diff --git a/.github/workflows/renovate.yml b/.github/workflows/renovate.yml
index e441e54b..98bc54eb 100644
--- a/.github/workflows/renovate.yml
+++ b/.github/workflows/renovate.yml
@@ -28,7 +28,7 @@ jobs:
       - name: Checkout
         uses: actions/checkout@v4
       - name: Self-hosted Renovate
-        uses: renovatebot/github-action@v43.0.5
+        uses: renovatebot/github-action@v43.0.8
         with:
           configurationFile: .github/renovate.json
           token: ${{ secrets.RENOVATE_TOKEN }}
diff --git a/.github/workflows/semantic-release.yml b/.github/workflows/semantic-release.yml
index c8a3f388..680865f6 100644
--- a/.github/workflows/semantic-release.yml
+++ b/.github/workflows/semantic-release.yml
@@ -31,7 +31,7 @@ jobs:
       - name: setup-node
         uses: actions/setup-node@v4
         with:
-          node-version: "22.13.1"
+          node-version: "22.18.0"
 
       - name: create-archives
         run: |
diff --git a/infrastructure/.github/workflows/semantic-release.yml b/infrastructure/.github/workflows/semantic-release.yml
index 1ec3213d..668de454 100644
--- a/infrastructure/.github/workflows/semantic-release.yml
+++ b/infrastructure/.github/workflows/semantic-release.yml
@@ -19,7 +19,7 @@ jobs:
       - name: Setup Node.js
         uses: actions/setup-node@v4
         with:
-          node-version: "22.13.1"
+          node-version: "22.18.0"
       - name: Install dependencies
         run: npm clean-install
       - name: Verify the integrity of provenance attestations and registry signatures for installed dependencies
diff --git a/infrastructure/rag/Chart.lock b/infrastructure/rag/Chart.lock
index 8cf43546..cd09842b 100644
--- a/infrastructure/rag/Chart.lock
+++ b/infrastructure/rag/Chart.lock
@@ -4,15 +4,15 @@ dependencies:
   version: 0.12.1
 - name: qdrant
   repository: https://qdrant.github.io/qdrant-helm
-  version: 1.12.6
+  version: 1.15.3
 - name: minio
   repository: https://charts.bitnami.com/bitnami
-  version: 15.0.3
+  version: 15.0.7
 - name: keydb
   repository: https://enapter.github.io/charts/
   version: 0.48.0
 - name: ollama
   repository: https://otwld.github.io/ollama-helm/
-  version: 1.1.0
-digest: sha256:9c99676d554fe68802c434b3daac2d50778e38d2793d10b84d1f4d6d78f99726
-generated: "2025-07-02T12:36:38.510315+02:00"
+  version: 1.27.0
+digest: sha256:2cb5beb7d39b2ecc3081a80e8bcbdcebf083b155b6099cfefc3c3c590aa0df74
+generated: "2025-09-02T11:38:41.209463+02:00"
diff --git a/infrastructure/rag/Chart.yaml b/infrastructure/rag/Chart.yaml
index 138164d1..735363a6 100644
--- a/infrastructure/rag/Chart.yaml
+++ b/infrastructure/rag/Chart.yaml
@@ -13,19 +13,20 @@ dependencies:
   version: "0.12.1"
   condition: features.langfuse.enabled
 - name: qdrant
-  version: 1.12.6
+  version: 1.15.3
   repository: "https://qdrant.github.io/qdrant-helm"
   condition: features.qdrant.enabled
 - name: minio
   repository: https://charts.bitnami.com/bitnami
-  version: "15.0.3"
+  version: "15.0.7"
   condition: features.minio.enabled
 - name: keydb
+  alias: keydb
   repository: https://enapter.github.io/charts/
   version: "0.48.0"
   condition: features.keydb.enabled
 - name: ollama
   alias: ollama
-  version: 1.1.0
+  version: 1.27.0
   repository: https://otwld.github.io/ollama-helm/
   condition: features.ollama.enabled
diff --git a/infrastructure/server-setup/base-setup/Chart.lock b/infrastructure/server-setup/base-setup/Chart.lock
index e07a5c53..367ddc52 100644
--- a/infrastructure/server-setup/base-setup/Chart.lock
+++ b/infrastructure/server-setup/base-setup/Chart.lock
@@ -1,9 +1,9 @@
 dependencies:
 - name: cert-manager
   repository: https://charts.jetstack.io
-  version: v1.12.3
+  version: v1.18.2
 - name: nginx-ingress-controller
   repository: https://charts.bitnami.com/bitnami
-  version: 11.4.1
-digest: sha256:50d1681804095d5d70589f1fd828181320e89b1666675ae0d12c803e792e6760
-generated: "2024-09-11T22:43:52.025580423+02:00"
+  version: 11.6.27
+digest: sha256:3197e71b2e91041da3bca61187bd413ea86ed7778a8cecf363182be1aaead1f0
+generated: "2025-07-31T08:32:45.824521293Z"
diff --git a/infrastructure/server-setup/base-setup/Chart.yaml b/infrastructure/server-setup/base-setup/Chart.yaml
index 4ee3f336..938ea330 100644
--- a/infrastructure/server-setup/base-setup/Chart.yaml
+++ b/infrastructure/server-setup/base-setup/Chart.yaml
@@ -7,8 +7,8 @@ version: 0.0.1
 appVersion: "0.0.1"
 dependencies:
 - name: cert-manager
-  version: "v1.12.3"
+  version: "v1.18.2"
   repository: https://charts.jetstack.io
 - name: nginx-ingress-controller
-  version: "11.4.1"
+  version: "11.6.27"
   repository: https://charts.bitnami.com/bitnami
diff --git a/infrastructure/terraform/main.tf b/infrastructure/terraform/main.tf
index 5ca76782..98f6abb3 100644
--- a/infrastructure/terraform/main.tf
+++ b/infrastructure/terraform/main.tf
@@ -2,7 +2,7 @@ terraform {
   required_providers {
     stackit = {
       source  = "stackitcloud/stackit"
-      version = "~> 0.50.0"
+      version = "~> 0.61.0"
     }
   }
 }
diff --git a/libs/.github/workflows/semantic-release.yml b/libs/.github/workflows/semantic-release.yml
index 295f5525..4ce07767 100644
--- a/libs/.github/workflows/semantic-release.yml
+++ b/libs/.github/workflows/semantic-release.yml
@@ -19,7 +19,7 @@ jobs:
       - name: Setup Node.js
         uses: actions/setup-node@v4
         with:
-          node-version: "22.13.1"
+          node-version: "22.18.0"
       - name: Install dependencies
         run: npm install
       - name: Verify the integrity of provenance attestations and registry signatures for installed dependencies
diff --git a/libs/admin-api-lib/poetry.lock b/libs/admin-api-lib/poetry.lock
index a98ba260..5c7082e5 100644
--- a/libs/admin-api-lib/poetry.lock
+++ b/libs/admin-api-lib/poetry.lock
@@ -296,18 +296,18 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.39.3"
+version = "1.40.21"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "boto3-1.39.3-py3-none-any.whl", hash = "sha256:056cfa2440fe1a157a7c2be897c749c83e1a322144aa4dad889f2fca66571019"},
-    {file = "boto3-1.39.3.tar.gz", hash = "sha256:0a367106497649ae3d8a7b571b8c3be01b7b935a0fe303d4cc2574ed03aecbb4"},
+    {file = "boto3-1.40.21-py3-none-any.whl", hash = "sha256:3772fb828864d3b7046c8bdf2f4860aaca4a79f25b7b060206c6a5f4944ea7f9"},
+    {file = "boto3-1.40.21.tar.gz", hash = "sha256:876ccc0b25517b992bd27976282510773a11ebc771aa5b836a238ea426c82187"},
 ]
 
 [package.dependencies]
-botocore = ">=1.39.3,<1.40.0"
+botocore = ">=1.40.21,<1.41.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.13.0,<0.14.0"
 
@@ -316,14 +316,14 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.39.3"
+version = "1.40.21"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "botocore-1.39.3-py3-none-any.whl", hash = "sha256:66a81cfac18ad5e9f47696c73fdf44cdbd8f8ca51ab3fca1effca0aabf61f02f"},
-    {file = "botocore-1.39.3.tar.gz", hash = "sha256:da8f477e119f9f8a3aaa8b3c99d9c6856ed0a243680aa3a3fbbfc15a8d4093fb"},
+    {file = "botocore-1.40.21-py3-none-any.whl", hash = "sha256:574ecf9b68c1721650024a27e00e0080b6f141c281ebfce49e0d302969270ef4"},
+    {file = "botocore-1.40.21.tar.gz", hash = "sha256:f77e9c199df0252b14ea739a9ac99723940f6bde90f4c2e7802701553a62827b"},
 ]
 
 [package.dependencies]
@@ -332,7 +332,7 @@ python-dateutil = ">=2.1,<3.0.0"
 urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}
 
 [package.extras]
-crt = ["awscrt (==0.23.8)"]
+crt = ["awscrt (==0.27.6)"]
 
 [[package]]
 name = "certifi"
@@ -577,79 +577,100 @@ cron = ["capturer (>=2.4)"]
 
 [[package]]
 name = "coverage"
-version = "7.9.2"
+version = "7.10.6"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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-    {file = "coverage-7.9.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:4e01d138540ef34fcf35c1aa24d06c3de2a4cffa349e29a10056544f35cca15f"},
-    {file = "coverage-7.9.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f22627c1fe2745ee98d3ab87679ca73a97e75ca75eb5faee48660d060875465f"},
-    {file = "coverage-7.9.2-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4b1c2d8363247b46bd51f393f86c94096e64a1cf6906803fa8d5a9d03784bdbf"},
-    {file = "coverage-7.9.2-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c10c882b114faf82dbd33e876d0cbd5e1d1ebc0d2a74ceef642c6152f3f4d547"},
-    {file = "coverage-7.9.2-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:de3c0378bdf7066c3988d66cd5232d161e933b87103b014ab1b0b4676098fa45"},
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 [[package]]
@@ -784,24 +805,25 @@ files = [
 
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 python-versions = ">=3.8"
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 [[package]]
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@@ -1094,14 +1116,14 @@ flake8-plugin-utils = ">=1.0,<2.0"
 
 [[package]]
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 [package.dependencies]
@@ -1415,67 +1437,67 @@ test = ["objgraph", "psutil"]
 
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 [package.extras]
-protobuf = ["grpcio-tools (>=1.73.1)"]
+protobuf = ["grpcio-tools (>=1.74.0)"]
 
 [[package]]
 name = "h11"
@@ -1843,23 +1865,23 @@ xai = ["langchain-xai"]
 
 [[package]]
 name = "langchain-community"
-version = "0.3.23"
+version = "0.3.27"
 description = "Community contributed LangChain integrations."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_community-0.3.23-py3-none-any.whl", hash = "sha256:7b5328e749df6bbaf8e60c53d810a95ab22f2d2262911b206b0fb582d58350b7"},
-    {file = "langchain_community-0.3.23.tar.gz", hash = "sha256:afb4b34d8b75fc00f78b2270e988bb48fff96b333d23fae05ab32d012940973f"},
+    {file = "langchain_community-0.3.27-py3-none-any.whl", hash = "sha256:581f97b795f9633da738ea95da9cb78f8879b538090c9b7a68c0aed49c828f0d"},
+    {file = "langchain_community-0.3.27.tar.gz", hash = "sha256:e1037c3b9da0c6d10bf06e838b034eb741e016515c79ef8f3f16e53ead33d882"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 dataclasses-json = ">=0.5.7,<0.7"
 httpx-sse = ">=0.4.0,<1.0.0"
-langchain = ">=0.3.24,<1.0.0"
-langchain-core = ">=0.3.56,<1.0.0"
-langsmith = ">=0.1.125,<0.4"
+langchain = ">=0.3.26,<1.0.0"
+langchain-core = ">=0.3.66,<1.0.0"
+langsmith = ">=0.1.125"
 numpy = {version = ">=2.1.0", markers = "python_version >= \"3.13\""}
 pydantic-settings = ">=2.4.0,<3.0.0"
 PyYAML = ">=5.3"
@@ -1869,20 +1891,20 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
 
 [[package]]
 name = "langchain-core"
-version = "0.3.68"
+version = "0.3.74"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_core-0.3.68-py3-none-any.whl", hash = "sha256:5e5c1fbef419590537c91b8c2d86af896fbcbaf0d5ed7fdcdd77f7d8f3467ba0"},
-    {file = "langchain_core-0.3.68.tar.gz", hash = "sha256:312e1932ac9aa2eaf111b70fdc171776fa571d1a86c1f873dcac88a094b19c6f"},
+    {file = "langchain_core-0.3.74-py3-none-any.whl", hash = "sha256:088338b5bc2f6a66892f9afc777992c24ee3188f41cbc603d09181e34a228ce7"},
+    {file = "langchain_core-0.3.74.tar.gz", hash = "sha256:ff604441aeade942fbcc0a3860a592daba7671345230c2078ba2eb5f82b6ba76"},
 ]
 
 [package.dependencies]
 jsonpatch = ">=1.33,<2.0"
 langsmith = ">=0.3.45"
-packaging = ">=23.2,<25"
+packaging = ">=23.2"
 pydantic = ">=2.7.4"
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
@@ -1922,14 +1944,14 @@ langchain-core = ">=0.3.51,<1.0.0"
 
 [[package]]
 name = "langfuse"
-version = "3.0.0"
+version = "3.2.1"
 description = "A client library for accessing langfuse"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
-    {file = "langfuse-3.0.0-py3-none-any.whl", hash = "sha256:5f493bd15760b15195cc71ec7aaa4f93008058a1f5dfe4b32f72f31cbdc6f605"},
-    {file = "langfuse-3.0.0.tar.gz", hash = "sha256:c47449ae93a3007efee6b861484f529efb187ddbfb5093e0cb94b84636e0a605"},
+    {file = "langfuse-3.2.1-py3-none-any.whl", hash = "sha256:07a84e8c1eed6ac8e149bdda1431fd866e4aee741b66124316336fb2bc7e6a32"},
+    {file = "langfuse-3.2.1.tar.gz", hash = "sha256:f79b0380dfcf52c7525bb5d7f8e9d8786a6fc8b37867def047bb388930a7beb3"},
 ]
 
 [package.dependencies]
@@ -3021,14 +3043,14 @@ dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests
 
 [[package]]
 name = "pytest-asyncio"
-version = "1.0.0"
+version = "1.1.0"
 description = "Pytest support for asyncio"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "pytest_asyncio-1.0.0-py3-none-any.whl", hash = "sha256:4f024da9f1ef945e680dc68610b52550e36590a67fd31bb3b4943979a1f90ef3"},
-    {file = "pytest_asyncio-1.0.0.tar.gz", hash = "sha256:d15463d13f4456e1ead2594520216b225a16f781e144f8fdf6c5bb4667c48b3f"},
+    {file = "pytest_asyncio-1.1.0-py3-none-any.whl", hash = "sha256:5fe2d69607b0bd75c656d1211f969cadba035030156745ee09e7d71740e58ecf"},
+    {file = "pytest_asyncio-1.1.0.tar.gz", hash = "sha256:796aa822981e01b68c12e4827b8697108f7205020f24b5793b3c41555dab68ea"},
 ]
 
 [package.dependencies]
@@ -3157,10 +3179,10 @@ develop = false
 deprecated = "^1.2.18"
 flashrank = "^0.2.10"
 langchain = "^0.3.25"
-langchain-community = "0.3.23"
-langchain-core = "0.3.68"
+langchain-community = "0.3.27"
+langchain-core = "0.3.74"
 langchain-openai = "^0.3.27"
-langfuse = "3.0.0"
+langfuse = "3.2.1"
 oauthlib = "^3.2.2"
 openai = "^1.77.0"
 pydantic = "^2.11.4"
@@ -3173,14 +3195,14 @@ url = "../rag-core-lib"
 
 [[package]]
 name = "redis"
-version = "6.2.0"
+version = "6.4.0"
 description = "Python client for Redis database and key-value store"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "redis-6.2.0-py3-none-any.whl", hash = "sha256:c8ddf316ee0aab65f04a11229e94a64b2618451dab7a67cb2f77eb799d872d5e"},
-    {file = "redis-6.2.0.tar.gz", hash = "sha256:e821f129b75dde6cb99dd35e5c76e8c49512a5a0d8dfdc560b2fbd44b85ca977"},
+    {file = "redis-6.4.0-py3-none-any.whl", hash = "sha256:f0544fa9604264e9464cdf4814e7d4830f74b165d52f2a330a760a88dd248b7f"},
+    {file = "redis-6.4.0.tar.gz", hash = "sha256:b01bc7282b8444e28ec36b261df5375183bb47a07eb9c603f284e89cbc5ef010"},
 ]
 
 [package.extras]
@@ -3759,14 +3781,14 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "uvicorn"
-version = "0.34.3"
+version = "0.35.0"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "uvicorn-0.34.3-py3-none-any.whl", hash = "sha256:16246631db62bdfbf069b0645177d6e8a77ba950cfedbfd093acef9444e4d885"},
-    {file = "uvicorn-0.34.3.tar.gz", hash = "sha256:35919a9a979d7a59334b6b10e05d77c1d0d574c50e0fc98b8b1a0f165708b55a"},
+    {file = "uvicorn-0.35.0-py3-none-any.whl", hash = "sha256:197535216b25ff9b785e29a0b79199f55222193d47f820816e7da751e9bc8d4a"},
+    {file = "uvicorn-0.35.0.tar.gz", hash = "sha256:bc662f087f7cf2ce11a1d7fd70b90c9f98ef2e2831556dd078d131b96cc94a01"},
 ]
 
 [package.dependencies]
@@ -4120,4 +4142,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.13"
-content-hash = "28827653a07bb505f4da3384ec9896368e8a8aa078b0d6fb6e690754766411c9"
+content-hash = "567b2368fd8d8c5e6905c764d92fcb3ae95ea0f404682a26e868ad854934b323"
diff --git a/libs/admin-api-lib/pyproject.toml b/libs/admin-api-lib/pyproject.toml
index a811da10..ad42905e 100644
--- a/libs/admin-api-lib/pyproject.toml
+++ b/libs/admin-api-lib/pyproject.toml
@@ -85,7 +85,7 @@ flake8-pytest-style = "^2.1.0"
 pep8-naming = "^0.15.1"
 flake8-eol = "^0.0.8"
 flake8-exceptions = "^0.0.1a0"
-flake8-simplify = "^0.21.0"
+flake8-simplify = "^0.22.0"
 flake8-wot = "^0.2.0"
 flake8-function-order = "^0.0.5"
 flake8-tidy-imports = "^4.10.0"
@@ -97,14 +97,14 @@ pytest-asyncio = "^1.0.0"
 [tool.poetry.dependencies]
 rag-core-lib = {path = "../rag-core-lib"}
 python = "^3.13"
-uvicorn = "^0.34.2"
-fastapi = "^0.115.12"
+uvicorn = "^0.35.0"
+fastapi = "^0.116.0"
 dependency-injector = "^4.46.0"
 python-dateutil = "^2.9.0.post0"
 tenacity = "9.1.2"
 boto3 = "^1.38.10"
 tqdm = "^4.67.1"
-langfuse = "3.0.0"
+langfuse = "3.2.1"
 redis = "^6.0.0"
 pyyaml = "^6.0.2"
 python-multipart = "^0.0.20"
diff --git a/libs/extractor-api-lib/poetry.lock b/libs/extractor-api-lib/poetry.lock
index 971c446e..747a1764 100644
--- a/libs/extractor-api-lib/poetry.lock
+++ b/libs/extractor-api-lib/poetry.lock
@@ -206,14 +206,14 @@ files = [
 
 [[package]]
 name = "atlassian-python-api"
-version = "4.0.4"
+version = "4.0.7"
 description = "Python Atlassian REST API Wrapper"
 optional = false
 python-versions = "*"
 groups = ["main"]
 files = [
-    {file = "atlassian_python_api-4.0.4-py3-none-any.whl", hash = "sha256:d5e61a4a6a69e9f9b0737f449fad6beb5e4dc39665ac4269f1f8fa8fa4246c3c"},
-    {file = "atlassian_python_api-4.0.4.tar.gz", hash = "sha256:351e378cf489f31c3fbf9e71670fa7ee2a7b68c20d616665d4e8bca17a3d2983"},
+    {file = "atlassian_python_api-4.0.7-py3-none-any.whl", hash = "sha256:46a70cb29eaab87c0a1697fccd3e25df1aa477e6aa4fb9ba936a9d46b425933c"},
+    {file = "atlassian_python_api-4.0.7.tar.gz", hash = "sha256:8d9cc6068b1d2a48eb434e22e57f6bbd918a47fac9e46b95b7a3cefb00fceacb"},
 ]
 
 [package.dependencies]
@@ -355,18 +355,18 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.39.3"
+version = "1.40.21"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "boto3-1.39.3-py3-none-any.whl", hash = "sha256:056cfa2440fe1a157a7c2be897c749c83e1a322144aa4dad889f2fca66571019"},
-    {file = "boto3-1.39.3.tar.gz", hash = "sha256:0a367106497649ae3d8a7b571b8c3be01b7b935a0fe303d4cc2574ed03aecbb4"},
+    {file = "boto3-1.40.21-py3-none-any.whl", hash = "sha256:3772fb828864d3b7046c8bdf2f4860aaca4a79f25b7b060206c6a5f4944ea7f9"},
+    {file = "boto3-1.40.21.tar.gz", hash = "sha256:876ccc0b25517b992bd27976282510773a11ebc771aa5b836a238ea426c82187"},
 ]
 
 [package.dependencies]
-botocore = ">=1.39.3,<1.40.0"
+botocore = ">=1.40.21,<1.41.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.13.0,<0.14.0"
 
@@ -375,14 +375,14 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.39.3"
+version = "1.40.21"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "botocore-1.39.3-py3-none-any.whl", hash = "sha256:66a81cfac18ad5e9f47696c73fdf44cdbd8f8ca51ab3fca1effca0aabf61f02f"},
-    {file = "botocore-1.39.3.tar.gz", hash = "sha256:da8f477e119f9f8a3aaa8b3c99d9c6856ed0a243680aa3a3fbbfc15a8d4093fb"},
+    {file = "botocore-1.40.21-py3-none-any.whl", hash = "sha256:574ecf9b68c1721650024a27e00e0080b6f141c281ebfce49e0d302969270ef4"},
+    {file = "botocore-1.40.21.tar.gz", hash = "sha256:f77e9c199df0252b14ea739a9ac99723940f6bde90f4c2e7802701553a62827b"},
 ]
 
 [package.dependencies]
@@ -391,18 +391,18 @@ python-dateutil = ">=2.1,<3.0.0"
 urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}
 
 [package.extras]
-crt = ["awscrt (==0.23.8)"]
+crt = ["awscrt (==0.27.6)"]
 
 [[package]]
 name = "camelot-py"
-version = "1.0.0"
+version = "1.0.9"
 description = "PDF Table Extraction for Humans."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "camelot_py-1.0.0-py3-none-any.whl", hash = "sha256:28d68373998ac778681988622616dac447bbe68267fd11d72e81b8b4716ae64a"},
-    {file = "camelot_py-1.0.0.tar.gz", hash = "sha256:62514bd9effaef39a34c850f4b09705a817be160483b028cc8cde14954721466"},
+    {file = "camelot_py-1.0.9-py3-none-any.whl", hash = "sha256:f4c78dc5eef879040219ee9cb8b0caeab6b95d52128eec96f6e0ae94fdd910fb"},
+    {file = "camelot_py-1.0.9.tar.gz", hash = "sha256:d43d88766f7c3462803ff11464e7d3d15a9223e845972de2b61ef7c3f62d3200"},
 ]
 
 [package.dependencies]
@@ -413,6 +413,7 @@ opencv-python-headless = ">=4.7.0.68"
 openpyxl = ">=3.1.0"
 pandas = {version = ">=2.2.2", markers = "python_version >= \"3.10\""}
 pdfminer-six = ">=20240706"
+pillow = ">=10.4.0"
 pypdf = {version = ">=4.0,<6.0", markers = "python_version >= \"3.12\""}
 pypdfium2 = ">=4"
 tabulate = ">=0.9.0"
@@ -658,79 +659,100 @@ markers = {main = "platform_system == \"Windows\"", dev = "platform_system == \"
 
 [[package]]
 name = "coverage"
-version = "7.9.2"
+version = "7.10.6"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "coverage-7.9.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:66283a192a14a3854b2e7f3418d7db05cdf411012ab7ff5db98ff3b181e1f912"},
-    {file = "coverage-7.9.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:4e01d138540ef34fcf35c1aa24d06c3de2a4cffa349e29a10056544f35cca15f"},
-    {file = "coverage-7.9.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f22627c1fe2745ee98d3ab87679ca73a97e75ca75eb5faee48660d060875465f"},
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+    {file = "fastapi-0.116.1.tar.gz", hash = "sha256:ed52cbf946abfd70c5a0dccb24673f0670deeb517a88b3544d03c2a6bf283143"},
 ]
 
 [package.dependencies]
 pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0"
-starlette = ">=0.40.0,<0.47.0"
+starlette = ">=0.40.0,<0.48.0"
 typing-extensions = ">=4.8.0"
 
 [package.extras]
-all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=3.1.5)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
-standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
+all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=3.1.5)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
+standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
+standard-no-fastapi-cloud-cli = ["email-validator (>=2.0.0)", "fastapi-cli[standard-no-fastapi-cloud-cli] (>=0.0.8)", "httpx (>=0.23.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
 
 [[package]]
 name = "fasttext"
@@ -1060,7 +1083,7 @@ setuptools = ">=0.7.0"
 [package.source]
 type = "git"
 url = "https://github.com/cfculhane/fastText"
-reference = "main"
+reference = "4a4451337ae6b476b9c584b97776c8c3eb4b27c5"
 resolved_reference = "4a4451337ae6b476b9c584b97776c8c3eb4b27c5"
 
 [[package]]
@@ -1366,14 +1389,14 @@ flake8-plugin-utils = ">=1.0,<2.0"
 
 [[package]]
 name = "flake8-simplify"
-version = "0.21.0"
+version = "0.22.0"
 description = "flake8 plugin which checks for code that can be simplified"
 optional = false
 python-versions = ">=3.6.1"
 groups = ["dev"]
 files = [
-    {file = "flake8_simplify-0.21.0-py3-none-any.whl", hash = "sha256:439391e762a9370b371208add0b5c5c40c3d25a98e1f5421d263215d08194183"},
-    {file = "flake8_simplify-0.21.0.tar.gz", hash = "sha256:c95ff1dcc1de5949af47e0087cbf1164445881131b15bcd7a71252670f492f4d"},
+    {file = "flake8_simplify-0.22.0-py3-none-any.whl", hash = "sha256:812c65bf49d7857093750df71fc9c4a925fc192bfca14ecf04570e224f17581f"},
+    {file = "flake8_simplify-0.22.0.tar.gz", hash = "sha256:526421594d5815cf786a637c2a705223956f7e34872b6bb9f66c5ce3e28caaf9"},
 ]
 
 [package.dependencies]
@@ -1870,20 +1893,20 @@ files = [
 
 [[package]]
 name = "langchain"
-version = "0.3.25"
+version = "0.3.27"
 description = "Building applications with LLMs through composability"
 optional = false
-python-versions = ">=3.9"
+python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain-0.3.25-py3-none-any.whl", hash = "sha256:931f7d2d1eaf182f9f41c5e3272859cfe7f94fc1f7cef6b3e5a46024b4884c21"},
-    {file = "langchain-0.3.25.tar.gz", hash = "sha256:a1d72aa39546a23db08492d7228464af35c9ee83379945535ceef877340d2a3a"},
+    {file = "langchain-0.3.27-py3-none-any.whl", hash = "sha256:7b20c4f338826acb148d885b20a73a16e410ede9ee4f19bb02011852d5f98798"},
+    {file = "langchain-0.3.27.tar.gz", hash = "sha256:aa6f1e6274ff055d0fd36254176770f356ed0a8994297d1df47df341953cec62"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.58,<1.0.0"
-langchain-text-splitters = ">=0.3.8,<1.0.0"
-langsmith = ">=0.1.17,<0.4"
+langchain-core = ">=0.3.72,<1.0.0"
+langchain-text-splitters = ">=0.3.9,<1.0.0"
+langsmith = ">=0.1.17"
 pydantic = ">=2.7.4,<3.0.0"
 PyYAML = ">=5.3"
 requests = ">=2,<3"
@@ -1910,23 +1933,23 @@ xai = ["langchain-xai"]
 
 [[package]]
 name = "langchain-community"
-version = "0.3.24"
+version = "0.3.27"
 description = "Community contributed LangChain integrations."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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-    {file = "langchain_community-0.3.24.tar.gz", hash = "sha256:62d9e8cf9aadf35182ec3925f9ec1c8e5e84fb4f199f67a01aee496d289dc264"},
+    {file = "langchain_community-0.3.27-py3-none-any.whl", hash = "sha256:581f97b795f9633da738ea95da9cb78f8879b538090c9b7a68c0aed49c828f0d"},
+    {file = "langchain_community-0.3.27.tar.gz", hash = "sha256:e1037c3b9da0c6d10bf06e838b034eb741e016515c79ef8f3f16e53ead33d882"},
 ]
 
 [package.dependencies]
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 dataclasses-json = ">=0.5.7,<0.7"
 httpx-sse = ">=0.4.0,<1.0.0"
-langchain = ">=0.3.25,<1.0.0"
-langchain-core = ">=0.3.59,<1.0.0"
-langsmith = ">=0.1.125,<0.4"
+langchain = ">=0.3.26,<1.0.0"
+langchain-core = ">=0.3.66,<1.0.0"
+langsmith = ">=0.1.125"
 numpy = {version = ">=2.1.0", markers = "python_version >= \"3.13\""}
 pydantic-settings = ">=2.4.0,<3.0.0"
 PyYAML = ">=5.3"
@@ -1936,20 +1959,20 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
 
 [[package]]
 name = "langchain-core"
-version = "0.3.63"
+version = "0.3.74"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_core-0.3.63-py3-none-any.whl", hash = "sha256:f91db8221b1bc6808f70b2e72fded1a94d50ee3f1dff1636fb5a5a514c64b7f5"},
-    {file = "langchain_core-0.3.63.tar.gz", hash = "sha256:e2e30cfbb7684a5a0319f6cbf065fc3c438bfd1060302f085a122527890fb01e"},
+    {file = "langchain_core-0.3.74-py3-none-any.whl", hash = "sha256:088338b5bc2f6a66892f9afc777992c24ee3188f41cbc603d09181e34a228ce7"},
+    {file = "langchain_core-0.3.74.tar.gz", hash = "sha256:ff604441aeade942fbcc0a3860a592daba7671345230c2078ba2eb5f82b6ba76"},
 ]
 
 [package.dependencies]
 jsonpatch = ">=1.33,<2.0"
-langsmith = ">=0.1.126,<0.4"
-packaging = ">=23.2,<25"
+langsmith = ">=0.3.45"
+packaging = ">=23.2"
 pydantic = ">=2.7.4"
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
@@ -1957,18 +1980,18 @@ typing-extensions = ">=4.7"
 
 [[package]]
 name = "langchain-text-splitters"
-version = "0.3.8"
+version = "0.3.9"
 description = "LangChain text splitting utilities"
 optional = false
-python-versions = "<4.0,>=3.9"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
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+    {file = "langchain_text_splitters-0.3.9-py3-none-any.whl", hash = "sha256:cee0bb816211584ea79cc79927317c358543f40404bcfdd69e69ba3ccde54401"},
+    {file = "langchain_text_splitters-0.3.9.tar.gz", hash = "sha256:7cd1e5a3aaf609979583eeca2eb34177622570b8fa8f586a605c6b1c34e7ebdb"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.51,<1.0.0"
+langchain-core = ">=0.3.72,<1.0.0"
 
 [[package]]
 name = "langdetect"
@@ -2188,14 +2211,14 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
 name = "markdownify"
-version = "1.1.0"
+version = "1.2.0"
 description = "Convert HTML to markdown."
 optional = false
 python-versions = "*"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -2540,23 +2563,23 @@ tests = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "opencv-python"
-version = "4.11.0.86"
+version = "4.12.0.88"
 description = "Wrapper package for OpenCV python bindings."
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
-numpy = {version = ">=1.26.0", markers = "python_version >= \"3.12\""}
+numpy = {version = ">=2,<2.3.0", markers = "python_version >= \"3.9\""}
 
 [[package]]
 name = "opencv-python-headless"
@@ -2690,54 +2713,54 @@ files = [
 
 [[package]]
 name = "pandas"
-version = "2.3.1"
+version = "2.3.2"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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+version = "20250506"
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+    {file = "pypdfium2-4.30.0-py3-none-win_amd64.whl", hash = "sha256:90dbb2ac07be53219f56be09961eb95cf2473f834d01a42d901d13ccfad64b4c"},
+    {file = "pypdfium2-4.30.0-py3-none-win_arm64.whl", hash = "sha256:119b2969a6d6b1e8d55e99caaf05290294f2d0fe49c12a3f17102d01c441bd29"},
+    {file = "pypdfium2-4.30.0.tar.gz", hash = "sha256:48b5b7e5566665bc1015b9d69c1ebabe21f6aee468b509531c3c8318eeee2e16"},
 ]
 
 [[package]]
@@ -4371,20 +4394,20 @@ files = [
 
 [[package]]
 name = "unstructured"
-version = "0.17.2"
+version = "0.18.13"
 description = "A library that prepares raw documents for downstream ML tasks."
 optional = false
-python-versions = ">=3.9.0"
+python-versions = ">=3.10.0"
 groups = ["main"]
 files = [
-    {file = "unstructured-0.17.2-py3-none-any.whl", hash = "sha256:527dd26a4b273aebef2f9119c9d4f0d0ce17640038d92296d23abe89be123840"},
-    {file = "unstructured-0.17.2.tar.gz", hash = "sha256:af18c3caef0a6c562cf77e34ee8b6ff522b605031d2336ffe565df66f126aa46"},
+    {file = "unstructured-0.18.13-py3-none-any.whl", hash = "sha256:cd4e3a9fe456b9e305e1e9669a444498b2b18f1f13d07a449816ff5849ddd998"},
+    {file = "unstructured-0.18.13.tar.gz", hash = "sha256:3ca6034d8647fef5c26b39bacae3d90a5f530f520bfd80f0e964bd5e084a0d50"},
 ]
 
 [package.dependencies]
 backoff = "*"
 beautifulsoup4 = "*"
-chardet = "*"
+charset-normalizer = "*"
 dataclasses-json = "*"
 emoji = "*"
 filetype = "*"
@@ -4407,25 +4430,25 @@ unstructured-client = "*"
 wrapt = "*"
 
 [package.extras]
-all-docs = ["effdet", "google-cloud-vision", "markdown", "networkx", "onnx (>=1.17.0)", "onnxruntime (>=1.19.0)", "openpyxl", "pandas", "pdf2image", "pdfminer.six", "pi-heif", "pikepdf", "pypandoc", "pypdf", "python-docx (>=1.1.2)", "python-pptx (>=1.0.1)", "unstructured-inference (>=0.8.10)", "unstructured.pytesseract (>=0.3.12)", "xlrd"]
+all-docs = ["effdet", "google-cloud-vision", "markdown", "msoffcrypto-tool", "networkx", "onnx (>=1.17.0)", "onnxruntime (>=1.19.0)", "openpyxl", "pandas", "pdf2image", "pdfminer.six", "pi-heif", "pikepdf", "pypandoc", "pypdf", "python-docx (>=1.1.2)", "python-pptx (>=1.0.1)", "unstructured-inference (>=1.0.5)", "unstructured.pytesseract (>=0.3.12)", "xlrd"]
 csv = ["pandas"]
 doc = ["python-docx (>=1.1.2)"]
 docx = ["python-docx (>=1.1.2)"]
 epub = ["pypandoc"]
 huggingface = ["langdetect", "sacremoses", "sentencepiece", "torch", "transformers"]
-image = ["effdet", "google-cloud-vision", "onnx (>=1.17.0)", "onnxruntime (>=1.19.0)", "pdf2image", "pdfminer.six", "pi-heif", "pikepdf", "pypdf", "unstructured-inference (>=0.8.10)", "unstructured.pytesseract (>=0.3.12)"]
-local-inference = ["effdet", "google-cloud-vision", "markdown", "networkx", "onnx (>=1.17.0)", "onnxruntime (>=1.19.0)", "openpyxl", "pandas", "pdf2image", "pdfminer.six", "pi-heif", "pikepdf", "pypandoc", "pypdf", "python-docx (>=1.1.2)", "python-pptx (>=1.0.1)", "unstructured-inference (>=0.8.10)", "unstructured.pytesseract (>=0.3.12)", "xlrd"]
+image = ["effdet", "google-cloud-vision", "onnx (>=1.17.0)", "onnxruntime (>=1.19.0)", "pdf2image", "pdfminer.six", "pi-heif", "pikepdf", "pypdf", "unstructured-inference (>=1.0.5)", "unstructured.pytesseract (>=0.3.12)"]
+local-inference = ["effdet", "google-cloud-vision", "markdown", "msoffcrypto-tool", "networkx", "onnx (>=1.17.0)", "onnxruntime (>=1.19.0)", "openpyxl", "pandas", "pdf2image", "pdfminer.six", "pi-heif", "pikepdf", "pypandoc", "pypdf", "python-docx (>=1.1.2)", "python-pptx (>=1.0.1)", "unstructured-inference (>=1.0.5)", "unstructured.pytesseract (>=0.3.12)", "xlrd"]
 md = ["markdown"]
 odt = ["pypandoc", "python-docx (>=1.1.2)"]
 org = ["pypandoc"]
 paddleocr = ["paddlepaddle (>=3.0.0b1)", "unstructured.paddleocr (==2.10.0)"]
-pdf = ["effdet", "google-cloud-vision", "onnx (>=1.17.0)", "onnxruntime (>=1.19.0)", "pdf2image", "pdfminer.six", "pi-heif", "pikepdf", "pypdf", "unstructured-inference (>=0.8.10)", "unstructured.pytesseract (>=0.3.12)"]
+pdf = ["effdet", "google-cloud-vision", "onnx (>=1.17.0)", "onnxruntime (>=1.19.0)", "pdf2image", "pdfminer.six", "pi-heif", "pikepdf", "pypdf", "unstructured-inference (>=1.0.5)", "unstructured.pytesseract (>=0.3.12)"]
 ppt = ["python-pptx (>=1.0.1)"]
 pptx = ["python-pptx (>=1.0.1)"]
 rst = ["pypandoc"]
 rtf = ["pypandoc"]
 tsv = ["pandas"]
-xlsx = ["networkx", "openpyxl", "pandas", "xlrd"]
+xlsx = ["msoffcrypto-tool", "networkx", "openpyxl", "pandas", "xlrd"]
 
 [[package]]
 name = "unstructured-client"
@@ -4468,14 +4491,14 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "uvicorn"
-version = "0.34.3"
+version = "0.35.0"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "uvicorn-0.34.3-py3-none-any.whl", hash = "sha256:16246631db62bdfbf069b0645177d6e8a77ba950cfedbfd093acef9444e4d885"},
-    {file = "uvicorn-0.34.3.tar.gz", hash = "sha256:35919a9a979d7a59334b6b10e05d77c1d0d574c50e0fc98b8b1a0f165708b55a"},
+    {file = "uvicorn-0.35.0-py3-none-any.whl", hash = "sha256:197535216b25ff9b785e29a0b79199f55222193d47f820816e7da751e9bc8d4a"},
+    {file = "uvicorn-0.35.0.tar.gz", hash = "sha256:bc662f087f7cf2ce11a1d7fd70b90c9f98ef2e2831556dd078d131b96cc94a01"},
 ]
 
 [package.dependencies]
@@ -4981,4 +5004,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.13"
-content-hash = "ce1240089aa4546c32319505d2906a867c7b7635fd402a11827eae0c8a063551"
+content-hash = "a71bf11096e689214da0095d3c91e34bf295d2e8b1cd528a436391661cfaa396"
diff --git a/libs/extractor-api-lib/pyproject.toml b/libs/extractor-api-lib/pyproject.toml
index 15a62511..87b334f5 100644
--- a/libs/extractor-api-lib/pyproject.toml
+++ b/libs/extractor-api-lib/pyproject.toml
@@ -70,10 +70,10 @@ max-line-length = 120
 python = "^3.13"
 wheel = "^0.45.1"
 botocore = "^1.38.10"
-fasttext = {git = "https://github.com/cfculhane/fastText", rev = "main"}
+fasttext = {git = "https://github.com/cfculhane/fastText", rev = "4a4451337ae6b476b9c584b97776c8c3eb4b27c5"}
 pytesseract = "^0.3.10"
-fastapi = "^0.115.12"
-uvicorn = "^0.34.2"
+fastapi = "^0.116.0"
+uvicorn = "^0.35.0"
 dependency-injector = "^4.46.0"
 pydantic-settings = "^2.9.1"
 boto3 = "^1.38.10"
@@ -81,8 +81,8 @@ debugpy = "^1.8.14"
 python-multipart = "^0.0.20"
 oauthlib = "^3.2.2"
 requests-oauthlib = "^2.0.0"
-pdfplumber = "0.11.6"
-opencv-python = "4.11.0.86"
+pdfplumber = "0.11.7"
+opencv-python = "4.12.0.88"
 pdf2image = "1.17.0"
 datasets = "^3.5.1"
 pandas = "^2.2.2"
@@ -92,14 +92,15 @@ partial = "^1.0"
 pyyaml = "^6.0.2"
 numpy = "^2.2.5"
 docx2txt = "^0.9"
-unstructured = {extras = ["docx", "pptx"], version = "0.17.2"}
+unstructured = {extras = ["docx", "pptx"], version = "0.18.13"}
 html5lib = "^1.1"
 langchain-community = "^0.3.23"
 atlassian-python-api = "^4.0.3"
 markdownify = "^1.1.0"
-langchain-core = "0.3.63"
+langchain-core = "0.3.74"
 camelot-py = {extras = ["cv"], version = "^1.0.0"}
 fake-useragent = "^2.2.0"
+pypdfium2 = "4.30.0"
 pypandoc-binary = "^1.15"
 
 [tool.poetry.group.dev.dependencies]
@@ -122,7 +123,7 @@ flake8-pytest-style = "^2.1.0"
 pep8-naming = "^0.15.1"
 flake8-eol = "^0.0.8"
 flake8-exceptions = "^0.0.1a0"
-flake8-simplify = "^0.21.0"
+flake8-simplify = "^0.22.0"
 flake8-wot = "^0.2.0"
 flake8-function-order = "^0.0.5"
 flake8-tidy-imports = "^4.10.0"
diff --git a/libs/poetry.lock b/libs/poetry.lock
index d37fa4bb..bb9630f3 100644
--- a/libs/poetry.lock
+++ b/libs/poetry.lock
@@ -428,14 +428,14 @@ flake8-plugin-utils = ">=1.0,<2.0"
 
 [[package]]
 name = "flake8-simplify"
-version = "0.21.0"
+version = "0.22.0"
 description = "flake8 plugin which checks for code that can be simplified"
 optional = false
 python-versions = ">=3.6.1"
 groups = ["main"]
 files = [
-    {file = "flake8_simplify-0.21.0-py3-none-any.whl", hash = "sha256:439391e762a9370b371208add0b5c5c40c3d25a98e1f5421d263215d08194183"},
-    {file = "flake8_simplify-0.21.0.tar.gz", hash = "sha256:c95ff1dcc1de5949af47e0087cbf1164445881131b15bcd7a71252670f492f4d"},
+    {file = "flake8_simplify-0.22.0-py3-none-any.whl", hash = "sha256:812c65bf49d7857093750df71fc9c4a925fc192bfca14ecf04570e224f17581f"},
+    {file = "flake8_simplify-0.22.0.tar.gz", hash = "sha256:526421594d5815cf786a637c2a705223956f7e34872b6bb9f66c5ce3e28caaf9"},
 ]
 
 [package.dependencies]
@@ -764,4 +764,4 @@ pbr = ">=2.0.0"
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.13"
-content-hash = "b8c76039873e191433a28871f301473ff295be933062ab52809316ddb25910c2"
+content-hash = "805107635e1e441811af01de35a549fecca1b5ea07f42a8c3a8feb3fb257decd"
diff --git a/libs/pyproject.toml b/libs/pyproject.toml
index 9dd2407b..a040dc92 100644
--- a/libs/pyproject.toml
+++ b/libs/pyproject.toml
@@ -72,7 +72,7 @@ flake8-pytest-style = "^2.1.0"
 pep8-naming = "^0.15.1"
 flake8-eol = "^0.0.8"
 flake8-exceptions = "^0.0.1a0"
-flake8-simplify = "^0.21.0"
+flake8-simplify = "^0.22.0"
 flake8-wot = "^0.2.0"
 flake8-function-order = "^0.0.5"
 flake8-tidy-imports = "^4.10.0"
diff --git a/libs/rag-core-api/.python-version b/libs/rag-core-api/.python-version
deleted file mode 100644
index 2d4715b6..00000000
--- a/libs/rag-core-api/.python-version
+++ /dev/null
@@ -1 +0,0 @@
-3.11.11
diff --git a/libs/rag-core-api/poetry.lock b/libs/rag-core-api/poetry.lock
index fbe46b75..c35a382e 100644
--- a/libs/rag-core-api/poetry.lock
+++ b/libs/rag-core-api/poetry.lock
@@ -549,79 +549,100 @@ cron = ["capturer (>=2.4)"]
 
 [[package]]
 name = "coverage"
-version = "7.9.2"
+version = "7.10.6"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 ]
 
 [[package]]
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 ]
 
+[[package]]
+name = "docstring-parser"
+version = "0.17.0"
+description = "Parse Python docstrings in reST, Google and Numpydoc format"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
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+
+[package.extras]
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+docs = ["pydoctor (>=25.4.0)"]
+test = ["pytest"]
+
 [[package]]
 name = "eradicate"
 version = "2.3.0"
@@ -827,35 +865,36 @@ files = [
 
 [[package]]
 name = "fastapi"
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+version = "0.116.1"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
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-starlette = ">=0.40.0,<0.47.0"
+starlette = ">=0.40.0,<0.48.0"
 typing-extensions = ">=4.8.0"
 
 [package.extras]
-all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=3.1.5)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
-standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
+all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=3.1.5)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
+standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
+standard-no-fastapi-cloud-cli = ["email-validator (>=2.0.0)", "fastapi-cli[standard-no-fastapi-cloud-cli] (>=0.0.8)", "httpx (>=0.23.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
 
 [[package]]
 name = "fastembed"
-version = "0.6.1"
+version = "0.7.1"
 description = "Fast, light, accurate library built for retrieval embedding generation"
 optional = false
 python-versions = ">=3.9.0"
 groups = ["main"]
 files = [
-    {file = "fastembed-0.6.1-py3-none-any.whl", hash = "sha256:89bfe07d3e12ae84474f0c85a6416ffbded25c72af43ac7ebf39acf309046044"},
-    {file = "fastembed-0.6.1.tar.gz", hash = "sha256:9c69ce389700eaa267eb9f488ecced94273d973be3fa933e6a9f807df3da5d96"},
+    {file = "fastembed-0.7.1-py3-none-any.whl", hash = "sha256:b4f6a8f620c32f2e3de8231034ca2ca76dadc7d5463f2e9ab4930b51adc03b12"},
+    {file = "fastembed-0.7.1.tar.gz", hash = "sha256:cb45be91779ba1dcbe4dbdbdcfb3e2cffb8ec546f8f4317e33fe3014113ee64c"},
 ]
 
 [package.dependencies]
@@ -1161,14 +1200,14 @@ flake8-plugin-utils = ">=1.0,<2.0"
 
 [[package]]
 name = "flake8-simplify"
-version = "0.21.0"
+version = "0.22.0"
 description = "flake8 plugin which checks for code that can be simplified"
 optional = false
 python-versions = ">=3.6.1"
 groups = ["dev"]
 files = [
-    {file = "flake8_simplify-0.21.0-py3-none-any.whl", hash = "sha256:439391e762a9370b371208add0b5c5c40c3d25a98e1f5421d263215d08194183"},
-    {file = "flake8_simplify-0.21.0.tar.gz", hash = "sha256:c95ff1dcc1de5949af47e0087cbf1164445881131b15bcd7a71252670f492f4d"},
+    {file = "flake8_simplify-0.22.0-py3-none-any.whl", hash = "sha256:812c65bf49d7857093750df71fc9c4a925fc192bfca14ecf04570e224f17581f"},
+    {file = "flake8_simplify-0.22.0.tar.gz", hash = "sha256:526421594d5815cf786a637c2a705223956f7e34872b6bb9f66c5ce3e28caaf9"},
 ]
 
 [package.dependencies]
@@ -1396,6 +1435,40 @@ test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask[dataframe,test]", "moto
 test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
 tqdm = ["tqdm"]
 
+[[package]]
+name = "gitdb"
+version = "4.0.12"
+description = "Git Object Database"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "gitdb-4.0.12-py3-none-any.whl", hash = "sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf"},
+    {file = "gitdb-4.0.12.tar.gz", hash = "sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571"},
+]
+
+[package.dependencies]
+smmap = ">=3.0.1,<6"
+
+[[package]]
+name = "gitpython"
+version = "3.1.45"
+description = "GitPython is a Python library used to interact with Git repositories"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "gitpython-3.1.45-py3-none-any.whl", hash = "sha256:8908cb2e02fb3b93b7eb0f2827125cb699869470432cc885f019b8fd0fccff77"},
+    {file = "gitpython-3.1.45.tar.gz", hash = "sha256:85b0ee964ceddf211c41b9f27a49086010a190fd8132a24e21f362a4b36a791c"},
+]
+
+[package.dependencies]
+gitdb = ">=4.0.1,<5"
+
+[package.extras]
+doc = ["sphinx (>=7.1.2,<7.2)", "sphinx-autodoc-typehints", "sphinx_rtd_theme"]
+test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock ; python_version < \"3.8\"", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions ; python_version < \"3.11\""]
+
 [[package]]
 name = "googleapis-common-protos"
 version = "1.70.0"
@@ -1786,6 +1859,74 @@ files = [
     {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
 ]
 
+[[package]]
+name = "instructor"
+version = "1.11.2"
+description = "structured outputs for llm"
+optional = false
+python-versions = "<4.0,>=3.9"
+groups = ["main"]
+files = [
+    {file = "instructor-1.11.2-py3-none-any.whl", hash = "sha256:f7bc1094bcb7c6494d53ff284fe6a6737eb5e343945693c198e253ee7496fe82"},
+    {file = "instructor-1.11.2.tar.gz", hash = "sha256:e9ad4e2e0450a0840720bd2be034ffdfd7a65262ebdb854e7b2969886e1a2576"},
+]
+
+[package.dependencies]
+aiohttp = ">=3.9.1,<4.0.0"
+diskcache = ">=5.6.3"
+docstring-parser = ">=0.16,<1.0"
+jinja2 = ">=3.1.4,<4.0.0"
+jiter = ">=0.6.1,<0.11"
+openai = ">=1.70.0,<2.0.0"
+pydantic = ">=2.8.0,<3.0.0"
+pydantic-core = ">=2.18.0,<3.0.0"
+requests = ">=2.32.3,<3.0.0"
+rich = ">=13.7.0,<15.0.0"
+tenacity = ">=8.2.3,<10.0.0"
+typer = ">=0.9.0,<1.0.0"
+
+[package.extras]
+anthropic = ["anthropic (==0.53.0)", "xmltodict (>=0.13,<0.15)"]
+bedrock = ["boto3 (>=1.34.0,<2.0.0)"]
+cerebras-cloud-sdk = ["cerebras-cloud-sdk (>=1.5.0,<2.0.0)"]
+cohere = ["cohere (>=5.1.8,<6.0.0)"]
+datasets = ["datasets (>=3.0.1,<4.0.0)"]
+dev = ["coverage (>=7.3.2,<8.0.0)", "jsonref (>=1.1.0,<2.0.0)", "pre-commit (>=4.2.0)", "pyright (<2.0.0)", "pytest (>=8.3.3,<9.0.0)", "pytest-asyncio (>=0.24.0,<1.0.0)", "pytest-examples (>=0.0.15)", "pytest-xdist (>=3.8.0)", "python-dotenv (>=1.0.1)"]
+docs = ["mkdocs (>=1.6.1,<2.0.0)", "mkdocs-jupyter (>=0.24.6,<0.26.0)", "mkdocs-material (>=9.6.14)", "mkdocs-material-extensions (>=1.3.1)", "mkdocs-material[imaging] (>=9.5.9,<10.0.0)", "mkdocs-minify-plugin (>=0.8.0,<1.0.0)", "mkdocs-redirects (>=1.2.1,<2.0.0)", "mkdocs-rss-plugin (>=1.12.0,<2.0.0)", "mkdocstrings (>=0.27.1,<0.30.0)", "mkdocstrings-python (>=1.12.2,<2.0.0)", "pytest-examples (>=0.0.15)"]
+fireworks-ai = ["fireworks-ai (>=0.15.4,<1.0.0)"]
+google-genai = ["google-genai (>=1.5.0)", "jsonref (>=1.1.0,<2.0.0)"]
+graphviz = ["graphviz (>=0.20.3,<1.0.0)"]
+groq = ["groq (>=0.4.2,<0.27.0)"]
+litellm = ["litellm (>=1.35.31,<2.0.0)"]
+mistral = ["mistralai (>=1.5.1,<2.0.0)"]
+perplexity = ["openai (>=1.52.0,<2.0.0)"]
+phonenumbers = ["phonenumbers (>=8.13.33,<10.0.0)"]
+pydub = ["pydub (>=0.25.1,<1.0.0)"]
+sqlmodel = ["sqlmodel (>=0.0.22,<1.0.0)"]
+test-docs = ["diskcache (>=5.6.3,<6.0.0)", "fastapi (>=0.109.2,<0.116.0)", "litellm (>=1.35.31,<2.0.0)", "mistralai (>=1.5.1,<2.0.0)", "pandas (>=2.2.0,<3.0.0)", "pydantic-extra-types (>=2.6.0,<3.0.0)", "redis (>=5.0.1,<7.0.0)", "tabulate (>=0.9.0,<1.0.0)"]
+trafilatura = ["trafilatura (>=1.12.2,<3.0.0)"]
+vertexai = ["google-cloud-aiplatform (>=1.53.0,<2.0.0)", "jsonref (>=1.1.0,<2.0.0)"]
+writer = ["writer-sdk (>=2.2.0,<3.0.0)"]
+xai = ["python-dotenv (>=1.0.0)", "xai-sdk (>=0.2.0) ; python_version >= \"3.10\""]
+
+[[package]]
+name = "jinja2"
+version = "3.1.6"
+description = "A very fast and expressive template engine."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"},
+    {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
+]
+
+[package.dependencies]
+MarkupSafe = ">=2.0"
+
+[package.extras]
+i18n = ["Babel (>=2.7)"]
+
 [[package]]
 name = "jiter"
 version = "0.10.0"
@@ -1942,23 +2083,23 @@ xai = ["langchain-xai"]
 
 [[package]]
 name = "langchain-community"
-version = "0.3.23"
+version = "0.3.27"
 description = "Community contributed LangChain integrations."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_community-0.3.23-py3-none-any.whl", hash = "sha256:7b5328e749df6bbaf8e60c53d810a95ab22f2d2262911b206b0fb582d58350b7"},
-    {file = "langchain_community-0.3.23.tar.gz", hash = "sha256:afb4b34d8b75fc00f78b2270e988bb48fff96b333d23fae05ab32d012940973f"},
+    {file = "langchain_community-0.3.27-py3-none-any.whl", hash = "sha256:581f97b795f9633da738ea95da9cb78f8879b538090c9b7a68c0aed49c828f0d"},
+    {file = "langchain_community-0.3.27.tar.gz", hash = "sha256:e1037c3b9da0c6d10bf06e838b034eb741e016515c79ef8f3f16e53ead33d882"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 dataclasses-json = ">=0.5.7,<0.7"
 httpx-sse = ">=0.4.0,<1.0.0"
-langchain = ">=0.3.24,<1.0.0"
-langchain-core = ">=0.3.56,<1.0.0"
-langsmith = ">=0.1.125,<0.4"
+langchain = ">=0.3.26,<1.0.0"
+langchain-core = ">=0.3.66,<1.0.0"
+langsmith = ">=0.1.125"
 numpy = {version = ">=2.1.0", markers = "python_version >= \"3.13\""}
 pydantic-settings = ">=2.4.0,<3.0.0"
 PyYAML = ">=5.3"
@@ -1968,20 +2109,20 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
 
 [[package]]
 name = "langchain-core"
-version = "0.3.68"
+version = "0.3.74"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_core-0.3.68-py3-none-any.whl", hash = "sha256:5e5c1fbef419590537c91b8c2d86af896fbcbaf0d5ed7fdcdd77f7d8f3467ba0"},
-    {file = "langchain_core-0.3.68.tar.gz", hash = "sha256:312e1932ac9aa2eaf111b70fdc171776fa571d1a86c1f873dcac88a094b19c6f"},
+    {file = "langchain_core-0.3.74-py3-none-any.whl", hash = "sha256:088338b5bc2f6a66892f9afc777992c24ee3188f41cbc603d09181e34a228ce7"},
+    {file = "langchain_core-0.3.74.tar.gz", hash = "sha256:ff604441aeade942fbcc0a3860a592daba7671345230c2078ba2eb5f82b6ba76"},
 ]
 
 [package.dependencies]
 jsonpatch = ">=1.33,<2.0"
 langsmith = ">=0.3.45"
-packaging = ">=23.2,<25"
+packaging = ">=23.2"
 pydantic = ">=2.7.4"
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
@@ -1989,19 +2130,19 @@ typing-extensions = ">=4.7"
 
 [[package]]
 name = "langchain-ollama"
-version = "0.3.3"
+version = "0.3.7"
 description = "An integration package connecting Ollama and LangChain"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_ollama-0.3.3-py3-none-any.whl", hash = "sha256:f1c745a4b59d36bb51995c23c6b0fbc20f71956715659425ab88639a14b213cd"},
-    {file = "langchain_ollama-0.3.3.tar.gz", hash = "sha256:7d6ed75bfb706751b83173fe886b72ae25bb0b1bd7f3eb2622821c4149f7807b"},
+    {file = "langchain_ollama-0.3.7-py3-none-any.whl", hash = "sha256:845192a75a1671bd36bc8c54baae2e929c3b1b0e3c8c618438df20354b0231de"},
+    {file = "langchain_ollama-0.3.7.tar.gz", hash = "sha256:9deeca09a44fb8c5a46b1e43d670a7301f1d1e73196fa9191a89f9883217903b"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.60,<1.0.0"
-ollama = ">=0.4.8,<1.0.0"
+langchain-core = ">=0.3.74,<1.0.0"
+ollama = ">=0.5.3,<1.0.0"
 
 [[package]]
 name = "langchain-openai"
@@ -2072,14 +2213,14 @@ six = "*"
 
 [[package]]
 name = "langfuse"
-version = "3.0.0"
+version = "3.2.1"
 description = "A client library for accessing langfuse"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
-    {file = "langfuse-3.0.0-py3-none-any.whl", hash = "sha256:5f493bd15760b15195cc71ec7aaa4f93008058a1f5dfe4b32f72f31cbdc6f605"},
-    {file = "langfuse-3.0.0.tar.gz", hash = "sha256:c47449ae93a3007efee6b861484f529efb187ddbfb5093e0cb94b84636e0a605"},
+    {file = "langfuse-3.2.1-py3-none-any.whl", hash = "sha256:07a84e8c1eed6ac8e149bdda1431fd866e4aee741b66124316336fb2bc7e6a32"},
+    {file = "langfuse-3.2.1.tar.gz", hash = "sha256:f79b0380dfcf52c7525bb5d7f8e9d8786a6fc8b37867def047bb388930a7beb3"},
 ]
 
 [package.dependencies]
@@ -2099,21 +2240,21 @@ openai = ["openai (>=0.27.8)"]
 
 [[package]]
 name = "langgraph"
-version = "0.4.10"
+version = "0.6.6"
 description = "Building stateful, multi-actor applications with LLMs"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langgraph-0.4.10-py3-none-any.whl", hash = "sha256:fa1257afba55778f222981362c1221fb0cc166467a543c13729eb104b9becbc9"},
-    {file = "langgraph-0.4.10.tar.gz", hash = "sha256:391dadf5051bab212d711da62b10ae6c97bbc912a9f812b4b27e92a934a401c6"},
+    {file = "langgraph-0.6.6-py3-none-any.whl", hash = "sha256:a2283a5236abba6c8307c1a485c04e8a0f0ffa2be770878782a7bf2deb8d7954"},
+    {file = "langgraph-0.6.6.tar.gz", hash = "sha256:e7d3cefacf356f8c01721b166b67b3bf581659d5361a3530f59ecd9b8448eca7"},
 ]
 
 [package.dependencies]
 langchain-core = ">=0.1"
-langgraph-checkpoint = ">=2.0.26"
-langgraph-prebuilt = ">=0.2.0"
-langgraph-sdk = ">=0.1.42"
+langgraph-checkpoint = ">=2.1.0,<3.0.0"
+langgraph-prebuilt = ">=0.6.0,<0.7.0"
+langgraph-sdk = ">=0.2.2,<0.3.0"
 pydantic = ">=2.7.4"
 xxhash = ">=3.5.0"
 
@@ -2135,30 +2276,30 @@ ormsgpack = ">=1.10.0"
 
 [[package]]
 name = "langgraph-prebuilt"
-version = "0.5.2"
+version = "0.6.4"
 description = "Library with high-level APIs for creating and executing LangGraph agents and tools."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langgraph_prebuilt-0.5.2-py3-none-any.whl", hash = "sha256:1f4cd55deca49dffc3e5127eec12fcd244fc381321002f728afa88642d5ec59d"},
-    {file = "langgraph_prebuilt-0.5.2.tar.gz", hash = "sha256:2c900a5be0d6a93ea2521e0d931697cad2b646f1fcda7aa5c39d8d7539772465"},
+    {file = "langgraph_prebuilt-0.6.4-py3-none-any.whl", hash = "sha256:819f31d88b84cb2729ff1b79db2d51e9506b8fb7aaacfc0d359d4fe16e717344"},
+    {file = "langgraph_prebuilt-0.6.4.tar.gz", hash = "sha256:e9e53b906ee5df46541d1dc5303239e815d3ec551e52bb03dd6463acc79ec28f"},
 ]
 
 [package.dependencies]
 langchain-core = ">=0.3.67"
-langgraph-checkpoint = ">=2.1.0"
+langgraph-checkpoint = ">=2.1.0,<3.0.0"
 
 [[package]]
 name = "langgraph-sdk"
-version = "0.1.72"
+version = "0.2.4"
 description = "SDK for interacting with LangGraph API"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langgraph_sdk-0.1.72-py3-none-any.whl", hash = "sha256:925d3fcc7a26361db04f9c4beb3ec05bc36361b2a836d181ff2ab145071ec3ce"},
-    {file = "langgraph_sdk-0.1.72.tar.gz", hash = "sha256:396d8195881830700e2d54a0a9ee273e8b1173428e667502ef9c182a3cec7ab7"},
+    {file = "langgraph_sdk-0.2.4-py3-none-any.whl", hash = "sha256:b9dfbe77abc86ee6280b6d328320b7e1ca2b303b5fd89540dc5a28f780222cd1"},
+    {file = "langgraph_sdk-0.2.4.tar.gz", hash = "sha256:65c37fdb1d6f572deb7d5dda45aab79916c13c276a1e08b29309ae7729567a36"},
 ]
 
 [package.dependencies]
@@ -2217,7 +2358,7 @@ version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
     {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
     {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
@@ -2236,6 +2377,77 @@ profiling = ["gprof2dot"]
 rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
 testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
+[[package]]
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+version = "3.0.2"
+description = "Safely add untrusted strings to HTML/XML markup."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+    {file = "markupsafe-3.0.2.tar.gz", hash = "sha256:ee55d3edf80167e48ea11a923c7386f4669df67d7994554387f84e7d8b0a2bf0"},
+]
+
 [[package]]
 name = "marshmallow"
 version = "3.26.1"
@@ -2274,7 +2486,7 @@ version = "0.1.2"
 description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
     {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
@@ -2646,14 +2858,14 @@ signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 
 [[package]]
 name = "ollama"
-version = "0.5.1"
+version = "0.5.3"
 description = "The official Python client for Ollama."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "ollama-0.5.1-py3-none-any.whl", hash = "sha256:4c8839f35bc173c7057b1eb2cbe7f498c1a7e134eafc9192824c8aecb3617506"},
-    {file = "ollama-0.5.1.tar.gz", hash = "sha256:5a799e4dc4e7af638b11e3ae588ab17623ee019e496caaf4323efbaa8feeff93"},
+    {file = "ollama-0.5.3-py3-none-any.whl", hash = "sha256:a8303b413d99a9043dbf77ebf11ced672396b59bec27e6d5db67c88f01b279d2"},
+    {file = "ollama-0.5.3.tar.gz", hash = "sha256:40b6dff729df3b24e56d4042fd9d37e231cee8e528677e0d085413a1d6692394"},
 ]
 
 [package.dependencies]
@@ -2698,14 +2910,14 @@ sympy = "*"
 
 [[package]]
 name = "openai"
-version = "1.93.1"
+version = "1.102.0"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
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-    {file = "openai-1.93.1.tar.gz", hash = "sha256:11eb8932965d0f79ecc4cb38a60a0c4cef4bcd5fcf08b99fc9a399fa5f1e50ab"},
+    {file = "openai-1.102.0-py3-none-any.whl", hash = "sha256:d751a7e95e222b5325306362ad02a7aa96e1fab3ed05b5888ce1c7ca63451345"},
+    {file = "openai-1.102.0.tar.gz", hash = "sha256:2e0153bcd64a6523071e90211cbfca1f2bbc5ceedd0993ba932a5869f93b7fc9"},
 ]
 
 [package.dependencies]
@@ -2719,7 +2931,7 @@ tqdm = ">4"
 typing-extensions = ">=4.11,<5"
 
 [package.extras]
-aiohttp = ["aiohttp", "httpx-aiohttp (>=0.1.6)"]
+aiohttp = ["aiohttp", "httpx-aiohttp (>=0.1.8)"]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 realtime = ["websockets (>=13,<16)"]
 voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
@@ -3982,21 +4194,21 @@ files = [
 
 [[package]]
 name = "qdrant-client"
-version = "1.14.3"
+version = "1.15.1"
 description = "Client library for the Qdrant vector search engine"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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-    {file = "qdrant_client-1.14.3.tar.gz", hash = "sha256:bb899e3e065b79c04f5e47053d59176150c0a5dabc09d7f476c8ce8e52f4d281"},
+    {file = "qdrant_client-1.15.1-py3-none-any.whl", hash = "sha256:2b975099b378382f6ca1cfb43f0d59e541be6e16a5892f282a4b8de7eff5cb63"},
+    {file = "qdrant_client-1.15.1.tar.gz", hash = "sha256:631f1f3caebfad0fd0c1fba98f41be81d9962b7bf3ca653bed3b727c0e0cbe0e"},
 ]
 
 [package.dependencies]
 grpcio = ">=1.41.0"
 httpx = {version = ">=0.20.0", extras = ["http2"]}
 numpy = {version = ">=2.1.0", markers = "python_version >= \"3.13\""}
-portalocker = ">=2.7.0,<3.0.0"
+portalocker = ">=2.7.0,<4.0"
 protobuf = ">=3.20.0"
 pydantic = ">=1.10.8,<2.0.dev0 || >2.2.0"
 urllib3 = ">=1.26.14,<3"
@@ -4019,10 +4231,10 @@ develop = true
 deprecated = "^1.2.18"
 flashrank = "^0.2.10"
 langchain = "^0.3.25"
-langchain-community = "0.3.23"
-langchain-core = "0.3.68"
+langchain-community = "0.3.27"
+langchain-core = "0.3.74"
 langchain-openai = "^0.3.27"
-langfuse = "3.0.0"
+langfuse = "3.2.1"
 oauthlib = "^3.2.2"
 openai = "^1.77.0"
 pydantic = "^2.11.4"
@@ -4035,35 +4247,42 @@ url = "../rag-core-lib"
 
 [[package]]
 name = "ragas"
-version = "0.2.15"
-description = ""
+version = "0.3.2"
+description = "Evaluation framework for RAG and LLM applications"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "ragas-0.2.15-py3-none-any.whl", hash = "sha256:298cd3d1fe3bd21ca4d31023a55079740d7bdd27a8c915bb371cec3c50cde608"},
-    {file = "ragas-0.2.15.tar.gz", hash = "sha256:2d0cd77b315a9c9c02ceb0a19ca8a48e82e1d02416587a2944ea51e6e327cd7b"},
+    {file = "ragas-0.3.2-py3-none-any.whl", hash = "sha256:ccf4447fdc6daf69b5fafb26d8baa5095e4194a4dc87091b2a118f68322e7f1b"},
+    {file = "ragas-0.3.2.tar.gz", hash = "sha256:a800a5326f0d5bfa086cf8832d4b1031e4b21ff063f83d7d9388ee36e1a93fe6"},
 ]
 
 [package.dependencies]
 appdirs = "*"
 datasets = "*"
 diskcache = ">=5.6.3"
+gitpython = "*"
+instructor = "*"
 langchain = "*"
 langchain-community = "*"
 langchain-core = "*"
 langchain_openai = "*"
 nest-asyncio = "*"
 numpy = "*"
-openai = ">1"
-pydantic = ">=2"
+openai = ">=1.0.0"
+pillow = ">=10.4.0"
+pydantic = ">=2.0.0"
+rich = "*"
 tiktoken = "*"
+tqdm = "*"
+typer = "*"
 
 [package.extras]
-all = ["datacompy", "llama_index", "nltk", "pandas", "r2r", "rapidfuzz", "rouge_score", "sentence-transformers", "transformers"]
-dev = ["black[jupyter]", "datacompy", "fastembed", "graphene", "haystack-ai", "isort", "llama_index", "nltk", "notebook", "pandas", "pyright", "r2r", "rapidfuzz", "rich", "rouge_score", "ruff", "sacrebleu", "sentence-transformers", "sphinx-autobuild", "transformers"]
-docs = ["mkdocs (>=1.6.1)", "mkdocs-autorefs", "mkdocs-gen-files", "mkdocs-git-committers-plugin-2", "mkdocs-git-revision-date-localized-plugin", "mkdocs-glightbox", "mkdocs-literate-nav", "mkdocs-material", "mkdocs-material[imaging]", "mkdocs-section-index", "mkdocstrings[python]"]
-test = ["llama_index", "nbmake", "pytest", "pytest-asyncio", "pytest-xdist[psutil]"]
+ai-frameworks = ["haystack-ai"]
+all = ["datacompy", "llama_index", "nltk", "pandas", "r2r", "rapidfuzz", "rouge_score", "sacrebleu", "sentence-transformers", "transformers"]
+examples = ["openai (>=1.0.0)"]
+gdrive = ["google-api-python-client (>=2.178.0)", "google-auth (>=2.40.3)", "google-auth-oauthlib (>=1.2.2)"]
+tracing = ["langfuse (>=3.2.4)", "mlflow (>=3.1.4)"]
 
 [[package]]
 name = "regex"
@@ -4231,7 +4450,7 @@ version = "14.0.0"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
 python-versions = ">=3.8.0"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
     {file = "rich-14.0.0-py3-none-any.whl", hash = "sha256:1c9491e1951aac09caffd42f448ee3d04e58923ffe14993f6e83068dc395d7e0"},
     {file = "rich-14.0.0.tar.gz", hash = "sha256:82f1bc23a6a21ebca4ae0c45af9bdbc492ed20231dcb63f297d6d1021a9d5725"},
@@ -4265,6 +4484,18 @@ enabler = ["pytest-enabler (>=2.2)"]
 test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21) ; python_version >= \"3.9\" and sys_platform != \"cygwin\"", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf ; sys_platform != \"cygwin\"", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
 type = ["importlib_metadata (>=7.0.2) ; python_version < \"3.10\"", "jaraco.develop (>=7.21) ; sys_platform != \"cygwin\"", "mypy (==1.14.*)", "pytest-mypy"]
 
+[[package]]
+name = "shellingham"
+version = "1.5.4"
+description = "Tool to Detect Surrounding Shell"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686"},
+    {file = "shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de"},
+]
+
 [[package]]
 name = "six"
 version = "1.17.0"
@@ -4277,6 +4508,18 @@ files = [
     {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
 ]
 
+[[package]]
+name = "smmap"
+version = "5.0.2"
+description = "A pure Python implementation of a sliding window memory map manager"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "smmap-5.0.2-py3-none-any.whl", hash = "sha256:b30115f0def7d7531d22a0fb6502488d879e75b260a9db4d0819cfb25403af5e"},
+    {file = "smmap-5.0.2.tar.gz", hash = "sha256:26ea65a03958fa0c8a1c7e8c7a58fdc77221b8910f6be2131affade476898ad5"},
+]
+
 [[package]]
 name = "sniffio"
 version = "1.3.1"
@@ -4555,6 +4798,24 @@ notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
 
+[[package]]
+name = "typer"
+version = "0.17.3"
+description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "typer-0.17.3-py3-none-any.whl", hash = "sha256:643919a79182ab7ac7581056d93c6a2b865b026adf2872c4d02c72758e6f095b"},
+    {file = "typer-0.17.3.tar.gz", hash = "sha256:0c600503d472bcf98d29914d4dcd67f80c24cc245395e2e00ba3603c9332e8ba"},
+]
+
+[package.dependencies]
+click = ">=8.0.0"
+rich = ">=10.11.0"
+shellingham = ">=1.3.0"
+typing-extensions = ">=3.7.4.3"
+
 [[package]]
 name = "typing-extensions"
 version = "4.14.1"
@@ -4630,14 +4891,14 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "uvicorn"
-version = "0.34.3"
+version = "0.35.0"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "uvicorn-0.34.3-py3-none-any.whl", hash = "sha256:16246631db62bdfbf069b0645177d6e8a77ba950cfedbfd093acef9444e4d885"},
-    {file = "uvicorn-0.34.3.tar.gz", hash = "sha256:35919a9a979d7a59334b6b10e05d77c1d0d574c50e0fc98b8b1a0f165708b55a"},
+    {file = "uvicorn-0.35.0-py3-none-any.whl", hash = "sha256:197535216b25ff9b785e29a0b79199f55222193d47f820816e7da751e9bc8d4a"},
+    {file = "uvicorn-0.35.0.tar.gz", hash = "sha256:bc662f087f7cf2ce11a1d7fd70b90c9f98ef2e2831556dd078d131b96cc94a01"},
 ]
 
 [package.dependencies]
@@ -5140,4 +5401,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.13"
-content-hash = "88f3259a6b320cbf2d0a21654e6025b953f62adf59dbce780ff8f52f1b1dffce"
+content-hash = "45f8fec18cfbc7ca45912290de3d0353093811274e7b7adca3c9e7e8fa8a638e"
diff --git a/libs/rag-core-api/pyproject.toml b/libs/rag-core-api/pyproject.toml
index d61057a4..4f897683 100644
--- a/libs/rag-core-api/pyproject.toml
+++ b/libs/rag-core-api/pyproject.toml
@@ -12,26 +12,26 @@ packages = [{ include = "rag_core_api", from = "src" }]
 [tool.poetry.dependencies]
 python = "^3.13"
 rag-core-lib = { path = "../rag-core-lib", develop = true}
-uvicorn = "^0.34.2"
+uvicorn = "^0.35.0"
 langchain-qdrant = "^0.2.0"
 dependency-injector = "^4.46.0"
-fastapi = "^0.115.2"
+fastapi = "^0.116.0"
 requests-oauthlib = "^2.0.0"
 qdrant-client = "^1.14.2"
 deprecated = "^1.2.18"
 datasets = "^3.5.1"
-ragas = "^0.2.15"
+ragas = "^0.3.0"
 flashrank = "^0.2.10"
 pyyaml = "^6.0.2"
 openai = "^1.77.0"
-langgraph = "^0.4.2"
+langgraph = "^0.6.0"
 pillow = "^11.2.1"
 langchain-ollama = "^0.3.2"
 pytest-asyncio = "^0.26.0"
-langchain-community = "0.3.23"
-fastembed = "^0.6.1"
+langchain-community = "0.3.27"
+fastembed = "^0.7.0"
 langdetect = "^1.0.9"
-langfuse = "3.0.0"
+langfuse = "3.2.1"
 
 
 [tool.poetry.group.dev.dependencies]
@@ -54,7 +54,7 @@ flake8-pytest-style = "^2.1.0"
 pep8-naming = "^0.15.1"
 flake8-eol = "^0.0.8"
 flake8-exceptions = "^0.0.1a0"
-flake8-simplify = "^0.21.0"
+flake8-simplify = "^0.22.0"
 flake8-wot = "^0.2.0"
 flake8-function-order = "^0.0.5"
 flake8-tidy-imports = "^4.10.0"
diff --git a/libs/rag-core-lib/poetry.lock b/libs/rag-core-lib/poetry.lock
index ce06b496..624423fd 100644
--- a/libs/rag-core-lib/poetry.lock
+++ b/libs/rag-core-lib/poetry.lock
@@ -537,79 +537,100 @@ cron = ["capturer (>=2.4)"]
 
 [[package]]
 name = "coverage"
-version = "7.9.2"
+version = "7.10.6"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 [[package]]
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 [package.dependencies]
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 [[package]]
 name = "h11"
@@ -1697,19 +1718,19 @@ files = [
 
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+version = "0.3.27"
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 PyYAML = ">=5.3"
@@ -1737,23 +1758,23 @@ xai = ["langchain-xai"]
 
 [[package]]
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 [[package]]
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 python-versions = ">=3.9"
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 files = [
-    {file = "langchain_core-0.3.68-py3-none-any.whl", hash = "sha256:5e5c1fbef419590537c91b8c2d86af896fbcbaf0d5ed7fdcdd77f7d8f3467ba0"},
-    {file = "langchain_core-0.3.68.tar.gz", hash = "sha256:312e1932ac9aa2eaf111b70fdc171776fa571d1a86c1f873dcac88a094b19c6f"},
+    {file = "langchain_core-0.3.74-py3-none-any.whl", hash = "sha256:088338b5bc2f6a66892f9afc777992c24ee3188f41cbc603d09181e34a228ce7"},
+    {file = "langchain_core-0.3.74.tar.gz", hash = "sha256:ff604441aeade942fbcc0a3860a592daba7671345230c2078ba2eb5f82b6ba76"},
 ]
 
 [package.dependencies]
 jsonpatch = ">=1.33,<2.0"
 langsmith = ">=0.3.45"
-packaging = ">=23.2,<25"
+packaging = ">=23.2"
 pydantic = ">=2.7.4"
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
@@ -1784,46 +1805,46 @@ typing-extensions = ">=4.7"
 
 [[package]]
 name = "langchain-openai"
-version = "0.3.27"
+version = "0.3.32"
 description = "An integration package connecting OpenAI and LangChain"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_openai-0.3.27-py3-none-any.whl", hash = "sha256:efe636c3523978c44adc41cf55c8b3766c05c77547982465884d1258afe705df"},
-    {file = "langchain_openai-0.3.27.tar.gz", hash = "sha256:5d5a55adbff739274dfc3a4102925771736f893758f63679b64ae62fed79ca30"},
+    {file = "langchain_openai-0.3.32-py3-none-any.whl", hash = "sha256:3354f76822f7cc76d8069831fe2a77f9bc7ff3b4f13af788bd94e4c6e853b400"},
+    {file = "langchain_openai-0.3.32.tar.gz", hash = "sha256:782ad669bd1bdb964456d8882c5178717adcfceecb482cc20005f770e43d346d"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.66,<1.0.0"
-openai = ">=1.86.0,<2.0.0"
+langchain-core = ">=0.3.74,<1.0.0"
+openai = ">=1.99.9,<2.0.0"
 tiktoken = ">=0.7,<1"
 
 [[package]]
 name = "langchain-text-splitters"
-version = "0.3.8"
+version = "0.3.9"
 description = "LangChain text splitting utilities"
 optional = false
-python-versions = "<4.0,>=3.9"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_text_splitters-0.3.8-py3-none-any.whl", hash = "sha256:e75cc0f4ae58dcf07d9f18776400cf8ade27fadd4ff6d264df6278bb302f6f02"},
-    {file = "langchain_text_splitters-0.3.8.tar.gz", hash = "sha256:116d4b9f2a22dda357d0b79e30acf005c5518177971c66a9f1ab0edfdb0f912e"},
+    {file = "langchain_text_splitters-0.3.9-py3-none-any.whl", hash = "sha256:cee0bb816211584ea79cc79927317c358543f40404bcfdd69e69ba3ccde54401"},
+    {file = "langchain_text_splitters-0.3.9.tar.gz", hash = "sha256:7cd1e5a3aaf609979583eeca2eb34177622570b8fa8f586a605c6b1c34e7ebdb"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.51,<1.0.0"
+langchain-core = ">=0.3.72,<1.0.0"
 
 [[package]]
 name = "langfuse"
-version = "3.0.0"
+version = "3.2.1"
 description = "A client library for accessing langfuse"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
-    {file = "langfuse-3.0.0-py3-none-any.whl", hash = "sha256:5f493bd15760b15195cc71ec7aaa4f93008058a1f5dfe4b32f72f31cbdc6f605"},
-    {file = "langfuse-3.0.0.tar.gz", hash = "sha256:c47449ae93a3007efee6b861484f529efb187ddbfb5093e0cb94b84636e0a605"},
+    {file = "langfuse-3.2.1-py3-none-any.whl", hash = "sha256:07a84e8c1eed6ac8e149bdda1431fd866e4aee741b66124316336fb2bc7e6a32"},
+    {file = "langfuse-3.2.1.tar.gz", hash = "sha256:f79b0380dfcf52c7525bb5d7f8e9d8786a6fc8b37867def047bb388930a7beb3"},
 ]
 
 [package.dependencies]
@@ -2203,14 +2224,14 @@ sympy = "*"
 
 [[package]]
 name = "openai"
-version = "1.93.1"
+version = "1.102.0"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "openai-1.93.1-py3-none-any.whl", hash = "sha256:a2c2946c4f21346d4902311a7440381fd8a33466ee7ca688133d1cad29a9357c"},
-    {file = "openai-1.93.1.tar.gz", hash = "sha256:11eb8932965d0f79ecc4cb38a60a0c4cef4bcd5fcf08b99fc9a399fa5f1e50ab"},
+    {file = "openai-1.102.0-py3-none-any.whl", hash = "sha256:d751a7e95e222b5325306362ad02a7aa96e1fab3ed05b5888ce1c7ca63451345"},
+    {file = "openai-1.102.0.tar.gz", hash = "sha256:2e0153bcd64a6523071e90211cbfca1f2bbc5ceedd0993ba932a5869f93b7fc9"},
 ]
 
 [package.dependencies]
@@ -2224,7 +2245,7 @@ tqdm = ">4"
 typing-extensions = ">=4.11,<5"
 
 [package.extras]
-aiohttp = ["aiohttp", "httpx-aiohttp (>=0.1.6)"]
+aiohttp = ["aiohttp", "httpx-aiohttp (>=0.1.8)"]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 realtime = ["websockets (>=13,<16)"]
 voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
@@ -3856,4 +3877,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.13"
-content-hash = "154d1d942e5fc55e3e24dbc03a58ca56dbe78f2c361024b72abb46af1353f1ec"
+content-hash = "555e07ddd8d3d34a9368eb37f619ee0fa0a502970cb09b09f28e486e80a1e515"
diff --git a/libs/rag-core-lib/pyproject.toml b/libs/rag-core-lib/pyproject.toml
index 086849f9..a01b3b44 100644
--- a/libs/rag-core-lib/pyproject.toml
+++ b/libs/rag-core-lib/pyproject.toml
@@ -12,16 +12,16 @@ packages = [{ include = "rag_core_lib", from = "src" }]
 [tool.poetry.dependencies]
 python = "^3.13"
 langchain = "^0.3.25"
-langchain-community = "0.3.23"
+langchain-community = "0.3.27"
 flashrank = "^0.2.10"
 pydantic-settings = "^2.2.1"
 pydantic = "^2.11.4"
 oauthlib = "^3.2.2"
 requests-oauthlib = "^2.0.0"
-langfuse = "3.0.0"
+langfuse = "3.2.1"
 deprecated = "^1.2.18"
 openai = "^1.77.0"
-langchain-core = "0.3.68"
+langchain-core = "0.3.74"
 langchain-openai = "^0.3.27"
 
 
@@ -45,7 +45,7 @@ flake8-pytest-style = "^2.1.0"
 pep8-naming = "^0.15.1"
 flake8-eol = "^0.0.8"
 flake8-exceptions = "^0.0.1a0"
-flake8-simplify = "^0.21.0"
+flake8-simplify = "^0.22.0"
 flake8-wot = "^0.2.0"
 flake8-function-order = "^0.0.5"
 flake8-tidy-imports = "^4.10.0"
diff --git a/package-lock.json b/package-lock.json
index c572ea9b..eb6629c5 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -86,159 +86,159 @@
             }
         },
         "node_modules/@octokit/auth-token": {
-            "version": "5.1.2",
-            "resolved": "https://registry.npmjs.org/@octokit/auth-token/-/auth-token-5.1.2.tgz",
-            "integrity": "sha512-JcQDsBdg49Yky2w2ld20IHAlwr8d/d8N6NiOXbtuoPCqzbsiJgF633mVUw3x4mo0H5ypataQIX7SFu3yy44Mpw==",
+            "version": "6.0.0",
+            "resolved": "https://registry.npmjs.org/@octokit/auth-token/-/auth-token-6.0.0.tgz",
+            "integrity": "sha512-P4YJBPdPSpWTQ1NU4XYdvHvXJJDxM6YwpS0FZHRgP7YFkdVxsWcpWGy/NVqlAA7PcPCnMacXlRm1y2PFZRWL/w==",
             "dev": true,
             "license": "MIT",
             "engines": {
-                "node": ">= 18"
+                "node": ">= 20"
             }
         },
         "node_modules/@octokit/core": {
-            "version": "6.1.3",
-            "resolved": "https://registry.npmjs.org/@octokit/core/-/core-6.1.3.tgz",
-            "integrity": "sha512-z+j7DixNnfpdToYsOutStDgeRzJSMnbj8T1C/oQjB6Aa+kRfNjs/Fn7W6c8bmlt6mfy3FkgeKBRnDjxQow5dow==",
+            "version": "7.0.3",
+            "resolved": "https://registry.npmjs.org/@octokit/core/-/core-7.0.3.tgz",
+            "integrity": "sha512-oNXsh2ywth5aowwIa7RKtawnkdH6LgU1ztfP9AIUCQCvzysB+WeU8o2kyyosDPwBZutPpjZDKPQGIzzrfTWweQ==",
             "dev": true,
             "license": "MIT",
             "dependencies": {
-                "@octokit/auth-token": "^5.0.0",
-                "@octokit/graphql": "^8.1.2",
-                "@octokit/request": "^9.1.4",
-                "@octokit/request-error": "^6.1.6",
-                "@octokit/types": "^13.6.2",
-                "before-after-hook": "^3.0.2",
+                "@octokit/auth-token": "^6.0.0",
+                "@octokit/graphql": "^9.0.1",
+                "@octokit/request": "^10.0.2",
+                "@octokit/request-error": "^7.0.0",
+                "@octokit/types": "^14.0.0",
+                "before-after-hook": "^4.0.0",
                 "universal-user-agent": "^7.0.0"
             },
             "engines": {
-                "node": ">= 18"
+                "node": ">= 20"
             }
         },
         "node_modules/@octokit/endpoint": {
-            "version": "10.1.2",
-            "resolved": "https://registry.npmjs.org/@octokit/endpoint/-/endpoint-10.1.2.tgz",
-            "integrity": "sha512-XybpFv9Ms4hX5OCHMZqyODYqGTZ3H6K6Vva+M9LR7ib/xr1y1ZnlChYv9H680y77Vd/i/k+thXApeRASBQkzhA==",
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+            "resolved": "https://registry.npmjs.org/@octokit/endpoint/-/endpoint-11.0.0.tgz",
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             "dev": true,
             "license": "MIT",
             "dependencies": {
-                "@octokit/types": "^13.6.2",
+                "@octokit/types": "^14.0.0",
                 "universal-user-agent": "^7.0.2"
             },
             "engines": {
-                "node": ">= 18"
+                "node": ">= 20"
             }
         },
         "node_modules/@octokit/graphql": {
-            "version": "8.1.2",
-            "resolved": "https://registry.npmjs.org/@octokit/graphql/-/graphql-8.1.2.tgz",
-            "integrity": "sha512-bdlj/CJVjpaz06NBpfHhp4kGJaRZfz7AzC+6EwUImRtrwIw8dIgJ63Xg0OzV9pRn3rIzrt5c2sa++BL0JJ8GLw==",
+            "version": "9.0.1",
+            "resolved": "https://registry.npmjs.org/@octokit/graphql/-/graphql-9.0.1.tgz",
+            "integrity": "sha512-j1nQNU1ZxNFx2ZtKmL4sMrs4egy5h65OMDmSbVyuCzjOcwsHq6EaYjOTGXPQxgfiN8dJ4CriYHk6zF050WEULg==",
             "dev": true,
             "license": "MIT",
             "dependencies": {
-                "@octokit/request": "^9.1.4",
-                "@octokit/types": "^13.6.2",
+                "@octokit/request": "^10.0.2",
+                "@octokit/types": "^14.0.0",
                 "universal-user-agent": "^7.0.0"
             },
             "engines": {
-                "node": ">= 18"
+                "node": ">= 20"
             }
         },
         "node_modules/@octokit/openapi-types": {
-            "version": "23.0.1",
-            "resolved": "https://registry.npmjs.org/@octokit/openapi-types/-/openapi-types-23.0.1.tgz",
-            "integrity": "sha512-izFjMJ1sir0jn0ldEKhZ7xegCTj/ObmEDlEfpFrx4k/JyZSMRHbO3/rBwgE7f3m2DHt+RrNGIVw4wSmwnm3t/g==",
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+            "resolved": "https://registry.npmjs.org/@octokit/openapi-types/-/openapi-types-25.1.0.tgz",
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             "dev": true,
             "license": "MIT"
         },
         "node_modules/@octokit/plugin-paginate-rest": {
-            "version": "11.4.0",
-            "resolved": "https://registry.npmjs.org/@octokit/plugin-paginate-rest/-/plugin-paginate-rest-11.4.0.tgz",
-            "integrity": "sha512-ttpGck5AYWkwMkMazNCZMqxKqIq1fJBNxBfsFwwfyYKTf914jKkLF0POMS3YkPBwp5g1c2Y4L79gDz01GhSr1g==",
+            "version": "13.1.1",
+            "resolved": "https://registry.npmjs.org/@octokit/plugin-paginate-rest/-/plugin-paginate-rest-13.1.1.tgz",
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             "dev": true,
             "license": "MIT",
             "dependencies": {
-                "@octokit/types": "^13.7.0"
+                "@octokit/types": "^14.1.0"
             },
             "engines": {
-                "node": ">= 18"
+                "node": ">= 20"
             },
             "peerDependencies": {
                 "@octokit/core": ">=6"
             }
         },
         "node_modules/@octokit/plugin-retry": {
-            "version": "7.1.3",
-            "resolved": "https://registry.npmjs.org/@octokit/plugin-retry/-/plugin-retry-7.1.3.tgz",
-            "integrity": "sha512-8nKOXvYWnzv89gSyIvgFHmCBAxfQAOPRlkacUHL9r5oWtp5Whxl8Skb2n3ACZd+X6cYijD6uvmrQuPH/UCL5zQ==",
+            "version": "8.0.1",
+            "resolved": "https://registry.npmjs.org/@octokit/plugin-retry/-/plugin-retry-8.0.1.tgz",
+            "integrity": "sha512-KUoYR77BjF5O3zcwDQHRRZsUvJwepobeqiSSdCJ8lWt27FZExzb0GgVxrhhfuyF6z2B2zpO0hN5pteni1sqWiw==",
             "dev": true,
             "license": "MIT",
             "dependencies": {
-                "@octokit/request-error": "^6.1.6",
-                "@octokit/types": "^13.6.2",
+                "@octokit/request-error": "^7.0.0",
+                "@octokit/types": "^14.0.0",
                 "bottleneck": "^2.15.3"
             },
             "engines": {
-                "node": ">= 18"
+                "node": ">= 20"
             },
             "peerDependencies": {
-                "@octokit/core": ">=6"
+                "@octokit/core": ">=7"
             }
         },
         "node_modules/@octokit/plugin-throttling": {
-            "version": "9.4.0",
-            "resolved": "https://registry.npmjs.org/@octokit/plugin-throttling/-/plugin-throttling-9.4.0.tgz",
-            "integrity": "sha512-IOlXxXhZA4Z3m0EEYtrrACkuHiArHLZ3CvqWwOez/pURNqRuwfoFlTPbN5Muf28pzFuztxPyiUiNwz8KctdZaQ==",
+            "version": "11.0.1",
+            "resolved": "https://registry.npmjs.org/@octokit/plugin-throttling/-/plugin-throttling-11.0.1.tgz",
+            "integrity": "sha512-S+EVhy52D/272L7up58dr3FNSMXWuNZolkL4zMJBNIfIxyZuUcczsQAU4b5w6dewJXnKYVgSHSV5wxitMSW1kw==",
             "dev": true,
             "license": "MIT",
             "dependencies": {
-                "@octokit/types": "^13.7.0",
+                "@octokit/types": "^14.0.0",
                 "bottleneck": "^2.15.3"
             },
             "engines": {
-                "node": ">= 18"
+                "node": ">= 20"
             },
             "peerDependencies": {
-                "@octokit/core": "^6.1.3"
+                "@octokit/core": "^7.0.0"
             }
         },
         "node_modules/@octokit/request": {
-            "version": "9.2.0",
-            "resolved": "https://registry.npmjs.org/@octokit/request/-/request-9.2.0.tgz",
-            "integrity": "sha512-kXLfcxhC4ozCnAXy2ff+cSxpcF0A1UqxjvYMqNuPIeOAzJbVWQ+dy5G2fTylofB/gTbObT8O6JORab+5XtA1Kw==",
+            "version": "10.0.3",
+            "resolved": "https://registry.npmjs.org/@octokit/request/-/request-10.0.3.tgz",
+            "integrity": "sha512-V6jhKokg35vk098iBqp2FBKunk3kMTXlmq+PtbV9Gl3TfskWlebSofU9uunVKhUN7xl+0+i5vt0TGTG8/p/7HA==",
             "dev": true,
             "license": "MIT",
             "dependencies": {
-                "@octokit/endpoint": "^10.0.0",
-                "@octokit/request-error": "^6.0.1",
-                "@octokit/types": "^13.6.2",
-                "fast-content-type-parse": "^2.0.0",
+                "@octokit/endpoint": "^11.0.0",
+                "@octokit/request-error": "^7.0.0",
+                "@octokit/types": "^14.0.0",
+                "fast-content-type-parse": "^3.0.0",
                 "universal-user-agent": "^7.0.2"
             },
             "engines": {
-                "node": ">= 18"
+                "node": ">= 20"
             }
         },
         "node_modules/@octokit/request-error": {
-            "version": "6.1.6",
-            "resolved": "https://registry.npmjs.org/@octokit/request-error/-/request-error-6.1.6.tgz",
-            "integrity": "sha512-pqnVKYo/at0NuOjinrgcQYpEbv4snvP3bKMRqHaD9kIsk9u1LCpb2smHZi8/qJfgeNqLo5hNW4Z7FezNdEo0xg==",
+            "version": "7.0.0",
+            "resolved": "https://registry.npmjs.org/@octokit/request-error/-/request-error-7.0.0.tgz",
+            "integrity": "sha512-KRA7VTGdVyJlh0cP5Tf94hTiYVVqmt2f3I6mnimmaVz4UG3gQV/k4mDJlJv3X67iX6rmN7gSHCF8ssqeMnmhZg==",
             "dev": true,
             "license": "MIT",
             "dependencies": {
-                "@octokit/types": "^13.6.2"
+                "@octokit/types": "^14.0.0"
             },
             "engines": {
-                "node": ">= 18"
+                "node": ">= 20"
             }
         },
         "node_modules/@octokit/types": {
-            "version": "13.7.0",
-            "resolved": "https://registry.npmjs.org/@octokit/types/-/types-13.7.0.tgz",
-            "integrity": "sha512-BXfRP+3P3IN6fd4uF3SniaHKOO4UXWBfkdR3vA8mIvaoO/wLjGN5qivUtW0QRitBHHMcfC41SLhNVYIZZE+wkA==",
+            "version": "14.1.0",
+            "resolved": "https://registry.npmjs.org/@octokit/types/-/types-14.1.0.tgz",
+            "integrity": "sha512-1y6DgTy8Jomcpu33N+p5w58l6xyt55Ar2I91RPiIA0xCJBXyUAhXCcmZaDWSANiha7R9a6qJJ2CRomGPZ6f46g==",
             "dev": true,
             "license": "MIT",
             "dependencies": {
-                "@octokit/openapi-types": "^23.0.1"
+                "@octokit/openapi-types": "^25.1.0"
             }
         },
         "node_modules/@pnpm/config.env-replace": {
@@ -350,16 +350,16 @@
             }
         },
         "node_modules/@semantic-release/github": {
-            "version": "11.0.1",
-            "resolved": "https://registry.npmjs.org/@semantic-release/github/-/github-11.0.1.tgz",
-            "integrity": "sha512-Z9cr0LgU/zgucbT9cksH0/pX9zmVda9hkDPcgIE0uvjMQ8w/mElDivGjx1w1pEQ+MuQJ5CBq3VCF16S6G4VH3A==",
+            "version": "11.0.4",
+            "resolved": "https://registry.npmjs.org/@semantic-release/github/-/github-11.0.4.tgz",
+            "integrity": "sha512-fU/nLSjkp9DmB0h7FVO5imhhWJMvq2LjD4+3lz3ZAzpDLY9+KYwC+trJ+g7LbZeJv9y3L9fSFSg2DduUpiT6bw==",
             "dev": true,
             "license": "MIT",
             "dependencies": {
-                "@octokit/core": "^6.0.0",
-                "@octokit/plugin-paginate-rest": "^11.0.0",
-                "@octokit/plugin-retry": "^7.0.0",
-                "@octokit/plugin-throttling": "^9.0.0",
+                "@octokit/core": "^7.0.0",
+                "@octokit/plugin-paginate-rest": "^13.0.0",
+                "@octokit/plugin-retry": "^8.0.0",
+                "@octokit/plugin-throttling": "^11.0.0",
                 "@semantic-release/error": "^4.0.0",
                 "aggregate-error": "^5.0.0",
                 "debug": "^4.3.4",
@@ -845,9 +845,9 @@
             "license": "MIT"
         },
         "node_modules/before-after-hook": {
-            "version": "3.0.2",
-            "resolved": "https://registry.npmjs.org/before-after-hook/-/before-after-hook-3.0.2.tgz",
-            "integrity": "sha512-Nik3Sc0ncrMK4UUdXQmAnRtzmNQTAAXmXIopizwZ1W1t8QmfJj+zL4OA2I7XPTPW5z5TDqv4hRo/JzouDJnX3A==",
+            "version": "4.0.0",
+            "resolved": "https://registry.npmjs.org/before-after-hook/-/before-after-hook-4.0.0.tgz",
+            "integrity": "sha512-q6tR3RPqIB1pMiTRMFcZwuG5T8vwp+vUvEG0vuI6B+Rikh5BfPp2fQ82c925FOs+b0lcFQ8CFrL+KbilfZFhOQ==",
             "dev": true,
             "license": "Apache-2.0"
         },
@@ -1547,9 +1547,9 @@
             }
         },
         "node_modules/fast-content-type-parse": {
-            "version": "2.0.1",
-            "resolved": "https://registry.npmjs.org/fast-content-type-parse/-/fast-content-type-parse-2.0.1.tgz",
-            "integrity": "sha512-nGqtvLrj5w0naR6tDPfB4cUmYCqouzyQiz6C5y/LtcDllJdrcc6WaWW6iXyIIOErTa/XRybj28aasdn4LkVk6Q==",
+            "version": "3.0.0",
+            "resolved": "https://registry.npmjs.org/fast-content-type-parse/-/fast-content-type-parse-3.0.0.tgz",
+            "integrity": "sha512-ZvLdcY8P+N8mGQJahJV5G4U88CSvT1rP8ApL6uETe88MBXrBHAkZlSEySdUlyztF7ccb+Znos3TFqaepHxdhBg==",
             "dev": true,
             "funding": [
                 {
@@ -6554,9 +6554,9 @@
             }
         },
         "node_modules/universal-user-agent": {
-            "version": "7.0.2",
-            "resolved": "https://registry.npmjs.org/universal-user-agent/-/universal-user-agent-7.0.2.tgz",
-            "integrity": "sha512-0JCqzSKnStlRRQfCdowvqy3cy0Dvtlb8xecj/H8JFZuCze4rwjPZQOgvFvn0Ws/usCHQFGpyr+pB9adaGwXn4Q==",
+            "version": "7.0.3",
+            "resolved": "https://registry.npmjs.org/universal-user-agent/-/universal-user-agent-7.0.3.tgz",
+            "integrity": "sha512-TmnEAEAsBJVZM/AADELsK76llnwcf9vMKuPz8JflO1frO8Lchitr0fNaN9d+Ap0BjKtqWqd/J17qeDnXh8CL2A==",
             "dev": true,
             "license": "ISC"
         },
diff --git a/services/admin-backend/Dockerfile b/services/admin-backend/Dockerfile
index 2556aae9..120944d7 100644
--- a/services/admin-backend/Dockerfile
+++ b/services/admin-backend/Dockerfile
@@ -2,7 +2,7 @@ FROM --platform=linux/amd64 python:3.13-bookworm AS build
 
 ARG dev=0
 ENV POETRY_VIRTUALENVS_PATH=/app/services/admin-backend/.venv
-ENV POETRY_VERSION=1.8.3
+ENV POETRY_VERSION=2.1.3
 
 RUN DEBIAN_FRONTEND=noninteractive apt-get update \
     && DEBIAN_FRONTEND=noninteractive apt-get install -y build-essential --no-install-recommends make && \
diff --git a/services/admin-backend/poetry.lock b/services/admin-backend/poetry.lock
index b780b7a3..b7cae939 100644
--- a/services/admin-backend/poetry.lock
+++ b/services/admin-backend/poetry.lock
@@ -13,8 +13,8 @@ develop = true
 [package.dependencies]
 boto3 = "^1.38.10"
 dependency-injector = "^4.46.0"
-fastapi = "^0.115.12"
-langfuse = "3.0.0"
+fastapi = "^0.116.0"
+langfuse = "3.2.1"
 python-dateutil = "^2.9.0.post0"
 python-multipart = "^0.0.20"
 pyyaml = "^6.0.2"
@@ -22,7 +22,7 @@ rag-core-lib = {path = "../rag-core-lib"}
 redis = "^6.0.0"
 tenacity = "9.1.2"
 tqdm = "^4.67.1"
-uvicorn = "^0.34.2"
+uvicorn = "^0.35.0"
 
 [package.source]
 type = "directory"
@@ -605,79 +605,100 @@ cron = ["capturer (>=2.4)"]
 
 [[package]]
 name = "coverage"
-version = "7.9.2"
+version = "7.10.6"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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+    {file = "debugpy-1.8.16-py2.py3-none-any.whl", hash = "sha256:19c9521962475b87da6f673514f7fd610328757ec993bf7ec0d8c96f9a325f9e"},
+    {file = "debugpy-1.8.16.tar.gz", hash = "sha256:31e69a1feb1cf6b51efbed3f6c9b0ef03bc46ff050679c4be7ea6d2e23540870"},
 ]
 
 [[package]]
@@ -812,24 +833,25 @@ files = [
 
 [[package]]
 name = "fastapi"
-version = "0.115.14"
+version = "0.116.1"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "fastapi-0.115.14-py3-none-any.whl", hash = "sha256:6c0c8bf9420bd58f565e585036d971872472b4f7d3f6c73b698e10cffdefb3ca"},
-    {file = "fastapi-0.115.14.tar.gz", hash = "sha256:b1de15cdc1c499a4da47914db35d0e4ef8f1ce62b624e94e0e5824421df99739"},
+    {file = "fastapi-0.116.1-py3-none-any.whl", hash = "sha256:c46ac7c312df840f0c9e220f7964bada936781bc4e2e6eb71f1c4d7553786565"},
+    {file = "fastapi-0.116.1.tar.gz", hash = "sha256:ed52cbf946abfd70c5a0dccb24673f0670deeb517a88b3544d03c2a6bf283143"},
 ]
 
 [package.dependencies]
 pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0"
-starlette = ">=0.40.0,<0.47.0"
+starlette = ">=0.40.0,<0.48.0"
 typing-extensions = ">=4.8.0"
 
 [package.extras]
-all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=3.1.5)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
-standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
+all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=3.1.5)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
+standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
+standard-no-fastapi-cloud-cli = ["email-validator (>=2.0.0)", "fastapi-cli[standard-no-fastapi-cloud-cli] (>=0.0.8)", "httpx (>=0.23.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
 
 [[package]]
 name = "filelock"
@@ -1122,14 +1144,14 @@ flake8-plugin-utils = ">=1.0,<2.0"
 
 [[package]]
 name = "flake8-simplify"
-version = "0.21.0"
+version = "0.22.0"
 description = "flake8 plugin which checks for code that can be simplified"
 optional = false
 python-versions = ">=3.6.1"
 groups = ["dev"]
 files = [
-    {file = "flake8_simplify-0.21.0-py3-none-any.whl", hash = "sha256:439391e762a9370b371208add0b5c5c40c3d25a98e1f5421d263215d08194183"},
-    {file = "flake8_simplify-0.21.0.tar.gz", hash = "sha256:c95ff1dcc1de5949af47e0087cbf1164445881131b15bcd7a71252670f492f4d"},
+    {file = "flake8_simplify-0.22.0-py3-none-any.whl", hash = "sha256:812c65bf49d7857093750df71fc9c4a925fc192bfca14ecf04570e224f17581f"},
+    {file = "flake8_simplify-0.22.0.tar.gz", hash = "sha256:526421594d5815cf786a637c2a705223956f7e34872b6bb9f66c5ce3e28caaf9"},
 ]
 
 [package.dependencies]
@@ -1871,23 +1893,23 @@ xai = ["langchain-xai"]
 
 [[package]]
 name = "langchain-community"
-version = "0.3.23"
+version = "0.3.27"
 description = "Community contributed LangChain integrations."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_community-0.3.23-py3-none-any.whl", hash = "sha256:7b5328e749df6bbaf8e60c53d810a95ab22f2d2262911b206b0fb582d58350b7"},
-    {file = "langchain_community-0.3.23.tar.gz", hash = "sha256:afb4b34d8b75fc00f78b2270e988bb48fff96b333d23fae05ab32d012940973f"},
+    {file = "langchain_community-0.3.27-py3-none-any.whl", hash = "sha256:581f97b795f9633da738ea95da9cb78f8879b538090c9b7a68c0aed49c828f0d"},
+    {file = "langchain_community-0.3.27.tar.gz", hash = "sha256:e1037c3b9da0c6d10bf06e838b034eb741e016515c79ef8f3f16e53ead33d882"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 dataclasses-json = ">=0.5.7,<0.7"
 httpx-sse = ">=0.4.0,<1.0.0"
-langchain = ">=0.3.24,<1.0.0"
-langchain-core = ">=0.3.56,<1.0.0"
-langsmith = ">=0.1.125,<0.4"
+langchain = ">=0.3.26,<1.0.0"
+langchain-core = ">=0.3.66,<1.0.0"
+langsmith = ">=0.1.125"
 numpy = {version = ">=2.1.0", markers = "python_version >= \"3.13\""}
 pydantic-settings = ">=2.4.0,<3.0.0"
 PyYAML = ">=5.3"
@@ -1897,20 +1919,20 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
 
 [[package]]
 name = "langchain-core"
-version = "0.3.68"
+version = "0.3.74"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_core-0.3.68-py3-none-any.whl", hash = "sha256:5e5c1fbef419590537c91b8c2d86af896fbcbaf0d5ed7fdcdd77f7d8f3467ba0"},
-    {file = "langchain_core-0.3.68.tar.gz", hash = "sha256:312e1932ac9aa2eaf111b70fdc171776fa571d1a86c1f873dcac88a094b19c6f"},
+    {file = "langchain_core-0.3.74-py3-none-any.whl", hash = "sha256:088338b5bc2f6a66892f9afc777992c24ee3188f41cbc603d09181e34a228ce7"},
+    {file = "langchain_core-0.3.74.tar.gz", hash = "sha256:ff604441aeade942fbcc0a3860a592daba7671345230c2078ba2eb5f82b6ba76"},
 ]
 
 [package.dependencies]
 jsonpatch = ">=1.33,<2.0"
 langsmith = ">=0.3.45"
-packaging = ">=23.2,<25"
+packaging = ">=23.2"
 pydantic = ">=2.7.4"
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
@@ -1950,14 +1972,14 @@ langchain-core = ">=0.3.51,<1.0.0"
 
 [[package]]
 name = "langfuse"
-version = "3.0.0"
+version = "3.2.1"
 description = "A client library for accessing langfuse"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
-    {file = "langfuse-3.0.0-py3-none-any.whl", hash = "sha256:5f493bd15760b15195cc71ec7aaa4f93008058a1f5dfe4b32f72f31cbdc6f605"},
-    {file = "langfuse-3.0.0.tar.gz", hash = "sha256:c47449ae93a3007efee6b861484f529efb187ddbfb5093e0cb94b84636e0a605"},
+    {file = "langfuse-3.2.1-py3-none-any.whl", hash = "sha256:07a84e8c1eed6ac8e149bdda1431fd866e4aee741b66124316336fb2bc7e6a32"},
+    {file = "langfuse-3.2.1.tar.gz", hash = "sha256:f79b0380dfcf52c7525bb5d7f8e9d8786a6fc8b37867def047bb388930a7beb3"},
 ]
 
 [package.dependencies]
@@ -3166,10 +3188,10 @@ develop = false
 deprecated = "^1.2.18"
 flashrank = "^0.2.10"
 langchain = "^0.3.25"
-langchain-community = "0.3.23"
-langchain-core = "0.3.68"
+langchain-community = "0.3.27"
+langchain-core = "0.3.74"
 langchain-openai = "^0.3.27"
-langfuse = "3.0.0"
+langfuse = "3.2.1"
 oauthlib = "^3.2.2"
 openai = "^1.77.0"
 pydantic = "^2.11.4"
@@ -3768,14 +3790,14 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "uvicorn"
-version = "0.34.3"
+version = "0.35.0"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "uvicorn-0.34.3-py3-none-any.whl", hash = "sha256:16246631db62bdfbf069b0645177d6e8a77ba950cfedbfd093acef9444e4d885"},
-    {file = "uvicorn-0.34.3.tar.gz", hash = "sha256:35919a9a979d7a59334b6b10e05d77c1d0d574c50e0fc98b8b1a0f165708b55a"},
+    {file = "uvicorn-0.35.0-py3-none-any.whl", hash = "sha256:197535216b25ff9b785e29a0b79199f55222193d47f820816e7da751e9bc8d4a"},
+    {file = "uvicorn-0.35.0.tar.gz", hash = "sha256:bc662f087f7cf2ce11a1d7fd70b90c9f98ef2e2831556dd078d131b96cc94a01"},
 ]
 
 [package.dependencies]
@@ -4129,4 +4151,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.13"
-content-hash = "1d27d86137807e54e7f4c5fb8d728c387f5b4bdc375b1c2f400d4e5baa110b09"
+content-hash = "bee20737c38bd83293d87ad0dfaf4ada37f8d8acb0b719dc71b0dfc5c0b2f608"
diff --git a/services/admin-backend/pyproject.toml b/services/admin-backend/pyproject.toml
index c6acd17c..375a0b21 100644
--- a/services/admin-backend/pyproject.toml
+++ b/services/admin-backend/pyproject.toml
@@ -79,7 +79,7 @@ flake8-pytest-style = "^2.0.0"
 pep8-naming = "^0.15.1"
 flake8-eol = "^0.0.8"
 flake8-exceptions = "^0.0.1a0"
-flake8-simplify = "^0.21.0"
+flake8-simplify = "^0.22.0"
 flake8-wot = "^0.2.0"
 flake8-function-order = "^0.0.5"
 flake8-tidy-imports = "^4.10.0"
diff --git a/services/document-extractor/Dockerfile b/services/document-extractor/Dockerfile
index 6c4f7a6b..5d02dc8f 100644
--- a/services/document-extractor/Dockerfile
+++ b/services/document-extractor/Dockerfile
@@ -2,7 +2,7 @@ FROM --platform=linux/amd64 python:3.13-bookworm AS build
 
 ARG dev=0
 ENV POETRY_VIRTUALENVS_PATH=/app/services/document-extractor/.venv
-ENV POETRY_VERSION=1.8.3
+ENV POETRY_VERSION=2.1.3
 
 RUN DEBIAN_FRONTEND=noninteractive apt-get update \
     && DEBIAN_FRONTEND=noninteractive apt-get install -y build-essential --no-install-recommends make \
diff --git a/services/document-extractor/poetry.lock b/services/document-extractor/poetry.lock
index 9514b78e..baf04052 100644
--- a/services/document-extractor/poetry.lock
+++ b/services/document-extractor/poetry.lock
@@ -658,79 +658,100 @@ markers = {main = "platform_system == \"Windows\"", dev = "platform_system == \"
 
 [[package]]
 name = "coverage"
-version = "7.9.2"
+version = "7.10.6"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
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 ]
 
 [package.extras]
@@ -1029,29 +1050,30 @@ debugpy = "^1.8.14"
 dependency-injector = "^4.46.0"
 docx2txt = "^0.9"
 fake-useragent = "^2.2.0"
-fastapi = "^0.115.12"
-fasttext = {git = "https://github.com/cfculhane/fastText", rev = "main"}
+fastapi = "^0.116.0"
+fasttext = {git = "https://github.com/cfculhane/fastText", rev = "4a4451337ae6b476b9c584b97776c8c3eb4b27c5"}
 html5lib = "^1.1"
 langchain-community = "^0.3.23"
-langchain-core = "0.3.63"
+langchain-core = "0.3.74"
 lxml = "^5.4.0"
 markdownify = "^1.1.0"
 numpy = "^2.2.5"
 oauthlib = "^3.2.2"
-opencv-python = "4.11.0.86"
+opencv-python = "4.12.0.88"
 pandas = "^2.2.2"
 partial = "^1.0"
 pdf2image = "1.17.0"
-pdfplumber = "0.11.6"
+pdfplumber = "0.11.7"
 pydantic-settings = "^2.9.1"
 pypandoc-binary = "^1.15"
+pypdfium2 = "4.30.0"
 pytesseract = "^0.3.10"
 python-multipart = "^0.0.20"
 pyyaml = "^6.0.2"
 requests-oauthlib = "^2.0.0"
 tabulate = "^0.9.0"
-unstructured = {version = "0.17.2", extras = ["docx", "pptx"]}
-uvicorn = "^0.34.2"
+unstructured = {version = "0.18.13", extras = ["docx", "pptx"]}
+uvicorn = "^0.35.0"
 wheel = "^0.45.1"
 
 [package.source]
@@ -1072,24 +1094,25 @@ files = [
 
 [[package]]
 name = "fastapi"
-version = "0.115.14"
+version = "0.116.1"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
 pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0"
-starlette = ">=0.40.0,<0.47.0"
+starlette = ">=0.40.0,<0.48.0"
 typing-extensions = ">=4.8.0"
 
 [package.extras]
-all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=3.1.5)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
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+all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=3.1.5)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
+standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
+standard-no-fastapi-cloud-cli = ["email-validator (>=2.0.0)", "fastapi-cli[standard-no-fastapi-cloud-cli] (>=0.0.8)", "httpx (>=0.23.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
 
 [[package]]
 name = "fasttext"
@@ -1415,14 +1438,14 @@ flake8-plugin-utils = ">=1.0,<2.0"
 
 [[package]]
 name = "flake8-simplify"
-version = "0.21.0"
+version = "0.22.0"
 description = "flake8 plugin which checks for code that can be simplified"
 optional = false
 python-versions = ">=3.6.1"
 groups = ["dev"]
 files = [
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-    {file = "flake8_simplify-0.21.0.tar.gz", hash = "sha256:c95ff1dcc1de5949af47e0087cbf1164445881131b15bcd7a71252670f492f4d"},
+    {file = "flake8_simplify-0.22.0-py3-none-any.whl", hash = "sha256:812c65bf49d7857093750df71fc9c4a925fc192bfca14ecf04570e224f17581f"},
+    {file = "flake8_simplify-0.22.0.tar.gz", hash = "sha256:526421594d5815cf786a637c2a705223956f7e34872b6bb9f66c5ce3e28caaf9"},
 ]
 
 [package.dependencies]
@@ -1985,20 +2008,20 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
 
 [[package]]
 name = "langchain-core"
-version = "0.3.63"
+version = "0.3.74"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_core-0.3.63-py3-none-any.whl", hash = "sha256:f91db8221b1bc6808f70b2e72fded1a94d50ee3f1dff1636fb5a5a514c64b7f5"},
-    {file = "langchain_core-0.3.63.tar.gz", hash = "sha256:e2e30cfbb7684a5a0319f6cbf065fc3c438bfd1060302f085a122527890fb01e"},
+    {file = "langchain_core-0.3.74-py3-none-any.whl", hash = "sha256:088338b5bc2f6a66892f9afc777992c24ee3188f41cbc603d09181e34a228ce7"},
+    {file = "langchain_core-0.3.74.tar.gz", hash = "sha256:ff604441aeade942fbcc0a3860a592daba7671345230c2078ba2eb5f82b6ba76"},
 ]
 
 [package.dependencies]
 jsonpatch = ">=1.33,<2.0"
-langsmith = ">=0.1.126,<0.4"
-packaging = ">=23.2,<25"
+langsmith = ">=0.3.45"
+packaging = ">=23.2"
 pydantic = ">=2.7.4"
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
@@ -2589,23 +2612,23 @@ tests = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "opencv-python"
-version = "4.11.0.86"
+version = "4.12.0.88"
 description = "Wrapper package for OpenCV python bindings."
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
 files = [
-    {file = "opencv-python-4.11.0.86.tar.gz", hash = "sha256:03d60ccae62304860d232272e4a4fda93c39d595780cb40b161b310244b736a4"},
-    {file = "opencv_python-4.11.0.86-cp37-abi3-macosx_13_0_arm64.whl", hash = "sha256:432f67c223f1dc2824f5e73cdfcd9db0efc8710647d4e813012195dc9122a52a"},
-    {file = "opencv_python-4.11.0.86-cp37-abi3-macosx_13_0_x86_64.whl", hash = "sha256:9d05ef13d23fe97f575153558653e2d6e87103995d54e6a35db3f282fe1f9c66"},
-    {file = "opencv_python-4.11.0.86-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1b92ae2c8852208817e6776ba1ea0d6b1e0a1b5431e971a2a0ddd2a8cc398202"},
-    {file = "opencv_python-4.11.0.86-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6b02611523803495003bd87362db3e1d2a0454a6a63025dc6658a9830570aa0d"},
-    {file = "opencv_python-4.11.0.86-cp37-abi3-win32.whl", hash = "sha256:810549cb2a4aedaa84ad9a1c92fbfdfc14090e2749cedf2c1589ad8359aa169b"},
-    {file = "opencv_python-4.11.0.86-cp37-abi3-win_amd64.whl", hash = "sha256:085ad9b77c18853ea66283e98affefe2de8cc4c1f43eda4c100cf9b2721142ec"},
+    {file = "opencv-python-4.12.0.88.tar.gz", hash = "sha256:8b738389cede219405f6f3880b851efa3415ccd674752219377353f017d2994d"},
+    {file = "opencv_python-4.12.0.88-cp37-abi3-macosx_13_0_arm64.whl", hash = "sha256:f9a1f08883257b95a5764bf517a32d75aec325319c8ed0f89739a57fae9e92a5"},
+    {file = "opencv_python-4.12.0.88-cp37-abi3-macosx_13_0_x86_64.whl", hash = "sha256:812eb116ad2b4de43ee116fcd8991c3a687f099ada0b04e68f64899c09448e81"},
+    {file = "opencv_python-4.12.0.88-cp37-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:51fd981c7df6af3e8f70b1556696b05224c4e6b6777bdd2a46b3d4fb09de1a92"},
+    {file = "opencv_python-4.12.0.88-cp37-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:092c16da4c5a163a818f120c22c5e4a2f96e0db4f24e659c701f1fe629a690f9"},
+    {file = "opencv_python-4.12.0.88-cp37-abi3-win32.whl", hash = "sha256:ff554d3f725b39878ac6a2e1fa232ec509c36130927afc18a1719ebf4fbf4357"},
+    {file = "opencv_python-4.12.0.88-cp37-abi3-win_amd64.whl", hash = "sha256:d98edb20aa932fd8ebd276a72627dad9dc097695b3d435a4257557bbb49a79d2"},
 ]
 
 [package.dependencies]
-numpy = {version = ">=1.26.0", markers = "python_version >= \"3.12\""}
+numpy = {version = ">=2,<2.3.0", markers = "python_version >= \"3.9\""}
 
 [[package]]
 name = "opencv-python-headless"
@@ -2875,14 +2898,14 @@ pillow = "*"
 
 [[package]]
 name = "pdfminer-six"
-version = "20250327"
+version = "20250506"
 description = "PDF parser and analyzer"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "pdfminer_six-20250327-py3-none-any.whl", hash = "sha256:5af494c85b1ecb7c28df5e3a26bb5234a8226a307503d9a09f4958bc154b16a9"},
-    {file = "pdfminer_six-20250327.tar.gz", hash = "sha256:57f6c34c2702df04cfa3191622a3db0a922ced686d35283232b00094f8914aa1"},
+    {file = "pdfminer_six-20250506-py3-none-any.whl", hash = "sha256:d81ad173f62e5f841b53a8ba63af1a4a355933cfc0ffabd608e568b9193909e3"},
+    {file = "pdfminer_six-20250506.tar.gz", hash = "sha256:b03cc8df09cf3c7aba8246deae52e0bca7ebb112a38895b5e1d4f5dd2b8ca2e7"},
 ]
 
 [package.dependencies]
@@ -2896,18 +2919,18 @@ image = ["Pillow"]
 
 [[package]]
 name = "pdfplumber"
-version = "0.11.6"
+version = "0.11.7"
 description = "Plumb a PDF for detailed information about each char, rectangle, and line."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "pdfplumber-0.11.6-py3-none-any.whl", hash = "sha256:169fc2b8dbf328c81a4e9bab30af0c304ad4b472fd7816616eabdb79dc5d9d17"},
-    {file = "pdfplumber-0.11.6.tar.gz", hash = "sha256:d0f419e031641d9eac70dc18c60e1fc3ca2ec28cce7e149644923c030a0003ff"},
+    {file = "pdfplumber-0.11.7-py3-none-any.whl", hash = "sha256:edd2195cca68bd770da479cf528a737e362968ec2351e62a6c0b71ff612ac25e"},
+    {file = "pdfplumber-0.11.7.tar.gz", hash = "sha256:fa67773e5e599de1624255e9b75d1409297c5e1d7493b386ce63648637c67368"},
 ]
 
 [package.dependencies]
-"pdfminer.six" = "20250327"
+"pdfminer.six" = "20250506"
 Pillow = ">=9.1"
 pypdfium2 = ">=4.18.0"
 
@@ -3535,25 +3558,25 @@ image = ["Pillow (>=8.0.0)"]
 
 [[package]]
 name = "pypdfium2"
-version = "4.30.1"
+version = "4.30.0"
 description = "Python bindings to PDFium"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
 files = [
-    {file = "pypdfium2-4.30.1-py3-none-macosx_10_13_x86_64.whl", hash = "sha256:e07c47633732cc18d890bb7e965ad28a9c5a932e548acb928596f86be2e5ae37"},
-    {file = "pypdfium2-4.30.1-py3-none-macosx_11_0_arm64.whl", hash = "sha256:5ea2d44e96d361123b67b00f527017aa9c847c871b5714e013c01c3eb36a79fe"},
-    {file = "pypdfium2-4.30.1-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1de7a3a36803171b3f66911131046d65a732f9e7834438191cb58235e6163c4e"},
-    {file = "pypdfium2-4.30.1-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:b8a4231efb13170354f568c722d6540b8d5b476b08825586d48ef70c40d16e03"},
-    {file = "pypdfium2-4.30.1-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6f434a4934e8244aa95343ffcf24e9ad9f120dbb4785f631bb40a88c39292493"},
-    {file = "pypdfium2-4.30.1-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f454032a0bc7681900170f67d8711b3942824531e765f91c2f5ce7937f999794"},
-    {file = "pypdfium2-4.30.1-py3-none-musllinux_1_1_aarch64.whl", hash = "sha256:bbf9130a72370ee9d602e39949b902db669a2a1c24746a91e5586eb829055d9f"},
-    {file = "pypdfium2-4.30.1-py3-none-musllinux_1_1_i686.whl", hash = "sha256:5cb52884b1583b96e94fd78542c63bb42e06df5e8f9e52f8f31f5ad5a1e53367"},
-    {file = "pypdfium2-4.30.1-py3-none-musllinux_1_1_x86_64.whl", hash = "sha256:1a9e372bd4867ff223cc8c338e33fe11055dad12f22885950fc27646cc8d9122"},
-    {file = "pypdfium2-4.30.1-py3-none-win32.whl", hash = "sha256:421f1cf205e213e07c1f2934905779547f4f4a2ff2f59dde29da3d511d3fc806"},
-    {file = "pypdfium2-4.30.1-py3-none-win_amd64.whl", hash = "sha256:598a7f20264ab5113853cba6d86c4566e4356cad037d7d1f849c8c9021007e05"},
-    {file = "pypdfium2-4.30.1-py3-none-win_arm64.whl", hash = "sha256:c2b6d63f6d425d9416c08d2511822b54b8e3ac38e639fc41164b1d75584b3a8c"},
-    {file = "pypdfium2-4.30.1.tar.gz", hash = "sha256:5f5c7c6d03598e107d974f66b220a49436aceb191da34cda5f692be098a814ce"},
+    {file = "pypdfium2-4.30.0-py3-none-macosx_10_13_x86_64.whl", hash = "sha256:b33ceded0b6ff5b2b93bc1fe0ad4b71aa6b7e7bd5875f1ca0cdfb6ba6ac01aab"},
+    {file = "pypdfium2-4.30.0-py3-none-macosx_11_0_arm64.whl", hash = "sha256:4e55689f4b06e2d2406203e771f78789bd4f190731b5d57383d05cf611d829de"},
+    {file = "pypdfium2-4.30.0-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4e6e50f5ce7f65a40a33d7c9edc39f23140c57e37144c2d6d9e9262a2a854854"},
+    {file = "pypdfium2-4.30.0-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:3d0dd3ecaffd0b6dbda3da663220e705cb563918249bda26058c6036752ba3a2"},
+    {file = "pypdfium2-4.30.0-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:cc3bf29b0db8c76cdfaac1ec1cde8edf211a7de7390fbf8934ad2aa9b4d6dfad"},
+    {file = "pypdfium2-4.30.0-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f1f78d2189e0ddf9ac2b7a9b9bd4f0c66f54d1389ff6c17e9fd9dc034d06eb3f"},
+    {file = "pypdfium2-4.30.0-py3-none-musllinux_1_1_aarch64.whl", hash = "sha256:5eda3641a2da7a7a0b2f4dbd71d706401a656fea521b6b6faa0675b15d31a163"},
+    {file = "pypdfium2-4.30.0-py3-none-musllinux_1_1_i686.whl", hash = "sha256:0dfa61421b5eb68e1188b0b2231e7ba35735aef2d867d86e48ee6cab6975195e"},
+    {file = "pypdfium2-4.30.0-py3-none-musllinux_1_1_x86_64.whl", hash = "sha256:f33bd79e7a09d5f7acca3b0b69ff6c8a488869a7fab48fdf400fec6e20b9c8be"},
+    {file = "pypdfium2-4.30.0-py3-none-win32.whl", hash = "sha256:ee2410f15d576d976c2ab2558c93d392a25fb9f6635e8dd0a8a3a5241b275e0e"},
+    {file = "pypdfium2-4.30.0-py3-none-win_amd64.whl", hash = "sha256:90dbb2ac07be53219f56be09961eb95cf2473f834d01a42d901d13ccfad64b4c"},
+    {file = "pypdfium2-4.30.0-py3-none-win_arm64.whl", hash = "sha256:119b2969a6d6b1e8d55e99caaf05290294f2d0fe49c12a3f17102d01c441bd29"},
+    {file = "pypdfium2-4.30.0.tar.gz", hash = "sha256:48b5b7e5566665bc1015b9d69c1ebabe21f6aee468b509531c3c8318eeee2e16"},
 ]
 
 [[package]]
@@ -4389,20 +4412,20 @@ files = [
 
 [[package]]
 name = "unstructured"
-version = "0.17.2"
+version = "0.18.13"
 description = "A library that prepares raw documents for downstream ML tasks."
 optional = false
-python-versions = ">=3.9.0"
+python-versions = ">=3.10.0"
 groups = ["main"]
 files = [
-    {file = "unstructured-0.17.2-py3-none-any.whl", hash = "sha256:527dd26a4b273aebef2f9119c9d4f0d0ce17640038d92296d23abe89be123840"},
-    {file = "unstructured-0.17.2.tar.gz", hash = "sha256:af18c3caef0a6c562cf77e34ee8b6ff522b605031d2336ffe565df66f126aa46"},
+    {file = "unstructured-0.18.13-py3-none-any.whl", hash = "sha256:cd4e3a9fe456b9e305e1e9669a444498b2b18f1f13d07a449816ff5849ddd998"},
+    {file = "unstructured-0.18.13.tar.gz", hash = "sha256:3ca6034d8647fef5c26b39bacae3d90a5f530f520bfd80f0e964bd5e084a0d50"},
 ]
 
 [package.dependencies]
 backoff = "*"
 beautifulsoup4 = "*"
-chardet = "*"
+charset-normalizer = "*"
 dataclasses-json = "*"
 emoji = "*"
 filetype = "*"
@@ -4425,25 +4448,25 @@ unstructured-client = "*"
 wrapt = "*"
 
 [package.extras]
-all-docs = ["effdet", "google-cloud-vision", "markdown", "networkx", "onnx (>=1.17.0)", "onnxruntime (>=1.19.0)", "openpyxl", "pandas", "pdf2image", "pdfminer.six", "pi-heif", "pikepdf", "pypandoc", "pypdf", "python-docx (>=1.1.2)", "python-pptx (>=1.0.1)", "unstructured-inference (>=0.8.10)", "unstructured.pytesseract (>=0.3.12)", "xlrd"]
+all-docs = ["effdet", "google-cloud-vision", "markdown", "msoffcrypto-tool", "networkx", "onnx (>=1.17.0)", "onnxruntime (>=1.19.0)", "openpyxl", "pandas", "pdf2image", "pdfminer.six", "pi-heif", "pikepdf", "pypandoc", "pypdf", "python-docx (>=1.1.2)", "python-pptx (>=1.0.1)", "unstructured-inference (>=1.0.5)", "unstructured.pytesseract (>=0.3.12)", "xlrd"]
 csv = ["pandas"]
 doc = ["python-docx (>=1.1.2)"]
 docx = ["python-docx (>=1.1.2)"]
 epub = ["pypandoc"]
 huggingface = ["langdetect", "sacremoses", "sentencepiece", "torch", "transformers"]
-image = ["effdet", "google-cloud-vision", "onnx (>=1.17.0)", "onnxruntime (>=1.19.0)", "pdf2image", "pdfminer.six", "pi-heif", "pikepdf", "pypdf", "unstructured-inference (>=0.8.10)", "unstructured.pytesseract (>=0.3.12)"]
-local-inference = ["effdet", "google-cloud-vision", "markdown", "networkx", "onnx (>=1.17.0)", "onnxruntime (>=1.19.0)", "openpyxl", "pandas", "pdf2image", "pdfminer.six", "pi-heif", "pikepdf", "pypandoc", "pypdf", "python-docx (>=1.1.2)", "python-pptx (>=1.0.1)", "unstructured-inference (>=0.8.10)", "unstructured.pytesseract (>=0.3.12)", "xlrd"]
+image = ["effdet", "google-cloud-vision", "onnx (>=1.17.0)", "onnxruntime (>=1.19.0)", "pdf2image", "pdfminer.six", "pi-heif", "pikepdf", "pypdf", "unstructured-inference (>=1.0.5)", "unstructured.pytesseract (>=0.3.12)"]
+local-inference = ["effdet", "google-cloud-vision", "markdown", "msoffcrypto-tool", "networkx", "onnx (>=1.17.0)", "onnxruntime (>=1.19.0)", "openpyxl", "pandas", "pdf2image", "pdfminer.six", "pi-heif", "pikepdf", "pypandoc", "pypdf", "python-docx (>=1.1.2)", "python-pptx (>=1.0.1)", "unstructured-inference (>=1.0.5)", "unstructured.pytesseract (>=0.3.12)", "xlrd"]
 md = ["markdown"]
 odt = ["pypandoc", "python-docx (>=1.1.2)"]
 org = ["pypandoc"]
 paddleocr = ["paddlepaddle (>=3.0.0b1)", "unstructured.paddleocr (==2.10.0)"]
-pdf = ["effdet", "google-cloud-vision", "onnx (>=1.17.0)", "onnxruntime (>=1.19.0)", "pdf2image", "pdfminer.six", "pi-heif", "pikepdf", "pypdf", "unstructured-inference (>=0.8.10)", "unstructured.pytesseract (>=0.3.12)"]
+pdf = ["effdet", "google-cloud-vision", "onnx (>=1.17.0)", "onnxruntime (>=1.19.0)", "pdf2image", "pdfminer.six", "pi-heif", "pikepdf", "pypdf", "unstructured-inference (>=1.0.5)", "unstructured.pytesseract (>=0.3.12)"]
 ppt = ["python-pptx (>=1.0.1)"]
 pptx = ["python-pptx (>=1.0.1)"]
 rst = ["pypandoc"]
 rtf = ["pypandoc"]
 tsv = ["pandas"]
-xlsx = ["networkx", "openpyxl", "pandas", "xlrd"]
+xlsx = ["msoffcrypto-tool", "networkx", "openpyxl", "pandas", "xlrd"]
 
 [[package]]
 name = "unstructured-client"
@@ -4486,14 +4509,14 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "uvicorn"
-version = "0.34.3"
+version = "0.35.0"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "uvicorn-0.34.3-py3-none-any.whl", hash = "sha256:16246631db62bdfbf069b0645177d6e8a77ba950cfedbfd093acef9444e4d885"},
-    {file = "uvicorn-0.34.3.tar.gz", hash = "sha256:35919a9a979d7a59334b6b10e05d77c1d0d574c50e0fc98b8b1a0f165708b55a"},
+    {file = "uvicorn-0.35.0-py3-none-any.whl", hash = "sha256:197535216b25ff9b785e29a0b79199f55222193d47f820816e7da751e9bc8d4a"},
+    {file = "uvicorn-0.35.0.tar.gz", hash = "sha256:bc662f087f7cf2ce11a1d7fd70b90c9f98ef2e2831556dd078d131b96cc94a01"},
 ]
 
 [package.dependencies]
@@ -4999,4 +5022,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.13"
-content-hash = "671485be3b378b2d1e0e9b86a5ffd158809352941636af6ebb746fa5429fdd9f"
+content-hash = "dd7a23ee1edc39063169d0296995bd9289d13042478063db45697916f870c040"
diff --git a/services/document-extractor/pyproject.toml b/services/document-extractor/pyproject.toml
index 59769f29..c4ee9139 100644
--- a/services/document-extractor/pyproject.toml
+++ b/services/document-extractor/pyproject.toml
@@ -73,7 +73,7 @@ flake8-pytest-style = "^2.0.0"
 pep8-naming = "^0.15.1"
 flake8-eol = "^0.0.8"
 flake8-exceptions = "^0.0.1a0"
-flake8-simplify = "^0.21.0"
+flake8-simplify = "^0.22.0"
 flake8-wot = "^0.2.0"
 flake8-function-order = "^0.0.5"
 flake8-tidy-imports = "^4.10.0"
diff --git a/services/frontend/.dockerignore b/services/frontend/.dockerignore
new file mode 100644
index 00000000..3c3629e6
--- /dev/null
+++ b/services/frontend/.dockerignore
@@ -0,0 +1 @@
+node_modules
diff --git a/services/frontend/package-lock.json b/services/frontend/package-lock.json
index 12f07339..dfcde9ca 100644
--- a/services/frontend/package-lock.json
+++ b/services/frontend/package-lock.json
@@ -25,7 +25,7 @@
                 "@nx/js": "^18.0.4",
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@@ -14821,9 +14179,9 @@
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             "license": "MIT",
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-                "call-bind": "^1.0.2",
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-                "has-symbols": "^1.0.3",
-                "which-boxed-primitive": "^1.0.2"
+                "has-symbols": "^1.1.0",
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+            },
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@@ -14957,9 +14318,9 @@
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@@ -14977,8 +14338,8 @@
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+                "escalade": "^3.2.0",
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@@ -15031,13 +14392,6 @@
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@@ -15081,9 +14435,9 @@
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+            "resolved": "https://registry.npmjs.org/vite/-/vite-5.4.20.tgz",
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@@ -15217,15 +14571,15 @@
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+            "version": "4.3.2",
+            "resolved": "https://registry.npmjs.org/vite-tsconfig-paths/-/vite-tsconfig-paths-4.3.2.tgz",
+            "integrity": "sha512-0Vd/a6po6Q+86rPlntHye7F31zA2URZMbH8M3saAZ/xR9QoGN/L21bxEGfXdWmFdNkqPpRdxFT7nmNe12e9/uA==",
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             "license": "MIT",
             "dependencies": {
                 "debug": "^4.1.1",
                 "globrex": "^0.1.2",
-                "tsconfck": "^2.1.0"
+                "tsconfck": "^3.0.3"
             },
             "peerDependencies": {
                 "vite": "*"
@@ -15447,16 +14801,16 @@
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-            "resolved": "https://registry.npmjs.org/vue/-/vue-3.4.38.tgz",
-            "integrity": "sha512-f0ZgN+mZ5KFgVv9wz0f4OgVKukoXtS3nwET4c2vLBGQR50aI8G0cqbFtLlX9Yiyg3LFGBitruPHt2PxwTduJEw==",
+            "version": "3.5.19",
+            "resolved": "https://registry.npmjs.org/vue/-/vue-3.5.19.tgz",
+            "integrity": "sha512-ZRh0HTmw6KChRYWgN8Ox/wi7VhpuGlvMPrHjIsdRbzKNgECFLzy+dKL5z9yGaBSjCpmcfJCbh3I1tNSRmBz2tg==",
             "license": "MIT",
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-                "@vue/compiler-dom": "3.4.38",
-                "@vue/compiler-sfc": "3.4.38",
-                "@vue/runtime-dom": "3.4.38",
-                "@vue/server-renderer": "3.4.38",
-                "@vue/shared": "3.4.38"
+                "@vue/compiler-dom": "3.5.19",
+                "@vue/compiler-sfc": "3.5.19",
+                "@vue/runtime-dom": "3.5.19",
+                "@vue/server-renderer": "3.5.19",
+                "@vue/shared": "3.5.19"
             },
             "peerDependencies": {
                 "typescript": "*"
@@ -15474,6 +14828,32 @@
             "dev": true,
             "license": "MIT"
         },
+        "node_modules/vue-demi": {
+            "version": "0.14.10",
+            "resolved": "https://registry.npmjs.org/vue-demi/-/vue-demi-0.14.10.tgz",
+            "integrity": "sha512-nMZBOwuzabUO0nLgIcc6rycZEebF6eeUfaiQx9+WSk8e29IbLvPU9feI6tqW4kTo3hvoYAJkMh8n8D0fuISphg==",
+            "hasInstallScript": true,
+            "license": "MIT",
+            "bin": {
+                "vue-demi-fix": "bin/vue-demi-fix.js",
+                "vue-demi-switch": "bin/vue-demi-switch.js"
+            },
+            "engines": {
+                "node": ">=12"
+            },
+            "funding": {
+                "url": "https://github.com/sponsors/antfu"
+            },
+            "peerDependencies": {
+                "@vue/composition-api": "^1.0.0-rc.1",
+                "vue": "^3.0.0-0 || ^2.6.0"
+            },
+            "peerDependenciesMeta": {
+                "@vue/composition-api": {
+                    "optional": true
+                }
+            }
+        },
         "node_modules/vue-eslint-parser": {
             "version": "9.4.3",
             "resolved": "https://registry.npmjs.org/vue-eslint-parser/-/vue-eslint-parser-9.4.3.tgz",
@@ -15500,13 +14880,13 @@
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-            "resolved": "https://registry.npmjs.org/vue-i18n/-/vue-i18n-9.14.4.tgz",
-            "integrity": "sha512-B934C8yUyWLT0EMud3DySrwSUJI7ZNiWYsEEz2gknTthqKiG4dzWE/WSa8AzCuSQzwBEv4HtG1jZDhgzPfWSKQ==",
+            "version": "9.14.5",
+            "resolved": "https://registry.npmjs.org/vue-i18n/-/vue-i18n-9.14.5.tgz",
+            "integrity": "sha512-0jQ9Em3ymWngyiIkj0+c/k7WgaPO+TNzjKSNq9BvBQaKJECqn9cd9fL4tkDhB5G1QBskGl9YxxbDAhgbFtpe2g==",
             "license": "MIT",
             "dependencies": {
-                "@intlify/core-base": "9.14.4",
-                "@intlify/shared": "9.14.4",
+                "@intlify/core-base": "9.14.5",
+                "@intlify/shared": "9.14.5",
                 "@vue/devtools-api": "^6.5.0"
             },
             "engines": {
@@ -15520,12 +14900,12 @@
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-            "version": "4.4.3",
-            "resolved": "https://registry.npmjs.org/vue-router/-/vue-router-4.4.3.tgz",
-            "integrity": "sha512-sv6wmNKx2j3aqJQDMxLFzs/u/mjA9Z5LCgy6BE0f7yFWMjrPLnS/sPNn8ARY/FXw6byV18EFutn5lTO6+UsV5A==",
+            "version": "4.5.1",
+            "resolved": "https://registry.npmjs.org/vue-router/-/vue-router-4.5.1.tgz",
+            "integrity": "sha512-ogAF3P97NPm8fJsE4by9dwSYtDwXIY1nFY9T6DyQnGHd1E2Da94w9JIolpe42LJGIl0DwOHBi8TcRPlPGwbTtw==",
             "license": "MIT",
             "dependencies": {
-                "@vue/devtools-api": "^6.6.3"
+                "@vue/devtools-api": "^6.6.4"
             },
             "funding": {
                 "url": "https://github.com/sponsors/posva"
@@ -15676,33 +15056,85 @@
             }
         },
         "node_modules/which-boxed-primitive": {
+            "version": "1.1.1",
+            "resolved": "https://registry.npmjs.org/which-boxed-primitive/-/which-boxed-primitive-1.1.1.tgz",
+            "integrity": "sha512-TbX3mj8n0odCBFVlY8AxkqcHASw3L60jIuF8jFP78az3C2YhmGvqbHBpAjTRH2/xqYunrJ9g1jSyjCjpoWzIAA==",
+            "dev": true,
+            "license": "MIT",
+            "dependencies": {
+                "is-bigint": "^1.1.0",
+                "is-boolean-object": "^1.2.1",
+                "is-number-object": "^1.1.1",
+                "is-string": "^1.1.1",
+                "is-symbol": "^1.1.1"
+            },
+            "engines": {
+                "node": ">= 0.4"
+            },
+            "funding": {
+                "url": "https://github.com/sponsors/ljharb"
+            }
+        },
+        "node_modules/which-builtin-type": {
+            "version": "1.2.1",
+            "resolved": "https://registry.npmjs.org/which-builtin-type/-/which-builtin-type-1.2.1.tgz",
+            "integrity": "sha512-6iBczoX+kDQ7a3+YJBnh3T+KZRxM/iYNPXicqk66/Qfm1b93iu+yOImkg0zHbj5LNOcNv1TEADiZ0xa34B4q6Q==",
+            "dev": true,
+            "license": "MIT",
+            "dependencies": {
+                "call-bound": "^1.0.2",
+                "function.prototype.name": "^1.1.6",
+                "has-tostringtag": "^1.0.2",
+                "is-async-function": "^2.0.0",
+                "is-date-object": "^1.1.0",
+                "is-finalizationregistry": "^1.1.0",
+                "is-generator-function": "^1.0.10",
+                "is-regex": "^1.2.1",
+                "is-weakref": "^1.0.2",
+                "isarray": "^2.0.5",
+                "which-boxed-primitive": "^1.1.0",
+                "which-collection": "^1.0.2",
+                "which-typed-array": "^1.1.16"
+            },
+            "engines": {
+                "node": ">= 0.4"
+            },
+            "funding": {
+                "url": "https://github.com/sponsors/ljharb"
+            }
+        },
+        "node_modules/which-collection": {
             "version": "1.0.2",
-            "resolved": "https://registry.npmjs.org/which-boxed-primitive/-/which-boxed-primitive-1.0.2.tgz",
-            "integrity": "sha512-bwZdv0AKLpplFY2KZRX6TvyuN7ojjr7lwkg6ml0roIy9YeuSr7JS372qlNW18UQYzgYK9ziGcerWqZOmEn9VNg==",
+            "resolved": "https://registry.npmjs.org/which-collection/-/which-collection-1.0.2.tgz",
+            "integrity": "sha512-K4jVyjnBdgvc86Y6BkaLZEN933SwYOuBFkdmBu9ZfkcAbdVbpITnDmjvZ/aQjRXQrv5EPkTnD1s39GiiqbngCw==",
             "dev": true,
             "license": "MIT",
             "dependencies": {
-                "is-bigint": "^1.0.1",
-                "is-boolean-object": "^1.1.0",
-                "is-number-object": "^1.0.4",
-                "is-string": "^1.0.5",
-                "is-symbol": "^1.0.3"
+                "is-map": "^2.0.3",
+                "is-set": "^2.0.3",
+                "is-weakmap": "^2.0.2",
+                "is-weakset": "^2.0.3"
+            },
+            "engines": {
+                "node": ">= 0.4"
             },
             "funding": {
                 "url": "https://github.com/sponsors/ljharb"
             }
         },
         "node_modules/which-typed-array": {
-            "version": "1.1.15",
-            "resolved": "https://registry.npmjs.org/which-typed-array/-/which-typed-array-1.1.15.tgz",
-            "integrity": "sha512-oV0jmFtUky6CXfkqehVvBP/LSWJ2sy4vWMioiENyJLePrBO/yKyV9OyJySfAKosh+RYkIl5zJCNZ8/4JncrpdA==",
+            "version": "1.1.19",
+            "resolved": "https://registry.npmjs.org/which-typed-array/-/which-typed-array-1.1.19.tgz",
+            "integrity": "sha512-rEvr90Bck4WZt9HHFC4DJMsjvu7x+r6bImz0/BrbWb7A2djJ8hnZMrWnHo9F8ssv0OMErasDhftrfROTyqSDrw==",
             "dev": true,
             "license": "MIT",
             "dependencies": {
                 "available-typed-arrays": "^1.0.7",
-                "call-bind": "^1.0.7",
-                "for-each": "^0.3.3",
-                "gopd": "^1.0.1",
+                "call-bind": "^1.0.8",
+                "call-bound": "^1.0.4",
+                "for-each": "^0.3.5",
+                "get-proto": "^1.0.1",
+                "gopd": "^1.2.0",
                 "has-tostringtag": "^1.0.2"
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             "engines": {
diff --git a/services/frontend/package.json b/services/frontend/package.json
index 5f840b1c..0c26a254 100644
--- a/services/frontend/package.json
+++ b/services/frontend/package.json
@@ -34,7 +34,7 @@
         "@nx/js": "^18.0.4",
         "@nx/vite": "^18.0.4",
         "@nx/vue": "17.3.2",
-        "@nx/web": "18.0.4",
+        "@nx/web": "18.3.5",
         "@nx/workspace": "^18.0.4",
         "@rushstack/eslint-patch": "^1.2.0",
         "@tsconfig/node21": "^21.0.1",
@@ -49,18 +49,18 @@
         "autoprefixer": "^10.4.17",
         "cypress": "^13.0.0",
         "daisyui": "^4.7.2",
-        "eslint": "8.46.0",
-        "eslint-plugin-cypress": "2.15.1",
-        "eslint-plugin-import": "2.27.5",
+        "eslint": "8.57.1",
+        "eslint-plugin-cypress": "2.15.2",
+        "eslint-plugin-import": "2.32.0",
         "eslint-plugin-vue": "^9.16.1",
         "jsdom": "^24.0.0",
-        "nx": "17.1.3",
+        "nx": "17.3.2",
         "postcss": "^8.4.35",
         "tailwindcss": "^3.4.1",
-        "typescript": "~5.3.3",
+        "typescript": "~5.9.0",
         "vite": "^5.1.6",
         "vite-plugin-dts": "~2.3.0",
-        "vite-tsconfig-paths": "~4.2.0",
+        "vite-tsconfig-paths": "~4.3.0",
         "vitest": "^1.6.1",
         "vue-tsc": "^1.8.27",
         "axios": "^1.9.0",
diff --git a/services/mcp-server/Dockerfile b/services/mcp-server/Dockerfile
index efbea29c..cc99220c 100644
--- a/services/mcp-server/Dockerfile
+++ b/services/mcp-server/Dockerfile
@@ -1,8 +1,8 @@
-FROM --platform=linux/amd64 python:3.11.7-bookworm AS build
+FROM --platform=linux/amd64 python:3.13.7-bookworm AS build
 
 ARG dev=0
 ENV POETRY_VIRTUALENVS_PATH=/app/services/mcp-server/.venv
-ENV POETRY_VERSION=1.8.3
+ENV POETRY_VERSION=2.1.3
 
 WORKDIR /app
 
@@ -26,7 +26,7 @@ RUN poetry config virtualenvs.create false &&\
     poetry install --no-interaction --no-ansi --no-root; \
     fi
 
-FROM --platform=linux/amd64 python:3.11.7-bookworm
+FROM --platform=linux/amd64 python:3.13.7-bookworm
 ARG dev=0
 
 RUN adduser --disabled-password --gecos "" --uid 10001 nonroot
diff --git a/services/mcp-server/poetry.lock b/services/mcp-server/poetry.lock
index 42eccfd5..f2f8551a 100644
--- a/services/mcp-server/poetry.lock
+++ b/services/mcp-server/poetry.lock
@@ -64,7 +64,7 @@ version = "25.3.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
     {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
     {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
@@ -447,6 +447,7 @@ files = [
     {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
     {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
 ]
+markers = {main = "sys_platform != \"emscripten\""}
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
@@ -462,79 +463,104 @@ files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
-markers = {main = "platform_system == \"Windows\" or os_name == \"nt\"", dev = "platform_system == \"Windows\" or sys_platform == \"win32\""}
+markers = {main = "sys_platform != \"emscripten\" and platform_system == \"Windows\" or os_name == \"nt\"", dev = "platform_system == \"Windows\" or sys_platform == \"win32\""}
 
 [[package]]
 name = "coverage"
-version = "7.8.0"
+version = "7.10.6"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 test-randomorder = ["pytest-randomly"]
 
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 ]
 
 [package.extras]
@@ -759,6 +742,56 @@ files = [
     {file = "distlib-0.3.9.tar.gz", hash = "sha256:a60f20dea646b8a33f3e7772f74dc0b2d0772d2837ee1342a00645c81edf9403"},
 ]
 
+[[package]]
+name = "dnspython"
+version = "2.7.0"
+description = "DNS toolkit"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "dnspython-2.7.0-py3-none-any.whl", hash = "sha256:b4c34b7d10b51bcc3a5071e7b8dee77939f1e878477eeecc965e9835f63c6c86"},
+    {file = "dnspython-2.7.0.tar.gz", hash = "sha256:ce9c432eda0dc91cf618a5cedf1a4e142651196bbcd2c80e89ed5a907e5cfaf1"},
+]
+
+[package.extras]
+dev = ["black (>=23.1.0)", "coverage (>=7.0)", "flake8 (>=7)", "hypercorn (>=0.16.0)", "mypy (>=1.8)", "pylint (>=3)", "pytest (>=7.4)", "pytest-cov (>=4.1.0)", "quart-trio (>=0.11.0)", "sphinx (>=7.2.0)", "sphinx-rtd-theme (>=2.0.0)", "twine (>=4.0.0)", "wheel (>=0.42.0)"]
+dnssec = ["cryptography (>=43)"]
+doh = ["h2 (>=4.1.0)", "httpcore (>=1.0.0)", "httpx (>=0.26.0)"]
+doq = ["aioquic (>=1.0.0)"]
+idna = ["idna (>=3.7)"]
+trio = ["trio (>=0.23)"]
+wmi = ["wmi (>=1.5.1)"]
+
+[[package]]
+name = "docstring-parser"
+version = "0.17.0"
+description = "Parse Python docstrings in reST, Google and Numpydoc format"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "docstring_parser-0.17.0-py3-none-any.whl", hash = "sha256:cf2569abd23dce8099b300f9b4fa8191e9582dda731fd533daf54c4551658708"},
+    {file = "docstring_parser-0.17.0.tar.gz", hash = "sha256:583de4a309722b3315439bb31d64ba3eebada841f2e2cee23b99df001434c912"},
+]
+
+[package.extras]
+dev = ["pre-commit (>=2.16.0) ; python_version >= \"3.9\"", "pydoctor (>=25.4.0)", "pytest"]
+docs = ["pydoctor (>=25.4.0)"]
+test = ["pytest"]
+
+[[package]]
+name = "docutils"
+version = "0.22"
+description = "Docutils -- Python Documentation Utilities"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "docutils-0.22-py3-none-any.whl", hash = "sha256:4ed966a0e96a0477d852f7af31bdcb3adc049fbb35ccba358c2ea8a03287615e"},
+    {file = "docutils-0.22.tar.gz", hash = "sha256:ba9d57750e92331ebe7c08a1bbf7a7f8143b86c476acd51528b042216a6aad0f"},
+]
+
 [[package]]
 name = "dulwich"
 version = "0.22.8"
@@ -826,6 +859,22 @@ https = ["urllib3 (>=1.24.1)"]
 paramiko = ["paramiko"]
 pgp = ["gpg"]
 
+[[package]]
+name = "email-validator"
+version = "2.2.0"
+description = "A robust email address syntax and deliverability validation library."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "email_validator-2.2.0-py3-none-any.whl", hash = "sha256:561977c2d73ce3611850a06fa56b414621e0c8faa9d66f2611407d87465da631"},
+    {file = "email_validator-2.2.0.tar.gz", hash = "sha256:cb690f344c617a714f22e66ae771445a1ceb46821152df8e165c5f9a364582b7"},
+]
+
+[package.dependencies]
+dnspython = ">=2.0.0"
+idna = ">=2.0.0"
+
 [[package]]
 name = "eradicate"
 version = "2.3.0"
@@ -873,25 +922,28 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "fastmcp"
-version = "2.8.1"
-description = "The fast, Pythonic way to build MCP servers."
+version = "2.11.3"
+description = "The fast, Pythonic way to build MCP servers and clients."
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "fastmcp-2.8.1-py3-none-any.whl", hash = "sha256:3b56a7bbab6bbac64d2a251a98b3dec5bb822ab1e4e9f20bb259add028b10d44"},
-    {file = "fastmcp-2.8.1.tar.gz", hash = "sha256:c89d8ce8bf53a166eda444cfdcb2c638170e62445487229fbaf340aed31beeaf"},
+    {file = "fastmcp-2.11.3-py3-none-any.whl", hash = "sha256:28f22126c90fd36e5de9cc68b9c271b6d832dcf322256f23d220b68afb3352cc"},
+    {file = "fastmcp-2.11.3.tar.gz", hash = "sha256:e8e3834a3e0b513712b8e63a6f0d4cbe19093459a1da3f7fbf8ef2810cfd34e3"},
 ]
 
 [package.dependencies]
 authlib = ">=1.5.2"
+cyclopts = ">=3.0.0"
 exceptiongroup = ">=1.2.2"
 httpx = ">=0.28.1"
-mcp = ">=1.9.4,<2.0.0"
+mcp = ">=1.12.4,<2.0.0"
+openapi-core = ">=0.19.5"
 openapi-pydantic = ">=0.5.1"
+pydantic = {version = ">=2.11.7", extras = ["email"]}
+pyperclip = ">=1.9.0"
 python-dotenv = ">=1.1.0"
 rich = ">=13.9.4"
-typer = ">=0.15.2"
 
 [package.extras]
 websockets = ["websockets (>=15.0.1)"]
@@ -930,31 +982,31 @@ packaging = ">=20"
 
 [[package]]
 name = "flake8"
-version = "7.2.0"
+version = "7.3.0"
 description = "the modular source code checker: pep8 pyflakes and co"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "flake8-7.2.0-py2.py3-none-any.whl", hash = "sha256:93b92ba5bdb60754a6da14fa3b93a9361fd00a59632ada61fd7b130436c40343"},
-    {file = "flake8-7.2.0.tar.gz", hash = "sha256:fa558ae3f6f7dbf2b4f22663e5343b6b6023620461f8d4ff2019ef4b5ee70426"},
+    {file = "flake8-7.3.0-py2.py3-none-any.whl", hash = "sha256:b9696257b9ce8beb888cdbe31cf885c90d31928fe202be0889a7cdafad32f01e"},
+    {file = "flake8-7.3.0.tar.gz", hash = "sha256:fe044858146b9fc69b551a4b490d69cf960fcb78ad1edcb84e7fbb1b4a8e3872"},
 ]
 
 [package.dependencies]
 mccabe = ">=0.7.0,<0.8.0"
-pycodestyle = ">=2.13.0,<2.14.0"
-pyflakes = ">=3.3.0,<3.4.0"
+pycodestyle = ">=2.14.0,<2.15.0"
+pyflakes = ">=3.4.0,<3.5.0"
 
 [[package]]
 name = "flake8-annotations-complexity"
-version = "0.0.8"
+version = "0.1.0"
 description = "A flake8 extension that checks for type annotations complexity"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "flake8_annotations_complexity-0.0.8-py3-none-any.whl", hash = "sha256:44e299dac0ab64f3af4b478fac7feb635c113a606036de8b39dadab3531da7ed"},
-    {file = "flake8_annotations_complexity-0.0.8.tar.gz", hash = "sha256:8914e76e31672c4063c928b0a250db6b935a16d1799de10457958a71d11bb665"},
+    {file = "flake8_annotations_complexity-0.1.0-py3-none-any.whl", hash = "sha256:102d75f5ba0c667cde9c563062f4e7c616ca84bf5bfdc9c1f960a2655133ce35"},
+    {file = "flake8_annotations_complexity-0.1.0.tar.gz", hash = "sha256:98b86ef87de5331d2b61f3cf472dcf6b8ff1a5ddde46f78bc894b464f06e1414"},
 ]
 
 [package.dependencies]
@@ -1202,14 +1254,14 @@ flake8-plugin-utils = ">=1.0,<2.0"
 
 [[package]]
 name = "flake8-simplify"
-version = "0.21.0"
+version = "0.22.0"
 description = "flake8 plugin which checks for code that can be simplified"
 optional = false
 python-versions = ">=3.6.1"
 groups = ["dev"]
 files = [
-    {file = "flake8_simplify-0.21.0-py3-none-any.whl", hash = "sha256:439391e762a9370b371208add0b5c5c40c3d25a98e1f5421d263215d08194183"},
-    {file = "flake8_simplify-0.21.0.tar.gz", hash = "sha256:c95ff1dcc1de5949af47e0087cbf1164445881131b15bcd7a71252670f492f4d"},
+    {file = "flake8_simplify-0.22.0-py3-none-any.whl", hash = "sha256:812c65bf49d7857093750df71fc9c4a925fc192bfca14ecf04570e224f17581f"},
+    {file = "flake8_simplify-0.22.0.tar.gz", hash = "sha256:526421594d5815cf786a637c2a705223956f7e34872b6bb9f66c5ce3e28caaf9"},
 ]
 
 [package.dependencies]
@@ -1381,6 +1433,18 @@ files = [
     {file = "installer-0.7.0.tar.gz", hash = "sha256:a26d3e3116289bb08216e0d0f7d925fcef0b0194eedfa0c944bcaaa106c4b631"},
 ]
 
+[[package]]
+name = "isodate"
+version = "0.7.2"
+description = "An ISO 8601 date/time/duration parser and formatter"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "isodate-0.7.2-py3-none-any.whl", hash = "sha256:28009937d8031054830160fce6d409ed342816b543597cece116d966c6d99e15"},
+    {file = "isodate-0.7.2.tar.gz", hash = "sha256:4cd1aa0f43ca76f4a6c6c0292a85f40b35ec2e43e315b59f06e6d32171a953e6"},
+]
+
 [[package]]
 name = "jaraco-classes"
 version = "3.4.0"
@@ -1477,6 +1541,61 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
+[[package]]
+name = "jsonschema"
+version = "4.25.0"
+description = "An implementation of JSON Schema validation for Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "jsonschema-4.25.0-py3-none-any.whl", hash = "sha256:24c2e8da302de79c8b9382fee3e76b355e44d2a4364bb207159ce10b517bd716"},
+    {file = "jsonschema-4.25.0.tar.gz", hash = "sha256:e63acf5c11762c0e6672ffb61482bdf57f0876684d8d249c0fe2d730d48bc55f"},
+]
+
+[package.dependencies]
+attrs = ">=22.2.0"
+jsonschema-specifications = ">=2023.03.6"
+referencing = ">=0.28.4"
+rpds-py = ">=0.7.1"
+
+[package.extras]
+format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "rfc3987-syntax (>=1.1.0)", "uri-template", "webcolors (>=24.6.0)"]
+
+[[package]]
+name = "jsonschema-path"
+version = "0.3.4"
+description = "JSONSchema Spec with object-oriented paths"
+optional = false
+python-versions = "<4.0.0,>=3.8.0"
+groups = ["main"]
+files = [
+    {file = "jsonschema_path-0.3.4-py3-none-any.whl", hash = "sha256:f502191fdc2b22050f9a81c9237be9d27145b9001c55842bece5e94e382e52f8"},
+    {file = "jsonschema_path-0.3.4.tar.gz", hash = "sha256:8365356039f16cc65fddffafda5f58766e34bebab7d6d105616ab52bc4297001"},
+]
+
+[package.dependencies]
+pathable = ">=0.4.1,<0.5.0"
+PyYAML = ">=5.1"
+referencing = "<0.37.0"
+requests = ">=2.31.0,<3.0.0"
+
+[[package]]
+name = "jsonschema-specifications"
+version = "2025.4.1"
+description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "jsonschema_specifications-2025.4.1-py3-none-any.whl", hash = "sha256:4653bffbd6584f7de83a67e0d620ef16900b390ddc7939d56684d6c81e33f1af"},
+    {file = "jsonschema_specifications-2025.4.1.tar.gz", hash = "sha256:630159c9f4dbea161a6a2205c3011cc4f18ff381b189fff48bb39b9bf26ae608"},
+]
+
+[package.dependencies]
+referencing = ">=0.31.0"
+
 [[package]]
 name = "keyring"
 version = "25.6.0"
@@ -1507,6 +1626,60 @@ enabler = ["pytest-enabler (>=2.2)"]
 test = ["pyfakefs", "pytest (>=6,!=8.1.*)"]
 type = ["pygobject-stubs", "pytest-mypy", "shtab", "types-pywin32"]
 
+[[package]]
+name = "lazy-object-proxy"
+version = "1.12.0"
+description = "A fast and thorough lazy object proxy."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+    {file = "lazy_object_proxy-1.12.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d01c7819a410f7c255b20799b65d36b414379a30c6f1684c7bd7eb6777338c1b"},
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+    {file = "lazy_object_proxy-1.12.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:15400b18893f345857b9e18b9bd87bd06aba84af6ed086187add70aeaa3f93f1"},
+    {file = "lazy_object_proxy-1.12.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:3d3964fbd326578bcdfffd017ef101b6fb0484f34e731fe060ba9b8816498c36"},
+    {file = "lazy_object_proxy-1.12.0-cp39-cp39-win_amd64.whl", hash = "sha256:424a8ab6695400845c39f13c685050eab69fa0bbac5790b201cd27375e5e41d7"},
+    {file = "lazy_object_proxy-1.12.0-pp39.pp310.pp311.graalpy311-none-any.whl", hash = "sha256:c3b2e0af1f7f77c4263759c4824316ce458fabe0fceadcd24ef8ca08b2d1e402"},
+    {file = "lazy_object_proxy-1.12.0.tar.gz", hash = "sha256:1f5a462d92fd0cfb82f1fab28b51bfb209fabbe6aabf7f0d51472c0c124c0c61"},
+]
+
 [[package]]
 name = "markdown-it-py"
 version = "3.0.0"
@@ -1617,29 +1790,31 @@ files = [
 
 [[package]]
 name = "mcp"
-version = "1.9.4"
+version = "1.13.1"
 description = "Model Context Protocol SDK"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "mcp-1.9.4-py3-none-any.whl", hash = "sha256:7fcf36b62936adb8e63f89346bccca1268eeca9bf6dfb562ee10b1dfbda9dac0"},
-    {file = "mcp-1.9.4.tar.gz", hash = "sha256:cfb0bcd1a9535b42edaef89947b9e18a8feb49362e1cc059d6e7fc636f2cb09f"},
+    {file = "mcp-1.13.1-py3-none-any.whl", hash = "sha256:c314e7c8bd477a23ba3ef472ee5a32880316c42d03e06dcfa31a1cc7a73b65df"},
+    {file = "mcp-1.13.1.tar.gz", hash = "sha256:165306a8fd7991dc80334edd2de07798175a56461043b7ae907b279794a834c5"},
 ]
 
 [package.dependencies]
 anyio = ">=4.5"
-httpx = ">=0.27"
+httpx = ">=0.27.1"
 httpx-sse = ">=0.4"
-pydantic = ">=2.7.2,<3.0.0"
+jsonschema = ">=4.20.0"
+pydantic = ">=2.11.0,<3.0.0"
 pydantic-settings = ">=2.5.2"
 python-multipart = ">=0.0.9"
+pywin32 = {version = ">=310", markers = "sys_platform == \"win32\""}
 sse-starlette = ">=1.6.1"
 starlette = ">=0.27"
-uvicorn = {version = ">=0.23.1", markers = "sys_platform != \"emscripten\""}
+uvicorn = {version = ">=0.31.1", markers = "sys_platform != \"emscripten\""}
 
 [package.extras]
-cli = ["python-dotenv (>=1.0.0)", "typer (>=0.12.4)"]
+cli = ["python-dotenv (>=1.0.0)", "typer (>=0.16.0)"]
 rich = ["rich (>=13.9.4)"]
 ws = ["websockets (>=15.0.1)"]
 
@@ -1753,6 +1928,38 @@ files = [
     {file = "mypy_extensions-1.1.0.tar.gz", hash = "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558"},
 ]
 
+[[package]]
+name = "openapi-core"
+version = "0.19.5"
+description = "client-side and server-side support for the OpenAPI Specification v3"
+optional = false
+python-versions = "<4.0.0,>=3.8.0"
+groups = ["main"]
+files = [
+    {file = "openapi_core-0.19.5-py3-none-any.whl", hash = "sha256:ef7210e83a59394f46ce282639d8d26ad6fc8094aa904c9c16eb1bac8908911f"},
+    {file = "openapi_core-0.19.5.tar.gz", hash = "sha256:421e753da56c391704454e66afe4803a290108590ac8fa6f4a4487f4ec11f2d3"},
+]
+
+[package.dependencies]
+isodate = "*"
+jsonschema = ">=4.18.0,<5.0.0"
+jsonschema-path = ">=0.3.1,<0.4.0"
+more-itertools = "*"
+openapi-schema-validator = ">=0.6.0,<0.7.0"
+openapi-spec-validator = ">=0.7.1,<0.8.0"
+parse = "*"
+typing-extensions = ">=4.8.0,<5.0.0"
+werkzeug = "<3.1.2"
+
+[package.extras]
+aiohttp = ["aiohttp (>=3.0)", "multidict (>=6.0.4,<7.0.0)"]
+django = ["django (>=3.0)"]
+falcon = ["falcon (>=3.0)"]
+fastapi = ["fastapi (>=0.111,<0.116)"]
+flask = ["flask"]
+requests = ["requests"]
+starlette = ["aioitertools (>=0.11,<0.13)", "starlette (>=0.26.1,<0.45.0)"]
+
 [[package]]
 name = "openapi-pydantic"
 version = "0.5.1"
@@ -1768,6 +1975,41 @@ files = [
 [package.dependencies]
 pydantic = ">=1.8"
 
+[[package]]
+name = "openapi-schema-validator"
+version = "0.6.3"
+description = "OpenAPI schema validation for Python"
+optional = false
+python-versions = "<4.0.0,>=3.8.0"
+groups = ["main"]
+files = [
+    {file = "openapi_schema_validator-0.6.3-py3-none-any.whl", hash = "sha256:f3b9870f4e556b5a62a1c39da72a6b4b16f3ad9c73dc80084b1b11e74ba148a3"},
+    {file = "openapi_schema_validator-0.6.3.tar.gz", hash = "sha256:f37bace4fc2a5d96692f4f8b31dc0f8d7400fd04f3a937798eaf880d425de6ee"},
+]
+
+[package.dependencies]
+jsonschema = ">=4.19.1,<5.0.0"
+jsonschema-specifications = ">=2023.5.2"
+rfc3339-validator = "*"
+
+[[package]]
+name = "openapi-spec-validator"
+version = "0.7.2"
+description = "OpenAPI 2.0 (aka Swagger) and OpenAPI 3 spec validator"
+optional = false
+python-versions = "<4.0.0,>=3.8.0"
+groups = ["main"]
+files = [
+    {file = "openapi_spec_validator-0.7.2-py3-none-any.whl", hash = "sha256:4bbdc0894ec85f1d1bea1d6d9c8b2c3c8d7ccaa13577ef40da9c006c9fd0eb60"},
+    {file = "openapi_spec_validator-0.7.2.tar.gz", hash = "sha256:cc029309b5c5dbc7859df0372d55e9d1ff43e96d678b9ba087f7c56fc586f734"},
+]
+
+[package.dependencies]
+jsonschema = ">=4.18.0,<5.0.0"
+jsonschema-path = ">=0.3.1,<0.4.0"
+lazy-object-proxy = ">=1.7.1,<2.0.0"
+openapi-schema-validator = ">=0.6.0,<0.7.0"
+
 [[package]]
 name = "packaging"
 version = "25.0"
@@ -1780,6 +2022,30 @@ files = [
     {file = "packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f"},
 ]
 
+[[package]]
+name = "parse"
+version = "1.20.2"
+description = "parse() is the opposite of format()"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "parse-1.20.2-py2.py3-none-any.whl", hash = "sha256:967095588cb802add9177d0c0b6133b5ba33b1ea9007ca800e526f42a85af558"},
+    {file = "parse-1.20.2.tar.gz", hash = "sha256:b41d604d16503c79d81af5165155c0b20f6c8d6c559efa66b4b695c3e5a0a0ce"},
+]
+
+[[package]]
+name = "pathable"
+version = "0.4.4"
+description = "Object-oriented paths"
+optional = false
+python-versions = "<4.0.0,>=3.7.0"
+groups = ["main"]
+files = [
+    {file = "pathable-0.4.4-py3-none-any.whl", hash = "sha256:5ae9e94793b6ef5a4cbe0a7ce9dbbefc1eec38df253763fd0aeeacf2762dbbc2"},
+    {file = "pathable-0.4.4.tar.gz", hash = "sha256:6905a3cd17804edfac7875b5f6c9142a218c7caef78693c2dbbbfbac186d88b2"},
+]
+
 [[package]]
 name = "pathspec"
 version = "0.12.1"
@@ -1830,14 +2096,14 @@ install = ["zstandard (>=0.21.0)"]
 
 [[package]]
 name = "pep8-naming"
-version = "0.14.1"
+version = "0.15.1"
 description = "Check PEP-8 naming conventions, plugin for flake8"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "pep8-naming-0.14.1.tar.gz", hash = "sha256:1ef228ae80875557eb6c1549deafed4dabbf3261cfcafa12f773fe0db9be8a36"},
-    {file = "pep8_naming-0.14.1-py3-none-any.whl", hash = "sha256:63f514fc777d715f935faf185dedd679ab99526a7f2f503abb61587877f7b1c5"},
+    {file = "pep8_naming-0.15.1-py3-none-any.whl", hash = "sha256:eb63925e7fd9e028c7f7ee7b1e413ec03d1ee5de0e627012102ee0222c273c86"},
+    {file = "pep8_naming-0.15.1.tar.gz", hash = "sha256:f6f4a499aba2deeda93c1f26ccc02f3da32b035c8b2db9696b730ef2c9639d29"},
 ]
 
 [package.dependencies]
@@ -1893,14 +2159,14 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "poetry"
-version = "2.1.3"
+version = "2.1.4"
 description = "Python dependency management and packaging made easy."
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
-    {file = "poetry-2.1.3-py3-none-any.whl", hash = "sha256:7054d3f97ccce7f31961ead16250407c4577bfe57e2037a190ae2913fc40a20c"},
-    {file = "poetry-2.1.3.tar.gz", hash = "sha256:f2c9bd6790b19475976d88ea4553bcc3533c0dc73f740edc4fffe9e2add50594"},
+    {file = "poetry-2.1.4-py3-none-any.whl", hash = "sha256:0019b64d33fed9184a332f7fad60ca47aace4d6a0e9c635cdea21b76e96f32ce"},
+    {file = "poetry-2.1.4.tar.gz", hash = "sha256:bed4af5fc87fb145258ac5b1dae77de2cd7082ec494e3b2f66bca0f477cbfc5c"},
 ]
 
 [package.dependencies]
@@ -1923,7 +2189,7 @@ requests-toolbelt = ">=1.0.0,<2.0.0"
 shellingham = ">=1.5,<2.0"
 tomlkit = ">=0.11.4,<1.0.0"
 trove-classifiers = ">=2022.5.19"
-virtualenv = ">=20.26.6,<21.0.0"
+virtualenv = ">=20.26.6,<20.33.0"
 xattr = {version = ">=1.0.0,<2.0.0", markers = "sys_platform == \"darwin\""}
 
 [[package]]
@@ -1940,14 +2206,14 @@ files = [
 
 [[package]]
 name = "pycodestyle"
-version = "2.13.0"
+version = "2.14.0"
 description = "Python style guide checker"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "pycodestyle-2.13.0-py2.py3-none-any.whl", hash = "sha256:35863c5974a271c7a726ed228a14a4f6daf49df369d8c50cd9a6f58a5e143ba9"},
-    {file = "pycodestyle-2.13.0.tar.gz", hash = "sha256:c8415bf09abe81d9c7f872502a6eee881fbe85d8763dd5b9924bb0a01d67efae"},
+    {file = "pycodestyle-2.14.0-py2.py3-none-any.whl", hash = "sha256:dd6bf7cb4ee77f8e016f9c8e74a35ddd9f67e1d5fd4184d86c3b98e07099f42d"},
+    {file = "pycodestyle-2.14.0.tar.gz", hash = "sha256:c4b5b517d278089ff9d0abdec919cd97262a3367449ea1c8b49b91529167b783"},
 ]
 
 [[package]]
@@ -1964,18 +2230,19 @@ files = [
 
 [[package]]
 name = "pydantic"
-version = "2.11.4"
+version = "2.11.7"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "pydantic-2.11.4-py3-none-any.whl", hash = "sha256:d9615eaa9ac5a063471da949c8fc16376a84afb5024688b3ff885693506764eb"},
-    {file = "pydantic-2.11.4.tar.gz", hash = "sha256:32738d19d63a226a52eed76645a98ee07c1f410ee41d93b4afbfa85ed8111c2d"},
+    {file = "pydantic-2.11.7-py3-none-any.whl", hash = "sha256:dde5df002701f6de26248661f6835bbe296a47bf73990135c7d07ce741b9623b"},
+    {file = "pydantic-2.11.7.tar.gz", hash = "sha256:d989c3c6cb79469287b1569f7447a17848c998458d49ebe294e975b9baf0f0db"},
 ]
 
 [package.dependencies]
 annotated-types = ">=0.6.0"
+email-validator = {version = ">=2.0.0", optional = true, markers = "extra == \"email\""}
 pydantic-core = "2.33.2"
 typing-extensions = ">=4.12.2"
 typing-inspection = ">=0.4.0"
@@ -2098,14 +2365,14 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
 [[package]]
 name = "pydantic-settings"
-version = "2.9.1"
+version = "2.10.1"
 description = "Settings management using Pydantic"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "pydantic_settings-2.9.1-py3-none-any.whl", hash = "sha256:59b4f431b1defb26fe620c71a7d3968a710d719f5f4cdbbdb7926edeb770f6ef"},
-    {file = "pydantic_settings-2.9.1.tar.gz", hash = "sha256:c509bf79d27563add44e8446233359004ed85066cd096d8b510f715e6ef5d268"},
+    {file = "pydantic_settings-2.10.1-py3-none-any.whl", hash = "sha256:a60952460b99cf661dc25c29c0ef171721f98bfcb52ef8d9ea4c943d7c8cc796"},
+    {file = "pydantic_settings-2.10.1.tar.gz", hash = "sha256:06f0062169818d0f5524420a360d632d5857b83cffd4d42fe29597807a1614ee"},
 ]
 
 [package.dependencies]
@@ -2122,14 +2389,14 @@ yaml = ["pyyaml (>=6.0.1)"]
 
 [[package]]
 name = "pyflakes"
-version = "3.3.2"
+version = "3.4.0"
 description = "passive checker of Python programs"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "pyflakes-3.3.2-py2.py3-none-any.whl", hash = "sha256:5039c8339cbb1944045f4ee5466908906180f13cc99cc9949348d10f82a5c32a"},
-    {file = "pyflakes-3.3.2.tar.gz", hash = "sha256:6dfd61d87b97fba5dcfaaf781171ac16be16453be6d816147989e7f6e6a9576b"},
+    {file = "pyflakes-3.4.0-py2.py3-none-any.whl", hash = "sha256:f742a7dbd0d9cb9ea41e9a24a918996e8170c799fa528688d40dd582c8265f4f"},
+    {file = "pyflakes-3.4.0.tar.gz", hash = "sha256:b24f96fafb7d2ab0ec5075b7350b3d2d2218eab42003821c06344973d3ea2f58"},
 ]
 
 [[package]]
@@ -2147,6 +2414,17 @@ files = [
 [package.extras]
 windows-terminal = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "pyperclip"
+version = "1.9.0"
+description = "A cross-platform clipboard module for Python. (Only handles plain text for now.)"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "pyperclip-1.9.0.tar.gz", hash = "sha256:b7de0142ddc81bfc5c7507eea19da920b92252b548b96186caf94a5e2527d310"},
+]
+
 [[package]]
 name = "pyproject-hooks"
 version = "1.2.0"
@@ -2161,24 +2439,25 @@ files = [
 
 [[package]]
 name = "pytest"
-version = "8.3.5"
+version = "8.4.1"
 description = "pytest: simple powerful testing with Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "pytest-8.3.5-py3-none-any.whl", hash = "sha256:c69214aa47deac29fad6c2a4f590b9c4a9fdb16a403176fe154b79c0b4d4d820"},
-    {file = "pytest-8.3.5.tar.gz", hash = "sha256:f4efe70cc14e511565ac476b57c279e12a855b11f48f212af1080ef2263d3845"},
+    {file = "pytest-8.4.1-py3-none-any.whl", hash = "sha256:539c70ba6fcead8e78eebbf1115e8b589e7565830d7d006a8723f19ac8a0afb7"},
+    {file = "pytest-8.4.1.tar.gz", hash = "sha256:7c67fd69174877359ed9371ec3af8a3d2b04741818c51e5e99cc1742251fa93c"},
 ]
 
 [package.dependencies]
-colorama = {version = "*", markers = "sys_platform == \"win32\""}
-iniconfig = "*"
-packaging = "*"
+colorama = {version = ">=0.4", markers = "sys_platform == \"win32\""}
+iniconfig = ">=1"
+packaging = ">=20"
 pluggy = ">=1.5,<2"
+pygments = ">=2.7.2"
 
 [package.extras]
-dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "python-dateutil"
@@ -2222,6 +2501,37 @@ files = [
     {file = "python_multipart-0.0.20.tar.gz", hash = "sha256:8dd0cab45b8e23064ae09147625994d090fa46f5b0d1e13af944c331a7fa9d13"},
 ]
 
+[[package]]
+name = "pywin32"
+version = "311"
+description = "Python for Window Extensions"
+optional = false
+python-versions = "*"
+groups = ["main"]
+markers = "sys_platform == \"win32\""
+files = [
+    {file = "pywin32-311-cp310-cp310-win32.whl", hash = "sha256:d03ff496d2a0cd4a5893504789d4a15399133fe82517455e78bad62efbb7f0a3"},
+    {file = "pywin32-311-cp310-cp310-win_amd64.whl", hash = "sha256:797c2772017851984b97180b0bebe4b620bb86328e8a884bb626156295a63b3b"},
+    {file = "pywin32-311-cp310-cp310-win_arm64.whl", hash = "sha256:0502d1facf1fed4839a9a51ccbcc63d952cf318f78ffc00a7e78528ac27d7a2b"},
+    {file = "pywin32-311-cp311-cp311-win32.whl", hash = "sha256:184eb5e436dea364dcd3d2316d577d625c0351bf237c4e9a5fabbcfa5a58b151"},
+    {file = "pywin32-311-cp311-cp311-win_amd64.whl", hash = "sha256:3ce80b34b22b17ccbd937a6e78e7225d80c52f5ab9940fe0506a1a16f3dab503"},
+    {file = "pywin32-311-cp311-cp311-win_arm64.whl", hash = "sha256:a733f1388e1a842abb67ffa8e7aad0e70ac519e09b0f6a784e65a136ec7cefd2"},
+    {file = "pywin32-311-cp312-cp312-win32.whl", hash = "sha256:750ec6e621af2b948540032557b10a2d43b0cee2ae9758c54154d711cc852d31"},
+    {file = "pywin32-311-cp312-cp312-win_amd64.whl", hash = "sha256:b8c095edad5c211ff31c05223658e71bf7116daa0ecf3ad85f3201ea3190d067"},
+    {file = "pywin32-311-cp312-cp312-win_arm64.whl", hash = "sha256:e286f46a9a39c4a18b319c28f59b61de793654af2f395c102b4f819e584b5852"},
+    {file = "pywin32-311-cp313-cp313-win32.whl", hash = "sha256:f95ba5a847cba10dd8c4d8fefa9f2a6cf283b8b88ed6178fa8a6c1ab16054d0d"},
+    {file = "pywin32-311-cp313-cp313-win_amd64.whl", hash = "sha256:718a38f7e5b058e76aee1c56ddd06908116d35147e133427e59a3983f703a20d"},
+    {file = "pywin32-311-cp313-cp313-win_arm64.whl", hash = "sha256:7b4075d959648406202d92a2310cb990fea19b535c7f4a78d3f5e10b926eeb8a"},
+    {file = "pywin32-311-cp314-cp314-win32.whl", hash = "sha256:b7a2c10b93f8986666d0c803ee19b5990885872a7de910fc460f9b0c2fbf92ee"},
+    {file = "pywin32-311-cp314-cp314-win_amd64.whl", hash = "sha256:3aca44c046bd2ed8c90de9cb8427f581c479e594e99b5c0bb19b29c10fd6cb87"},
+    {file = "pywin32-311-cp314-cp314-win_arm64.whl", hash = "sha256:a508e2d9025764a8270f93111a970e1d0fbfc33f4153b388bb649b7eec4f9b42"},
+    {file = "pywin32-311-cp38-cp38-win32.whl", hash = "sha256:6c6f2969607b5023b0d9ce2541f8d2cbb01c4f46bc87456017cf63b73f1e2d8c"},
+    {file = "pywin32-311-cp38-cp38-win_amd64.whl", hash = "sha256:c8015b09fb9a5e188f83b7b04de91ddca4658cee2ae6f3bc483f0b21a77ef6cd"},
+    {file = "pywin32-311-cp39-cp39-win32.whl", hash = "sha256:aba8f82d551a942cb20d4a83413ccbac30790b50efb89a75e4f586ac0bb8056b"},
+    {file = "pywin32-311-cp39-cp39-win_amd64.whl", hash = "sha256:e0c4cfb0621281fe40387df582097fd796e80430597cb9944f0ae70447bacd91"},
+    {file = "pywin32-311-cp39-cp39-win_arm64.whl", hash = "sha256:62ea666235135fee79bb154e695f3ff67370afefd71bd7fea7512fc70ef31e3d"},
+]
+
 [[package]]
 name = "pywin32-ctypes"
 version = "0.2.3"
@@ -2241,7 +2551,7 @@ version = "6.0.2"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"},
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf"},
@@ -2405,21 +2715,38 @@ files = [
 [package.extras]
 all = ["numpy"]
 
+[[package]]
+name = "referencing"
+version = "0.36.2"
+description = "JSON Referencing + Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "referencing-0.36.2-py3-none-any.whl", hash = "sha256:e8699adbbf8b5c7de96d8ffa0eb5c158b3beafce084968e2ea8bb08c6794dcd0"},
+    {file = "referencing-0.36.2.tar.gz", hash = "sha256:df2e89862cd09deabbdba16944cc3f10feb6b3e6f18e902f7cc25609a34775aa"},
+]
+
+[package.dependencies]
+attrs = ">=22.2.0"
+rpds-py = ">=0.7.0"
+typing-extensions = {version = ">=4.4.0", markers = "python_version < \"3.13\""}
+
 [[package]]
 name = "requests"
-version = "2.32.3"
+version = "2.32.5"
 description = "Python HTTP for Humans."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
-    {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
+    {file = "requests-2.32.5-py3-none-any.whl", hash = "sha256:2462f94637a34fd532264295e186976db0f5d453d1cdd31473c85a6a161affb6"},
+    {file = "requests-2.32.5.tar.gz", hash = "sha256:dbba0bac56e100853db0ea71b82b4dfd5fe2bf6d3754a8893c3af500cec7d7cf"},
 ]
 
 [package.dependencies]
 certifi = ">=2017.4.17"
-charset-normalizer = ">=2,<4"
+charset_normalizer = ">=2,<4"
 idna = ">=2.5,<4"
 urllib3 = ">=1.21.1,<3"
 
@@ -2442,6 +2769,21 @@ files = [
 [package.dependencies]
 requests = ">=2.0.1,<3.0.0"
 
+[[package]]
+name = "rfc3339-validator"
+version = "0.1.4"
+description = "A pure python RFC3339 validator"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+groups = ["main"]
+files = [
+    {file = "rfc3339_validator-0.1.4-py2.py3-none-any.whl", hash = "sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa"},
+    {file = "rfc3339_validator-0.1.4.tar.gz", hash = "sha256:138a2abdf93304ad60530167e51d2dfb9549521a836871b88d7f4695d0022f6b"},
+]
+
+[package.dependencies]
+six = "*"
+
 [[package]]
 name = "rich"
 version = "14.0.0"
@@ -2461,6 +2803,176 @@ pygments = ">=2.13.0,<3.0.0"
 [package.extras]
 jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
+[[package]]
+name = "rich-rst"
+version = "1.3.1"
+description = "A beautiful reStructuredText renderer for rich"
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = [
+    {file = "rich_rst-1.3.1-py3-none-any.whl", hash = "sha256:498a74e3896507ab04492d326e794c3ef76e7cda078703aa592d1853d91098c1"},
+    {file = "rich_rst-1.3.1.tar.gz", hash = "sha256:fad46e3ba42785ea8c1785e2ceaa56e0ffa32dbe5410dec432f37e4107c4f383"},
+]
+
+[package.dependencies]
+docutils = "*"
+rich = ">=12.0.0"
+
+[[package]]
+name = "rpds-py"
+version = "0.26.0"
+description = "Python bindings to Rust's persistent data structures (rpds)"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "rpds_py-0.26.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:4c70c70f9169692b36307a95f3d8c0a9fcd79f7b4a383aad5eaa0e9718b79b37"},
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+    {file = "rpds_py-0.26.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:69a607203441e07e9a8a529cff1d5b73f6a160f22db1097211e6212a68567d11"},
+    {file = "rpds_py-0.26.0.tar.gz", hash = "sha256:20dae58a859b0906f0685642e591056f1e787f3a8b39c8e8749a45dc7d26bdb0"},
+]
+
 [[package]]
 name = "secretstorage"
 version = "3.3.3"
@@ -2612,24 +3124,6 @@ files = [
     {file = "trove_classifiers-2025.5.1.12.tar.gz", hash = "sha256:28d24c3d043dc6b0459813d6bf4a231e788509b55ee3d54ba08ce72638031182"},
 ]
 
-[[package]]
-name = "typer"
-version = "0.16.0"
-description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
-optional = false
-python-versions = ">=3.7"
-groups = ["main"]
-files = [
-    {file = "typer-0.16.0-py3-none-any.whl", hash = "sha256:1f79bed11d4d02d4310e3c1b7ba594183bcedb0ac73b27a9e5f28f6fb5b98855"},
-    {file = "typer-0.16.0.tar.gz", hash = "sha256:af377ffaee1dbe37ae9440cb4e8f11686ea5ce4e9bae01b84ae7c63b87f1dd3b"},
-]
-
-[package.dependencies]
-click = ">=8.0.0"
-rich = ">=10.11.0"
-shellingham = ">=1.3.0"
-typing-extensions = ">=3.7.4.3"
-
 [[package]]
 name = "typing-extensions"
 version = "4.13.2"
@@ -2716,6 +3210,24 @@ platformdirs = ">=3.9.1,<5"
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
 test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8) ; platform_python_implementation == \"PyPy\" or platform_python_implementation == \"GraalVM\" or platform_python_implementation == \"CPython\" and sys_platform == \"win32\" and python_version >= \"3.13\"", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10) ; platform_python_implementation == \"CPython\""]
 
+[[package]]
+name = "werkzeug"
+version = "3.1.1"
+description = "The comprehensive WSGI web application library."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "werkzeug-3.1.1-py3-none-any.whl", hash = "sha256:a71124d1ef06008baafa3d266c02f56e1836a5984afd6dd6c9230669d60d9fb5"},
+    {file = "werkzeug-3.1.1.tar.gz", hash = "sha256:8cd39dfbdfc1e051965f156163e2974e52c210f130810e9ad36858f0fd3edad4"},
+]
+
+[package.dependencies]
+MarkupSafe = ">=2.1.1"
+
+[package.extras]
+watchdog = ["watchdog (>=2.3)"]
+
 [[package]]
 name = "xattr"
 version = "1.1.4"
@@ -2940,4 +3452,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.11"
-content-hash = "b5b92e224e2bbbd3b62f35c33ad1a68ed2f7351704e1875e316ed89290c111bd"
+content-hash = "b4ef581d6d4acb0f68b42534b885cef0b2934405fbb33d576a98f09f7e42ebb9"
diff --git a/services/mcp-server/pyproject.toml b/services/mcp-server/pyproject.toml
index 95fb4949..94798af2 100644
--- a/services/mcp-server/pyproject.toml
+++ b/services/mcp-server/pyproject.toml
@@ -23,7 +23,7 @@ flake8-pyproject = "^1.2.3"
 coverage = "^7.5.4"
 flake8-quotes = "^3.4.0"
 flake8-return = "^1.2.0"
-flake8-annotations-complexity = "^0.0.8"
+flake8-annotations-complexity = "^0.1.0"
 flake8-bandit = "^4.1.1"
 flake8-bugbear = "^24.8.19"
 flake8-builtins = "^2.5.0"
@@ -33,10 +33,10 @@ flake8-expression-complexity = "^0.0.11"
 # flake8-logging-format = "^2024.24.12"
 # flake8-docstrings = "^1.7.0"
 flake8-pytest-style = "^2.0.0"
-pep8-naming = "^0.14.1"
+pep8-naming = "^0.15.0"
 flake8-eol = "^0.0.8"
 flake8-exceptions = "^0.0.1a0"
-flake8-simplify = "^0.21.0"
+flake8-simplify = "^0.22.0"
 flake8-wot = "^0.2.0"
 flake8-function-order = "^0.0.5"
 flake8-tidy-imports = "^4.10.0"
diff --git a/services/rag-backend/Dockerfile b/services/rag-backend/Dockerfile
index 87cc8d8c..ca17cdd4 100644
--- a/services/rag-backend/Dockerfile
+++ b/services/rag-backend/Dockerfile
@@ -2,7 +2,7 @@ FROM --platform=linux/amd64 python:3.13-bookworm AS build
 
 ARG dev=0
 ENV POETRY_VIRTUALENVS_PATH=/app/services/rag-backend/.venv
-ENV POETRY_VERSION=1.8.3
+ENV POETRY_VERSION=2.1.3
 
 WORKDIR /app
 
diff --git a/services/rag-backend/poetry.lock b/services/rag-backend/poetry.lock
index 84f298e8..e84a4d3e 100644
--- a/services/rag-backend/poetry.lock
+++ b/services/rag-backend/poetry.lock
@@ -549,79 +549,100 @@ cron = ["capturer (>=2.4)"]
 
 [[package]]
 name = "coverage"
-version = "7.9.2"
+version = "7.10.6"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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+    {file = "debugpy-1.8.16-cp39-cp39-win32.whl", hash = "sha256:88eb9ffdfb59bf63835d146c183d6dba1f722b3ae2a5f4b9fc03e925b3358922"},
+    {file = "debugpy-1.8.16-cp39-cp39-win_amd64.whl", hash = "sha256:c2c47c2e52b40449552843b913786499efcc3dbc21d6c49287d939cd0dbc49fd"},
+    {file = "debugpy-1.8.16-py2.py3-none-any.whl", hash = "sha256:19c9521962475b87da6f673514f7fd610328757ec993bf7ec0d8c96f9a325f9e"},
+    {file = "debugpy-1.8.16.tar.gz", hash = "sha256:31e69a1feb1cf6b51efbed3f6c9b0ef03bc46ff050679c4be7ea6d2e23540870"},
 ]
 
 [[package]]
@@ -813,6 +834,23 @@ files = [
     {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
 ]
 
+[[package]]
+name = "docstring-parser"
+version = "0.17.0"
+description = "Parse Python docstrings in reST, Google and Numpydoc format"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "docstring_parser-0.17.0-py3-none-any.whl", hash = "sha256:cf2569abd23dce8099b300f9b4fa8191e9582dda731fd533daf54c4551658708"},
+    {file = "docstring_parser-0.17.0.tar.gz", hash = "sha256:583de4a309722b3315439bb31d64ba3eebada841f2e2cee23b99df001434c912"},
+]
+
+[package.extras]
+dev = ["pre-commit (>=2.16.0) ; python_version >= \"3.9\"", "pydoctor (>=25.4.0)", "pytest"]
+docs = ["pydoctor (>=25.4.0)"]
+test = ["pytest"]
+
 [[package]]
 name = "eradicate"
 version = "2.3.0"
@@ -827,35 +865,36 @@ files = [
 
 [[package]]
 name = "fastapi"
-version = "0.115.14"
+version = "0.116.1"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "fastapi-0.115.14-py3-none-any.whl", hash = "sha256:6c0c8bf9420bd58f565e585036d971872472b4f7d3f6c73b698e10cffdefb3ca"},
-    {file = "fastapi-0.115.14.tar.gz", hash = "sha256:b1de15cdc1c499a4da47914db35d0e4ef8f1ce62b624e94e0e5824421df99739"},
+    {file = "fastapi-0.116.1-py3-none-any.whl", hash = "sha256:c46ac7c312df840f0c9e220f7964bada936781bc4e2e6eb71f1c4d7553786565"},
+    {file = "fastapi-0.116.1.tar.gz", hash = "sha256:ed52cbf946abfd70c5a0dccb24673f0670deeb517a88b3544d03c2a6bf283143"},
 ]
 
 [package.dependencies]
 pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0"
-starlette = ">=0.40.0,<0.47.0"
+starlette = ">=0.40.0,<0.48.0"
 typing-extensions = ">=4.8.0"
 
 [package.extras]
-all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=3.1.5)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
-standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
+all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=3.1.5)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
+standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
+standard-no-fastapi-cloud-cli = ["email-validator (>=2.0.0)", "fastapi-cli[standard-no-fastapi-cloud-cli] (>=0.0.8)", "httpx (>=0.23.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
 
 [[package]]
 name = "fastembed"
-version = "0.6.1"
+version = "0.7.3"
 description = "Fast, light, accurate library built for retrieval embedding generation"
 optional = false
 python-versions = ">=3.9.0"
 groups = ["main"]
 files = [
-    {file = "fastembed-0.6.1-py3-none-any.whl", hash = "sha256:89bfe07d3e12ae84474f0c85a6416ffbded25c72af43ac7ebf39acf309046044"},
-    {file = "fastembed-0.6.1.tar.gz", hash = "sha256:9c69ce389700eaa267eb9f488ecced94273d973be3fa933e6a9f807df3da5d96"},
+    {file = "fastembed-0.7.3-py3-none-any.whl", hash = "sha256:a377b57843abd773318042960be39f1aef29827530acb98b035a554742a85cdf"},
+    {file = "fastembed-0.7.3.tar.gz", hash = "sha256:04e95eb5ccc706513166c23bf8e5429ed160c5783b7b11514431a77624d480a5"},
 ]
 
 [package.dependencies]
@@ -1161,14 +1200,14 @@ flake8-plugin-utils = ">=1.0,<2.0"
 
 [[package]]
 name = "flake8-simplify"
-version = "0.21.0"
+version = "0.22.0"
 description = "flake8 plugin which checks for code that can be simplified"
 optional = false
 python-versions = ">=3.6.1"
 groups = ["dev"]
 files = [
-    {file = "flake8_simplify-0.21.0-py3-none-any.whl", hash = "sha256:439391e762a9370b371208add0b5c5c40c3d25a98e1f5421d263215d08194183"},
-    {file = "flake8_simplify-0.21.0.tar.gz", hash = "sha256:c95ff1dcc1de5949af47e0087cbf1164445881131b15bcd7a71252670f492f4d"},
+    {file = "flake8_simplify-0.22.0-py3-none-any.whl", hash = "sha256:812c65bf49d7857093750df71fc9c4a925fc192bfca14ecf04570e224f17581f"},
+    {file = "flake8_simplify-0.22.0.tar.gz", hash = "sha256:526421594d5815cf786a637c2a705223956f7e34872b6bb9f66c5ce3e28caaf9"},
 ]
 
 [package.dependencies]
@@ -1396,6 +1435,40 @@ test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask[dataframe,test]", "moto
 test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
 tqdm = ["tqdm"]
 
+[[package]]
+name = "gitdb"
+version = "4.0.12"
+description = "Git Object Database"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "gitdb-4.0.12-py3-none-any.whl", hash = "sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf"},
+    {file = "gitdb-4.0.12.tar.gz", hash = "sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571"},
+]
+
+[package.dependencies]
+smmap = ">=3.0.1,<6"
+
+[[package]]
+name = "gitpython"
+version = "3.1.45"
+description = "GitPython is a Python library used to interact with Git repositories"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "gitpython-3.1.45-py3-none-any.whl", hash = "sha256:8908cb2e02fb3b93b7eb0f2827125cb699869470432cc885f019b8fd0fccff77"},
+    {file = "gitpython-3.1.45.tar.gz", hash = "sha256:85b0ee964ceddf211c41b9f27a49086010a190fd8132a24e21f362a4b36a791c"},
+]
+
+[package.dependencies]
+gitdb = ">=4.0.1,<5"
+
+[package.extras]
+doc = ["sphinx (>=7.1.2,<7.2)", "sphinx-autodoc-typehints", "sphinx_rtd_theme"]
+test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock ; python_version < \"3.8\"", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions ; python_version < \"3.11\""]
+
 [[package]]
 name = "googleapis-common-protos"
 version = "1.70.0"
@@ -1786,6 +1859,74 @@ files = [
     {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
 ]
 
+[[package]]
+name = "instructor"
+version = "1.11.2"
+description = "structured outputs for llm"
+optional = false
+python-versions = "<4.0,>=3.9"
+groups = ["main"]
+files = [
+    {file = "instructor-1.11.2-py3-none-any.whl", hash = "sha256:f7bc1094bcb7c6494d53ff284fe6a6737eb5e343945693c198e253ee7496fe82"},
+    {file = "instructor-1.11.2.tar.gz", hash = "sha256:e9ad4e2e0450a0840720bd2be034ffdfd7a65262ebdb854e7b2969886e1a2576"},
+]
+
+[package.dependencies]
+aiohttp = ">=3.9.1,<4.0.0"
+diskcache = ">=5.6.3"
+docstring-parser = ">=0.16,<1.0"
+jinja2 = ">=3.1.4,<4.0.0"
+jiter = ">=0.6.1,<0.11"
+openai = ">=1.70.0,<2.0.0"
+pydantic = ">=2.8.0,<3.0.0"
+pydantic-core = ">=2.18.0,<3.0.0"
+requests = ">=2.32.3,<3.0.0"
+rich = ">=13.7.0,<15.0.0"
+tenacity = ">=8.2.3,<10.0.0"
+typer = ">=0.9.0,<1.0.0"
+
+[package.extras]
+anthropic = ["anthropic (==0.53.0)", "xmltodict (>=0.13,<0.15)"]
+bedrock = ["boto3 (>=1.34.0,<2.0.0)"]
+cerebras-cloud-sdk = ["cerebras-cloud-sdk (>=1.5.0,<2.0.0)"]
+cohere = ["cohere (>=5.1.8,<6.0.0)"]
+datasets = ["datasets (>=3.0.1,<4.0.0)"]
+dev = ["coverage (>=7.3.2,<8.0.0)", "jsonref (>=1.1.0,<2.0.0)", "pre-commit (>=4.2.0)", "pyright (<2.0.0)", "pytest (>=8.3.3,<9.0.0)", "pytest-asyncio (>=0.24.0,<1.0.0)", "pytest-examples (>=0.0.15)", "pytest-xdist (>=3.8.0)", "python-dotenv (>=1.0.1)"]
+docs = ["mkdocs (>=1.6.1,<2.0.0)", "mkdocs-jupyter (>=0.24.6,<0.26.0)", "mkdocs-material (>=9.6.14)", "mkdocs-material-extensions (>=1.3.1)", "mkdocs-material[imaging] (>=9.5.9,<10.0.0)", "mkdocs-minify-plugin (>=0.8.0,<1.0.0)", "mkdocs-redirects (>=1.2.1,<2.0.0)", "mkdocs-rss-plugin (>=1.12.0,<2.0.0)", "mkdocstrings (>=0.27.1,<0.30.0)", "mkdocstrings-python (>=1.12.2,<2.0.0)", "pytest-examples (>=0.0.15)"]
+fireworks-ai = ["fireworks-ai (>=0.15.4,<1.0.0)"]
+google-genai = ["google-genai (>=1.5.0)", "jsonref (>=1.1.0,<2.0.0)"]
+graphviz = ["graphviz (>=0.20.3,<1.0.0)"]
+groq = ["groq (>=0.4.2,<0.27.0)"]
+litellm = ["litellm (>=1.35.31,<2.0.0)"]
+mistral = ["mistralai (>=1.5.1,<2.0.0)"]
+perplexity = ["openai (>=1.52.0,<2.0.0)"]
+phonenumbers = ["phonenumbers (>=8.13.33,<10.0.0)"]
+pydub = ["pydub (>=0.25.1,<1.0.0)"]
+sqlmodel = ["sqlmodel (>=0.0.22,<1.0.0)"]
+test-docs = ["diskcache (>=5.6.3,<6.0.0)", "fastapi (>=0.109.2,<0.116.0)", "litellm (>=1.35.31,<2.0.0)", "mistralai (>=1.5.1,<2.0.0)", "pandas (>=2.2.0,<3.0.0)", "pydantic-extra-types (>=2.6.0,<3.0.0)", "redis (>=5.0.1,<7.0.0)", "tabulate (>=0.9.0,<1.0.0)"]
+trafilatura = ["trafilatura (>=1.12.2,<3.0.0)"]
+vertexai = ["google-cloud-aiplatform (>=1.53.0,<2.0.0)", "jsonref (>=1.1.0,<2.0.0)"]
+writer = ["writer-sdk (>=2.2.0,<3.0.0)"]
+xai = ["python-dotenv (>=1.0.0)", "xai-sdk (>=0.2.0) ; python_version >= \"3.10\""]
+
+[[package]]
+name = "jinja2"
+version = "3.1.6"
+description = "A very fast and expressive template engine."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"},
+    {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
+]
+
+[package.dependencies]
+MarkupSafe = ">=2.0"
+
+[package.extras]
+i18n = ["Babel (>=2.7)"]
+
 [[package]]
 name = "jiter"
 version = "0.10.0"
@@ -1942,23 +2083,23 @@ xai = ["langchain-xai"]
 
 [[package]]
 name = "langchain-community"
-version = "0.3.23"
+version = "0.3.27"
 description = "Community contributed LangChain integrations."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_community-0.3.23-py3-none-any.whl", hash = "sha256:7b5328e749df6bbaf8e60c53d810a95ab22f2d2262911b206b0fb582d58350b7"},
-    {file = "langchain_community-0.3.23.tar.gz", hash = "sha256:afb4b34d8b75fc00f78b2270e988bb48fff96b333d23fae05ab32d012940973f"},
+    {file = "langchain_community-0.3.27-py3-none-any.whl", hash = "sha256:581f97b795f9633da738ea95da9cb78f8879b538090c9b7a68c0aed49c828f0d"},
+    {file = "langchain_community-0.3.27.tar.gz", hash = "sha256:e1037c3b9da0c6d10bf06e838b034eb741e016515c79ef8f3f16e53ead33d882"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 dataclasses-json = ">=0.5.7,<0.7"
 httpx-sse = ">=0.4.0,<1.0.0"
-langchain = ">=0.3.24,<1.0.0"
-langchain-core = ">=0.3.56,<1.0.0"
-langsmith = ">=0.1.125,<0.4"
+langchain = ">=0.3.26,<1.0.0"
+langchain-core = ">=0.3.66,<1.0.0"
+langsmith = ">=0.1.125"
 numpy = {version = ">=2.1.0", markers = "python_version >= \"3.13\""}
 pydantic-settings = ">=2.4.0,<3.0.0"
 PyYAML = ">=5.3"
@@ -1968,20 +2109,20 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
 
 [[package]]
 name = "langchain-core"
-version = "0.3.68"
+version = "0.3.74"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_core-0.3.68-py3-none-any.whl", hash = "sha256:5e5c1fbef419590537c91b8c2d86af896fbcbaf0d5ed7fdcdd77f7d8f3467ba0"},
-    {file = "langchain_core-0.3.68.tar.gz", hash = "sha256:312e1932ac9aa2eaf111b70fdc171776fa571d1a86c1f873dcac88a094b19c6f"},
+    {file = "langchain_core-0.3.74-py3-none-any.whl", hash = "sha256:088338b5bc2f6a66892f9afc777992c24ee3188f41cbc603d09181e34a228ce7"},
+    {file = "langchain_core-0.3.74.tar.gz", hash = "sha256:ff604441aeade942fbcc0a3860a592daba7671345230c2078ba2eb5f82b6ba76"},
 ]
 
 [package.dependencies]
 jsonpatch = ">=1.33,<2.0"
 langsmith = ">=0.3.45"
-packaging = ">=23.2,<25"
+packaging = ">=23.2"
 pydantic = ">=2.7.4"
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
@@ -2072,14 +2213,14 @@ six = "*"
 
 [[package]]
 name = "langfuse"
-version = "3.0.0"
+version = "3.2.1"
 description = "A client library for accessing langfuse"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
-    {file = "langfuse-3.0.0-py3-none-any.whl", hash = "sha256:5f493bd15760b15195cc71ec7aaa4f93008058a1f5dfe4b32f72f31cbdc6f605"},
-    {file = "langfuse-3.0.0.tar.gz", hash = "sha256:c47449ae93a3007efee6b861484f529efb187ddbfb5093e0cb94b84636e0a605"},
+    {file = "langfuse-3.2.1-py3-none-any.whl", hash = "sha256:07a84e8c1eed6ac8e149bdda1431fd866e4aee741b66124316336fb2bc7e6a32"},
+    {file = "langfuse-3.2.1.tar.gz", hash = "sha256:f79b0380dfcf52c7525bb5d7f8e9d8786a6fc8b37867def047bb388930a7beb3"},
 ]
 
 [package.dependencies]
@@ -2099,21 +2240,21 @@ openai = ["openai (>=0.27.8)"]
 
 [[package]]
 name = "langgraph"
-version = "0.4.10"
+version = "0.6.6"
 description = "Building stateful, multi-actor applications with LLMs"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langgraph-0.4.10-py3-none-any.whl", hash = "sha256:fa1257afba55778f222981362c1221fb0cc166467a543c13729eb104b9becbc9"},
-    {file = "langgraph-0.4.10.tar.gz", hash = "sha256:391dadf5051bab212d711da62b10ae6c97bbc912a9f812b4b27e92a934a401c6"},
+    {file = "langgraph-0.6.6-py3-none-any.whl", hash = "sha256:a2283a5236abba6c8307c1a485c04e8a0f0ffa2be770878782a7bf2deb8d7954"},
+    {file = "langgraph-0.6.6.tar.gz", hash = "sha256:e7d3cefacf356f8c01721b166b67b3bf581659d5361a3530f59ecd9b8448eca7"},
 ]
 
 [package.dependencies]
 langchain-core = ">=0.1"
-langgraph-checkpoint = ">=2.0.26"
-langgraph-prebuilt = ">=0.2.0"
-langgraph-sdk = ">=0.1.42"
+langgraph-checkpoint = ">=2.1.0,<3.0.0"
+langgraph-prebuilt = ">=0.6.0,<0.7.0"
+langgraph-sdk = ">=0.2.2,<0.3.0"
 pydantic = ">=2.7.4"
 xxhash = ">=3.5.0"
 
@@ -2135,30 +2276,30 @@ ormsgpack = ">=1.10.0"
 
 [[package]]
 name = "langgraph-prebuilt"
-version = "0.5.2"
+version = "0.6.4"
 description = "Library with high-level APIs for creating and executing LangGraph agents and tools."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
 langchain-core = ">=0.3.67"
-langgraph-checkpoint = ">=2.1.0"
+langgraph-checkpoint = ">=2.1.0,<3.0.0"
 
 [[package]]
 name = "langgraph-sdk"
-version = "0.1.72"
+version = "0.2.4"
 description = "SDK for interacting with LangGraph API"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -2217,7 +2358,7 @@ version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
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@@ -2236,6 +2377,77 @@ profiling = ["gprof2dot"]
 rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
 testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
+[[package]]
+name = "markupsafe"
+version = "3.0.2"
+description = "Safely add untrusted strings to HTML/XML markup."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+    {file = "markupsafe-3.0.2.tar.gz", hash = "sha256:ee55d3edf80167e48ea11a923c7386f4669df67d7994554387f84e7d8b0a2bf0"},
+]
+
 [[package]]
 name = "marshmallow"
 version = "3.26.1"
@@ -2274,7 +2486,7 @@ version = "0.1.2"
 description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
     {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
@@ -4019,24 +4231,24 @@ develop = true
 datasets = "^3.5.1"
 dependency-injector = "^4.46.0"
 deprecated = "^1.2.18"
-fastapi = "^0.115.2"
-fastembed = "^0.6.1"
+fastapi = "^0.116.0"
+fastembed = "^0.7.0"
 flashrank = "^0.2.10"
-langchain-community = "0.3.23"
+langchain-community = "0.3.27"
 langchain-ollama = "^0.3.2"
 langchain-qdrant = "^0.2.0"
 langdetect = "^1.0.9"
-langfuse = "3.0.0"
-langgraph = "^0.4.2"
+langfuse = "3.2.1"
+langgraph = "^0.6.0"
 openai = "^1.77.0"
 pillow = "^11.2.1"
 pytest-asyncio = "^0.26.0"
 pyyaml = "^6.0.2"
 qdrant-client = "^1.14.2"
 rag-core-lib = {path = "../rag-core-lib", develop = true}
-ragas = "^0.2.15"
+ragas = "^0.3.0"
 requests-oauthlib = "^2.0.0"
-uvicorn = "^0.34.2"
+uvicorn = "^0.35.0"
 
 [package.source]
 type = "directory"
@@ -4056,10 +4268,10 @@ develop = true
 deprecated = "^1.2.18"
 flashrank = "^0.2.10"
 langchain = "^0.3.25"
-langchain-community = "0.3.23"
-langchain-core = "0.3.68"
+langchain-community = "0.3.27"
+langchain-core = "0.3.74"
 langchain-openai = "^0.3.27"
-langfuse = "3.0.0"
+langfuse = "3.2.1"
 oauthlib = "^3.2.2"
 openai = "^1.77.0"
 pydantic = "^2.11.4"
@@ -4072,35 +4284,42 @@ url = "../../libs/rag-core-lib"
 
 [[package]]
 name = "ragas"
-version = "0.2.15"
-description = ""
+version = "0.3.2"
+description = "Evaluation framework for RAG and LLM applications"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "ragas-0.2.15-py3-none-any.whl", hash = "sha256:298cd3d1fe3bd21ca4d31023a55079740d7bdd27a8c915bb371cec3c50cde608"},
-    {file = "ragas-0.2.15.tar.gz", hash = "sha256:2d0cd77b315a9c9c02ceb0a19ca8a48e82e1d02416587a2944ea51e6e327cd7b"},
+    {file = "ragas-0.3.2-py3-none-any.whl", hash = "sha256:ccf4447fdc6daf69b5fafb26d8baa5095e4194a4dc87091b2a118f68322e7f1b"},
+    {file = "ragas-0.3.2.tar.gz", hash = "sha256:a800a5326f0d5bfa086cf8832d4b1031e4b21ff063f83d7d9388ee36e1a93fe6"},
 ]
 
 [package.dependencies]
 appdirs = "*"
 datasets = "*"
 diskcache = ">=5.6.3"
+gitpython = "*"
+instructor = "*"
 langchain = "*"
 langchain-community = "*"
 langchain-core = "*"
 langchain_openai = "*"
 nest-asyncio = "*"
 numpy = "*"
-openai = ">1"
-pydantic = ">=2"
+openai = ">=1.0.0"
+pillow = ">=10.4.0"
+pydantic = ">=2.0.0"
+rich = "*"
 tiktoken = "*"
+tqdm = "*"
+typer = "*"
 
 [package.extras]
-all = ["datacompy", "llama_index", "nltk", "pandas", "r2r", "rapidfuzz", "rouge_score", "sentence-transformers", "transformers"]
-dev = ["black[jupyter]", "datacompy", "fastembed", "graphene", "haystack-ai", "isort", "llama_index", "nltk", "notebook", "pandas", "pyright", "r2r", "rapidfuzz", "rich", "rouge_score", "ruff", "sacrebleu", "sentence-transformers", "sphinx-autobuild", "transformers"]
-docs = ["mkdocs (>=1.6.1)", "mkdocs-autorefs", "mkdocs-gen-files", "mkdocs-git-committers-plugin-2", "mkdocs-git-revision-date-localized-plugin", "mkdocs-glightbox", "mkdocs-literate-nav", "mkdocs-material", "mkdocs-material[imaging]", "mkdocs-section-index", "mkdocstrings[python]"]
-test = ["llama_index", "nbmake", "pytest", "pytest-asyncio", "pytest-xdist[psutil]"]
+ai-frameworks = ["haystack-ai"]
+all = ["datacompy", "llama_index", "nltk", "pandas", "r2r", "rapidfuzz", "rouge_score", "sacrebleu", "sentence-transformers", "transformers"]
+examples = ["openai (>=1.0.0)"]
+gdrive = ["google-api-python-client (>=2.178.0)", "google-auth (>=2.40.3)", "google-auth-oauthlib (>=1.2.2)"]
+tracing = ["langfuse (>=3.2.4)", "mlflow (>=3.1.4)"]
 
 [[package]]
 name = "regex"
@@ -4268,7 +4487,7 @@ version = "14.0.0"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
 python-versions = ">=3.8.0"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
     {file = "rich-14.0.0-py3-none-any.whl", hash = "sha256:1c9491e1951aac09caffd42f448ee3d04e58923ffe14993f6e83068dc395d7e0"},
     {file = "rich-14.0.0.tar.gz", hash = "sha256:82f1bc23a6a21ebca4ae0c45af9bdbc492ed20231dcb63f297d6d1021a9d5725"},
@@ -4302,6 +4521,18 @@ enabler = ["pytest-enabler (>=2.2)"]
 test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21) ; python_version >= \"3.9\" and sys_platform != \"cygwin\"", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf ; sys_platform != \"cygwin\"", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
 type = ["importlib_metadata (>=7.0.2) ; python_version < \"3.10\"", "jaraco.develop (>=7.21) ; sys_platform != \"cygwin\"", "mypy (==1.14.*)", "pytest-mypy"]
 
+[[package]]
+name = "shellingham"
+version = "1.5.4"
+description = "Tool to Detect Surrounding Shell"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686"},
+    {file = "shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de"},
+]
+
 [[package]]
 name = "six"
 version = "1.17.0"
@@ -4314,6 +4545,18 @@ files = [
     {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
 ]
 
+[[package]]
+name = "smmap"
+version = "5.0.2"
+description = "A pure Python implementation of a sliding window memory map manager"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "smmap-5.0.2-py3-none-any.whl", hash = "sha256:b30115f0def7d7531d22a0fb6502488d879e75b260a9db4d0819cfb25403af5e"},
+    {file = "smmap-5.0.2.tar.gz", hash = "sha256:26ea65a03958fa0c8a1c7e8c7a58fdc77221b8910f6be2131affade476898ad5"},
+]
+
 [[package]]
 name = "sniffio"
 version = "1.3.1"
@@ -4592,6 +4835,24 @@ notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
 
+[[package]]
+name = "typer"
+version = "0.17.3"
+description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "typer-0.17.3-py3-none-any.whl", hash = "sha256:643919a79182ab7ac7581056d93c6a2b865b026adf2872c4d02c72758e6f095b"},
+    {file = "typer-0.17.3.tar.gz", hash = "sha256:0c600503d472bcf98d29914d4dcd67f80c24cc245395e2e00ba3603c9332e8ba"},
+]
+
+[package.dependencies]
+click = ">=8.0.0"
+rich = ">=10.11.0"
+shellingham = ">=1.3.0"
+typing-extensions = ">=3.7.4.3"
+
 [[package]]
 name = "typing-extensions"
 version = "4.14.1"
@@ -4667,14 +4928,14 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "uvicorn"
-version = "0.34.3"
+version = "0.35.0"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "uvicorn-0.34.3-py3-none-any.whl", hash = "sha256:16246631db62bdfbf069b0645177d6e8a77ba950cfedbfd093acef9444e4d885"},
-    {file = "uvicorn-0.34.3.tar.gz", hash = "sha256:35919a9a979d7a59334b6b10e05d77c1d0d574c50e0fc98b8b1a0f165708b55a"},
+    {file = "uvicorn-0.35.0-py3-none-any.whl", hash = "sha256:197535216b25ff9b785e29a0b79199f55222193d47f820816e7da751e9bc8d4a"},
+    {file = "uvicorn-0.35.0.tar.gz", hash = "sha256:bc662f087f7cf2ce11a1d7fd70b90c9f98ef2e2831556dd078d131b96cc94a01"},
 ]
 
 [package.dependencies]
@@ -5177,4 +5438,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.13"
-content-hash = "f10ee313444120b075ca2c2031d839d1eac751ed95de80c36aaca65eecfdac86"
+content-hash = "16a92dde51204d04e06000dd8d13e83e5f76ca36dc6c2e63083b921089642187"
diff --git a/services/rag-backend/pyproject.toml b/services/rag-backend/pyproject.toml
index 1e790e11..8b2eb769 100644
--- a/services/rag-backend/pyproject.toml
+++ b/services/rag-backend/pyproject.toml
@@ -30,7 +30,7 @@ flake8-pytest-style = "^2.0.0"
 pep8-naming = "^0.15.1"
 flake8-eol = "^0.0.8"
 flake8-exceptions = "^0.0.1a0"
-flake8-simplify = "^0.21.0"
+flake8-simplify = "^0.22.0"
 flake8-wot = "^0.2.0"
 flake8-function-order = "^0.0.5"
 flake8-tidy-imports = "^4.10.0"