impossible, and always pair it with a real reason

 Every lint or type suppression must name the exact rule inside brackets and carry a reason comment, e.g. `# pyright: ignore[reportArgumentType]  # stubs lack async overload` or `# noqa: TID251  # <reason>`. `# type: ignore` is banned (LIT009): pyrightconfig.json sets `enableTypeIgnoreComments` to false, so it silently does nothing

--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@ -98,7 +98,7 @@ Add your tests to the [`tests/unit/` directory](https://github.com/BerriAI/litel

 The `tests/unit/` directory follows the same structure as `litellm/`:

- `litellm/proxy/caching_routes.py` → `tests/test_litellm/proxy/test_caching_routes.py`
+- `litellm/proxy/caching_routes.py` → `tests/unit/proxy/test_caching_routes.py`
 - `litellm/utils.py` → `tests/unit/test_utils.py`

 ### Example Test
@ -136,7 +136,7 @@ If you're running broader test suites, proxy tests, or anything that touches Pos
 make install-test-deps
 ```

-This syncs the locked test environment used across the repo, including `psycopg` v3 plus `psycopg-binary` (used by `pytest-postgresql`), `psycopg2-binary` (used by some proxy E2E tests), and a generated Prisma client for DB-backed proxy tests, so pytest startup matches CI without manual package installs.
+This syncs the locked test environment used across the repo, including `psycopg` v3 plus `psycopg-binary`, `psycopg2-binary` (used by some proxy E2E tests), and a generated Prisma client for DB-backed proxy tests, so pytest startup matches CI without manual package installs.

 ### Running Linting and Formatting Checks

--- a/13
+++ b/13
@ -114,8 +114,20 @@ RUN HOME=/opt/prisma XDG_CACHE_HOME=/opt/prisma/.cache PRISMA_BINARY_CACHE_DIR=/
 RUN sed -i 's/\r$//' docker/entrypoint.sh && chmod +x docker/entrypoint.sh && \
    sed -i 's/\r$//' docker/prod_entrypoint.sh && chmod +x docker/prod_entrypoint.sh

+FROM $LITELLM_BUILD_IMAGE AS liteadmin-builder
+COPY --from=uvbin /uv /usr/local/bin/uv
+RUN apk add --no-cache python-3.13
+ADD --checksum=sha256:2f7ae5cdd9d91731c0990e74a58239dc3e3fd2bf28dab23b55eafcdc47aaf87e \
+    https://github.com/BerriAI/litellm-admin-agent/archive/ef501e94bc9fbacb9233b922abf71427f030408c.tar.gz /tmp/liteadmin.tar.gz
+RUN mkdir /tmp/liteadmin && tar xzf /tmp/liteadmin.tar.gz --strip-components=1 -C /tmp/liteadmin && \
+    uv venv /opt/liteadmin --python python3.13 && \
+    uv pip install --python /opt/liteadmin/bin/python --require-hashes -r /tmp/liteadmin/requirements.txt && \
+    uv pip install --python /opt/liteadmin/bin/python --no-deps /tmp/liteadmin
+
 # Runtime stage
 FROM $LITELLM_RUNTIME_IMAGE AS runtime
+ARG LITELLM_RELEASE_TAG=""
+ENV LITELLM_RELEASE_TAG=${LITELLM_RELEASE_TAG}

 USER root

@ -141,6 +153,7 @@ ENV PATH="/app/.venv/bin:${PATH}" \
 # ship (manifest-scanning tools attribute everything in it to this image).
 # entrypoint.sh invokes litellm/proxy/prisma_migration.py by source path.
 COPY --from=builder /app/.venv /app/.venv
+COPY --from=liteadmin-builder /opt/liteadmin /opt/liteadmin
 COPY --from=builder /app/docker /app/docker
 COPY --from=builder /app/schema.prisma /app/schema.prisma
 COPY --from=builder /app/litellm/proxy/prisma_migration.py /app/litellm/proxy/prisma_migration.py
--- a/18
+++ b/18
@ -1,10 +1,10 @@
 # LiteLLM Makefile
 # Simple Makefile for running tests and basic development tasks

-.PHONY: help test test-unit test-unit-llms test-unit-proxy-guardrails test-unit-proxy-core test-unit-proxy-misc \
+.PHONY: help test test-unit test-unit-llms test-unit-proxy-guardrails test-unit-proxy-core test-unit-proxy-misc test-unit-proxy-root \
 	test-unit-integrations test-unit-core-utils test-unit-other test-unit-root \
 	test-proxy-unit-a test-proxy-unit-b test-integration test-unit-helm \
-	test-rust-extension rust-sqlx-prepare \
+	test-rust-extension rust-sqlx-prepare lens-dev \
 	info lint lint-inner lint-dev lint-checks format \
 	lint-basedpyright lint-e2e-basedpyright lint-basedpyright-budget-update lint-type-discipline lint-type-discipline-budget-update \
 	lint-ruff-budget lint-ruff-budget-update lint-budget-update lint-gate \
@ -47,6 +47,7 @@ help:
 	@echo "  make test-unit-proxy-guardrails - Run proxy guardrails+mgmt tests (~51 files)"
 	@echo "  make test-unit-proxy-core - Run proxy auth+client+db+hooks tests (~52 files)"
 	@echo "  make test-unit-proxy-misc - Run proxy misc tests (~77 files)"
+	@echo "  make test-unit-proxy-root - Run proxy root-file tests (tests/unit/proxy/test_*.py)"
 	@echo "  make test-unit-integrations - Run integration tests (~60 files)"
 	@echo "  make test-unit-core-utils - Run core utils tests (~32 files)"
 	@echo "  make test-unit-other    - Run other tests (caching, responses, etc., ~69 files)"
@ -57,6 +58,7 @@ help:
 	@echo "  make test-unit-helm     - Run helm unit tests"
 	@echo "  make test-rust-extension - Build the Rust extension and run its public Python tests"
 	@echo "  make rust-sqlx-prepare  - Refresh litellm-rust/crates/db/.sqlx against a migrated Postgres container"
+	@echo "  make lens-dev           - Run proxy + Lens worker + hot-reload dashboard (ARGS=\"--seed large\", LENS_DEV_PROXY_PORT, LENS_DEV_UI_PORT)"
 	@echo ""
 	@echo "Heavy targets (check, lint) queue for LITELLM_GATE_SLOTS machine-wide"
 	@echo "slots (default 2; 0 disables) so parallel sessions don't thrash one machine."
@ -310,6 +312,9 @@ test-rust-extension:
 rust-sqlx-prepare:
 	cd litellm-rust && cargo run -p litellm-db-testing --bin sqlx-prepare

+lens-dev:
+	./scripts/lens_dev.sh $(ARGS)
+
 test: install-test-deps
 	$(UV_RUN) pytest tests/

@ -321,13 +326,16 @@ test-unit-llms: install-test-deps
 	$(UV_RUN) pytest tests/unit/llms --tb=short -vv -n 4 --durations=20

 test-unit-proxy-guardrails: install-test-deps
-	$(UV_RUN) pytest tests/test_litellm/proxy/guardrails tests/test_litellm/proxy/management_endpoints tests/test_litellm/proxy/management_helpers --tb=short -vv -n 4 --durations=20
+	$(UV_RUN) pytest tests/unit/proxy/guardrails tests/unit/proxy/management_endpoints tests/unit/proxy/management_helpers --tb=short -vv -n 4 --durations=20

 test-unit-proxy-core: install-test-deps
-	$(UV_RUN) pytest tests/test_litellm/proxy/auth tests/test_litellm/proxy/client tests/test_litellm/proxy/db tests/test_litellm/proxy/hooks tests/test_litellm/proxy/policy_engine --tb=short -vv -n 4 --durations=20
+	$(UV_RUN) pytest tests/unit/proxy/auth tests/unit/proxy/client tests/unit/proxy/db tests/unit/proxy/hooks tests/unit/proxy/policy_engine --ignore=tests/unit/proxy/db/db_transaction_queue/test_e2e_pod_lock_manager.py --ignore=tests/unit/proxy/db/test_update_daily_tag_spend.py --tb=short -vv -n 4 --durations=20

 test-unit-proxy-misc: install-test-deps
-	$(UV_RUN) pytest tests/test_litellm/proxy/_experimental tests/test_litellm/proxy/agent_endpoints tests/test_litellm/proxy/anthropic_endpoints tests/test_litellm/proxy/common_utils tests/test_litellm/proxy/discovery_endpoints tests/test_litellm/proxy/experimental tests/test_litellm/proxy/google_endpoints tests/test_litellm/proxy/health_endpoints tests/test_litellm/proxy/image_endpoints tests/test_litellm/proxy/middleware tests/test_litellm/proxy/openai_files_endpoint tests/test_litellm/proxy/pass_through_endpoints tests/test_litellm/proxy/prompts tests/test_litellm/proxy/public_endpoints tests/test_litellm/proxy/response_api_endpoints tests/test_litellm/proxy/shutdown tests/test_litellm/proxy/spend_tracking tests/test_litellm/proxy/ui_crud_endpoints tests/test_litellm/proxy/vector_store_endpoints tests/test_litellm/proxy/test_*.py --tb=short -vv -n 4 --durations=20
+	$(UV_RUN) pytest tests/unit/proxy/agent_endpoints tests/unit/proxy/anthropic_endpoints tests/unit/proxy/common_utils --ignore=tests/unit/proxy/common_utils/test_cache_aware_routing.py --ignore=tests/unit/proxy/common_utils/test_check_batch_cost.py --ignore=tests/unit/proxy/common_utils/test_check_responses_cost.py --ignore=tests/unit/proxy/common_utils/test_proxy_encrypt_decrypt.py --ignore=tests/unit/proxy/common_utils/test_realtime_cache.py tests/unit/proxy/discovery_endpoints tests/unit/proxy/experimental tests/unit/proxy/google_endpoints tests/unit/proxy/health_endpoints tests/unit/proxy/image_endpoints tests/unit/proxy/middleware --ignore=tests/unit/proxy/middleware/test_request_size_limit_middleware.py tests/unit/proxy/openai_files_endpoint tests/unit/proxy/pass_through_endpoints tests/unit/proxy/prompts tests/unit/proxy/public_endpoints tests/unit/proxy/response_api_endpoints tests/unit/proxy/shutdown tests/unit/proxy/spend_tracking --ignore=tests/unit/proxy/spend_tracking/test_search_api_logging.py tests/unit/proxy/ui_crud_endpoints tests/unit/proxy/vector_store_endpoints tests/unit/proxy/_experimental/mcp_server/test_mcp_server_tool_calls_and_headers.py --ignore=tests/unit/proxy/google_endpoints/test_gemini_agents_endpoints.py --ignore=tests/unit/proxy/google_endpoints/test_google_endpoint_routing.py --ignore=tests/unit/proxy/google_endpoints/test_google_gemini_proxy_request.py --ignore=tests/unit/proxy/public_endpoints/test_blog_posts_endpoint.py --tb=short -vv -n 4 --durations=20
+
+test-unit-proxy-root: install-test-deps
+	$(UV_RUN) pytest tests/unit/proxy/test_*.py --ignore=tests/unit/proxy/test_aproxy_startup.py --ignore=tests/unit/proxy/test_credential_slot_registry.py --ignore=tests/unit/proxy/test_custom_callback_input.py --ignore=tests/unit/proxy/test_custom_logger_s3_gcs.py --ignore=tests/unit/proxy/test_custom_tokenizer_bug.py --ignore=tests/unit/proxy/test_db_schema_changes.py --ignore=tests/unit/proxy/test_deprecated_key_grace_period.py --ignore=tests/unit/proxy/test_get_favicon.py --ignore=tests/unit/proxy/test_get_image.py --ignore=tests/unit/proxy/test_prisma_client_backoff_retry.py --ignore=tests/unit/proxy/test_prompt_test_endpoint.py --ignore=tests/unit/proxy/test_proxy_config_unit_test.py --ignore=tests/unit/proxy/test_proxy_custom_auth.py --ignore=tests/unit/proxy/test_proxy_reject_logging.py --ignore=tests/unit/proxy/test_proxy_server.py --ignore=tests/unit/proxy/test_proxy_setting_guardrails.py --ignore=tests/unit/proxy/test_proxy_token_counter.py --ignore=tests/unit/proxy/test_proxy_utils.py --ignore=tests/unit/proxy/test_reducto_ocr_route.py --ignore=tests/unit/proxy/test_response_polling_pre_call_checks.py --ignore=tests/unit/proxy/test_server_root_path.py --ignore=tests/unit/proxy/test_ui_path_detection.py --ignore=tests/unit/proxy/test_unit_test_proxy_hooks.py --ignore=tests/unit/proxy/test_update_spend.py --ignore=tests/unit/proxy/test_zero_cost_model_budget_bypass.py --tb=short -vv -n 4 --durations=20

 test-unit-integrations: install-test-deps
 	$(UV_RUN) pytest tests/unit/integrations --tb=short -vv -n 4 --durations=20
--- a/README.md
+++ b/README.md
@ -268,6 +268,31 @@ For MCP OAuth, an upstream may advertise dynamic client registration but refuse

 </details>

+<details>
+<summary><b>Agents</b> - Run Claude Code, Codex, OpenCode or Deep Agents on any model (Python SDK)</summary>
+
+### Python SDK - Agents
+
+```python
+import litellm
+from litellm import Harness, sandbox
+
+result = litellm.agent(
+    Harness.CLAUDE_CODE,  # or Harness.CODEX, Harness.OPENCODE, Harness.DEEPAGENTS
+    "Find why tests/test_router.py is flaky and fix it.",
+    sandbox=sandbox.local("./repo"),
+    model="litellm_proxy/claude-sonnet-4-5",  # a model group on your AI Gateway
+)
+
+print(result.text, result.cost, [f.path for f in result.files])
+```
+
+Set `LITELLM_PROXY_API_BASE` and `LITELLM_PROXY_API_KEY` and every model call the agent makes goes through your AI Gateway, tagged `harness,claude_code`. Drop the `litellm_proxy/` prefix to call a provider directly. Install `starlette uvicorn` plus the agent's CLI (`claude`, `codex` or `opencode`), or `deepagents langchain-litellm` for Deep Agents.
+
+[**Docs: Agent Harnesses**](https://docs.litellm.ai/docs/harness)
+
+</details>
+
 ### Supported Providers ([Website Supported Models](https://models.litellm.ai/) | [Docs](https://docs.litellm.ai/docs/providers))

 | Provider                                                                            | `/chat/completions` | `/messages` | `/responses` | `/embeddings` | `/image/generations` | `/audio/transcriptions` | `/audio/speech` | `/moderations` | `/batches` | `/rerank` |
@ -365,11 +390,13 @@ For MCP OAuth, an upstream may advertise dynamic client registration but refuse
 | [Sail (`sail`)](https://docs.litellm.ai/docs/providers/sail) | ✅ | ✅ | ✅ |  |  |  |  |  |  |  |
 | [Sambanova (`sambanova`)](https://docs.litellm.ai/docs/providers/sambanova) | ✅ | ✅ | ✅ |  |  |  |  |  |  |  |
 | [Snowflake (`snowflake`)](https://docs.litellm.ai/docs/providers/snowflake) | ✅ | ✅ | ✅ |  |  |  |  |  |  |  |
+| [Strands Decider (`strands_decider`)](https://docs.litellm.ai/docs/providers) |  |  |  |  |  |  |  |  |  |  |
 | [Text Completion Codestral (`text-completion-codestral`)](https://docs.litellm.ai/docs/providers/codestral) | ✅ | ✅ | ✅ |  |  |  |  |  |  |  |
 | [Text Completion OpenAI (`text-completion-openai`)](https://docs.litellm.ai/docs/providers/text_completion_openai) | ✅ | ✅ | ✅ |  |  | ✅ | ✅ | ✅ | ✅ |  |
 | [Together AI (`together_ai`)](https://docs.litellm.ai/docs/providers/togetherai) | ✅ | ✅ | ✅ |  |  |  |  |  |  |  |
 | [Topaz (`topaz`)](https://docs.litellm.ai/docs/providers/topaz) | ✅ | ✅ | ✅ |  |  |  |  |  |  |  |
 | [Triton (`triton`)](https://docs.litellm.ai/docs/providers/triton-inference-server) | ✅ | ✅ | ✅ |  |  |  |  |  |  |  |
+| [Typesafe Decisions API (`typesafe`)](https://docs.litellm.ai/docs/providers) |  |  |  |  |  |  |  |  |  |  |
 | [V0 (`v0`)](https://docs.litellm.ai/docs/providers/v0) | ✅ | ✅ | ✅ |  |  |  |  |  |  |  |
 | [Vercel AI Gateway (`vercel_ai_gateway`)](https://docs.litellm.ai/docs/providers/vercel_ai_gateway) | ✅ | ✅ | ✅ |  |  |  |  |  |  |  |
 | [VLLM (`vllm`)](https://docs.litellm.ai/docs/providers/vllm) | ✅ | ✅ | ✅ |  |  |  |  |  |  |  |
--- a/backend/Dockerfile
+++ b/backend/Dockerfile
@ -71,6 +71,8 @@ RUN sed -i 's/\r$//' docker/component_entrypoint.sh && chmod +x docker/component

 # ---------- Runtime ----------
 FROM $LITELLM_RUNTIME_IMAGE AS runtime
+ARG LITELLM_RELEASE_TAG=""
+ENV LITELLM_RELEASE_TAG=${LITELLM_RELEASE_TAG}

 USER root

--- a/backend/main.py
+++ b/backend/main.py
@ -8,9 +8,13 @@ Run with:
    uvicorn backend.main:app --host 0.0.0.0 --port 4001
 """

+from collections.abc import AsyncGenerator, Mapping
 from contextlib import asynccontextmanager
+from typing import Final

-from fastapi.routing import Mount
+from starlette.applications import Starlette
+from starlette.routing import Mount
+from starlette.types import Lifespan

 # See gateway/main.py for why we assemble DATABASE_URL(s) here before
 # importing proxy_server.
@ -43,14 +47,16 @@ def _is_backend_route(route) -> bool:

 # See gateway/main.py for why the trim runs inside the lifespan instead of at
 # module scope.
-_proxy_lifespan = app.router.lifespan_context
+_proxy_lifespan: Final = app.router.lifespan_context


@asynccontextmanager
-async def _backend_lifespan(app_):
-    async with _proxy_lifespan(app_):
+async def _backend_lifespan(
+    app_: Starlette, lifespan: Lifespan[Starlette] = _proxy_lifespan
+) -> AsyncGenerator[Mapping[str, object], None]:
+    async with lifespan(app_) as state:
        app_.router.routes = [r for r in app_.router.routes if _is_backend_route(r)]
-        yield
+        yield state if state is not None else {}


 app.router.lifespan_context = _backend_lifespan
--- a/backend/routes/allowlist.py
+++ b/backend/routes/allowlist.py
@ -22,6 +22,7 @@ BACKEND_PATH_PREFIXES: tuple[str, ...] = (
    "/customer/",
    "/end_user/",
    "/sso/",
+    "/liteadmin/slack/connect/",
    "/login",
    "/v2/login",
    "/v3/login",
@ -60,6 +61,7 @@ BACKEND_PATH_PREFIXES: tuple[str, ...] = (
    # Tools / agents (registry & policy admin)
    "/v1/tool/",
    "/v1/agents",
+    "/agent/daily/activity/",
    # Guardrails admin
    "/v2/guardrails/",
    # MCP server admin + BYOK OAuth flow (UI-initiated) + dynamic per-server endpoints
@ -81,6 +83,8 @@ BACKEND_PATH_PREFIXES: tuple[str, ...] = (
    # Spend / analytics
    "/spend/",
    "/analytics/",
+    "/lens/",
+    "/v1/traces",
    "/global/",
    "/user_agent",
    "/usage/",
@ -144,6 +148,7 @@ BACKEND_EXACT_PATHS: frozenset[str] = frozenset(
    {
        "/",
        "/routes",
+        "/lens",
        "/openapi.json",
        "/docs",
        "/docs/oauth2-redirect",
--- a/basedpyright-code-budget.json
+++ b/basedpyright-code-budget.json
@ -99,7 +99,7 @@
    "limit": 0
  },
  "reportUnknownArgumentType": {
-    "limit": 44358
+    "limit": 44802
  },
  "reportUnknownLambdaType": {
    "limit": 109
--- a/cookbook/litellm_proxy_server/grafana_dashboard/dashboard_all_metrics/grafana_dashboard.json
+++ b/cookbook/litellm_proxy_server/grafana_dashboard/dashboard_all_metrics/grafana_dashboard.json
@ -5710,6 +5710,17 @@
        }
      },
      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "${DS_PROMETHEUS}"
+          },
+          "editorMode": "code",
+          "expr": "histogram_quantile(0.95, sum(rate(litellm_anthropic_wif_latency_bucket[$__rate_interval])) by (le))",
+          "legendFormat": "anthropic_wif",
+          "range": true,
+          "refId": "A"
+        },
        {
          "datasource": {
            "type": "prometheus",
@ -5719,7 +5730,7 @@
          "expr": "histogram_quantile(0.95, sum(rate(litellm_auth_latency_bucket[$__rate_interval])) by (le))",
          "legendFormat": "auth",
          "range": true,
-          "refId": "A"
+          "refId": "B"
        },
        {
          "datasource": {
@ -5730,7 +5741,7 @@
          "expr": "histogram_quantile(0.95, sum(rate(litellm_batch_write_to_db_latency_bucket[$__rate_interval])) by (le))",
          "legendFormat": "batch_write_to_db",
          "range": true,
-          "refId": "B"
+          "refId": "C"
        },
        {
          "datasource": {
@ -5741,7 +5752,7 @@
          "expr": "histogram_quantile(0.95, sum(rate(litellm_postgres_latency_bucket[$__rate_interval])) by (le))",
          "legendFormat": "postgres",
          "range": true,
-          "refId": "C"
+          "refId": "D"
        },
        {
          "datasource": {
@ -5752,7 +5763,7 @@
          "expr": "histogram_quantile(0.95, sum(rate(litellm_proxy_pre_call_latency_bucket[$__rate_interval])) by (le))",
          "legendFormat": "proxy_pre_call",
          "range": true,
-          "refId": "D"
+          "refId": "E"
        },
        {
          "datasource": {
@ -5763,7 +5774,7 @@
          "expr": "histogram_quantile(0.95, sum(rate(litellm_redis_latency_bucket[$__rate_interval])) by (le))",
          "legendFormat": "redis",
          "range": true,
-          "refId": "E"
+          "refId": "F"
        },
        {
          "datasource": {
@ -5774,7 +5785,7 @@
          "expr": "histogram_quantile(0.95, sum(rate(litellm_redis_daily_org_spend_update_queue_latency_bucket[$__rate_interval])) by (le))",
          "legendFormat": "redis_daily_org_spend_update_queue",
          "range": true,
-          "refId": "F"
+          "refId": "G"
        },
        {
          "datasource": {
@ -5785,7 +5796,7 @@
          "expr": "histogram_quantile(0.95, sum(rate(litellm_redis_daily_tag_spend_update_queue_latency_bucket[$__rate_interval])) by (le))",
          "legendFormat": "redis_daily_tag_spend_update_queue",
          "range": true,
-          "refId": "G"
+          "refId": "H"
        },
        {
          "datasource": {
@ -5796,7 +5807,7 @@
          "expr": "histogram_quantile(0.95, sum(rate(litellm_redis_daily_team_spend_update_queue_latency_bucket[$__rate_interval])) by (le))",
          "legendFormat": "redis_daily_team_spend_update_queue",
          "range": true,
-          "refId": "H"
+          "refId": "I"
        },
        {
          "datasource": {
@ -5807,7 +5818,7 @@
          "expr": "histogram_quantile(0.95, sum(rate(litellm_redis_window_spend_update_queue_latency_bucket[$__rate_interval])) by (le))",
          "legendFormat": "redis_window_spend_update_queue",
          "range": true,
-          "refId": "I"
+          "refId": "J"
        },
        {
          "datasource": {
@ -5818,7 +5829,7 @@
          "expr": "histogram_quantile(0.95, sum(rate(litellm_reset_budget_job_latency_bucket[$__rate_interval])) by (le))",
          "legendFormat": "reset_budget_job",
          "range": true,
-          "refId": "J"
+          "refId": "K"
        },
        {
          "datasource": {
@ -5829,7 +5840,7 @@
          "expr": "histogram_quantile(0.95, sum(rate(litellm_router_latency_bucket[$__rate_interval])) by (le))",
          "legendFormat": "router",
          "range": true,
-          "refId": "K"
+          "refId": "L"
        },
        {
          "datasource": {
@ -5840,7 +5851,7 @@
          "expr": "histogram_quantile(0.95, sum(rate(litellm_self_latency_bucket[$__rate_interval])) by (le))",
          "legendFormat": "self",
          "range": true,
-          "refId": "L"
+          "refId": "M"
        }
      ],
      "title": "Service latency p95 (litellm_<service>_latency)",
@ -5888,6 +5899,28 @@
        }
      },
      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "${DS_PROMETHEUS}"
+          },
+          "editorMode": "code",
+          "expr": "sum(rate(litellm_anthropic_wif_total_requests_total[$__rate_interval]))",
+          "legendFormat": "anthropic_wif",
+          "range": true,
+          "refId": "A"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "${DS_PROMETHEUS}"
+          },
+          "editorMode": "code",
+          "expr": "sum(rate(litellm_anthropic_wif_cache_total_requests_total[$__rate_interval]))",
+          "legendFormat": "anthropic_wif_cache",
+          "range": true,
+          "refId": "B"
+        },
        {
          "datasource": {
            "type": "prometheus",
@ -5897,7 +5930,7 @@
          "expr": "sum(rate(litellm_auth_total_requests_total[$__rate_interval]))",
          "legendFormat": "auth",
          "range": true,
-          "refId": "A"
+          "refId": "C"
        },
        {
          "datasource": {
@ -5908,7 +5941,7 @@
          "expr": "sum(rate(litellm_batch_write_to_db_total_requests_total[$__rate_interval]))",
          "legendFormat": "batch_write_to_db",
          "range": true,
-          "refId": "B"
+          "refId": "D"
        },
        {
          "datasource": {
@ -5919,7 +5952,7 @@
          "expr": "sum(rate(litellm_postgres_total_requests_total[$__rate_interval]))",
          "legendFormat": "postgres",
          "range": true,
-          "refId": "C"
+          "refId": "E"
        },
        {
          "datasource": {
@ -5930,7 +5963,7 @@
          "expr": "sum(rate(litellm_proxy_pre_call_total_requests_total[$__rate_interval]))",
          "legendFormat": "proxy_pre_call",
          "range": true,
-          "refId": "D"
+          "refId": "F"
        },
        {
          "datasource": {
@ -5941,7 +5974,7 @@
          "expr": "sum(rate(litellm_redis_total_requests_total[$__rate_interval]))",
          "legendFormat": "redis",
          "range": true,
-          "refId": "E"
+          "refId": "G"
        },
        {
          "datasource": {
@ -5952,7 +5985,7 @@
          "expr": "sum(rate(litellm_redis_daily_org_spend_update_queue_total_requests_total[$__rate_interval]))",
          "legendFormat": "redis_daily_org_spend_update_queue",
          "range": true,
-          "refId": "F"
+          "refId": "H"
        },
        {
          "datasource": {
@ -5963,7 +5996,7 @@
          "expr": "sum(rate(litellm_redis_daily_tag_spend_update_queue_total_requests_total[$__rate_interval]))",
          "legendFormat": "redis_daily_tag_spend_update_queue",
          "range": true,
-          "refId": "G"
+          "refId": "I"
        },
        {
          "datasource": {
@ -5974,7 +6007,7 @@
          "expr": "sum(rate(litellm_redis_daily_team_spend_update_queue_total_requests_total[$__rate_interval]))",
          "legendFormat": "redis_daily_team_spend_update_queue",
          "range": true,
-          "refId": "H"
+          "refId": "J"
        },
        {
          "datasource": {
@ -5985,7 +6018,7 @@
          "expr": "sum(rate(litellm_redis_window_spend_update_queue_total_requests_total[$__rate_interval]))",
          "legendFormat": "redis_window_spend_update_queue",
          "range": true,
-          "refId": "I"
+          "refId": "K"
        },
        {
          "datasource": {
@ -5996,7 +6029,7 @@
          "expr": "sum(rate(litellm_reset_budget_job_total_requests_total[$__rate_interval]))",
          "legendFormat": "reset_budget_job",
          "range": true,
-          "refId": "J"
+          "refId": "L"
        },
        {
          "datasource": {
@ -6007,7 +6040,7 @@
          "expr": "sum(rate(litellm_router_total_requests_total[$__rate_interval]))",
          "legendFormat": "router",
          "range": true,
-          "refId": "K"
+          "refId": "M"
        },
        {
          "datasource": {
@ -6018,7 +6051,7 @@
          "expr": "sum(rate(litellm_self_total_requests_total[$__rate_interval]))",
          "legendFormat": "self",
          "range": true,
-          "refId": "L"
+          "refId": "N"
        }
      ],
      "title": "Service request rate (litellm_<service>_total_requests)",
@ -6066,6 +6099,28 @@
        }
      },
      "targets": [
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "${DS_PROMETHEUS}"
+          },
+          "editorMode": "code",
+          "expr": "sum(rate(litellm_anthropic_wif_failed_requests_total[$__rate_interval])) by (error_class)",
+          "legendFormat": "anthropic_wif / {{error_class}}",
+          "range": true,
+          "refId": "A"
+        },
+        {
+          "datasource": {
+            "type": "prometheus",
+            "uid": "${DS_PROMETHEUS}"
+          },
+          "editorMode": "code",
+          "expr": "sum(rate(litellm_anthropic_wif_cache_failed_requests_total[$__rate_interval])) by (error_class)",
+          "legendFormat": "anthropic_wif_cache / {{error_class}}",
+          "range": true,
+          "refId": "B"
+        },
        {
          "datasource": {
            "type": "prometheus",
@ -6075,7 +6130,7 @@
          "expr": "sum(rate(litellm_auth_failed_requests_total[$__rate_interval])) by (error_class)",
          "legendFormat": "auth / {{error_class}}",
          "range": true,
-          "refId": "A"
+          "refId": "C"
        },
        {
          "datasource": {
@ -6086,7 +6141,7 @@
          "expr": "sum(rate(litellm_batch_write_to_db_failed_requests_total[$__rate_interval])) by (error_class)",
          "legendFormat": "batch_write_to_db / {{error_class}}",
          "range": true,
-          "refId": "B"
+          "refId": "D"
        },
        {
          "datasource": {
@ -6097,7 +6152,7 @@
          "expr": "sum(rate(litellm_postgres_failed_requests_total[$__rate_interval])) by (error_class)",
          "legendFormat": "postgres / {{error_class}}",
          "range": true,
-          "refId": "C"
+          "refId": "E"
        },
        {
          "datasource": {
@ -6108,7 +6163,7 @@
          "expr": "sum(rate(litellm_proxy_pre_call_failed_requests_total[$__rate_interval])) by (error_class)",
          "legendFormat": "proxy_pre_call / {{error_class}}",
          "range": true,
-          "refId": "D"
+          "refId": "F"
        },
        {
          "datasource": {
@ -6119,7 +6174,7 @@
          "expr": "sum(rate(litellm_redis_failed_requests_total[$__rate_interval])) by (error_class)",
          "legendFormat": "redis / {{error_class}}",
          "range": true,
-          "refId": "E"
+          "refId": "G"
        },
        {
          "datasource": {
@ -6130,7 +6185,7 @@
          "expr": "sum(rate(litellm_redis_daily_org_spend_update_queue_failed_requests_total[$__rate_interval])) by (error_class)",
          "legendFormat": "redis_daily_org_spend_update_queue / {{error_class}}",
          "range": true,
-          "refId": "F"
+          "refId": "H"
        },
        {
          "datasource": {
@ -6141,7 +6196,7 @@
          "expr": "sum(rate(litellm_redis_daily_tag_spend_update_queue_failed_requests_total[$__rate_interval])) by (error_class)",
          "legendFormat": "redis_daily_tag_spend_update_queue / {{error_class}}",
          "range": true,
-          "refId": "G"
+          "refId": "I"
        },
        {
          "datasource": {
@ -6152,7 +6207,7 @@
          "expr": "sum(rate(litellm_redis_daily_team_spend_update_queue_failed_requests_total[$__rate_interval])) by (error_class)",
          "legendFormat": "redis_daily_team_spend_update_queue / {{error_class}}",
          "range": true,
-          "refId": "H"
+          "refId": "J"
        },
        {
          "datasource": {
@ -6163,7 +6218,7 @@
          "expr": "sum(rate(litellm_redis_window_spend_update_queue_failed_requests_total[$__rate_interval])) by (error_class)",
          "legendFormat": "redis_window_spend_update_queue / {{error_class}}",
          "range": true,
-          "refId": "I"
+          "refId": "K"
        },
        {
          "datasource": {
@ -6174,7 +6229,7 @@
          "expr": "sum(rate(litellm_reset_budget_job_failed_requests_total[$__rate_interval])) by (error_class)",
          "legendFormat": "reset_budget_job / {{error_class}}",
          "range": true,
-          "refId": "J"
+          "refId": "L"
        },
        {
          "datasource": {
@ -6185,7 +6240,7 @@
          "expr": "sum(rate(litellm_router_failed_requests_total[$__rate_interval])) by (error_class)",
          "legendFormat": "router / {{error_class}}",
          "range": true,
-          "refId": "K"
+          "refId": "M"
        },
        {
          "datasource": {
@ -6196,7 +6251,7 @@
          "expr": "sum(rate(litellm_self_failed_requests_total[$__rate_interval])) by (error_class)",
          "legendFormat": "self / {{error_class}}",
          "range": true,
-          "refId": "L"
+          "refId": "N"
        }
      ],
      "title": "Service failure rate (litellm_<service>_failed_requests)",
--- a/cookbook/litellm_proxy_server/grafana_dashboard/dashboard_all_metrics/readme.md
+++ b/cookbook/litellm_proxy_server/grafana_dashboard/dashboard_all_metrics/readme.md
@ -1,6 +1,6 @@
 # LiteLLM All Prometheus Metrics dashboard

-Every `litellm_*` metric family the proxy can expose on `/metrics` (136 families across 97 panels), grouped into rows: proxy traffic, latency, spend and tokens, cache, LLM API deployments, key and team rate limits, budgets, guardrails, MCP, managed files and batches, users and teams, the Redis circuit breaker, the spend log cleanup job, and the `prometheus_system` service callback metrics (per-service latency, request and failure rates, spend update queue sizes). Panel titles are the metric names so you can grep the JSON for the metric you care about
+Every `litellm_*` metric family the proxy can expose on `/metrics` (141 families across 97 panels), grouped into rows: proxy traffic, latency, spend and tokens, cache, LLM API deployments, key and team rate limits, budgets, guardrails, MCP, managed files and batches, users and teams, the Redis circuit breaker, the spend log cleanup job, and the `prometheus_system` service callback metrics (per-service latency, request and failure rates, spend update queue sizes). Panel titles are the metric names so you can grep the JSON for the metric you care about

 Import `grafana_dashboard.json` from **Dashboards > New > Import** and pick your Prometheus data source when prompted (the `DS_PROMETHEUS` variable). Counters are plotted as `rate()` over `$__rate_interval`, histograms as p50 / p95 / p99, gauges as the raw value grouped by the most useful label. Every query names the metric exactly as the proxy emits it (counters carry the `_total` suffix the Prometheus client adds), and `tests/unit/integrations/test_prometheus_metric_name_consistency.py` fails if a metric is renamed without updating this dashboard

--- a/cookbook/litellm_proxy_server/mcp/README.md
+++ b/cookbook/litellm_proxy_server/mcp/README.md
@ -1,37 +0,0 @@
-# Publish MCP servers in the AI Hub
-
-Set `litellm_settings.public_mcp_servers` to the concrete IDs of the servers you want listed in the public AI Hub. Pin `server_id` in each configuration entry so the publication list stays stable across deployments
-
-```yaml
-mcp_servers:
-  documentation:
-    server_id: documentation-mcp
-    url: https://mcp.example.com/mcp
-    transport: http
-    available_on_public_internet: true
-
-litellm_settings:
-  public_mcp_hub_strict_whitelist: true
-  public_mcp_servers:
-    - documentation-mcp
-```
-
-Use `documentation-mcp`, the `server_id`, in the publication list. The configuration key `documentation`, display names, and aliases are not publication IDs. Database-created servers use the ID returned by `/v1/mcp/server`
-
-The dashboard's **AI Hub > MCP Hub > Manage MCP Hub Visibility** dialog edits this same list. Its YAML example includes the selected server IDs. With database-backed configuration (`store_model_in_db: true`), a value declared in YAML is owned by that file: edit the file and reload, or remove that key from YAML to let the dashboard manage it in the database. File-backed deployments can save the list directly to their configuration file
-
-To remove all explicit entries, save an empty selection in the dialog or configure:
-
-```yaml
-litellm_settings:
-  public_mcp_hub_strict_whitelist: true
-  public_mcp_servers: []
-```
-
-## Hub listing and network access
-
-The **Hub listing** column in AI Hub identifies servers that appear in `/public/mcp_hub`. The dashboard derives this status from the current registry and publication settings. Setting `mcp_info.is_public` on a server does not publish it; that response field is derived metadata. `mcp_info.is_public_explicit` identifies registered servers included in the explicit publication list
-
-Gateway cards and server details show **All Networks** when `available_on_public_internet` is enabled or the server is explicitly published in `public_mcp_servers`. They show **Internal Only** when both are false. The per-server flag defaults to `true`; explicit publication overrides a disabled flag for compatibility. Older proxies that omit the metadata needed to determine access show **Unknown**. These labels describe allowed client IPs; authentication and tool permissions still apply
-
-The default `public_mcp_hub_strict_whitelist: true` lists only registered servers in `public_mcp_servers`. Legacy mode (`false`) additionally lists registered servers with `available_on_public_internet: true`. In legacy mode, clearing the explicit publication list leaves these automatically listed servers visible. Enable strict mode when the publication list should fully determine hub visibility
--- a/cookbook/misc/config.yaml
+++ b/cookbook/misc/config.yaml
@ -24,7 +24,7 @@ model_list:
  - model_name: sagemaker-completion-model
    litellm_params:
      model: sagemaker/berri-benchmarking-Llama-2-70b-chat-hf-4
-      input_cost_per_second: 0.000420  
+      cost_per_second: 0.000420
  - model_name: text-embedding-ada-002
    litellm_params: 
      model: azure/azure-embedding-model
--- a/cookbook/misc/test_responses_api.py
+++ b/cookbook/misc/test_responses_api.py
@ -12,7 +12,7 @@ def encode_image(image_path):


 # Path to your image
-image_path = "litellm/proxy/logo.jpg"
+image_path = "litellm/proxy/logo.png"

 # Getting the Base64 string
 base64_image = encode_image(image_path)
@ -27,7 +27,7 @@ response = client.responses.create(
                {"type": "input_text", "text": "what color is the image"},
                {
                    "type": "input_image",
-                    "image_url": f"data:image/jpeg;base64,{base64_image}",
+                    "image_url": f"data:image/png;base64,{base64_image}",
                },
            ],
        }
--- a/deploy/lens/Dockerfile
+++ b/deploy/lens/Dockerfile
@ -0,0 +1,28 @@
+ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:1d95114038f76513a9ace6fca107d5582b08c65981f81f61cb56bf7fd2ef216d
+ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:1d95114038f76513a9ace6fca107d5582b08c65981f81f61cb56bf7fd2ef216d
+ARG UV_IMAGE=ghcr.io/astral-sh/uv:0.11.7@sha256:240fb85ab0f263ef12f492d8476aa3a2e4e1e333f7d67fbdd923d00a506a516a
+
+FROM $UV_IMAGE AS uvbin
+
+FROM $LITELLM_BUILD_IMAGE AS builder
+COPY --from=uvbin /uv /usr/local/bin/uv
+RUN apk add --no-cache python-3.13
+ENV UV_PYTHON_DOWNLOADS=0 UV_LINK_MODE=copy
+WORKDIR /app
+COPY deploy/lens/requirements.lock /tmp/requirements.lock
+RUN uv venv --python python3.13 /app/.venv && \
+    uv pip sync --python /app/.venv/bin/python --require-hashes --only-binary :all: /tmp/requirements.lock
+
+FROM $LITELLM_RUNTIME_IMAGE AS runtime
+ARG LITELLM_RELEASE_TAG=""
+RUN : "${LITELLM_RELEASE_TAG:?Pass --build-arg LITELLM_RELEASE_TAG matching the gateway}"
+RUN apk add --no-cache python-3.13
+ENV LITELLM_RELEASE_TAG=${LITELLM_RELEASE_TAG} \
+    PATH="/app/.venv/bin:${PATH}" \
+    PYTHONDONTWRITEBYTECODE=1
+WORKDIR /app
+COPY --from=builder /app/.venv /app/.venv
+COPY litellm/proxy/lens/__init__.py litellm/proxy/lens/models.py litellm/proxy/lens/trace_store.py litellm/proxy/lens/analysis.py litellm/proxy/lens/worker.py litellm/proxy/lens/release.py /app/lens/
+COPY litellm/proxy/lens/prompts/ /app/lens/prompts/
+USER 65532:65532
+CMD ["python", "-m", "lens.worker"]
--- a/deploy/lens/Dockerfile.dockerignore
+++ b/deploy/lens/Dockerfile.dockerignore
@ -0,0 +1,15 @@
+**
+!deploy/
+!deploy/lens/
+!deploy/lens/requirements.lock
+!litellm/
+!litellm/proxy/
+!litellm/proxy/lens/
+!litellm/proxy/lens/__init__.py
+!litellm/proxy/lens/models.py
+!litellm/proxy/lens/trace_store.py
+!litellm/proxy/lens/analysis.py
+!litellm/proxy/lens/worker.py
+!litellm/proxy/lens/release.py
+!litellm/proxy/lens/prompts/
+!litellm/proxy/lens/prompts/**
--- a/deploy/lens/README.md
+++ b/deploy/lens/README.md
@ -0,0 +1,245 @@
+# Lens worker
+
+Lens reviews recorded activity and saves evidence-linked findings in the LiteLLM dashboard under Observability, Lens (`/ui/lens/`)
+
+## Install
+
+Build LiteLLM and its worker from the same source commit with the same release identity. The worker runs separately and connects to your gateway using a limited worker token
+
+### New local installation
+
+Install Docker with Compose and Git. This builds LiteLLM and its worker from the same checkout and starts the existing local tracing stack:
+
+```bash
+git clone https://github.com/BerriAI/litellm.git
+cd litellm
+export LITELLM_RELEASE_TAG="sha-$(git rev-parse HEAD)"
+export LENS_WORKER_IMAGE="litellm-lens-worker:${LITELLM_RELEASE_TAG}"
+export OPENAI_API_KEY='sk-...'
+docker build --build-arg LITELLM_RELEASE_TAG="$LITELLM_RELEASE_TAG" \
+  -f deploy/lens/Dockerfile -t "$LENS_WORKER_IMAGE" .
+docker compose -f docker/docker-compose.tracing.yml up -d --build
+```
+
+Open `http://localhost:4002/ui/` and sign in as `admin` with password `sk-1234`. Go to **Lens > Investigations > Connect worker**, choose a model and monthly budget, then **Get install command**. Expand **Using Docker Compose or Helm?** and copy the worker token. In the same terminal, run:
+
+```bash
+export LITELLM_URL=http://litellm:4000
+export LENS_WORKER_TOKEN='<paste-your-worker-token>'
+docker compose -f docker/docker-compose.tracing.yml -f deploy/lens/compose.yaml up -d
+```
+
+The worker joins the gateway's Docker network, and the dashboard shows **Worker connected**. Save the token privately for restarts and upgrades
+
+This stack is for local evaluation: it binds to localhost and uses development database credentials. For a hosted deployment, keep your normal database, keys, networking, and deployment process. Build both images from one source revision with the same `LITELLM_RELEASE_TAG`, publish the worker to your registry, and set `LENS_WORKER_IMAGE` on LiteLLM to that image
+
+### Existing LiteLLM installation
+
+Keep your deployment and PostgreSQL database. A working gateway/worker pair can stay as it is until you upgrade both. For a gateway built from source, use its exact commit and `LITELLM_RELEASE_TAG`; a release version or the latest commit on `main` is not a substitute for that source identity
+
+The public development package is `ghcr.io/berriai/litellm-lens-worker-dev:sha-<full-commit>`. It publishes amd64 images on Lens-related changes, so an arbitrary source commit may have no image. Check the exact image exists before using it. If it is unavailable, your gateway uses a different release identity, or you need native arm64, build the worker from the gateway's checkout:
+
+```bash
+export LITELLM_RELEASE_TAG='<gateway-release-identity>'
+export LENS_WORKER_IMAGE='<your-registry>/litellm-lens-worker:<your-image-tag>'
+docker build --build-arg LITELLM_RELEASE_TAG="$LITELLM_RELEASE_TAG" \
+  -f deploy/lens/Dockerfile -t "$LENS_WORKER_IMAGE" .
+```
+
+For a remote worker host, publish that image to a registry the host can pull from. Set the gateway's `LENS_WORKER_IMAGE` to the resulting image reference, restart the gateway using its normal deployment process, then copy its install command. Prefer the published image digest for hosted installations. Do not change the gateway's release identity just to accept another worker
+
+For Kubernetes or Render, run the standalone worker using `LITELLM_URL` and `LENS_WORKER_TOKEN` from setup. Keep existing databases and secrets. The worker needs no inbound port.
+
+## Helm
+
+The componentized source chart at `helm/litellm` includes an optional Lens worker. Use the chart from the same checkout as your gateway and keep your component image overrides in your values. Configure PostgreSQL and ClickHouse as usual, install the chart, then obtain a limited worker token from Lens setup. Store it in a Kubernetes Secret and enable the worker in your values:
+
+```yaml
+lensWorker:
+  enabled: true
+  image:
+    repository: <your-worker-image-repository>
+    digest: sha256:<matching-worker-image-digest>
+  tokenSecret:
+    name: litellm-lens-worker
+    key: token
+```
+
+Set the worker repository and digest explicitly to an image built from the gateway's source commit and release identity. The chart connects the worker to the backend service. Keep these values and the Secret when upgrading the chart and update the gateway and worker image overrides together. `lensWorker.replicaCount` controls simultaneous investigations. To use a private registry or external proxy, set `lensWorker.image.repository`, `lensWorker.image.digest` (or `tag` for a source build), and `lensWorker.url`. A digest takes precedence over the tag. The dashboard uses the chart's worker image for standalone install commands too
+
+## Standalone worker
+
+Start with a source deployment that includes Lens, PostgreSQL, and agent tracing, and prepare its matching worker as described above. Configure one ClickHouse URL for trace writes, bounded reads, and Lens queries:
+
+```yaml
+general_settings:
+  tracing:
+    store:
+      type: clickhouse
+      url: os.environ/CLICKHOUSE_URL
+      retention_days: 14
+```
+
+The URL, database, and retention settings can also come from `CLICKHOUSE_URL`, `CLICKHOUSE_DATABASE`, and `AGENT_TRACING_RETENTION_DAYS` when omitted from YAML. A YAML value wins when both are set. The database defaults to `litellm`. `retention_days` defaults to 14 and applies to both traces and spend logs
+
+Retention changes require a proxy restart. ClickHouse removes expired rows during background merges, not immediately at startup. Enable request/response logging to analyze LLM requests. Lens can only inspect content you actually retain
+
+In **Lens > Investigations**, click **Connect worker**, choose an analysis model and monthly limit, then **Get install command**. Use **Advanced options** to select an existing virtual key or change the proxy URL if the server running Docker needs a different network address. Copy the command and run it on your server. The dashboard shows **Worker connected** when the container checks in
+
+The command already contains the compatible worker image and one worker token. The selected virtual key stays on the proxy; its secret is never sent to the worker. Once the matching image is available on the worker host, no second LiteLLM deployment is needed. Keep the command private because it includes the token. The LiteLLM release provides the dashboard and APIs; the container only runs background analysis
+
+The dashboard uses the gateway's `LENS_WORKER_IMAGE` override when set. Public `:sha-<commit>` development images must match both the gateway commit and release identity. Build from source for the worker host's native architecture
+
+After upgrading the gateway, update the worker image and redeploy it while keeping its proxy URL and token. Existing containers do not update automatically. If an investigation reports a worker compatibility error, update the image before retrying
+
+For deployments managed with Compose, download `compose.yaml` and provide `LITELLM_URL`, `LENS_WORKER_TOKEN`, and an explicit `LENS_WORKER_IMAGE` in a private environment file:
+
+```bash
+docker compose --env-file /path/to/lens.env -f compose.yaml up -d
+```
+
+To work on Lens itself, `make lens-dev` runs the proxy, a worker from source and the hot-reload dashboard together; set `LENS_DEV_PROXY_PORT` / `LENS_DEV_UI_PORT` to move them off 4000/3000. For a local container build, set `LENS_WORKER_IMAGE=litellm-lens-worker:local` and `LITELLM_RELEASE_TAG` to the gateway's release tag, then use `docker compose -f deploy/lens/compose.yaml -f deploy/lens/compose.build.yaml up -d --build`
+
+The generated command gives the worker 1 GiB of temporary memory-backed storage, shared across parallel reviews. Change `size=1g` in the Docker command or set `LENS_WORKER_TMP_SIZE` with Compose to fit your server and workload. A storage failure marks the scan as failed, cleans up temporary traces, and leaves the worker available for other scans; it does not silently truncate the review. Existing workers must be recreated with the new image and mount options
+
+The worker needs outbound HTTPS access to LiteLLM. It needs no inbound ports, provider keys, direct database access, or GPU. The proxy calls your selected model through its normal virtual-key authorization and inference pipeline; trace content reaches that model provider. Use a model with JSON output support and known token prices. One worker handles one scan at a time and can serve multiple lenses. For more throughput, start another worker with a separate credential
+
+If your deployment restricts `allowed_ips`, allow the worker's address. For workers behind a reverse proxy with `use_x_forwarded_for: true`, also configure `mcp_trusted_proxy_ranges` with that proxy's CIDRs and, when needed, `mcp_xff_num_trusted_hops`. Lens reuses these existing trusted-proxy settings. Forwarded addresses without an established trust boundary are rejected by the allowlist; accepting them would let a worker impersonate an allowed address
+
+V1 setup, manual runs, feedback, and worker credentials are restricted to proxy administrators. Proxy-admin viewers can inspect results. Regular user and team keys cannot access the Lens API. Worker credentials can serve the administrator’s lenses. Revoke it in the connection dialog when retiring a worker. Redeploy the worker alongside proxy upgrades so their API versions match
+
+## Configure a lens
+
+Choose agent runs, individual LLM requests, or both. The matching-activity preview updates as you choose an application (the recorded OpenTelemetry service.name) or, for request activity, a LiteLLM model group and add metadata conditions. It shows run names, timestamps, and trace IDs; open a run to inspect its original steps before starting analysis. Suggestions come from up to 100 recent executions and may not include every recorded attribute. You can enter other exact keys and values. Leave service and filters blank for all activity your account can access. Filters are exact key/value matches, combined with AND. Trace filters match span or resource attributes on the same span. Request filters match logged metadata, including caller metadata stored under `requester_metadata`; `tag=value` matches request tags. `swarm=research` works only if your instrumentation records that attribute
+
+Describe how the agent should behave and optionally add specific checks. Select the lookback window, team and metadata, then choose the percentage to review and an optional maximum. **100% with no maximum selects every matching run**. The preview pages through all matching activity and lets you select particular runs. Percentage sampling uses a stable hash order, rounds up, and applies the optional maximum after the percentage
+
+Choose your analysis model, parallelism and monthly budget. Parallelism controls simultaneous model calls, not the number of runs selected. New lenses run once by default. Turn on monitoring to repeat the same setup at a custom interval. **Run now** uses the same saved settings immediately, including the same lookback window and sampling. Every scan recalculates the window, so overlapping windows can review the same activity again. Duplicate a lens when you want a separate investigation without changing an existing monitor
+
+Pausing stops future scheduled scans; cancel the active scan separately if needed. The worker polls every 10 seconds; creating a lens or clicking Run now queues a scan, and due schedules are queued when the worker polls. Scans for the same lens never overlap, and its next interval starts after completion. Closing the browser does not stop the worker. Configuration edits apply to the next scan. A running scan retains its settings and selected execution IDs across retries
+
+## Read the results
+
+Needs attention shows issues, highest priority first. Patterns contains useful trends and successful behavior that may not need a fix. Each finding starts with a short explanation and a next step when useful. Expand the limitations for uncertainty and counterexamples. Evidence is grouped by run and collapsed until you need it; each quote opens the original step
+
+Use the batch selector or Scans tab to reopen previous results. Each batch keeps its own findings, settings, selected runs, coverage and cost. Older batches created before snapshot support remain available through accumulated findings. The Runs tab lists the selected batch's sample and can filter per-run observations, including runs without an observed issue and runs with insufficient evidence. These observations precede the final evidence investigation. Linked-run counts on findings include cited counterexamples, so they are not failure counts
+
+Choose **This is expected** and explain why to teach later scans about acceptable behavior. Feedback is kept with the lens and included in subsequent reviews. It does not alter historical evidence or exempt different problems
+
+## What a scan does
+
+The proxy selects executions received or updated within the configured lookback window, with a two-minute settling period. Older rows without receipt timestamps use execution end time. Overlapping scans do not increment a finding's occurrence count for the same execution ID
+
+A trace is spans sharing a trace ID within one team, not an automatically reconstructed conversation session. Requests are individual LLM calls. When both sources are enabled, requests correlated to a recorded span by response ID are excluded to reduce double counting
+
+The worker reviews the selected executions in parallel. It pages through their recorded spans and gives the first reviewer a catalog, task and outcome excerpts. The reviewer can read more original content to resolve uncertainties. Large catalogs and groups of observations are processed in bounded context windows, with every page available. Grouping retains supporting run IDs in code, so a pattern occurring thousands of times does not require a model to repeat thousands of IDs. Candidate investigators can page through supporting observations, other runs and original evidence
+
+There is no fixed total run, span, candidate or investigation-turn cutoff. Repeated or empty evidence requests stop a stalled investigation. Context windows, the configured budget, available model capacity and recorded evidence still bound practical work. The dashboard reports completed work and gaps. The investigator has no shell, browsing, code-editing or production-action tools
+
+Each model response must match a bounded JSON schema. A malformed response gets one repair attempt through the same budget controls; repeated invalid output fails the scan. Both the worker and proxy validate quoted evidence. Findings retain exact quotes and open the source trace or request. Resolve a finding after a fix, or dismiss it with a reason. A resolved finding reopens when new execution IDs support the same pattern; dismissed findings remain dismissed
+
+Coverage distinguishes eligible, sampled, reviewed, partial, and unassessable executions. Findings describe observations in the sample, not population-wide success rates or proven causes. A root span does not prove that a trace contains every expected span. Long, missing, redacted, or expired content limits the conclusions
+
+## Operations and limits
+
+PostgreSQL stores configurations, findings and all scan history, returned in pages of 50 jobs. Workers claim jobs with optimistic concurrency and a five-minute lease, renewed every 30 seconds. A disconnected job can be reclaimed up to three times. Cancellation stops subsequent work; a model call already in flight may finish and incur cost
+
+Before every model call, Lens reserves a conservative amount against the monthly lens budget. Successful calls reconcile to reported cost where pricing is available. Interrupted calls retain their reservation because the provider may have charged. A scan stops when the next reservation would exceed the limit, so it can stop with some budget remaining. Both the Lens budget and the selected virtual key’s budgets, model permissions, and rate limits apply. Analysis spend appears under that key in Virtual Keys and normal request logs, with Lens, scan, and worker IDs in request metadata. Analysis prompts and responses are redacted from spend logs; source traces and findings remain available through the administrator-only Lens API. Existing workers need a billing key assigned in **Set up analysis** before they can resume
+
+V1 requires ClickHouse for both sources. It does not reconstruct sessions from unrelated trace IDs, guarantee exhaustive reviews, cache all per-execution observations across scans, or automatically fix agent code. Trace contents can change as late spans arrive, even though a job's selected IDs are fixed. Findings should be reviewed by a person before acting on them
+
+
+## API access
+
+The UI and API use the same scan lifecycle. Authenticate with a proxy administrator credential for writes, or a proxy-admin viewer credential for reads. Worker credentials are only for worker operations
+
+```bash
+curl "$LITELLM_URL/lens" -H "Authorization: Bearer $LITELLM_API_KEY" \
+  -H 'Content-Type: application/json' -d '{
+    "name": "Research quality", "model": "your-model-alias",
+    "context": "Answer the requested question using cited, retrieved evidence.",
+    "source": "traces", "lookback_hours": 24,
+    "sample_percent": 100, "sample_size": null, "concurrency": 8,
+    "enabled": true, "interval_minutes": 1440, "monthly_budget": 50
+  }'
+
+curl "$LITELLM_URL/lens/$LENS_ID/runs" -X POST \
+  -H "Authorization: Bearer $LITELLM_API_KEY" -H 'Content-Type: application/json' -d '{}'
+
+curl "$LITELLM_URL/lens/$LENS_ID/runs?offset=0" -H "Authorization: Bearer $LITELLM_API_KEY"
+curl "$LITELLM_URL/lens/$LENS_ID/runs/$BATCH_ID" -H "Authorization: Bearer $LITELLM_API_KEY"
+```
+
+Creation queues the first batch. Posting to `/lens/{id}/runs` queues another, or returns the existing active batch. The run response contains its ID under `jobs[0].id`. Poll the batch URL for status, findings and assessments. List responses omit large result payloads; request a batch to retrieve them. Supply an optional complete `settings` object on the runs POST for a one-off override; the saved lens stays unchanged. Selection accepts `team_id`, exact `filters`, and opaque `execution_ids` returned by `/lens/preview/sample`. Preview accepts `offset` and `as_of` to keep the time window fixed while paging. Feedback uses `PATCH /lens/{id}/findings/{finding_id}` with `status` and `reason`
+
+## Local development
+
+`make lens-dev ARGS=--seed` starts the full dev stack. The live dashboard is at `http://localhost:3000/ui/lens/`, with login at `http://localhost:3000/ui/login/`. Next.js forwards API requests to the proxy on port 4000, so login and navigation stay in the live UI and edits hot-reload
+
+The default is Next.js dev with no production build (`LENS_DEV_BUILD_UI=0`). Set `LENS_DEV_BUILD_UI=1` when you also want a fresh static dashboard at `http://localhost:4000/ui/`. Build output goes to `.lens-dev/logs/ui-build.log`; a failed build stops startup. Both modes keep the live dashboard on port 3000. Startup checks the live login route before seeding and fails with the UI log path if Next.js exits. `LENS_DEV_STARTUP_TIMEOUT_SECONDS` controls startup readiness retries (default 300; `LENS_DEV_READINESS_REQUEST_TIMEOUT_SECONDS` caps each HTTP probe, default 5)
+
+For local fixture data, run `make lens-dev ARGS=--seed`. Use `make lens-dev ARGS="--seed large"` for 2,000 fixture copies, over one million spans and linked request logs. To seed a running stack without restarting it, use `make lens-dev ARGS="--seed-only --seed large --copies 100"`. The default profile replays one copy of every checked-in capture through authenticated `/v1/traces`, including failures, retries, streaming and multiple agent frameworks. Large seeds use the same parser and compressed ClickHouse writer in batches of four copies, and write matching request logs to PostgreSQL. The first and last batches verify linked spend totals through the proxy
+
+Seeds append fresh IDs on every invocation and spread copies over recent timestamps. Restarts without `SEED` do not add data. Lens excludes activity received in the last two minutes, so wait two minutes after seeding before checking investigation previews. `LENS_DEV_SEED_COPIES` overrides total copies, and `LENS_DEV_SEED_BATCH_COPIES` overrides copies per bulk insert (default 4, about 2,000 spans). Start with four or fewer on a constrained machine. Larger batches still respect the existing ClickHouse insert size limit; each capture is decoded separately within the OTLP safety budget. Large seeds test data volume and pagination, rather than concurrent ingestion throughput or review accuracy. They can use substantial disk space; adjust `--copies` for your machine. Seeding expects the generated local tracing configuration. The old `run_tracing_proxy_local.sh --seed` command forwards to Lens dev, using its ports and saved master key
+
+Local ingestion limits are explicit and configurable. Set OTLP and ClickHouse variables before starting the proxy and seeder so both processes use the same settings. Invalid, zero and negative values fail instead of silently falling back. Changing these limits does not require rebuilding Rust
+
+| Environment variable | Default | Controls |
+| --- | --- | --- |
+| `LENS_DEV_SEED_COPIES` | 1 default, 2000 large | Total fixture copies |
+| `LENS_DEV_SEED_BATCH_COPIES` | 4 | Copies per bulk insert |
+| `LENS_DEV_SEED_TIMEOUT_SECONDS` | 120 | Seeder HTTP timeout |
+| `OTLP_MAX_BODY_BYTES` | 16777216 | HTTP body and decompressed payload bytes |
+| `OTLP_MAX_CONCURRENT_INGESTS` | 2 | Concurrent proxy ingestion requests |
+| `OTLP_MAX_ATTRIBUTE_VALUE_BYTES` | 65536 | Stored attribute/content bytes |
+| `OTLP_MAX_DECODE_DEPTH` | 32 | Nested decode depth |
+| `OTLP_MAX_DECODE_NODES` | 65536 | JSON values or protobuf fields per export |
+| `OTLP_MAX_SPANS` | 4096 | Spans per export |
+| `OTLP_MAX_ATTRIBUTES` | 256 | Attributes per resource, scope, span, event or link |
+| `OTLP_MAX_EVENTS` | 256 | Events per span |
+| `OTLP_MAX_LINKS` | 256 | Links per span |
+| `OTLP_MAX_DECODED_SPAN_BYTES` | 16777216 | Decoded span allocation budget |
+| `CLICKHOUSE_TRACE_MAX_INSERT_BYTES` | 67108864 | Encoded trace or spend insert bytes |
+| `CLICKHOUSE_INSERT_TIMEOUT_SECONDS` | 30 | ClickHouse insert HTTP timeout |
+
+The wire parsers also enforce their library recursion limits (128 levels for JSON, 100 for protobuf). Raising the configured depth does not remove those parser limits. Bulk seeding parses each capture separately, keeping the per-export limits distinct from the bulk insert limit. Use smaller batches if an insert exceeds its byte budget. For example, `LENS_DEV_SEED_COPIES=100 LENS_DEV_SEED_BATCH_COPIES=2 make lens-dev ARGS="--seed large"`
+
+## Quality evaluation
+
+Run the checked-in cases against a configured real model. Expected labels are used only for scoring, never passed to the model. Dev and held-out cases include missing outcomes, failed tools, recovery, handoffs, unsupported claims, repeated work, long evidence and prompt injection. The background option adds clean arithmetic traces to test rare-issue discovery at scale; those repeated synthetic cases do not establish accuracy on every production workload
+
+```bash
+python -m tests.proxy_behavior.lens.evaluate --api-base "$LITELLM_URL" \
+  --model your-model-alias --split all --background 1000 --concurrency 16 \
+  --output /tmp/lens-quality.json
+```
+
+Set `LITELLM_API_KEY` privately. This makes paid model calls. Inspect missed and unexpected per-run labels, final findings and coverage; do not equate a passing dataset with guaranteed detection on arbitrary traces
+
+The worker uses temporary disk space for trace content while reviewing it, and removes those files after each review. The Docker command supplies a writable temporary mount while keeping the application filesystem read-only
+
+To check that accepted behavior stays accepted without hiding new problems, run the evaluator with `--dataset tests/proxy_behavior/lens/feedback_cases.json`. Reports include elapsed time, model call count, reported cost when the proxy provides it, missed checks, unexpected checks, and inconclusive candidates
+
+## Upgrading from the original Lens API
+
+The Lens API now uses `/lens` instead of `/engine`, list responses use `lenses`, and worker claims use `lens_id`. Upgrade the proxy and recreate every worker with the image shown by the upgraded dashboard before starting new scans. Update API clients to the new paths and response fields. Old worker images cannot poll the renamed API
+
+Stop workers and let active scans finish before upgrading. Deploy proxy instances together: older proxies cannot use the renamed database tables. The schema migration renames the three Lens tables and the run-history identifier column in place, preserving saved investigations, findings, history, worker credentials, and billing assignments. Existing migration files retain their original names and checksums
+
+Upgrades using `--use_prisma_db_push` stop before schema changes if any legacy Lens table exists, preventing Prisma from dropping saved data. Apply `litellm-proxy-extras/litellm_proxy_extras/migrations/20261001100000_rename_lens/migration.sql` to the configured database schema before retrying. Deployments already using migration history can instead start without `--use_prisma_db_push` to apply the shipped migration normally. Fresh databases and databases already using the renamed tables can continue using database push
+
+
+## Release compatibility
+
+Gateway and worker builds carry the same `LITELLM_RELEASE_TAG`. A worker announces its release and protocol before claiming an investigation. A mismatch returns HTTP 409 with the required image, leaving queued investigations untouched. During a rolling upgrade, workers wait for a gateway from their release
+
+The dashboard reads its image from the running gateway. `LENS_WORKER_IMAGE` overrides the registry/image for private deployments. Set an explicit `LENS_WORKER_IMAGE` for worker-only Compose. Verify that the image exists and matches the gateway before deploying it
+
+For source development, use `make lens-dev`, which gives the proxy and source worker the same commit identity. For custom containers, build both from the same checkout with `--build-arg LITELLM_RELEASE_TAG=sha-$(git rev-parse HEAD)` and set the proxy's `LENS_WORKER_IMAGE` to the worker image you built. An unlabelled custom build refuses worker setup and claims instead of guessing from the Python package version. Normal package-index installations use their installed release version
+
+The hourly development pipeline pins all component images to the same selected commit and publishes its chart only after every build and worker smoke test succeeds. The public commit-tagged worker workflow publishes to `ghcr.io/berriai/litellm-lens-worker-dev` on Lens-related changes, so an arbitrary `main` commit may require building your own pair; do not substitute the newest available worker
+
+
+## Worker dependencies
+
+The worker uses the same digest-pinned Wolfi base and Python version as the component images. Python dependencies and their hashes are locked in `deploy/lens/requirements.lock`. To update them, edit `deploy/lens/requirements.in`, then run `uv pip compile --universal --python-version 3.13 --generate-hashes --no-emit-index-url deploy/lens/requirements.in -o deploy/lens/requirements.lock`. The image installs only the locked wheels with hash verification. CI builds and scans both native architectures
--- a/deploy/lens/compose.build.yaml
+++ b/deploy/lens/compose.build.yaml
@ -0,0 +1,8 @@
+services:
+  lens-worker:
+    build:
+      context: ../..
+      dockerfile: deploy/lens/Dockerfile
+      args:
+        LITELLM_RELEASE_TAG: ${LITELLM_RELEASE_TAG:?Set the release tag used by the gateway}
+    image: litellm-lens-worker:local
--- a/deploy/lens/compose.yaml
+++ b/deploy/lens/compose.yaml
@ -0,0 +1,12 @@
+services:
+  lens-worker:
+    image: ${LENS_WORKER_IMAGE:-${LITELLM_VERSION:+ghcr.io/berriai/litellm-lens-worker:v}${LITELLM_VERSION:-}}
+    environment:
+      LITELLM_URL: ${LITELLM_URL:?Set the URL reachable from this container}
+      LENS_WORKER_TOKEN: ${LENS_WORKER_TOKEN:?Create a worker credential in the Lens UI}
+    restart: unless-stopped
+    read_only: true
+    tmpfs:
+      - /tmp:rw,noexec,nosuid,size=${LENS_WORKER_TMP_SIZE:-1g}
+    cap_drop: [ALL]
+    security_opt: [no-new-privileges:true]
--- a/deploy/lens/config.yaml
+++ b/deploy/lens/config.yaml
@ -0,0 +1,7 @@
+general_settings:
+  master_key: os.environ/LITELLM_MASTER_KEY
+  tracing:
+    store:
+      type: clickhouse
+      url: os.environ/CLICKHOUSE_URL
+      retention_days: 14
--- a/deploy/lens/requirements.in
+++ b/deploy/lens/requirements.in
@ -0,0 +1,2 @@
+httpx==0.28.1
+pydantic==2.13.4
--- a/deploy/lens/requirements.lock
+++ b/deploy/lens/requirements.lock
@ -0,0 +1,172 @@
+# This file was autogenerated by uv via the following command:
+#    uv pip compile --universal --python-version 3.13 --generate-hashes --no-emit-index-url deploy/lens/requirements.in -o deploy/lens/requirements.lock
+annotated-types==0.8.0 \
+    --hash=sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7 \
+    --hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0
+    # via pydantic
+anyio==4.15.1 \
+    --hash=sha256:6152fdbbf9a77fdec97731721bebf7c4c44f7c29b424b0065826173efc7ed101 \
+    --hash=sha256:9f28306018cbd6d329e64a36d58256edff76dd996fe423bc957326e578b82a94
+    # via httpx
+certifi==2026.7.22 \
+    --hash=sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775 \
+    --hash=sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55
+    # via
+    #   httpcore
+    #   httpx
+h11==0.16.0 \
+    --hash=sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1 \
+    --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
+    # via httpcore
+httpcore==1.0.9 \
+    --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
+    --hash=sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8
+    # via httpx
+httpx==0.28.1 \
+    --hash=sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc \
+    --hash=sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad
+    # via -r deploy/lens/requirements.in
+idna==3.20 \
+    --hash=sha256:a7db850025b95ded1eae8a46181a1a6c56c92c96f0e2b005d9ff8dc0210cab44 \
+    --hash=sha256:ab7ae7122974553370f0bdb919e1a960b2cd1bc1ef0276416d896db81c14582c
+    # via
+    #   anyio
+    #   httpx
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
+    # via -r deploy/lens/requirements.in
+pydantic-core==2.46.4 \
+    --hash=sha256:00c603d540afdd6b80eb39f078f33ebd46211f02f33e34a32d9f053bba711de0 \
+    --hash=sha256:0186750b482eefa11d7f435892b09c5c606193ef3375bcf94aa00ae6bfb66262 \
+    --hash=sha256:041bde0a48fd37cf71cab1c9d56d3e8625a3793fef1f7dd232b3ff37e978ecda \
+    --hash=sha256:0c563b08bca408dc7f65f700633d8442fffb2421fc47b8101377e9fd65051ff0 \
+    --hash=sha256:0cbe8b01f948de4286c74cdd6c667aceb38f5c1e26f0693b3983d9d74887c65e \
+    --hash=sha256:0ce40cd7b21210e99342afafbd4d0f76d784eb5b1d60f3bdc566be4983c6c73b \
+    --hash=sha256:0e96592440881c74a213e5ad528e2b24d3d4f940de2766bed9010ab1d9e51594 \
+    --hash=sha256:10e17cbb10a330363733efc4d7c4d0dd827ac0909b8f6a6542298fed1ea62f29 \
+    --hash=sha256:133878133d271ade3d41d1bfb2a45ec38dbdbda40bc065921c6b04e4630127e2 \
+    --hash=sha256:14d4edf427bdcf950a8a02d7cb44a08614388dd6e1bdcbf4f67504fa7887da9c \
+    --hash=sha256:14f4c5d6db102bd796a627bbb3a17b4cf4574b9ae861d8b7c9a9661c6dd3362d \
+    --hash=sha256:17299feefe090f2caa5b8e37222bb5f663e4935a8bfa6931d4102e5df1a9f398 \
+    --hash=sha256:184c081504d17f1c1066e430e117142b2c77d9448a97f7b65c6ac9fd9aee238d \
+    --hash=sha256:18e5ceec2ab67e6d5f1a9085e5a24c9c4e2ac4545730bfe668680bca05e555f3 \
+    --hash=sha256:19e51f073cd3df251856a8a4189fbdf1de4012c3ebacfb1884f94f1eb406079f \
+    --hash=sha256:1a7dd0b3ee80d90150e3495a3a13ac34dbcbfd4f012996a6a1d8900e91b5c0fb \
+    --hash=sha256:1d8ba486450b14f3b1d63bc521d410ec7565e52f887b9fb671791886436a42f7 \
+    --hash=sha256:2108ba5c1c1eca18030634489dc544844144ee36357f2f9f780b93e7ddbb44b5 \
+    --hash=sha256:228ee9bae8bef5b1e97ec58302f80357c37199e0d0a99174e138d28e6957b9d9 \
+    --hash=sha256:23ace664830ee0bfe014a0c7bc248b1f7f25ed7ad103852c317624a1083af462 \
+    --hash=sha256:2412e734dcb48da14d4e4006b82b46b74f2518b8a26ee7e58c6844a6cd6d03c4 \
+    --hash=sha256:29c61fc04a3d840155ff08e475a04809278972fe6aef51e2720554e96367e34b \
+    --hash=sha256:2f84c03c8607173d16b5a854ec68a2f9079ae03237a54fb506d13af47e1d018d \
+    --hash=sha256:3009f12e4e90b7f88b4f9adb1b0c4a3d58fe7820f3238c190047209d148026df \
+    --hash=sha256:3245406455a5d98187ec35530fd772b1d799b26667980872c8d4614991e2c4a2 \
+    --hash=sha256:3447661d99f75a3683a4cf5c87da72f2161964611864dbbeac7fbb118bb4bfc0 \
+    --hash=sha256:372429a130e469c9cd698925ce5fc50940b7a1336b0d82038e63d5bbc4edc519 \
+    --hash=sha256:395aebd9183f9d112f569aeb5b2214d1a10a33bec8456447f7fbdfa51d38d4cd \
+    --hash=sha256:3a233125ac121aa3ffba9a2b59edfc4a985a76092dc8279586ab4b71390875e7 \
+    --hash=sha256:3be77f45df024d789a672ae34f8b06fb346c4f9f46ea714956660ea4862e89ac \
+    --hash=sha256:3bf92c5d0e00fefaab325a4d27828fe6b6e2a21848686b5b60d2d9eeb09d76c6 \
+    --hash=sha256:3ecbc122d18468d06ca279dc26a8c2e2d5acb10943bb35e36ae92096dc3b5565 \
+    --hash=sha256:3fb702cd90b0446a3a1c5e470bfa0dd23c0233b676a9099ddcc964fa6ca13898 \
+    --hash=sha256:428e04521a40150c85216fc8b85e8d39fece235a9cf5e383761238c7fa9b96fb \
+    --hash=sha256:432c179df7874eeb73307aad2df0755e1ae0efa61ff0ea89b93e194411ae3928 \
+    --hash=sha256:4a05d69cba51d852c5c3e92758653245a50c0b646ced0cf05bd793ed592839d6 \
+    --hash=sha256:4c63ebc82684aa89d9a3bcbd13d515b3be44250dc68dd3bd81526c1cb31286c3 \
+    --hash=sha256:4fc73cb559bdb54b1134a706a2802a4cddd27a0633f5abb7e53056268751ac6a \
+    --hash=sha256:4fcbe087dbc2068af7eda3aa87634eba216dbda64d1ae73c8684b621d33f6596 \
+    --hash=sha256:56cb4851bcaf3d117eddcef4fe66afd750a50274b0da8e22be256d10e5611987 \
+    --hash=sha256:5855698a4856556d86e8e6cd8434bc3ac0314ee8e12089ae0e143f64c6256e4e \
+    --hash=sha256:5a4330cdbc57162e4b3aa303f588ba752257694c9c9be3e7ebb11b4aca659b5d \
+    --hash=sha256:5b712b53160b79a5850310b912a5ef8e57e56947c8ad690c227f5c9d7e561712 \
+    --hash=sha256:5d5902252db0d3cedf8d4a1bc68f70eeb430f7e4c7104c8c476753519b423008 \
+    --hash=sha256:617d7e2ca7dcb8c5cf6bcb8c59b8832c94b36196bbf1cbd1bfb56ed341905edd \
+    --hash=sha256:62f875393d7f270851f20523dd2e29f082bcc82292d66db2b64ea71f64b6e1c1 \
+    --hash=sha256:633147d34cf4550417f12e2b1a0383973bdf5cdfde212cb09e9a581cf10820be \
+    --hash=sha256:66ce7632c22d837c95301830e111ad0128a32b8207533b60896a96c4915192ea \
+    --hash=sha256:6b3ace8194b0e5204818c92802dcdca7fc6d88aabbb799d7c795540d9cd6d292 \
+    --hash=sha256:6f2eeda33a839975441c86a4119e1383c50b47faf0cbb5176985565c6bb02c33 \
+    --hash=sha256:7027560ee92211647d0d34e3f7cd6f50da56399d26a9c8ad0da286d3869a53f3 \
+    --hash=sha256:7283d57845ecf5a163403eb0702dfc220cc4fbdd18919cb5ccea4f95ee1cdab4 \
+    --hash=sha256:7a5f930472650a82629163023e630d160863fce524c616f4e5186e5de9d9a49b \
+    --hash=sha256:7bfb192b3f4b9e8a89b6277b6ce787564f62cfd272055f6e685726b111dc7826 \
+    --hash=sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac \
+    --hash=sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7 \
+    --hash=sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d \
+    --hash=sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf \
+    --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \
+    --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \
+    --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \
+    --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \
+    --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \
+    --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \
+    --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \
+    --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \
+    --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \
+    --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \
+    --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \
+    --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \
+    --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \
+    --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \
+    --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \
+    --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \
+    --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \
+    --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \
+    --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \
+    --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \
+    --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \
+    --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \
+    --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \
+    --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \
+    --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \
+    --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \
+    --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \
+    --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \
+    --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \
+    --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \
+    --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \
+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
+    # via pydantic
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
+    --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
+    # via
+    #   anyio
+    #   pydantic
+    #   pydantic-core
+    #   typing-inspection
+typing-inspection==0.4.4 \
+    --hash=sha256:547274fa6b0a561ccf549cc9524b999a578e737d015d8709d021f9d0d13bea47 \
+    --hash=sha256:65b8397ba37ccbce054456aaccddfc91e6e3083c92824df348d96ca832f3f147
+    # via pydantic
--- a/deploy/lens/stack.yaml
+++ b/deploy/lens/stack.yaml
@ -0,0 +1,91 @@
+name: litellm-lens
+
+services:
+  litellm:
+    image: ghcr.io/berriai/litellm:${LITELLM_VERSION:?Set LITELLM_VERSION to a published release, without the v prefix}
+    entrypoint:
+      - python3
+      - -c
+      - |
+        import os, sys
+        from urllib.parse import quote
+        postgres_password = quote(os.environ["POSTGRES_PASSWORD"], safe="")
+        clickhouse_password = quote(os.environ["CLICKHOUSE_PASSWORD"], safe="")
+        os.environ["DATABASE_URL"] = f"postgresql://litellm:{postgres_password}@db:5432/litellm"
+        os.environ["CLICKHOUSE_URL"] = f"http://default:{clickhouse_password}@clickhouse:8123"
+        os.execv("docker/prod_entrypoint.sh", ["docker/prod_entrypoint.sh", *sys.argv[1:]])
+    command: ["--config", "/app/lens-config.yaml", "--port", "4000"]
+    environment:
+      LITELLM_MASTER_KEY: ${LITELLM_MASTER_KEY:?Set a strong master key}
+      LITELLM_SALT_KEY: ${LITELLM_SALT_KEY:?Set a permanent encryption key and keep it across upgrades}
+      POSTGRES_PASSWORD: ${POSTGRES_PASSWORD:?Set a permanent database password}
+      STORE_MODEL_IN_DB: "True"
+      CLICKHOUSE_PASSWORD: ${CLICKHOUSE_PASSWORD:?Set a permanent ClickHouse password}
+      LENS_WORKER_IMAGE: ghcr.io/berriai/litellm-lens-worker:v${LITELLM_VERSION}
+    volumes:
+      - ./config.yaml:/app/lens-config.yaml:ro
+    ports:
+      - "127.0.0.1:${LITELLM_PORT:-4000}:4000"
+    networks: [proxy, storage]
+    depends_on:
+      db:
+        condition: service_healthy
+      clickhouse:
+        condition: service_healthy
+    restart: unless-stopped
+
+  lens-worker:
+    profiles: [lens]
+    image: ghcr.io/berriai/litellm-lens-worker:v${LITELLM_VERSION}
+    environment:
+      LITELLM_URL: http://litellm:4000
+      LENS_WORKER_TOKEN: ${LENS_WORKER_TOKEN:-}
+    depends_on: [litellm]
+    networks: [proxy]
+    restart: unless-stopped
+    read_only: true
+    tmpfs:
+      - /tmp:rw,noexec,nosuid,size=${LENS_WORKER_TMP_SIZE:-1g}
+    cap_drop: [ALL]
+    security_opt: [no-new-privileges:true]
+
+  db:
+    image: postgres:16
+    environment:
+      POSTGRES_DB: litellm
+      POSTGRES_USER: litellm
+      POSTGRES_PASSWORD: ${POSTGRES_PASSWORD}
+    networks: [storage]
+    volumes:
+      - postgres_data:/var/lib/postgresql/data
+    healthcheck:
+      test: ["CMD-SHELL", "pg_isready -U litellm -d litellm"]
+      interval: 5s
+      timeout: 5s
+      retries: 20
+    restart: unless-stopped
+
+  clickhouse:
+    image: clickhouse/clickhouse-server:26.9.6.6
+    environment:
+      CLICKHOUSE_USER: default
+      CLICKHOUSE_PASSWORD: ${CLICKHOUSE_PASSWORD}
+      CLICKHOUSE_DEFAULT_ACCESS_MANAGEMENT: "1"
+    volumes:
+      - clickhouse_data:/var/lib/clickhouse
+    healthcheck:
+      test: ["CMD", "clickhouse-client", "--user", "default", "--password", "${CLICKHOUSE_PASSWORD}", "--query", "SELECT 1"]
+      interval: 5s
+      timeout: 5s
+      retries: 20
+    restart: unless-stopped
+    networks: [storage]
+
+networks:
+  proxy:
+  storage:
+    internal: true
+
+volumes:
+  postgres_data:
+  clickhouse_data:
--- a/docker-compose.hardened.yml
+++ b/docker-compose.hardened.yml
@ -6,8 +6,6 @@ services:
      context: .
      dockerfile: docker/Dockerfile.non_root
      target: runtime
-      args:
-        PROXY_EXTRAS_SOURCE: "local"
    depends_on:
      - squid
    user: "101:101"
--- a/docker-compose.liteadmin.yml
+++ b/docker-compose.liteadmin.yml
@ -0,0 +1,44 @@
+services:
+  litellm:
+    image: ${LITELLM_IMAGE:?Set the native-enabled gateway image}
+    environment:
+      LITELLM_ADMIN_AGENT_URL: http://liteadmin:10000
+      ADMIN_AGENT_SERVICE_TOKEN: ${ADMIN_AGENT_SERVICE_TOKEN:?Set a shared worker token}
+      PROXY_BASE_URL: ${LITELLM_PUBLIC_URL:?Set the existing HTTPS gateway URL}
+
+  liteadmin:
+    image: ${LITELLM_IMAGE:?Set the same native-enabled image used by the gateway}
+    command: ["--admin-agent"]
+    restart: unless-stopped
+    init: true
+    read_only: true
+    cap_drop: [ALL]
+    security_opt: [no-new-privileges:true]
+    stop_grace_period: 75s
+    environment:
+      CONNECTION_AUTH_MODE: native
+      LITELLM_BASE_URL: ${LITELLM_PUBLIC_URL:?Set the existing HTTPS gateway URL}
+      LITELLM_MODEL: ${LITELLM_ADMIN_MODEL:?Set a gateway model with tool support}
+      SLACK_BOT_TOKEN: ${SLACK_BOT_TOKEN:?Install the Slack app}
+      SLACK_APP_TOKEN: ${SLACK_APP_TOKEN:?Enable Socket Mode}
+      SLACK_WORKSPACE_ID: ${SLACK_WORKSPACE_ID:?Set the Slack workspace ID}
+      ADMIN_AGENT_SERVICE_TOKEN: ${ADMIN_AGENT_SERVICE_TOKEN:?Set a shared worker token}
+      CREDENTIAL_ENCRYPTION_KEY: ${CREDENTIAL_ENCRYPTION_KEY:?Set a persistent Fernet key}
+      STATE_DB: /var/data/events.sqlite3
+      ADMIN_READ_ONLY: ${ADMIN_READ_ONLY:-false}
+      OPENAI_AGENTS_DISABLE_TRACING: "1"
+    volumes:
+      - liteadmin_state:/var/data
+    tmpfs:
+      - /tmp:rw,noexec,nosuid,size=64m
+    healthcheck:
+      test: ["CMD", "/opt/liteadmin/bin/python", "-c", "import urllib.request; urllib.request.urlopen('http://127.0.0.1:10000/readyz', timeout=3)"]
+      interval: 30s
+      timeout: 5s
+      start_period: 30s
+    depends_on:
+      litellm:
+        condition: service_healthy
+
+volumes:
+  liteadmin_state:
--- a/docker/Dockerfile.database
+++ b/docker/Dockerfile.database
@ -113,6 +113,8 @@ RUN sed -i 's/\r$//' docker/entrypoint.sh && chmod +x docker/entrypoint.sh && \
    sed -i 's/\r$//' docker/prod_entrypoint.sh && chmod +x docker/prod_entrypoint.sh

 FROM $LITELLM_RUNTIME_IMAGE AS runtime
+ARG LITELLM_RELEASE_TAG=""
+ENV LITELLM_RELEASE_TAG=${LITELLM_RELEASE_TAG}

 USER root

--- a/docker/Dockerfile.non_root
+++ b/docker/Dockerfile.non_root
@ -3,7 +3,6 @@
 # Base images
 ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:1d95114038f76513a9ace6fca107d5582b08c65981f81f61cb56bf7fd2ef216d
 ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:1d95114038f76513a9ace6fca107d5582b08c65981f81f61cb56bf7fd2ef216d
-ARG PROXY_EXTRAS_SOURCE=published
 ARG UV_IMAGE=ghcr.io/astral-sh/uv:0.11.7@sha256:240fb85ab0f263ef12f492d8476aa3a2e4e1e333f7d67fbdd923d00a506a516a
 # Pinned by digest like the other base images; bump explicitly on Node upgrades.
 ARG UI_BUILD_IMAGE=node:24.19-alpine3.24@sha256:d32cdf619f63fe0471182d08996dd516c6275bb5fd31ae06e55a570bd9e1ad43
@ -44,7 +43,6 @@ COPY ui/litellm-dashboard/ ./
 RUN npm run build

 FROM $LITELLM_BUILD_IMAGE AS builder
-ARG PROXY_EXTRAS_SOURCE
 WORKDIR /app
 USER root

@ -103,30 +101,18 @@ ENV LITELLM_NON_ROOT=true

 RUN mkdir -p /var/lib/litellm/ui /var/lib/litellm/assets && \
    cp -r /app/litellm/proxy/_experimental/out/. /var/lib/litellm/ui/ && \
-    cp /app/litellm/proxy/logo.jpg /var/lib/litellm/assets/logo.jpg && \
+    cp /app/litellm/proxy/logo.png /var/lib/litellm/assets/logo.png && \
    touch /var/lib/litellm/ui/.litellm_ui_ready

 RUN --mount=type=cache,target=/app/.cache/uv,id=litellm-uv-cache \
-    if [ "$PROXY_EXTRAS_SOURCE" = "published" ]; then \
-      uv sync --frozen --no-default-groups --no-editable \
-        --extra proxy \
-        --extra proxy-runtime \
-        --extra extra_proxy \
-        --extra semantic-router \
-        --extra saml \
-        --extra bedrock-realtime \
-        --python python3.13 \
-        --no-sources-package litellm-proxy-extras; \
-    else \
-      uv sync --frozen --no-default-groups --no-editable \
-        --extra proxy \
-        --extra proxy-runtime \
-        --extra extra_proxy \
-        --extra semantic-router \
-        --extra saml \
-        --extra bedrock-realtime \
-        --python python3.13; \
-    fi
+    uv sync --frozen --no-default-groups --no-editable \
+      --extra proxy \
+      --extra proxy-runtime \
+      --extra extra_proxy \
+      --extra semantic-router \
+      --extra saml \
+      --extra bedrock-realtime \
+      --python python3.13

 RUN HOME=/opt/prisma XDG_CACHE_HOME=/opt/prisma/.cache PRISMA_BINARY_CACHE_DIR=/opt/prisma/binaries \
    npm_config_cache=/root/.npm \
@ -136,7 +122,8 @@ RUN sed -i 's/\r$//' docker/entrypoint.sh && chmod +x docker/entrypoint.sh && \
    sed -i 's/\r$//' docker/prod_entrypoint.sh && chmod +x docker/prod_entrypoint.sh

 FROM $LITELLM_RUNTIME_IMAGE AS runtime
-ARG PROXY_EXTRAS_SOURCE
+ARG LITELLM_RELEASE_TAG=""
+ENV LITELLM_RELEASE_TAG=${LITELLM_RELEASE_TAG}
 WORKDIR /app
 USER root

--- a/docker/docker-compose.quickstart.yml
+++ b/docker/docker-compose.quickstart.yml
@ -13,11 +13,13 @@ services:
  litellm:
    image: docker.litellm.ai/berriai/litellm:main-stable
    ports:
-      - "4000:4000"
+      # LITELLM_BIND is empty by default, so this stays "4000:4000". The quickstart
+      # script sets it to "127.0.0.1:" so new installs listen on this machine only.
+      - "${LITELLM_BIND:-}${LITELLM_PORT:-4000}:4000"
    environment:
      LITELLM_MASTER_KEY: ${LITELLM_MASTER_KEY:?set it in .env - see the header of this file}
      LITELLM_SALT_KEY: ${LITELLM_SALT_KEY:?set it in .env - see the header of this file}
-      DATABASE_URL: postgresql://litellm:litellm@db:5432/litellm
+      DATABASE_URL: postgresql://litellm:${POSTGRES_PASSWORD:-litellm}@db:5432/litellm
      STORE_MODEL_IN_DB: "True"
    depends_on:
      db:
@ -27,7 +29,7 @@ services:
    image: postgres:16
    environment:
      POSTGRES_USER: litellm
-      POSTGRES_PASSWORD: litellm
+      POSTGRES_PASSWORD: ${POSTGRES_PASSWORD:-litellm}
      POSTGRES_DB: litellm
    healthcheck:
      test: ["CMD-SHELL", "pg_isready -U litellm"]
--- a/docker/docker-compose.tracing.yml
+++ b/docker/docker-compose.tracing.yml
@ -0,0 +1,65 @@
+name: litellm-tracing
+
+services:
+  litellm:
+    build:
+      context: ..
+      target: runtime
+      args:
+        LITELLM_RELEASE_TAG: ${LITELLM_RELEASE_TAG:-}
+    command: ["--config", "/app/tracing-config.yaml", "--port", "4000"]
+    environment:
+      LITELLM_MASTER_KEY: sk-1234
+      LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY: "true"
+      LITELLM_SALT_KEY: sk-local-tracing-salt-key
+      DATABASE_URL: postgresql://litellm:litellm@db:5432/litellm
+      STORE_MODEL_IN_DB: "True"
+      CLICKHOUSE_URL: http://default:local-tracing@clickhouse:8123
+      CLICKHOUSE_DATABASE: litellm
+      OPENAI_API_KEY: ${OPENAI_API_KEY:-}
+      LENS_WORKER_IMAGE: ${LENS_WORKER_IMAGE:-}
+    volumes:
+      - ./tracing-config.yaml:/app/tracing-config.yaml:ro
+    ports:
+      - "127.0.0.1:4002:4000"
+    depends_on:
+      db:
+        condition: service_healthy
+      clickhouse:
+        condition: service_healthy
+
+  db:
+    image: postgres:16
+    environment:
+      POSTGRES_DB: litellm
+      POSTGRES_USER: litellm
+      POSTGRES_PASSWORD: litellm
+    volumes:
+      - postgres_data:/var/lib/postgresql/data
+    ports:
+      - "127.0.0.1:15432:5432"
+    healthcheck:
+      test: ["CMD-SHELL", "pg_isready -U litellm -d litellm"]
+      interval: 5s
+      timeout: 5s
+      retries: 10
+
+  clickhouse:
+    image: clickhouse/clickhouse-server:26.9.6.6
+    environment:
+      CLICKHOUSE_USER: default
+      CLICKHOUSE_PASSWORD: local-tracing
+      CLICKHOUSE_DEFAULT_ACCESS_MANAGEMENT: "1"
+    volumes:
+      - clickhouse_data:/var/lib/clickhouse
+    ports:
+      - "127.0.0.1:18123:8123"
+    healthcheck:
+      test: ["CMD", "clickhouse-client", "--user", "default", "--password", "local-tracing", "--query", "SELECT 1"]
+      interval: 5s
+      timeout: 5s
+      retries: 20
+
+volumes:
+  postgres_data:
+  clickhouse_data:
--- a/docker/prod_entrypoint.sh
+++ b/docker/prod_entrypoint.sh
@ -1,5 +1,11 @@
 #!/bin/sh

+if [ "$1" = "--admin-agent" ]; then
+    shift
+    export CONNECTION_AUTH_MODE=native
+    exec /opt/liteadmin/bin/litellm-admin-agent --web "$@"
+fi
+
 case "$USE_DDTRACE" in
    [Tt][Rr][Uu][Ee])
        export DD_TRACE_OPENAI_ENABLED="False"
--- a/docker/tracing-config.yaml
+++ b/docker/tracing-config.yaml
@ -0,0 +1,13 @@
+model_list:
+  - model_name: gpt-6.1-sol
+    litellm_params:
+      model: openai/gpt-6.1-sol
+      api_key: os.environ/OPENAI_API_KEY
+
+general_settings:
+  master_key: os.environ/LITELLM_MASTER_KEY
+  tracing:
+    store:
+      type: clickhouse
+      url: os.environ/CLICKHOUSE_URL
+      retention_days: 14
--- a/enterprise/enterprise_hooks/blocked_user_list.py
+++ b/enterprise/enterprise_hooks/blocked_user_list.py
@ -7,15 +7,19 @@
 ## This accepts a list of user id's for whom calls will be rejected


-from typing import Optional, Literal
-import litellm
-from litellm.proxy.utils import PrismaClient
-from litellm.caching.caching import DualCache
-from litellm.proxy._types import UserAPIKeyAuth, LiteLLM_EndUserTable
-from litellm.integrations.custom_logger import CustomLogger
-from litellm._logging import verbose_proxy_logger
+from typing import Literal, Optional
+
 from fastapi import HTTPException

+import litellm
+from litellm._internal_context import with_service_target
+from litellm._logging import verbose_proxy_logger
+from litellm.caching.caching import DualCache
+from litellm.integrations.custom_logger import CustomLogger
+from litellm.proxy._types import LiteLLM_EndUserTable, UserAPIKeyAuth
+from litellm.proxy.common_utils.user_api_key_cache import AUTH_OBJECTS_TARGET
+from litellm.proxy.utils import PrismaClient
+

 class _ENTERPRISE_BlockedUserList(CustomLogger):
    enforces_request_content: bool = True
@ -54,6 +58,7 @@ class _ENTERPRISE_BlockedUserList(CustomLogger):
        if litellm.set_verbose is True:
            print(print_statement)  # noqa

+    @with_service_target(AUTH_OBJECTS_TARGET)
    async def async_pre_call_hook(
        self,
        user_api_key_dict: UserAPIKeyAuth,
--- a/enterprise/litellm_enterprise/enterprise_callbacks/secret_detection.py
+++ b/enterprise/litellm_enterprise/enterprise_callbacks/secret_detection.py
@ -616,7 +616,7 @@ class _ENTERPRISE_SecretDetection(CustomGuardrail):
            data["prompt"] = self.redact_text(prompt, source="prompt")
            return 1
        if isinstance(prompt, list):
-            data["prompt"] = [  # mutable-ok: data["prompt"] is a list on the wire
+            data["prompt"] = [
                self.redact_text(item, source="prompt")
                if isinstance(item, str) and item
                else item
--- a/Show more
+++ b/Show more