From 6fc6338413e3331029cedc67a850c5f811956758 Mon Sep 17 00:00:00 2001
From: aserrador <alejandro.ayala@onecluster.org>
Date: Wed, 4 Mar 2026 16:20:56 -0500
Subject: [PATCH] fix: PEP8 Style

---
 poetry.lock                                   | 833 +++++++++++++++++-
 pyproject.toml                                |   4 +-
 src/naliiabot/bot/agent/agent.py              |  22 +-
 .../bot/prompts/prompts/prompts_template.yaml |  22 +-
 src/naliiabot/bot/tools/naliia_tools.py       |  99 ++-
 src/naliiabot/bot/tools/schemes.py            |  37 +
 src/naliiabotapi/api/dependencies.py          |  15 +-
 src/naliiabotapi/api/v1/endpoints/chat.py     |  16 +-
 src/naliiabotapi/api/v1/webhooks/chat_hook.py |  22 +-
 src/naliiabotapi/main.py                      |   8 +-
 src/naliiabotapi/schemes/chat_schemes.py      |   2 +-
 src/ui/src/ui/app.py                          |  17 +-
 src/ui/src/ui/logger.py                       |   2 +-
 tests/conftest.py                             | 188 ++--
 tests/test_agent.py                           |   5 +-
 tests/test_api.py                             |   4 +-
 tests/test_webhook.py                         |   7 +-
 17 files changed, 1086 insertions(+), 217 deletions(-)
 create mode 100644 src/naliiabot/bot/tools/schemes.py

diff --git a/poetry.lock b/poetry.lock
index fcdfccd..23747af 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,5 +1,20 @@
 # This file is automatically @generated by Poetry 2.3.2 and should not be changed by hand.
 
+[[package]]
+name = "aiofile"
+version = "3.9.0"
+description = "Asynchronous file operations."
+optional = false
+python-versions = "<4,>=3.8"
+groups = ["main"]
+files = [
+    {file = "aiofile-3.9.0-py3-none-any.whl", hash = "sha256:ce2f6c1571538cbdfa0143b04e16b208ecb0e9cb4148e528af8a640ed51cc8aa"},
+    {file = "aiofile-3.9.0.tar.gz", hash = "sha256:e5ad718bb148b265b6df1b3752c4d1d83024b93da9bd599df74b9d9ffcf7919b"},
+]
+
+[package.dependencies]
+caio = ">=0.9.0,<0.10.0"
+
 [[package]]
 name = "annotated-doc"
 version = "0.0.4"
@@ -85,6 +100,53 @@ files = [
 astroid = ["astroid (>=2,<5)"]
 test = ["astroid (>=2,<5)", "pytest (<9.0)", "pytest-cov", "pytest-xdist"]
 
+[[package]]
+name = "attrs"
+version = "25.4.0"
+description = "Classes Without Boilerplate"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "attrs-25.4.0-py3-none-any.whl", hash = "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373"},
+    {file = "attrs-25.4.0.tar.gz", hash = "sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11"},
+]
+
+[[package]]
+name = "authlib"
+version = "1.6.9"
+description = "The ultimate Python library in building OAuth and OpenID Connect servers and clients."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "authlib-1.6.9-py2.py3-none-any.whl", hash = "sha256:f08b4c14e08f0861dc18a32357b33fbcfd2ea86cfe3fe149484b4d764c4a0ac3"},
+    {file = "authlib-1.6.9.tar.gz", hash = "sha256:d8f2421e7e5980cc1ddb4e32d3f5fa659cfaf60d8eaf3281ebed192e4ab74f04"},
+]
+
+[package.dependencies]
+cryptography = "*"
+
+[[package]]
+name = "beartype"
+version = "0.22.9"
+description = "Unbearably fast near-real-time pure-Python runtime-static type-checker."
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "beartype-0.22.9-py3-none-any.whl", hash = "sha256:d16c9bbc61ea14637596c5f6fbff2ee99cbe3573e46a716401734ef50c3060c2"},
+    {file = "beartype-0.22.9.tar.gz", hash = "sha256:8f82b54aa723a2848a56008d18875f91c1db02c32ef6a62319a002e3e25a975f"},
+]
+
+[package.extras]
+dev = ["autoapi (>=0.9.0)", "celery", "click", "coverage (>=5.5)", "docutils (>=0.22.0)", "equinox ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "fastmcp ; python_version < \"3.14.0\"", "jax[cpu] ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "jaxtyping ; sys_platform == \"linux\"", "langchain ; python_version < \"3.14.0\" and sys_platform != \"darwin\" and platform_python_implementation != \"PyPy\"", "mypy (>=0.800) ; platform_python_implementation != \"PyPy\"", "nuitka (>=1.2.6) ; sys_platform == \"linux\" and python_version < \"3.14.0\"", "numba ; python_version < \"3.14.0\"", "numpy ; python_version < \"3.15.0\" and sys_platform != \"darwin\" and platform_python_implementation != \"PyPy\"", "pandera (>=0.26.0) ; python_version < \"3.14.0\"", "poetry", "polars ; python_version < \"3.14.0\"", "pydata-sphinx-theme (<=0.7.2)", "pygments", "pyinstaller", "pyright (>=1.1.370)", "pytest (>=6.2.0)", "redis", "rich-click", "setuptools", "sphinx", "sphinx (>=4.2.0,<6.0.0)", "sphinxext-opengraph (>=0.7.5)", "sqlalchemy", "torch ; sys_platform == \"linux\" and python_version < \"3.14.0\"", "tox (>=3.20.1)", "typer", "typing-extensions (>=3.10.0.0)", "xarray ; python_version < \"3.15.0\""]
+doc-ghp = ["mkdocs-material[imaging] (>=9.6.0)", "mkdocstrings-python (>=1.16.0)", "mkdocstrings-python-xref (>=1.16.0)"]
+doc-rtd = ["autoapi (>=0.9.0)", "pydata-sphinx-theme (<=0.7.2)", "setuptools", "sphinx (>=4.2.0,<6.0.0)", "sphinxext-opengraph (>=0.7.5)"]
+test = ["celery", "click", "coverage (>=5.5)", "docutils (>=0.22.0)", "equinox ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "fastmcp ; python_version < \"3.14.0\"", "jax[cpu] ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "jaxtyping ; sys_platform == \"linux\"", "langchain ; python_version < \"3.14.0\" and sys_platform != \"darwin\" and platform_python_implementation != \"PyPy\"", "mypy (>=0.800) ; platform_python_implementation != \"PyPy\"", "nuitka (>=1.2.6) ; sys_platform == \"linux\" and python_version < \"3.14.0\"", "numba ; python_version < \"3.14.0\"", "numpy ; python_version < \"3.15.0\" and sys_platform != \"darwin\" and platform_python_implementation != \"PyPy\"", "pandera (>=0.26.0) ; python_version < \"3.14.0\"", "poetry", "polars ; python_version < \"3.14.0\"", "pygments", "pyinstaller", "pyright (>=1.1.370)", "pytest (>=6.2.0)", "redis", "rich-click", "sphinx", "sqlalchemy", "torch ; sys_platform == \"linux\" and python_version < \"3.14.0\"", "tox (>=3.20.1)", "typer", "typing-extensions (>=3.10.0.0)", "xarray ; python_version < \"3.15.0\""]
+test-tox = ["celery", "click", "docutils (>=0.22.0)", "equinox ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "fastmcp ; python_version < \"3.14.0\"", "jax[cpu] ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "jaxtyping ; sys_platform == \"linux\"", "langchain ; python_version < \"3.14.0\" and sys_platform != \"darwin\" and platform_python_implementation != \"PyPy\"", "mypy (>=0.800) ; platform_python_implementation != \"PyPy\"", "nuitka (>=1.2.6) ; sys_platform == \"linux\" and python_version < \"3.14.0\"", "numba ; python_version < \"3.14.0\"", "numpy ; python_version < \"3.15.0\" and sys_platform != \"darwin\" and platform_python_implementation != \"PyPy\"", "pandera (>=0.26.0) ; python_version < \"3.14.0\"", "poetry", "polars ; python_version < \"3.14.0\"", "pygments", "pyinstaller", "pyright (>=1.1.370)", "pytest (>=6.2.0)", "redis", "rich-click", "sphinx", "sqlalchemy", "torch ; sys_platform == \"linux\" and python_version < \"3.14.0\"", "typer", "typing-extensions (>=3.10.0.0)", "xarray ; python_version < \"3.15.0\""]
+test-tox-coverage = ["coverage (>=5.5)"]
+
 [[package]]
 name = "blockbuster"
 version = "1.5.26"
@@ -100,6 +162,43 @@ files = [
 [package.dependencies]
 forbiddenfruit = {version = ">=0.1.4", markers = "implementation_name == \"cpython\""}
 
+[[package]]
+name = "cachetools"
+version = "7.0.2"
+description = "Extensible memoizing collections and decorators"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "cachetools-7.0.2-py3-none-any.whl", hash = "sha256:938dcad184827c5e94928c4fd5526e2b46692b7fb1ae94472da9131d0299343c"},
+    {file = "cachetools-7.0.2.tar.gz", hash = "sha256:7e7f09a4ca8b791d8bb4864afc71e9c17e607a28e6839ca1a644253c97dbeae0"},
+]
+
+[[package]]
+name = "caio"
+version = "0.9.25"
+description = "Asynchronous file IO for Linux MacOS or Windows."
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "caio-0.9.25-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ca6c8ecda611478b6016cb94d23fd3eb7124852b985bdec7ecaad9f3116b9619"},
+    {file = "caio-0.9.25-cp310-cp310-manylinux2010_x86_64.manylinux2014_x86_64.manylinux_2_12_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:db9b5681e4af8176159f0d6598e73b2279bb661e718c7ac23342c550bd78c241"},
+    {file = "caio-0.9.25-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:d6956d9e4a27021c8bd6c9677f3a59eb1d820cc32d0343cea7961a03b1371965"},
+    {file = "caio-0.9.25-cp311-cp311-manylinux2010_x86_64.manylinux2014_x86_64.manylinux_2_12_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:bf84bfa039f25ad91f4f52944452a5f6f405e8afab4d445450978cd6241d1478"},
+    {file = "caio-0.9.25-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:fb7ff95af4c31ad3f03179149aab61097a71fd85e05f89b4786de0359dffd044"},
+    {file = "caio-0.9.25-cp312-cp312-manylinux2010_x86_64.manylinux2014_x86_64.manylinux_2_12_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:97084e4e30dfa598449d874c4d8e0c8d5ea17d2f752ef5e48e150ff9d240cd64"},
+    {file = "caio-0.9.25-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:d6c2a3411af97762a2b03840c3cec2f7f728921ff8adda53d7ea2315a8563451"},
+    {file = "caio-0.9.25-cp313-cp313-manylinux2010_x86_64.manylinux2014_x86_64.manylinux_2_12_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:0998210a4d5cd5cb565b32ccfe4e53d67303f868a76f212e002a8554692870e6"},
+    {file = "caio-0.9.25-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:fab6078b9348e883c80a5e14b382e6ad6aabbc4429ca034e76e730cf464269db"},
+    {file = "caio-0.9.25-cp314-cp314-manylinux2010_x86_64.manylinux2014_x86_64.manylinux_2_12_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:44a6b58e52d488c75cfaa5ecaa404b2b41cc965e6c417e03251e868ecd5b6d77"},
+    {file = "caio-0.9.25-py3-none-any.whl", hash = "sha256:06c0bb02d6b929119b1cfbe1ca403c768b2013a369e2db46bfa2a5761cf82e40"},
+    {file = "caio-0.9.25.tar.gz", hash = "sha256:16498e7f81d1d0f5a4c0ad3f2540e65fe25691376e0a5bd367f558067113ed10"},
+]
+
+[package.extras]
+develop = ["aiomisc-pytest", "coveralls", "pylama[toml]", "pytest", "pytest-cov", "setuptools"]
+
 [[package]]
 name = "certifi"
 version = "2026.1.4"
@@ -118,7 +217,7 @@ version = "2.0.0"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["main", "dev"]
 markers = "platform_python_implementation != \"PyPy\""
 files = [
     {file = "cffi-2.0.0-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44"},
@@ -514,7 +613,7 @@ version = "46.0.4"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = "!=3.9.0,!=3.9.1,>=3.8"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
     {file = "cryptography-46.0.4-cp311-abi3-macosx_10_9_universal2.whl", hash = "sha256:281526e865ed4166009e235afadf3a4c4cba6056f99336a99efba65336fd5485"},
     {file = "cryptography-46.0.4-cp311-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:5f14fba5bf6f4390d7ff8f086c566454bff0411f6d8aa7af79c88b6f9267aecc"},
@@ -580,6 +679,33 @@ ssh = ["bcrypt (>=3.1.5)"]
 test = ["certifi (>=2024)", "cryptography-vectors (==46.0.4)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
 test-randomorder = ["pytest-randomly"]
 
+[[package]]
+name = "cyclopts"
+version = "4.6.0"
+description = "Intuitive, easy CLIs based on type hints."
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "cyclopts-4.6.0-py3-none-any.whl", hash = "sha256:0a891cb55bfd79a3cdce024db8987b33316aba11071e5258c21ac12a640ba9f2"},
+    {file = "cyclopts-4.6.0.tar.gz", hash = "sha256:483c4704b953ea6da742e8de15972f405d2e748d19a848a4d61595e8e5360ee5"},
+]
+
+[package.dependencies]
+attrs = ">=23.1.0"
+docstring-parser = ">=0.15,<4.0"
+rich = ">=13.6.0"
+rich-rst = ">=1.3.1,<2.0.0"
+
+[package.extras]
+debug = ["ipdb (>=0.13.9)", "line-profiler (>=3.5.1)"]
+dev = ["coverage[toml] (>=5.1)", "mkdocs (>=1.4.0)", "pre-commit (>=2.16.0)", "pydantic (>=2.11.2,<3.0.0)", "pytest (>=8.2.0)", "pytest-cov (>=3.0.0)", "pytest-mock (>=3.7.0)", "pyyaml (>=6.0.1)", "syrupy (>=4.0.0)", "toml (>=0.10.2,<1.0.0)", "trio (>=0.10.0)"]
+docs = ["gitpython (>=3.1.31)", "myst-parser[linkify] (>=3.0.1,<5.0.0)", "sphinx (>=7.4.7,<8.2.0)", "sphinx-autodoc-typehints (>=1.25.2,<4.0.0)", "sphinx-copybutton (>=0.5,<1.0)", "sphinx-rtd-dark-mode (>=1.3.0,<2.0.0)", "sphinx-rtd-theme (>=3.0.0,<4.0.0)"]
+mkdocs = ["markdown (>=3.3)", "mkdocs (>=1.4.0)", "pymdown-extensions (>=10.0)"]
+toml = ["tomli (>=2.0.0) ; python_version < \"3.11\""]
+trio = ["trio (>=0.10.0)"]
+yaml = ["pyyaml (>=6.0.1)"]
+
 [[package]]
 name = "decorator"
 version = "5.2.1"
@@ -642,6 +768,18 @@ dev = ["pre-commit (>=2.16.0) ; python_version >= \"3.9\"", "pydoctor (>=25.4.0)
 docs = ["pydoctor (>=25.4.0)"]
 test = ["pytest"]
 
+[[package]]
+name = "docutils"
+version = "0.22.4"
+description = "Docutils -- Python Documentation Utilities"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "docutils-0.22.4-py3-none-any.whl", hash = "sha256:d0013f540772d1420576855455d050a2180186c91c15779301ac2ccb3eeb68de"},
+    {file = "docutils-0.22.4.tar.gz", hash = "sha256:4db53b1fde9abecbb74d91230d32ab626d94f6badfc575d6db9194a49df29968"},
+]
+
 [[package]]
 name = "dotenv"
 version = "0.9.9"
@@ -672,6 +810,21 @@ files = [
 dnspython = ">=2.0.0"
 idna = ">=2.0.0"
 
+[[package]]
+name = "exceptiongroup"
+version = "1.3.1"
+description = "Backport of PEP 654 (exception groups)"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "exceptiongroup-1.3.1-py3-none-any.whl", hash = "sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598"},
+    {file = "exceptiongroup-1.3.1.tar.gz", hash = "sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219"},
+]
+
+[package.extras]
+test = ["pytest (>=6)"]
+
 [[package]]
 name = "executing"
 version = "2.2.1"
@@ -931,6 +1084,67 @@ files = [
     {file = "fastar-0.8.0.tar.gz", hash = "sha256:f4d4d68dbf1c4c2808f0e730fac5843493fc849f70fe3ad3af60dfbaf68b9a12"},
 ]
 
+[[package]]
+name = "fastmcp"
+version = "3.1.0"
+description = "The fast, Pythonic way to build MCP servers and clients."
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "fastmcp-3.1.0-py3-none-any.whl", hash = "sha256:b1f73b56fd3b0cb2bd9e2a144fc650d5cc31587ed129d996db7710e464ae8010"},
+    {file = "fastmcp-3.1.0.tar.gz", hash = "sha256:e25264794c734b9977502a51466961eeecff92a0c2f3b49c40c070993628d6d0"},
+]
+
+[package.dependencies]
+authlib = ">=1.6.5"
+cyclopts = ">=4.0.0"
+exceptiongroup = ">=1.2.2"
+httpx = ">=0.28.1,<1.0"
+jsonref = ">=1.1.0"
+jsonschema-path = ">=0.3.4"
+mcp = ">=1.24.0,<2.0"
+openapi-pydantic = ">=0.5.1"
+opentelemetry-api = ">=1.20.0"
+packaging = ">=24.0"
+platformdirs = ">=4.0.0"
+py-key-value-aio = {version = ">=0.4.4,<0.5.0", extras = ["filetree", "keyring", "memory"]}
+pydantic = {version = ">=2.11.7", extras = ["email"]}
+pyperclip = ">=1.9.0"
+python-dotenv = ">=1.1.0"
+pyyaml = ">=6.0,<7.0"
+rich = ">=13.9.4"
+uncalled-for = ">=0.2.0"
+uvicorn = ">=0.35"
+watchfiles = ">=1.0.0"
+websockets = ">=15.0.1"
+
+[package.extras]
+anthropic = ["anthropic (>=0.40.0)"]
+apps = ["prefab-ui (>=0.6.0)"]
+azure = ["azure-identity (>=1.16.0)"]
+code-mode = ["pydantic-monty (>=0.0.7)"]
+gemini = ["google-genai (>=1.18.0)"]
+openai = ["openai (>=1.102.0)"]
+tasks = ["pydocket (>=0.18.0)"]
+
+[[package]]
+name = "flake8"
+version = "7.3.0"
+description = "the modular source code checker: pep8 pyflakes and co"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {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 = ">=2.14.0,<2.15.0"
+pyflakes = ">=3.4.0,<3.5.0"
+
 [[package]]
 name = "forbiddenfruit"
 version = "0.1.4"
@@ -1242,6 +1456,18 @@ http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "httpx-sse"
+version = "0.4.3"
+description = "Consume Server-Sent Event (SSE) messages with HTTPX."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "httpx_sse-0.4.3-py3-none-any.whl", hash = "sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc"},
+    {file = "httpx_sse-0.4.3.tar.gz", hash = "sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d"},
+]
+
 [[package]]
 name = "idna"
 version = "3.11"
@@ -1263,7 +1489,7 @@ version = "8.7.1"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
     {file = "importlib_metadata-8.7.1-py3-none-any.whl", hash = "sha256:5a1f80bf1daa489495071efbb095d75a634cf28a8bc299581244063b53176151"},
     {file = "importlib_metadata-8.7.1.tar.gz", hash = "sha256:49fef1ae6440c182052f407c8d34a68f72efc36db9ca90dc0113398f2fdde8bb"},
@@ -1340,6 +1566,68 @@ files = [
 [package.dependencies]
 pygments = "*"
 
+[[package]]
+name = "jaraco-classes"
+version = "3.4.0"
+description = "Utility functions for Python class constructs"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "jaraco.classes-3.4.0-py3-none-any.whl", hash = "sha256:f662826b6bed8cace05e7ff873ce0f9283b5c924470fe664fff1c2f00f581790"},
+    {file = "jaraco.classes-3.4.0.tar.gz", hash = "sha256:47a024b51d0239c0dd8c8540c6c7f484be3b8fcf0b2d85c13825780d3b3f3acd"},
+]
+
+[package.dependencies]
+more-itertools = "*"
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+
+[[package]]
+name = "jaraco-context"
+version = "6.1.0"
+description = "Useful decorators and context managers"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "jaraco_context-6.1.0-py3-none-any.whl", hash = "sha256:a43b5ed85815223d0d3cfdb6d7ca0d2bc8946f28f30b6f3216bda070f68badda"},
+    {file = "jaraco_context-6.1.0.tar.gz", hash = "sha256:129a341b0a85a7db7879e22acd66902fda67882db771754574338898b2d5d86f"},
+]
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=3.4)"]
+test = ["jaraco.test (>=5.6.0)", "portend", "pytest (>=6,!=8.1.*)"]
+type = ["mypy (<1.19) ; platform_python_implementation == \"PyPy\"", "pytest-mypy (>=1.0.1)"]
+
+[[package]]
+name = "jaraco-functools"
+version = "4.4.0"
+description = "Functools like those found in stdlib"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "jaraco_functools-4.4.0-py3-none-any.whl", hash = "sha256:9eec1e36f45c818d9bf307c8948eb03b2b56cd44087b3cdc989abca1f20b9176"},
+    {file = "jaraco_functools-4.4.0.tar.gz", hash = "sha256:da21933b0417b89515562656547a77b4931f98176eb173644c0d35032a33d6bb"},
+]
+
+[package.dependencies]
+more_itertools = "*"
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=3.4)"]
+test = ["jaraco.classes", "pytest (>=6,!=8.1.*)"]
+type = ["mypy (<1.19) ; platform_python_implementation == \"PyPy\"", "pytest-mypy (>=1.0.1)"]
+
 [[package]]
 name = "jedi"
 version = "0.19.2"
@@ -1360,6 +1648,23 @@ docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alab
 qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
 testing = ["Django", "attrs", "colorama", "docopt", "pytest (<9.0.0)"]
 
+[[package]]
+name = "jeepney"
+version = "0.9.0"
+description = "Low-level, pure Python DBus protocol wrapper."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+markers = "sys_platform == \"linux\""
+files = [
+    {file = "jeepney-0.9.0-py3-none-any.whl", hash = "sha256:97e5714520c16fc0a45695e5365a2e11b81ea79bba796e26f9f1d178cb182683"},
+    {file = "jeepney-0.9.0.tar.gz", hash = "sha256:cf0e9e845622b81e4a28df94c40345400256ec608d0e55bb8a3feaa9163f5732"},
+]
+
+[package.extras]
+test = ["async-timeout ; python_version < \"3.11\"", "pytest", "pytest-asyncio (>=0.17)", "pytest-trio", "testpath", "trio"]
+trio = ["trio"]
+
 [[package]]
 name = "jinja2"
 version = "3.1.6"
@@ -1517,6 +1822,60 @@ files = [
     {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
 ]
 
+[[package]]
+name = "jsonref"
+version = "1.1.0"
+description = "jsonref is a library for automatic dereferencing of JSON Reference objects for Python."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "jsonref-1.1.0-py3-none-any.whl", hash = "sha256:590dc7773df6c21cbf948b5dac07a72a251db28b0238ceecce0a2abfa8ec30a9"},
+    {file = "jsonref-1.1.0.tar.gz", hash = "sha256:32fe8e1d85af0fdefbebce950af85590b22b60f9e95443176adbde4e1ecea552"},
+]
+
+[[package]]
+name = "jsonschema"
+version = "4.26.0"
+description = "An implementation of JSON Schema validation for Python"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "jsonschema-4.26.0-py3-none-any.whl", hash = "sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce"},
+    {file = "jsonschema-4.26.0.tar.gz", hash = "sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326"},
+]
+
+[package.dependencies]
+attrs = ">=22.2.0"
+jsonschema-specifications = ">=2023.3.6"
+referencing = ">=0.28.4"
+rpds-py = ">=0.25.0"
+
+[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 = "0.4.5"
+description = "JSONSchema Spec with object-oriented paths"
+optional = false
+python-versions = "<4.0.0,>=3.10"
+groups = ["main"]
+files = [
+    {file = "jsonschema_path-0.4.5-py3-none-any.whl", hash = "sha256:7d77a2c3f3ec569a40efe5c5f942c44c1af2a6f96fe0866794c9ef5b8f87fd65"},
+    {file = "jsonschema_path-0.4.5.tar.gz", hash = "sha256:c6cd7d577ae290c7defd4f4029e86fdb248ca1bd41a07557795b3c95e5144918"},
+]
+
+[package.dependencies]
+pathable = ">=0.5.0,<0.6.0"
+PyYAML = ">=5.1"
+referencing = "<0.38.0"
+
+[package.extras]
+requests = ["requests (>=2.31.0,<3.0.0)"]
+
 [[package]]
 name = "jsonschema-rs"
 version = "0.29.1"
@@ -1574,6 +1933,50 @@ files = [
 bench = ["fastjsonschema (>=2.20.0)", "jsonschema (>=4.23.0)", "pytest-benchmark (>=4.0.0)"]
 tests = ["flask (>=2.2.5)", "hypothesis (>=6.79.4)", "pytest (>=7.4.4)"]
 
+[[package]]
+name = "jsonschema-specifications"
+version = "2025.9.1"
+description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "jsonschema_specifications-2025.9.1-py3-none-any.whl", hash = "sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe"},
+    {file = "jsonschema_specifications-2025.9.1.tar.gz", hash = "sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d"},
+]
+
+[package.dependencies]
+referencing = ">=0.31.0"
+
+[[package]]
+name = "keyring"
+version = "25.7.0"
+description = "Store and access your passwords safely."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "keyring-25.7.0-py3-none-any.whl", hash = "sha256:be4a0b195f149690c166e850609a477c532ddbfbaed96a404d4e43f8d5e2689f"},
+    {file = "keyring-25.7.0.tar.gz", hash = "sha256:fe01bd85eb3f8fb3dd0405defdeac9a5b4f6f0439edbb3149577f244a2e8245b"},
+]
+
+[package.dependencies]
+"jaraco.classes" = "*"
+"jaraco.context" = "*"
+"jaraco.functools" = "*"
+jeepney = {version = ">=0.4.2", markers = "sys_platform == \"linux\""}
+pywin32-ctypes = {version = ">=0.2.0", markers = "sys_platform == \"win32\""}
+SecretStorage = {version = ">=3.2", markers = "sys_platform == \"linux\""}
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+completion = ["shtab (>=1.1.0)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=3.4)"]
+test = ["pyfakefs", "pytest (>=6,!=8.1.*)"]
+type = ["pygobject-stubs", "pytest-mypy (>=1.0.1)", "shtab", "types-pywin32"]
+
 [[package]]
 name = "langchain"
 version = "1.2.9"
@@ -2026,6 +2429,51 @@ traitlets = "*"
 [package.extras]
 test = ["flake8", "nbdime", "nbval", "notebook", "pytest"]
 
+[[package]]
+name = "mccabe"
+version = "0.7.0"
+description = "McCabe checker, plugin for flake8"
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = [
+    {file = "mccabe-0.7.0-py2.py3-none-any.whl", hash = "sha256:6c2d30ab6be0e4a46919781807b4f0d834ebdd6c6e3dca0bda5a15f863427b6e"},
+    {file = "mccabe-0.7.0.tar.gz", hash = "sha256:348e0240c33b60bbdf4e523192ef919f28cb2c3d7d5c7794f74009290f236325"},
+]
+
+[[package]]
+name = "mcp"
+version = "1.26.0"
+description = "Model Context Protocol SDK"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "mcp-1.26.0-py3-none-any.whl", hash = "sha256:904a21c33c25aa98ddbeb47273033c435e595bbacfdb177f4bd87f6dceebe1ca"},
+    {file = "mcp-1.26.0.tar.gz", hash = "sha256:db6e2ef491eecc1a0d93711a76f28dec2e05999f93afd48795da1c1137142c66"},
+]
+
+[package.dependencies]
+anyio = ">=4.5"
+httpx = ">=0.27.1"
+httpx-sse = ">=0.4"
+jsonschema = ">=4.20.0"
+pydantic = ">=2.11.0,<3.0.0"
+pydantic-settings = ">=2.5.2"
+pyjwt = {version = ">=2.10.1", extras = ["crypto"]}
+python-multipart = ">=0.0.9"
+pywin32 = {version = ">=310", markers = "sys_platform == \"win32\""}
+sse-starlette = ">=1.6.1"
+starlette = ">=0.27"
+typing-extensions = ">=4.9.0"
+typing-inspection = ">=0.4.1"
+uvicorn = {version = ">=0.31.1", markers = "sys_platform != \"emscripten\""}
+
+[package.extras]
+cli = ["python-dotenv (>=1.0.0)", "typer (>=0.16.0)"]
+rich = ["rich (>=13.9.4)"]
+ws = ["websockets (>=15.0.1)"]
+
 [[package]]
 name = "mdurl"
 version = "0.1.2"
@@ -2038,6 +2486,18 @@ files = [
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
 ]
 
+[[package]]
+name = "more-itertools"
+version = "10.8.0"
+description = "More routines for operating on iterables, beyond itertools"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "more_itertools-10.8.0-py3-none-any.whl", hash = "sha256:52d4362373dcf7c52546bc4af9a86ee7c4579df9a8dc268be0a2f949d376cc9b"},
+    {file = "more_itertools-10.8.0.tar.gz", hash = "sha256:f638ddf8a1a0d134181275fb5d58b086ead7c6a72429ad725c67503f13ba30bd"},
+]
+
 [[package]]
 name = "mslex"
 version = "1.3.0"
@@ -2079,13 +2539,28 @@ 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)"]
 
+[[package]]
+name = "openapi-pydantic"
+version = "0.5.1"
+description = "Pydantic OpenAPI schema implementation"
+optional = false
+python-versions = "<4.0,>=3.8"
+groups = ["main"]
+files = [
+    {file = "openapi_pydantic-0.5.1-py3-none-any.whl", hash = "sha256:a3a09ef4586f5bd760a8df7f43028b60cafb6d9f61de2acba9574766255ab146"},
+    {file = "openapi_pydantic-0.5.1.tar.gz", hash = "sha256:ff6835af6bde7a459fb93eb93bb92b8749b754fc6e51b2f1590a19dc3005ee0d"},
+]
+
+[package.dependencies]
+pydantic = ">=1.8"
+
 [[package]]
 name = "opentelemetry-api"
 version = "1.39.1"
 description = "OpenTelemetry Python API"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
     {file = "opentelemetry_api-1.39.1-py3-none-any.whl", hash = "sha256:2edd8463432a7f8443edce90972169b195e7d6a05500cd29e6d13898187c9950"},
     {file = "opentelemetry_api-1.39.1.tar.gz", hash = "sha256:fbde8c80e1b937a2c61f20347e91c0c18a1940cecf012d62e65a7caf08967c9c"},
@@ -2353,6 +2828,18 @@ files = [
 qa = ["flake8 (==5.0.4)", "types-setuptools (==67.2.0.1)", "zuban (==0.5.1)"]
 testing = ["docopt", "pytest"]
 
+[[package]]
+name = "pathable"
+version = "0.5.0"
+description = "Object-oriented paths"
+optional = false
+python-versions = "<4.0,>=3.10"
+groups = ["main"]
+files = [
+    {file = "pathable-0.5.0-py3-none-any.whl", hash = "sha256:646e3d09491a6351a0c82632a09c02cdf70a252e73196b36d8a15ba0a114f0a6"},
+    {file = "pathable-0.5.0.tar.gz", hash = "sha256:d81938348a1cacb525e7c75166270644782c0fb9c8cecc16be033e71427e0ef1"},
+]
+
 [[package]]
 name = "pexpect"
 version = "4.9.0"
@@ -2369,6 +2856,18 @@ files = [
 [package.dependencies]
 ptyprocess = ">=0.5"
 
+[[package]]
+name = "platformdirs"
+version = "4.9.2"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "platformdirs-4.9.2-py3-none-any.whl", hash = "sha256:9170634f126f8efdae22fb58ae8a0eaa86f38365bc57897a6c4f781d1f5875bd"},
+    {file = "platformdirs-4.9.2.tar.gz", hash = "sha256:9a33809944b9db043ad67ca0db94b14bf452cc6aeaac46a88ea55b26e2e9d291"},
+]
+
 [[package]]
 name = "pluggy"
 version = "1.6.0"
@@ -2587,13 +3086,69 @@ files = [
 [package.extras]
 tests = ["pytest"]
 
+[[package]]
+name = "py-key-value-aio"
+version = "0.4.4"
+description = "Async Key-Value Store - A pluggable interface for KV Stores"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "py_key_value_aio-0.4.4-py3-none-any.whl", hash = "sha256:18e17564ecae61b987f909fc2cd41ee2012c84b4b1dcb8c055cf8b4bc1bf3f5d"},
+    {file = "py_key_value_aio-0.4.4.tar.gz", hash = "sha256:e3012e6243ed7cc09bb05457bd4d03b1ba5c2b1ca8700096b3927db79ffbbe55"},
+]
+
+[package.dependencies]
+aiofile = {version = ">=3.5.0", optional = true, markers = "extra == \"filetree\""}
+anyio = {version = ">=4.4.0", optional = true, markers = "extra == \"filetree\""}
+beartype = ">=0.20.0"
+cachetools = {version = ">=5.0.0", optional = true, markers = "extra == \"memory\""}
+keyring = {version = ">=25.6.0", optional = true, markers = "extra == \"keyring\""}
+typing-extensions = ">=4.15.0"
+
+[package.extras]
+aerospike = ["aerospike (>=16.0.0)"]
+disk = ["diskcache (>=5.0.0)", "pathvalidate (>=3.3.1)"]
+docs = ["mkdocs (>=1.6.0)", "mkdocs-material (>=9.5.0)", "mkdocstrings-python (>=1.10.0)", "mkdocstrings[python] (>=0.30.0)"]
+duckdb = ["duckdb (>=1.1.1)", "pytz (>=2025.2)"]
+dynamodb = ["aioboto3 (>=13.3.0)", "types-aiobotocore-dynamodb (>=2.16.0)"]
+elasticsearch = ["aiohttp (>=3.12)", "elasticsearch (>=8.0.0)"]
+filetree = ["aiofile (>=3.5.0)", "anyio (>=4.4.0)"]
+firestore = ["google-auth (>=2.24.0)", "google-cloud-firestore (>=2.13.0)"]
+keyring = ["keyring (>=25.6.0)"]
+keyring-linux = ["dbus-python (>=1.4.0)", "keyring (>=25.6.0)"]
+memcached = ["aiomcache (>=0.8.0)"]
+memory = ["cachetools (>=5.0.0)"]
+mongodb = ["pymongo (>=4.0.0)"]
+opensearch = ["opensearch-py[async] (>=2.0.0)"]
+postgresql = ["asyncpg (>=0.30.0)"]
+pydantic = ["pydantic (>=2.11.9)"]
+redis = ["redis (>=4.3.0)"]
+rocksdb = ["rocksdict (>=0.3.2) ; python_full_version < \"3.12.0\"", "rocksdict (>=0.3.24) ; python_full_version >= \"3.12.0\""]
+s3 = ["aioboto3 (>=13.3.0)", "types-aiobotocore-s3 (>=2.16.0)"]
+valkey = ["valkey-glide (>=2.1.0)"]
+vault = ["hvac (>=2.3.0)", "types-hvac (>=2.3.0)"]
+wrappers-encryption = ["cryptography (>=45.0.0)"]
+
+[[package]]
+name = "pycodestyle"
+version = "2.14.0"
+description = "Python style guide checker"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "pycodestyle-2.14.0-py2.py3-none-any.whl", hash = "sha256:dd6bf7cb4ee77f8e016f9c8e74a35ddd9f67e1d5fd4184d86c3b98e07099f42d"},
+    {file = "pycodestyle-2.14.0.tar.gz", hash = "sha256:c4b5b517d278089ff9d0abdec919cd97262a3367449ea1c8b49b91529167b783"},
+]
+
 [[package]]
 name = "pycparser"
 version = "3.0"
 description = "C parser in Python"
 optional = false
 python-versions = ">=3.10"
-groups = ["dev"]
+groups = ["main", "dev"]
 markers = "platform_python_implementation != \"PyPy\" and implementation_name != \"PyPy\""
 files = [
     {file = "pycparser-3.0-py3-none-any.whl", hash = "sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992"},
@@ -2806,6 +3361,18 @@ gcp-secret-manager = ["google-cloud-secret-manager (>=2.23.1)"]
 toml = ["tomli (>=2.0.1)"]
 yaml = ["pyyaml (>=6.0.1)"]
 
+[[package]]
+name = "pyflakes"
+version = "3.4.0"
+description = "passive checker of Python programs"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "pyflakes-3.4.0-py2.py3-none-any.whl", hash = "sha256:f742a7dbd0d9cb9ea41e9a24a918996e8170c799fa528688d40dd582c8265f4f"},
+    {file = "pyflakes-3.4.0.tar.gz", hash = "sha256:b24f96fafb7d2ab0ec5075b7350b3d2d2218eab42003821c06344973d3ea2f58"},
+]
+
 [[package]]
 name = "pygments"
 version = "2.19.2"
@@ -2827,18 +3394,33 @@ version = "2.11.0"
 description = "JSON Web Token implementation in Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
     {file = "pyjwt-2.11.0-py3-none-any.whl", hash = "sha256:94a6bde30eb5c8e04fee991062b534071fd1439ef58d2adc9ccb823e7bcd0469"},
     {file = "pyjwt-2.11.0.tar.gz", hash = "sha256:35f95c1f0fbe5d5ba6e43f00271c275f7a1a4db1dab27bf708073b75318ea623"},
 ]
 
+[package.dependencies]
+cryptography = {version = ">=3.4.0", optional = true, markers = "extra == \"crypto\""}
+
 [package.extras]
 crypto = ["cryptography (>=3.4.0)"]
 dev = ["coverage[toml] (==7.10.7)", "cryptography (>=3.4.0)", "pre-commit", "pytest (>=8.4.2,<9.0.0)", "sphinx", "sphinx-rtd-theme", "zope.interface"]
 docs = ["sphinx", "sphinx-rtd-theme", "zope.interface"]
 tests = ["coverage[toml] (==7.10.7)", "pytest (>=8.4.2,<9.0.0)"]
 
+[[package]]
+name = "pyperclip"
+version = "1.11.0"
+description = "A cross-platform clipboard module for Python. (Only handles plain text for now.)"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "pyperclip-1.11.0-py3-none-any.whl", hash = "sha256:299403e9ff44581cb9ba2ffeed69c7aa96a008622ad0c46cb575ca75b5b84273"},
+    {file = "pyperclip-1.11.0.tar.gz", hash = "sha256:244035963e4428530d9e3a6101a1ef97209c6825edab1567beac148ccc1db1b6"},
+]
+
 [[package]]
 name = "pytest"
 version = "9.0.2"
@@ -2935,6 +3517,50 @@ files = [
     {file = "pytz-2025.2.tar.gz", hash = "sha256:360b9e3dbb49a209c21ad61809c7fb453643e048b38924c765813546746e81c3"},
 ]
 
+[[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"
+description = "A (partial) reimplementation of pywin32 using ctypes/cffi"
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+markers = "sys_platform == \"win32\""
+files = [
+    {file = "pywin32-ctypes-0.2.3.tar.gz", hash = "sha256:d162dc04946d704503b2edc4d55f3dba5c1d539ead017afa00142c38b9885755"},
+    {file = "pywin32_ctypes-0.2.3-py3-none-any.whl", hash = "sha256:8a1513379d709975552d202d942d9837758905c8d01eb82b8bcc30918929e7b8"},
+]
+
 [[package]]
 name = "pyyaml"
 version = "6.0.3"
@@ -3018,6 +3644,22 @@ files = [
     {file = "pyyaml-6.0.3.tar.gz", hash = "sha256:d76623373421df22fb4cf8817020cbb7ef15c725b9d5e45f17e189bfc384190f"},
 ]
 
+[[package]]
+name = "referencing"
+version = "0.37.0"
+description = "JSON Referencing + Python"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "referencing-0.37.0-py3-none-any.whl", hash = "sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231"},
+    {file = "referencing-0.37.0.tar.gz", hash = "sha256:44aefc3142c5b842538163acb373e24cce6632bd54bdb01b21ad5863489f50d8"},
+]
+
+[package.dependencies]
+attrs = ">=22.2.0"
+rpds-py = ">=0.7.0"
+
 [[package]]
 name = "regex"
 version = "2026.1.15"
@@ -3215,6 +3857,25 @@ pygments = ">=2.13.0,<3.0.0"
 [package.extras]
 jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
+[[package]]
+name = "rich-rst"
+version = "1.3.2"
+description = "A beautiful reStructuredText renderer for rich"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "rich_rst-1.3.2-py3-none-any.whl", hash = "sha256:a99b4907cbe118cf9d18b0b44de272efa61f15117c61e39ebdc431baf5df722a"},
+    {file = "rich_rst-1.3.2.tar.gz", hash = "sha256:a1196fdddf1e364b02ec68a05e8ff8f6914fee10fbca2e6b6735f166bb0da8d4"},
+]
+
+[package.dependencies]
+docutils = "*"
+rich = ">=12.0.0"
+
+[package.extras]
+docs = ["sphinx"]
+
 [[package]]
 name = "rich-toolkit"
 version = "0.18.1"
@@ -3396,6 +4057,148 @@ files = [
     {file = "rignore-0.7.6.tar.gz", hash = "sha256:00d3546cd793c30cb17921ce674d2c8f3a4b00501cb0e3dd0e82217dbeba2671"},
 ]
 
+[[package]]
+name = "rpds-py"
+version = "0.30.0"
+description = "Python bindings to Rust's persistent data structures (rpds)"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "rpds_py-0.30.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:679ae98e00c0e8d68a7fda324e16b90fd5260945b45d3b824c892cec9eea3288"},
+    {file = "rpds_py-0.30.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:4cc2206b76b4f576934f0ed374b10d7ca5f457858b157ca52064bdfc26b9fc00"},
+    {file = "rpds_py-0.30.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:389a2d49eded1896c3d48b0136ead37c48e221b391c052fba3f4055c367f60a6"},
+    {file = "rpds_py-0.30.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:32c8528634e1bf7121f3de08fa85b138f4e0dc47657866630611b03967f041d7"},
+    {file = "rpds_py-0.30.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f207f69853edd6f6700b86efb84999651baf3789e78a466431df1331608e5324"},
+    {file = "rpds_py-0.30.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:67b02ec25ba7a9e8fa74c63b6ca44cf5707f2fbfadae3ee8e7494297d56aa9df"},
+    {file = "rpds_py-0.30.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0c0e95f6819a19965ff420f65578bacb0b00f251fefe2c8b23347c37174271f3"},
+    {file = "rpds_py-0.30.0-cp310-cp310-manylinux_2_31_riscv64.whl", hash = "sha256:a452763cc5198f2f98898eb98f7569649fe5da666c2dc6b5ddb10fde5a574221"},
+    {file = "rpds_py-0.30.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:e0b65193a413ccc930671c55153a03ee57cecb49e6227204b04fae512eb657a7"},
+    {file = "rpds_py-0.30.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:858738e9c32147f78b3ac24dc0edb6610000e56dc0f700fd5f651d0a0f0eb9ff"},
+    {file = "rpds_py-0.30.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:da279aa314f00acbb803da1e76fa18666778e8a8f83484fba94526da5de2cba7"},
+    {file = "rpds_py-0.30.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:7c64d38fb49b6cdeda16ab49e35fe0da2e1e9b34bc38bd78386530f218b37139"},
+    {file = "rpds_py-0.30.0-cp310-cp310-win32.whl", hash = "sha256:6de2a32a1665b93233cde140ff8b3467bdb9e2af2b91079f0333a0974d12d464"},
+    {file = "rpds_py-0.30.0-cp310-cp310-win_amd64.whl", hash = "sha256:1726859cd0de969f88dc8673bdd954185b9104e05806be64bcd87badbe313169"},
+    {file = "rpds_py-0.30.0-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:a2bffea6a4ca9f01b3f8e548302470306689684e61602aa3d141e34da06cf425"},
+    {file = "rpds_py-0.30.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:dc4f992dfe1e2bc3ebc7444f6c7051b4bc13cd8e33e43511e8ffd13bf407010d"},
+    {file = "rpds_py-0.30.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:422c3cb9856d80b09d30d2eb255d0754b23e090034e1deb4083f8004bd0761e4"},
+    {file = "rpds_py-0.30.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:07ae8a593e1c3c6b82ca3292efbe73c30b61332fd612e05abee07c79359f292f"},
+    {file = "rpds_py-0.30.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:12f90dd7557b6bd57f40abe7747e81e0c0b119bef015ea7726e69fe550e394a4"},
+    {file = "rpds_py-0.30.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:99b47d6ad9a6da00bec6aabe5a6279ecd3c06a329d4aa4771034a21e335c3a97"},
+    {file = "rpds_py-0.30.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:33f559f3104504506a44bb666b93a33f5d33133765b0c216a5bf2f1e1503af89"},
+    {file = "rpds_py-0.30.0-cp311-cp311-manylinux_2_31_riscv64.whl", hash = "sha256:946fe926af6e44f3697abbc305ea168c2c31d3e3ef1058cf68f379bf0335a78d"},
+    {file = "rpds_py-0.30.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:495aeca4b93d465efde585977365187149e75383ad2684f81519f504f5c13038"},
+    {file = "rpds_py-0.30.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:d9a0ca5da0386dee0655b4ccdf46119df60e0f10da268d04fe7cc87886872ba7"},
+    {file = "rpds_py-0.30.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:8d6d1cc13664ec13c1b84241204ff3b12f9bb82464b8ad6e7a5d3486975c2eed"},
+    {file = "rpds_py-0.30.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:3896fa1be39912cf0757753826bc8bdc8ca331a28a7c4ae46b7a21280b06bb85"},
+    {file = "rpds_py-0.30.0-cp311-cp311-win32.whl", hash = "sha256:55f66022632205940f1827effeff17c4fa7ae1953d2b74a8581baaefb7d16f8c"},
+    {file = "rpds_py-0.30.0-cp311-cp311-win_amd64.whl", hash = "sha256:a51033ff701fca756439d641c0ad09a41d9242fa69121c7d8769604a0a629825"},
+    {file = "rpds_py-0.30.0-cp311-cp311-win_arm64.whl", hash = "sha256:47b0ef6231c58f506ef0b74d44e330405caa8428e770fec25329ed2cb971a229"},
+    {file = "rpds_py-0.30.0-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:a161f20d9a43006833cd7068375a94d035714d73a172b681d8881820600abfad"},
+    {file = "rpds_py-0.30.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:6abc8880d9d036ecaafe709079969f56e876fcf107f7a8e9920ba6d5a3878d05"},
+    {file = "rpds_py-0.30.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ca28829ae5f5d569bb62a79512c842a03a12576375d5ece7d2cadf8abe96ec28"},
+    {file = "rpds_py-0.30.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:a1010ed9524c73b94d15919ca4d41d8780980e1765babf85f9a2f90d247153dd"},
+    {file = "rpds_py-0.30.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f8d1736cfb49381ba528cd5baa46f82fdc65c06e843dab24dd70b63d09121b3f"},
+    {file = "rpds_py-0.30.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d948b135c4693daff7bc2dcfc4ec57237a29bd37e60c2fabf5aff2bbacf3e2f1"},
+    {file = "rpds_py-0.30.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47f236970bccb2233267d89173d3ad2703cd36a0e2a6e92d0560d333871a3d23"},
+    {file = "rpds_py-0.30.0-cp312-cp312-manylinux_2_31_riscv64.whl", hash = "sha256:2e6ecb5a5bcacf59c3f912155044479af1d0b6681280048b338b28e364aca1f6"},
+    {file = "rpds_py-0.30.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:a8fa71a2e078c527c3e9dc9fc5a98c9db40bcc8a92b4e8858e36d329f8684b51"},
+    {file = "rpds_py-0.30.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:73c67f2db7bc334e518d097c6d1e6fed021bbc9b7d678d6cc433478365d1d5f5"},
+    {file = "rpds_py-0.30.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:5ba103fb455be00f3b1c2076c9d4264bfcb037c976167a6047ed82f23153f02e"},
+    {file = "rpds_py-0.30.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:7cee9c752c0364588353e627da8a7e808a66873672bcb5f52890c33fd965b394"},
+    {file = "rpds_py-0.30.0-cp312-cp312-win32.whl", hash = "sha256:1ab5b83dbcf55acc8b08fc62b796ef672c457b17dbd7820a11d6c52c06839bdf"},
+    {file = "rpds_py-0.30.0-cp312-cp312-win_amd64.whl", hash = "sha256:a090322ca841abd453d43456ac34db46e8b05fd9b3b4ac0c78bcde8b089f959b"},
+    {file = "rpds_py-0.30.0-cp312-cp312-win_arm64.whl", hash = "sha256:669b1805bd639dd2989b281be2cfd951c6121b65e729d9b843e9639ef1fd555e"},
+    {file = "rpds_py-0.30.0-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:f83424d738204d9770830d35290ff3273fbb02b41f919870479fab14b9d303b2"},
+    {file = "rpds_py-0.30.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:e7536cd91353c5273434b4e003cbda89034d67e7710eab8761fd918ec6c69cf8"},
+    {file = "rpds_py-0.30.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2771c6c15973347f50fece41fc447c054b7ac2ae0502388ce3b6738cd366e3d4"},
+    {file = "rpds_py-0.30.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:0a59119fc6e3f460315fe9d08149f8102aa322299deaa5cab5b40092345c2136"},
+    {file = "rpds_py-0.30.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:76fec018282b4ead0364022e3c54b60bf368b9d926877957a8624b58419169b7"},
+    {file = "rpds_py-0.30.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:692bef75a5525db97318e8cd061542b5a79812d711ea03dbc1f6f8dbb0c5f0d2"},
+    {file = "rpds_py-0.30.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9027da1ce107104c50c81383cae773ef5c24d296dd11c99e2629dbd7967a20c6"},
+    {file = "rpds_py-0.30.0-cp313-cp313-manylinux_2_31_riscv64.whl", hash = "sha256:9cf69cdda1f5968a30a359aba2f7f9aa648a9ce4b580d6826437f2b291cfc86e"},
+    {file = "rpds_py-0.30.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:a4796a717bf12b9da9d3ad002519a86063dcac8988b030e405704ef7d74d2d9d"},
+    {file = "rpds_py-0.30.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:5d4c2aa7c50ad4728a094ebd5eb46c452e9cb7edbfdb18f9e1221f597a73e1e7"},
+    {file = "rpds_py-0.30.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:ba81a9203d07805435eb06f536d95a266c21e5b2dfbf6517748ca40c98d19e31"},
+    {file = "rpds_py-0.30.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:945dccface01af02675628334f7cf49c2af4c1c904748efc5cf7bbdf0b579f95"},
+    {file = "rpds_py-0.30.0-cp313-cp313-win32.whl", hash = "sha256:b40fb160a2db369a194cb27943582b38f79fc4887291417685f3ad693c5a1d5d"},
+    {file = "rpds_py-0.30.0-cp313-cp313-win_amd64.whl", hash = "sha256:806f36b1b605e2d6a72716f321f20036b9489d29c51c91f4dd29a3e3afb73b15"},
+    {file = "rpds_py-0.30.0-cp313-cp313-win_arm64.whl", hash = "sha256:d96c2086587c7c30d44f31f42eae4eac89b60dabbac18c7669be3700f13c3ce1"},
+    {file = "rpds_py-0.30.0-cp313-cp313t-macosx_10_12_x86_64.whl", hash = "sha256:eb0b93f2e5c2189ee831ee43f156ed34e2a89a78a66b98cadad955972548be5a"},
+    {file = "rpds_py-0.30.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:922e10f31f303c7c920da8981051ff6d8c1a56207dbdf330d9047f6d30b70e5e"},
+    {file = "rpds_py-0.30.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cdc62c8286ba9bf7f47befdcea13ea0e26bf294bda99758fd90535cbaf408000"},
+    {file = "rpds_py-0.30.0-cp313-cp313t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:47f9a91efc418b54fb8190a6b4aa7813a23fb79c51f4bb84e418f5476c38b8db"},
+    {file = "rpds_py-0.30.0-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1f3587eb9b17f3789ad50824084fa6f81921bbf9a795826570bda82cb3ed91f2"},
+    {file = "rpds_py-0.30.0-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:39c02563fc592411c2c61d26b6c5fe1e51eaa44a75aa2c8735ca88b0d9599daa"},
+    {file = "rpds_py-0.30.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:51a1234d8febafdfd33a42d97da7a43f5dcb120c1060e352a3fbc0c6d36e2083"},
+    {file = "rpds_py-0.30.0-cp313-cp313t-manylinux_2_31_riscv64.whl", hash = "sha256:eb2c4071ab598733724c08221091e8d80e89064cd472819285a9ab0f24bcedb9"},
+    {file = "rpds_py-0.30.0-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:6bdfdb946967d816e6adf9a3d8201bfad269c67efe6cefd7093ef959683c8de0"},
+    {file = "rpds_py-0.30.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:c77afbd5f5250bf27bf516c7c4a016813eb2d3e116139aed0096940c5982da94"},
+    {file = "rpds_py-0.30.0-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:61046904275472a76c8c90c9ccee9013d70a6d0f73eecefd38c1ae7c39045a08"},
+    {file = "rpds_py-0.30.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:4c5f36a861bc4b7da6516dbdf302c55313afa09b81931e8280361a4f6c9a2d27"},
+    {file = "rpds_py-0.30.0-cp313-cp313t-win32.whl", hash = "sha256:3d4a69de7a3e50ffc214ae16d79d8fbb0922972da0356dcf4d0fdca2878559c6"},
+    {file = "rpds_py-0.30.0-cp313-cp313t-win_amd64.whl", hash = "sha256:f14fc5df50a716f7ece6a80b6c78bb35ea2ca47c499e422aa4463455dd96d56d"},
+    {file = "rpds_py-0.30.0-cp314-cp314-macosx_10_12_x86_64.whl", hash = "sha256:68f19c879420aa08f61203801423f6cd5ac5f0ac4ac82a2368a9fcd6a9a075e0"},
+    {file = "rpds_py-0.30.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:ec7c4490c672c1a0389d319b3a9cfcd098dcdc4783991553c332a15acf7249be"},
+    {file = "rpds_py-0.30.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f251c812357a3fed308d684a5079ddfb9d933860fc6de89f2b7ab00da481e65f"},
+    {file = "rpds_py-0.30.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:ac98b175585ecf4c0348fd7b29c3864bda53b805c773cbf7bfdaffc8070c976f"},
+    {file = "rpds_py-0.30.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3e62880792319dbeb7eb866547f2e35973289e7d5696c6e295476448f5b63c87"},
+    {file = "rpds_py-0.30.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:4e7fc54e0900ab35d041b0601431b0a0eb495f0851a0639b6ef90f7741b39a18"},
+    {file = "rpds_py-0.30.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47e77dc9822d3ad616c3d5759ea5631a75e5809d5a28707744ef79d7a1bcfcad"},
+    {file = "rpds_py-0.30.0-cp314-cp314-manylinux_2_31_riscv64.whl", hash = "sha256:b4dc1a6ff022ff85ecafef7979a2c6eb423430e05f1165d6688234e62ba99a07"},
+    {file = "rpds_py-0.30.0-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:4559c972db3a360808309e06a74628b95eaccbf961c335c8fe0d590cf587456f"},
+    {file = "rpds_py-0.30.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:0ed177ed9bded28f8deb6ab40c183cd1192aa0de40c12f38be4d59cd33cb5c65"},
+    {file = "rpds_py-0.30.0-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:ad1fa8db769b76ea911cb4e10f049d80bf518c104f15b3edb2371cc65375c46f"},
+    {file = "rpds_py-0.30.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:46e83c697b1f1c72b50e5ee5adb4353eef7406fb3f2043d64c33f20ad1c2fc53"},
+    {file = "rpds_py-0.30.0-cp314-cp314-win32.whl", hash = "sha256:ee454b2a007d57363c2dfd5b6ca4a5d7e2c518938f8ed3b706e37e5d470801ed"},
+    {file = "rpds_py-0.30.0-cp314-cp314-win_amd64.whl", hash = "sha256:95f0802447ac2d10bcc69f6dc28fe95fdf17940367b21d34e34c737870758950"},
+    {file = "rpds_py-0.30.0-cp314-cp314-win_arm64.whl", hash = "sha256:613aa4771c99f03346e54c3f038e4cc574ac09a3ddfb0e8878487335e96dead6"},
+    {file = "rpds_py-0.30.0-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:7e6ecfcb62edfd632e56983964e6884851786443739dbfe3582947e87274f7cb"},
+    {file = "rpds_py-0.30.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a1d0bc22a7cdc173fedebb73ef81e07faef93692b8c1ad3733b67e31e1b6e1b8"},
+    {file = "rpds_py-0.30.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0d08f00679177226c4cb8c5265012eea897c8ca3b93f429e546600c971bcbae7"},
+    {file = "rpds_py-0.30.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:5965af57d5848192c13534f90f9dd16464f3c37aaf166cc1da1cae1fd5a34898"},
+    {file = "rpds_py-0.30.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:9a4e86e34e9ab6b667c27f3211ca48f73dba7cd3d90f8d5b11be56e5dbc3fb4e"},
+    {file = "rpds_py-0.30.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:e5d3e6b26f2c785d65cc25ef1e5267ccbe1b069c5c21b8cc724efee290554419"},
+    {file = "rpds_py-0.30.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:626a7433c34566535b6e56a1b39a7b17ba961e97ce3b80ec62e6f1312c025551"},
+    {file = "rpds_py-0.30.0-cp314-cp314t-manylinux_2_31_riscv64.whl", hash = "sha256:acd7eb3f4471577b9b5a41baf02a978e8bdeb08b4b355273994f8b87032000a8"},
+    {file = "rpds_py-0.30.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:fe5fa731a1fa8a0a56b0977413f8cacac1768dad38d16b3a296712709476fbd5"},
+    {file = "rpds_py-0.30.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:74a3243a411126362712ee1524dfc90c650a503502f135d54d1b352bd01f2404"},
+    {file = "rpds_py-0.30.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:3e8eeb0544f2eb0d2581774be4c3410356eba189529a6b3e36bbbf9696175856"},
+    {file = "rpds_py-0.30.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:dbd936cde57abfee19ab3213cf9c26be06d60750e60a8e4dd85d1ab12c8b1f40"},
+    {file = "rpds_py-0.30.0-cp314-cp314t-win32.whl", hash = "sha256:dc824125c72246d924f7f796b4f63c1e9dc810c7d9e2355864b3c3a73d59ade0"},
+    {file = "rpds_py-0.30.0-cp314-cp314t-win_amd64.whl", hash = "sha256:27f4b0e92de5bfbc6f86e43959e6edd1425c33b5e69aab0984a72047f2bcf1e3"},
+    {file = "rpds_py-0.30.0-pp311-pypy311_pp73-macosx_10_12_x86_64.whl", hash = "sha256:c2262bdba0ad4fc6fb5545660673925c2d2a5d9e2e0fb603aad545427be0fc58"},
+    {file = "rpds_py-0.30.0-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:ee6af14263f25eedc3bb918a3c04245106a42dfd4f5c2285ea6f997b1fc3f89a"},
+    {file = "rpds_py-0.30.0-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3adbb8179ce342d235c31ab8ec511e66c73faa27a47e076ccc92421add53e2bb"},
+    {file = "rpds_py-0.30.0-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:250fa00e9543ac9b97ac258bd37367ff5256666122c2d0f2bc97577c60a1818c"},
+    {file = "rpds_py-0.30.0-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:9854cf4f488b3d57b9aaeb105f06d78e5529d3145b1e4a41750167e8c213c6d3"},
+    {file = "rpds_py-0.30.0-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:993914b8e560023bc0a8bf742c5f303551992dcb85e247b1e5c7f4a7d145bda5"},
+    {file = "rpds_py-0.30.0-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:58edca431fb9b29950807e301826586e5bbf24163677732429770a697ffe6738"},
+    {file = "rpds_py-0.30.0-pp311-pypy311_pp73-manylinux_2_31_riscv64.whl", hash = "sha256:dea5b552272a944763b34394d04577cf0f9bd013207bc32323b5a89a53cf9c2f"},
+    {file = "rpds_py-0.30.0-pp311-pypy311_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:ba3af48635eb83d03f6c9735dfb21785303e73d22ad03d489e88adae6eab8877"},
+    {file = "rpds_py-0.30.0-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:dff13836529b921e22f15cb099751209a60009731a68519630a24d61f0b1b30a"},
+    {file = "rpds_py-0.30.0-pp311-pypy311_pp73-musllinux_1_2_i686.whl", hash = "sha256:1b151685b23929ab7beec71080a8889d4d6d9fa9a983d213f07121205d48e2c4"},
+    {file = "rpds_py-0.30.0-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:ac37f9f516c51e5753f27dfdef11a88330f04de2d564be3991384b2f3535d02e"},
+    {file = "rpds_py-0.30.0.tar.gz", hash = "sha256:dd8ff7cf90014af0c0f787eea34794ebf6415242ee1d6fa91eaba725cc441e84"},
+]
+
+[[package]]
+name = "secretstorage"
+version = "3.5.0"
+description = "Python bindings to FreeDesktop.org Secret Service API"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "sys_platform == \"linux\""
+files = [
+    {file = "secretstorage-3.5.0-py3-none-any.whl", hash = "sha256:0ce65888c0725fcb2c5bc0fdb8e5438eece02c523557ea40ce0703c266248137"},
+    {file = "secretstorage-3.5.0.tar.gz", hash = "sha256:f04b8e4689cbce351744d5537bf6b1329c6fc68f91fa666f60a380edddcd11be"},
+]
+
+[package.dependencies]
+cryptography = ">=2.0"
+jeepney = ">=0.6"
+
 [[package]]
 name = "sentry-sdk"
 version = "2.52.0"
@@ -3522,7 +4325,7 @@ version = "2.1.3"
 description = "SSE plugin for Starlette"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
     {file = "sse_starlette-2.1.3-py3-none-any.whl", hash = "sha256:8ec846438b4665b9e8c560fcdea6bc8081a3abf7942faa95e5a744999d219772"},
     {file = "sse_starlette-2.1.3.tar.gz", hash = "sha256:9cd27eb35319e1414e3d2558ee7414487f9529ce3b3cf9b21434fd110e017169"},
@@ -3859,6 +4662,18 @@ files = [
     {file = "tzdata-2025.3.tar.gz", hash = "sha256:de39c2ca5dc7b0344f2eba86f49d614019d29f060fc4ebc8a417896a620b56a7"},
 ]
 
+[[package]]
+name = "uncalled-for"
+version = "0.2.0"
+description = "Async dependency injection for Python functions"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "uncalled_for-0.2.0-py3-none-any.whl", hash = "sha256:2c0bd338faff5f930918f79e7eb9ff48290df2cb05fcc0b40a7f334e55d4d85f"},
+    {file = "uncalled_for-0.2.0.tar.gz", hash = "sha256:b4f8fdbcec328c5a113807d653e041c5094473dd4afa7c34599ace69ccb7e69f"},
+]
+
 [[package]]
 name = "urllib3"
 version = "2.6.3"
@@ -4361,7 +5176,7 @@ version = "3.23.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
     {file = "zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e"},
     {file = "zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166"},
@@ -4490,4 +5305,4 @@ cffi = ["cffi (>=1.17,<2.0) ; platform_python_implementation != \"PyPy\" and pyt
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.13,<4.0"
-content-hash = "0252933501c0a9086d7d335efe1cd7b9526e3a5a1ac2704a33fd490f37749bec"
+content-hash = "642d2168069d3f90fe81fd75160475a4b4c552edfceb2e883b6640e52f23b2e0"
diff --git a/pyproject.toml b/pyproject.toml
index e783b54..e712944 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -15,7 +15,9 @@ dependencies = [
     "dotenv (>=0.9.9,<0.10.0)",
     "fastapi[standard] (>=0.128.5,<0.129.0)",
     "langgraph-checkpoint-postgres (>=3.0.4,<4.0.0)",
-    "psycopg[binary] (>=3.3.3,<4.0.0)"
+    "psycopg[binary] (>=3.3.3,<4.0.0)",
+    "fastmcp (>=3.1.0,<4.0.0)",
+    "flake8 (>=7.3.0,<8.0.0)"
 ]
 
 [tool.poetry]
diff --git a/src/naliiabot/bot/agent/agent.py b/src/naliiabot/bot/agent/agent.py
index ee47ff4..33d4d04 100644
--- a/src/naliiabot/bot/agent/agent.py
+++ b/src/naliiabot/bot/agent/agent.py
@@ -6,24 +6,22 @@ from langchain_core.runnables import RunnableConfig
 from typing import Literal, Callable, Any, Union
 from .schemas import MessagesState
 from dataclasses import dataclass
-import logging
-
 
 
 @dataclass
 class AgentConfig:
     """Configuración inmutable del agente para fácil testing."""
     system_prompt: str = (
-        "helpful assistant that can call tools when needed. Always respond with a message. "
+        "helpful assistant that can call tools when needed."
+        " Always respond with a message."
     )
-    max_iterations: int = 10
+    max_iterations: int = 200
     timeout_seconds: float = 30.0
 
 
 class Agent:
     """
     Agente conversacional basado en LangGraph.
-    
     Soporta tools pasadas como lista de instancias.
     """
 
@@ -36,7 +34,7 @@ class Agent:
     ):
         """
         Inicializa el agente.
-        
+
         Args:
             model: Modelo LLM a usar
             config: Configuración del agente (AgentConfig)
@@ -49,7 +47,7 @@ class Agent:
         self._config = config or AgentConfig()
         self._tools = tools or []
         self._checkpointer = checkpointer or InMemorySaver()
-            
+
         self._tools_by_name: dict[str, Any] = {
             tool.name: tool for tool in self._tools
         }
@@ -73,7 +71,9 @@ class Agent:
         """Expone el grafo para inspección en tests."""
         return self._build_agent()
 
-    async def ainvoke(self, state: dict, config: RunnableConfig | None = None) -> dict:
+    async def ainvoke(
+            self, state: dict, config: RunnableConfig | None = None
+    ) -> dict:
         """
         Versión asíncrona de invoke, necesaria para checkpointers de DB.
         """
@@ -86,7 +86,9 @@ class Agent:
         # Llamamos al método ainvoke del grafo compilado
         return await self._compiled_agent.ainvoke(state, config=config)
 
-    def invoke(self, state: dict, config: RunnableConfig | None = None) -> dict:
+    def invoke(
+            self, state: dict, config: RunnableConfig | None = None
+    ) -> dict:
         """
         Ejecuta el agente con el estado inicial.
 
@@ -98,7 +100,7 @@ class Agent:
         """
 
         if not config:
-            config : RunnableConfig = {"configurable": {"thread_id": "1"}}
+            config: RunnableConfig = {"configurable": {"thread_id": "1"}}
 
         if "messages" not in state:
             raise ValueError("State must contain 'messages' key")
diff --git a/src/naliiabot/bot/prompts/prompts/prompts_template.yaml b/src/naliiabot/bot/prompts/prompts/prompts_template.yaml
index 51ff801..5908d7f 100644
--- a/src/naliiabot/bot/prompts/prompts/prompts_template.yaml
+++ b/src/naliiabot/bot/prompts/prompts/prompts_template.yaml
@@ -1,7 +1,7 @@
 prompts:
   NALIIA_PROMPT: |
     """
-    Eres Naliia, asistente virtual de un centro de belleza.
+    Eres Naliia, asistente virtual.
 
     Responde usando formato Markdown:
       - Usa **negrita** para énfasis.
@@ -9,19 +9,11 @@ prompts:
       - Usa saltos de línea entre secciones.
       - Destaca opciones importantes con `código inline`.
 
-    Ejemplo de formato:
-      ¡Hola! Bienvenido/a, soy **Naliia**, tu asistente virtual.
+    *Lo que NUNCA debes hacer:*
 
-    Puedo ayudarte con:
-
-      **Agendar una cita**
-      Ver horarios disponibles y reservar tu servicio
-
-      **Información sobre servicios y productos**
-      Conocer nuestros tratamientos y productos
-
-      **Cancelar una cita**
-      Si necesitas cancelar alguna reserva previa
-
-      ¿En qué puedo ayudarte hoy?
+    ❌ Dar diagnósticos médicos 
+    ❌ Recomendar tratamientos clínicos sin evaluación  
+    ❌ Minimizar riesgos ("es super seguro, no pasa nada")  
+    ❌ Prometer resultados específicos  
+    ❌ Agendar procedimientos invasivos sin mencionar evaluación previa
     """
diff --git a/src/naliiabot/bot/tools/naliia_tools.py b/src/naliiabot/bot/tools/naliia_tools.py
index 3d72dda..e60073e 100644
--- a/src/naliiabot/bot/tools/naliia_tools.py
+++ b/src/naliiabot/bot/tools/naliia_tools.py
@@ -1,67 +1,70 @@
+import asyncio
+from datetime import datetime
+
+from fastmcp import Client
 from langchain.tools import tool
 from ..logger import logger
 
+from .schemes import ScheduleSchema
+
+
+MCP_SERVER_URL = "http://localhost:8000/mcp"
+_MCP_CLIENT = Client(MCP_SERVER_URL)
+
 
 class NaliiaTools:
 
+    def __init__(self):
+        self._session_active = False
+
     def get_tools(self):
+
         return [
-            self.verificar_usuario_registrado,
-            self.registrar_usuario_nuevo,
-            self.consultar_sedes,
-            self.consultar_agenda_disponible,
-            self.agendar_cita
+            self.get_current_datetime,
+            self.schedule_appointment
         ]
 
     @tool
-    def verificar_usuario_registrado(phone: str) -> bool:
+    def get_current_datetime() -> datetime:
         """
-        Verifica si el usuario esta registrado.
-
-        Args:
-          phone: Numero de contacto del cliente ejemplo 30123334
+        Consulta la fecha actual, no se aceptan fechas
+        en el pasado con respecto a esta fecha.
         """
-        logger.info("Llamando a Verificar usuario.")
+        return datetime.now()
 
-        return False
-
-    @tool
-    def registrar_usuario_nuevo(full_name: str, phone: str) -> bool:
+    @tool(args_schema=ScheduleSchema)
+    def schedule_appointment(
+        schedule_date, schedule_time,
+        service_center, customer,
+        professional, description
+    ) -> bool:
         """
-        En caso de que no se haya podido verificar el usuario, sera necesario
-        registrarlo como un usuario nuevo.
-
-        Args:
-            full_name: Nombre completo del cliente.
-            phone: Numero de contacto del cliente.
-        """
-        logger.info("Llamando a Registrar Nuevo Usuario.")
-
-        return True
-
-    @tool
-    def consultar_sedes() -> list:
-        """
-        Brinda informacion al usuario acerca de las sedes disponibles y sus horarios.
-        """
-        logger.info("Llamando a consultar sedes.")
-
-        return []
-
-    @tool
-    def consultar_agenda_disponible() -> list:
-        """
-        Ayuda a consultar al cliente los horarios de atencion disponibles para agendar su cita.
-        """
-        logger.info("Llamando a consultar agenda disponible.")
-
-        return []
-
-    @tool
-    def agendar_cita() -> bool:
-        """
-        Ayuda al cliente a confirmar su cita.
+        Permite al Cliente al Agendar una Cita
         """
         logger.info("Llamando a agendar cita.")
+        logger.info([
+            schedule_date,
+            schedule_time,
+            service_center,
+            customer,
+            professional,
+            description
+        ])
+
+        example_schedule = {
+            'professional': 6,
+            'description': "Bien Bonito Todo!",
+            'customer': 4,
+            'date': '2026-03-25 14:00',
+            'service_center': 11
+        }
+
+        async def call_tool():
+            async with _MCP_CLIENT:
+                result = await _MCP_CLIENT.call_tool(
+                    "create_schedule", example_schedule)
+                logger.info(result)
+
+        asyncio.run(call_tool())
 
         return True
diff --git a/src/naliiabot/bot/tools/schemes.py b/src/naliiabot/bot/tools/schemes.py
new file mode 100644
index 0000000..e29e007
--- /dev/null
+++ b/src/naliiabot/bot/tools/schemes.py
@@ -0,0 +1,37 @@
+from datetime import date, time
+from typing import Optional
+from pydantic import BaseModel, Field, PositiveInt
+
+
+class ScheduleSchema(BaseModel):
+    """
+    Scheme for Schedule Appointment
+    """
+
+    schedule_date: date = Field(
+        description="Date in format DD-MM-YYYY")
+    schedule_time: time = Field(
+        description="Time in format 12h (HH:MM)")
+    service_center: Optional[PositiveInt] = Field(
+        None, description="ID Service center Example: 1")
+    customer: Optional[PositiveInt] = Field(
+        None, description="ID Customer Example: 1")
+    professional: Optional[PositiveInt] = Field(
+        None, description="ID Professional Example: 1")
+    description: str = Field(
+        default="General Schedule",
+        max_length=255,
+        description="Max 255 characters."
+    )
+
+    class Config:
+        json_schema_extra = {
+            "example": {
+                "schedule_date": "15-03-2026",
+                "schedule_time": "02:00",
+                "service_center": 1,
+                "professional": 12,
+                "customer": 999,
+                "description": "Review"
+            }
+        }
diff --git a/src/naliiabotapi/api/dependencies.py b/src/naliiabotapi/api/dependencies.py
index d1d7fc1..f2e01ca 100644
--- a/src/naliiabotapi/api/dependencies.py
+++ b/src/naliiabotapi/api/dependencies.py
@@ -1,17 +1,12 @@
-
-import os
-from naliiabot.bot.agent.agent import Agent, AgentConfig
-from naliiabot.bot.tools.naliia_tools import NaliiaTools
-from naliiabot.bot.factories.llm_factory import LLMFactory
-from naliiabot.bot.prompts.load_prompt import get_prompt_template
-from langgraph.checkpoint.postgres.aio import AsyncPostgresSaver
+from naliiabot.bot.agent.agent import Agent
 from psycopg_pool import AsyncConnectionPool
 from psycopg.rows import dict_row
-from ..logger import logger
-from .settings import _settings
+from .settings import _settings as st
 
 
-_connection_string = f"postgresql://{_settings.DB_USER}:{_settings.DB_PASSWORD}@localhost:5432/{_settings.DB_NAME}"
+_protocol = "postgresql://"
+_connection_string =\
+    f"{_protocol}{st.DB_USER}:{st.DB_PASSWORD}@localhost:5432/{st.DB_NAME}"
 agent_instance: Agent | None = None
 db_pool = None
 
diff --git a/src/naliiabotapi/api/v1/endpoints/chat.py b/src/naliiabotapi/api/v1/endpoints/chat.py
index 86e17e6..bbdee0e 100644
--- a/src/naliiabotapi/api/v1/endpoints/chat.py
+++ b/src/naliiabotapi/api/v1/endpoints/chat.py
@@ -4,8 +4,9 @@ from langchain_core.messages import HumanMessage
 
 router = APIRouter()
 
+
 @router.post("/chat")
-def chat(messages: dict, agent = Depends(get_agent)):
+def chat(messages: dict, agent=Depends(get_agent)):
     """
     Simulate a chat response based on the input message.
 
@@ -16,7 +17,12 @@ def chat(messages: dict, agent = Depends(get_agent)):
         dict: A dictionary containing the response message.
     """
 
-    messages = [HumanMessage(content=messages["messages"])] 
-    response_message = agent.invoke({"messages": messages})
-    
-    return {"response": response_message}
\ No newline at end of file
+    messages = [
+        HumanMessage(
+            content=messages["messages"]
+        )]
+    response_message = agent.invoke(
+        {"messages": messages}
+    )
+
+    return {"response": response_message}
diff --git a/src/naliiabotapi/api/v1/webhooks/chat_hook.py b/src/naliiabotapi/api/v1/webhooks/chat_hook.py
index 14d294e..c53470e 100644
--- a/src/naliiabotapi/api/v1/webhooks/chat_hook.py
+++ b/src/naliiabotapi/api/v1/webhooks/chat_hook.py
@@ -9,6 +9,7 @@ import json
 
 router = APIRouter()
 
+
 async def send_whatsapp_message(request_data: SendMessageScheme):
     """
     Envía un mensaje de texto a través de la API de WhatsApp.
@@ -32,11 +33,16 @@ async def send_whatsapp_message(request_data: SendMessageScheme):
         "delay": delay,
         "linkPreview": False
     }
-    
+
     async with httpx.AsyncClient() as client:
         try:
-            response = await client.post(endpoint, json=payload, headers=headers)
+            response = await client.post(
+                endpoint,
+                json=payload,
+                headers=headers
+            )
             response.raise_for_status()
+
             return response.json()
         except Exception as e:
             logger.error(f"Error enviando mensaje a WhatsApp: {e}")
@@ -44,7 +50,7 @@ async def send_whatsapp_message(request_data: SendMessageScheme):
 
 
 @router.post("/webhook")
-async def webhook_chat(request: Request, agent = Depends(get_agent)):
+async def webhook_chat(request: Request, agent=Depends(get_agent)):
     logger.info("Received webhook request")
     body = await request.json()
     logger.info(f"Webhook payload: {json.dumps(body)}")
@@ -74,9 +80,11 @@ async def webhook_chat(request: Request, agent = Depends(get_agent)):
 
         messages = [HumanMessage(content=user_message)]
 
-        agent_response = await agent.ainvoke({"messages": messages}, config=config)
+        agent_response = await agent.ainvoke(
+            {"messages": messages}, config=config
+        )
         agent_response_content = agent_response["messages"][-1].content
-        
+
         clean_jid = thread_id.split('@')[0]
 
         await send_whatsapp_message(
@@ -87,10 +95,10 @@ async def webhook_chat(request: Request, agent = Depends(get_agent)):
                 jid=clean_jid,
                 text=agent_response_content,
                 delay=1200
-        ))
+            ))
 
     except Exception as e:
         logger.error(f"Error processing webhook: {e}")
         return {"error": str(e)}
-    
+
     return {"status": "sent", "reply": agent_response_content}
diff --git a/src/naliiabotapi/main.py b/src/naliiabotapi/main.py
index b67b13e..6159154 100644
--- a/src/naliiabotapi/main.py
+++ b/src/naliiabotapi/main.py
@@ -16,10 +16,10 @@ async def lifespan(app: FastAPI):
         await checkpointer.setup()
 
         model_name = "anthropic"
+        model = deps.LLMFactory(model_name).get_model()
         naliia_prompt = deps.get_prompt_template("NALIIA_PROMPT")
         naliia_tools = deps.NaliiaTools().get_tools()
         config = deps.AgentConfig(system_prompt=naliia_prompt)
-        model = deps.LLMFactory(model_name).get_model()
 
         deps.agent_instance = deps.Agent(
             model=model,
@@ -35,7 +35,9 @@ async def lifespan(app: FastAPI):
 
 app = FastAPI(
     title="NaliiaBot API",
-    description="API for NaliiaBot, a chatbot that provides customer service and related topics.",
+    description=(
+        "API for NaliiaBot, a chatbot that provides "
+        "customer service and related topics."),
     version="1.0.0",
     lifespan=lifespan
 )
@@ -43,10 +45,12 @@ app = FastAPI(
 app.include_router(chat_router)
 app.include_router(chat_hook_router)
 
+
 @app.get("/")
 def read_root():
     return {"Hello": "World"}
 
+
 @app.get("/health")
 def health_check():
     return {"status": "ok"}
diff --git a/src/naliiabotapi/schemes/chat_schemes.py b/src/naliiabotapi/schemes/chat_schemes.py
index f77b4f1..84a4166 100644
--- a/src/naliiabotapi/schemes/chat_schemes.py
+++ b/src/naliiabotapi/schemes/chat_schemes.py
@@ -7,4 +7,4 @@ class SendMessageScheme(TypedDict):
     apikey: str
     jid: str
     delay: int = 1200
-    text: str
\ No newline at end of file
+    text: str
diff --git a/src/ui/src/ui/app.py b/src/ui/src/ui/app.py
index c99c203..e075feb 100644
--- a/src/ui/src/ui/app.py
+++ b/src/ui/src/ui/app.py
@@ -1,10 +1,8 @@
 import streamlit as st
 from agent_client import AgentClient
-from logger import logger
+import asyncio
 import json
 import httpx
-import random
-import time
 
 
 async def main():
@@ -18,7 +16,6 @@ async def main():
         with st.chat_message(message["role"]):
             st.markdown(message["content"])
 
-
     if prompt := st.chat_input("What is up?"):
         st.chat_message("user").markdown(prompt)
         st.session_state.messages.append({"role": "user", "content": prompt})
@@ -26,10 +23,8 @@ async def main():
         agent_client = AgentClient()
         response = await agent_client.send_message(prompt)
 
-
         try:
             response.raise_for_status()
-            data = response.json()
         except json.JSONDecodeError:
             raise RuntimeError(
                 f"Respuesta inválida (no JSON): {response.text}"
@@ -41,8 +36,10 @@ async def main():
 
         raw_response = response.json()['response']['messages'][-1]['content']
 
-        with st.chat_message("assistant"):
-            formated_response = st.markdown(raw_response)
-        st.session_state.messages.append({"role": "assistant", "content": raw_response})
+        st.session_state.messages.append({
+            "role": "assistant",
+            "content": raw_response
+        })
 
-if __name__ == "__main__":   import asyncio; asyncio.run(main())
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/src/ui/src/ui/logger.py b/src/ui/src/ui/logger.py
index 0d24af2..925b062 100644
--- a/src/ui/src/ui/logger.py
+++ b/src/ui/src/ui/logger.py
@@ -4,4 +4,4 @@ logging.basicConfig(
     level=logging.INFO,
     format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
 )
-logger = logging.getLogger(__name__)
\ No newline at end of file
+logger = logging.getLogger(__name__)
diff --git a/tests/conftest.py b/tests/conftest.py
index 0034a9c..841707d 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -6,13 +6,15 @@ from src.naliiabot.bot.factories.llm_factory import LLMFactory
 from httpx import ASGITransport, AsyncClient
 from naliiabotapi.main import app
 
+
 @pytest.fixture(scope="function")
 async def async_client():
     """Fixture para un cliente HTTP asíncrono."""
 
     async with AsyncClient(
         transport=ASGITransport(app=app),
-        base_url="http://localhost:8010") as client:
+        base_url="http://localhost:8010"
+    ) as client:
 
         yield client
 
@@ -73,101 +75,101 @@ def send_message_payload():
     """Payload de ejemplo para enviar mensajes al webhook."""
     return {
         "event": "messages.upsert",
-        "instance": "ALEJANDRO AYALA", 
+        "instance": "ALEJANDRO AYALA",
         "data": {
             "key": {
                 "remoteJid": "5512992544490@s.whatsapp.net",
                 "remoteJidAlt": "5512992544490@s.whatsapp.net",
                 "fromMe": False, "id": "AC4367597BDC50537133B9C8848B2E62",
                 "participant": "", "addressingMode": "lid"
-                },
-                "pushName": "Alejandro",
-                "status": "DELIVERY_ACK",
-                "message": {
-                    "conversation": "Hola",
-                    "messageContextInfo": {
-                        "threadId": [],
-                        "deviceListMetadata": {
-                            "senderKeyIndexes": [],
-                            "recipientKeyIndexes": [],
-                            "senderKeyHash": {
-                                "0": 154,
-                                "1": 106,
-                                "2": 69,
-                                "3": 189,
-                                "4": 90,
-                                "5": 105,
-                                "6": 172,
-                                "7": 243,
-                                "8": 27,
-                                "9": 98
-                                },
-                                "senderTimestamp": {
-                                    "low": 1772156772,
-                                    "high": 0,
-                                    "unsigned": "true"
-                                    },
-                                    "recipientKeyHash": {
-                                        "0": 16,
-                                        "1": 98,
-                                        "2": 75,
-                                        "3": 100,
-                                        "4": 131,
-                                        "5": 43,
-                                        "6": 24,
-                                        "7": 225,
-                                        "8": 244,
-                                        "9": 126
-                                        },
-                                        "recipientTimestamp": {
-                                            "low": 1772155597,
-                                            "high": 0,
-                                            "unsigned": True
-                                            }
-                                            },
-                                            "deviceListMetadataVersion": 2,
-                                            "messageSecret": {
-                                                "0": 100,
-                                                "1": 47,
-                                                "2": 112,
-                                                "3": 133,
-                                                "4": 255,
-                                                "5": 156,
-                                                "6": 129,
-                                                "7": 57,
-                                                "8": 239,
-                                                "9": 219,
-                                                "10": 74,
-                                                "11": 171,
-                                                "12": 212,
-                                                "13": 150,
-                                                "14": 112,
-                                                "15": 83,
-                                                "16": 123,
-                                                "17": 78,
-                                                "18": 189,
-                                                "19": 13,
-                                                "20": 51,
-                                                "21": 133,
-                                                "22": 129,
-                                                "23": 6,
-                                                "24": 197,
-                                                "25": 119,
-                                                "26": 197,
-                                                "27": 56,
-                                                "28": 87,
-                                                "29": 176,
-                                                "30": 135,
-                                                "31": 62
-                                                }}},
-                                                "messageType": "conversation",
-                                                "messageTimestamp": 1772168493,
-                                                "instanceId": "75a877f1-d772-422b-a6f1-6ac470af5663",
-                                                "source": "android"
-                                                },
-                                                "destination": "http://192.168.58.110:8010/webhook",
-                                                "date_time": "2026-02-27T02:01:34.178Z", 
-                                                "sender": "573016859278@s.whatsapp.net",
-                                                "server_url": "http://localhost:8080",
-                                                "apikey": "98B6B820AFC3-4544-9A4C-011B0719C2D1"
-                                                }
\ No newline at end of file
+            },
+            "pushName": "Alejandro",
+            "status": "DELIVERY_ACK",
+            "message": {
+                "conversation": "Hola",
+                "messageContextInfo": {
+                    "threadId": [],
+                    "deviceListMetadata": {
+                        "senderKeyIndexes": [],
+                        "recipientKeyIndexes": [],
+                        "senderKeyHash": {
+                            "0": 154,
+                            "1": 106,
+                            "2": 69,
+                            "3": 189,
+                            "4": 90,
+                            "5": 105,
+                            "6": 172,
+                            "7": 243,
+                            "8": 27,
+                            "9": 98
+                        },
+                        "senderTimestamp": {
+                            "low": 1772156772,
+                            "high": 0,
+                            "unsigned": "true"
+                        },
+                        "recipientKeyHash": {
+                            "0": 16,
+                            "1": 98,
+                            "2": 75,
+                            "3": 100,
+                            "4": 131,
+                            "5": 43,
+                            "6": 24,
+                            "7": 225,
+                            "8": 244,
+                            "9": 126
+                        },
+                        "recipientTimestamp": {
+                            "low": 1772155597,
+                            "high": 0,
+                            "unsigned": True
+                        }
+                    },
+                    "deviceListMetadataVersion": 2,
+                    "messageSecret": {
+                        "0": 100,
+                        "1": 47,
+                        "2": 112,
+                        "3": 133,
+                        "4": 255,
+                        "5": 156,
+                        "6": 129,
+                        "7": 57,
+                        "8": 239,
+                        "9": 219,
+                        "10": 74,
+                        "11": 171,
+                        "12": 212,
+                        "13": 150,
+                        "14": 112,
+                        "15": 83,
+                        "16": 123,
+                        "17": 78,
+                        "18": 189,
+                        "19": 13,
+                        "20": 51,
+                        "21": 133,
+                        "22": 129,
+                        "23": 6,
+                        "24": 197,
+                        "25": 119,
+                        "26": 197,
+                        "27": 56,
+                        "28": 87,
+                        "29": 176,
+                        "30": 135,
+                        "31": 62
+                    }}},
+            "messageType": "conversation",
+            "messageTimestamp": 1772168493,
+            "instanceId": "75a877f1-d772-422b-a6f1-6ac470af5663",
+            "source": "android"
+        },
+        "destination": "http://192.168.58.110:8010/webhook",
+        "date_time": "2026-02-27T02:01:34.178Z",
+        "sender": "573016859278@s.whatsapp.net",
+        "server_url": "http://localhost:8080",
+        "apikey": "98B6B820AFC3-4544-9A4C-011B0719C2D1"
+    }
diff --git a/tests/test_agent.py b/tests/test_agent.py
index bf41426..fa19296 100644
--- a/tests/test_agent.py
+++ b/tests/test_agent.py
@@ -375,8 +375,9 @@ class TestIntegrationFlows:
         assert "messages" in result
         assert "llm_calls" in result
         assert result["llm_calls"] == 1
-        assert len(result["messages"]) == 2  # Input + Response
-        assert result["messages"][-1].content == "¡Hola! ¿En qué puedo ayudarte?"
+        assert len(result["messages"]) == 2
+        assert result["messages"][-1].content == (
+            "¡Hola! ¿En qué puedo ayudarte?")
 
     def test_tool_use_flow(self, agent_with_tool):
         """
diff --git a/tests/test_api.py b/tests/test_api.py
index 5e3bdc6..1dea0fa 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -1,7 +1,6 @@
 import pytest
 from fastapi.testclient import TestClient
 from src.naliiabotapi.main import app
-from langchain_core.messages import HumanMessage
 
 
 @pytest.fixture
@@ -10,16 +9,19 @@ def client():
 
     return client
 
+
 def test_root(client):
     response = client.get("/")
 
     assert response.status_code == 200
 
+
 def test_health(client):
     response = client.get("/health")
 
     assert response.status_code == 200
 
+
 def test_chat(client):
     response = client.post("/chat", json={"messages": "Hello, how are you?"})
 
diff --git a/tests/test_webhook.py b/tests/test_webhook.py
index 055b0ec..4b5fa24 100644
--- a/tests/test_webhook.py
+++ b/tests/test_webhook.py
@@ -26,11 +26,14 @@ class TestWebhookChatBot:
         # Sobrescribir la dependencia del agente en la app
         app.dependency_overrides[get_agent] = lambda: mock_agent
 
-        async with AsyncClient(transport=ASGITransport(app=app), base_url="http://localhost:8010") as client:
+        async with AsyncClient(
+                transport=ASGITransport(app=app),
+                base_url="http://localhost:8010"
+        ) as client:
             response = await client.post("/webhook", json=send_message_payload)
 
         # Limpiar override para no afectar a otros tests
         app.dependency_overrides.pop(get_agent, None)
 
         assert response.status_code == 200
-        assert response.json().get("reply") == "Respuesta mock"
\ No newline at end of file
+        assert response.json().get("reply") == "Respuesta mock"