diff --git a/poetry.lock b/poetry.lock
index cfc8f89..c8b7e81 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -236,6 +236,23 @@ files = [
     {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
 ]
 
+[[package]]
+name = "backports-tarfile"
+version = "1.2.0"
+description = "Backport of CPython tarfile module"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version == \"3.11\""
+files = [
+    {file = "backports.tarfile-1.2.0-py3-none-any.whl", hash = "sha256:77e284d754527b01fb1e6fa8a1afe577858ebe4e9dad8919e34c862cb399bc34"},
+    {file = "backports_tarfile-1.2.0.tar.gz", hash = "sha256:d75e02c268746e1b8144c278978b6e98e85de6ad16f8e4b0844a154557eca991"},
+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["jaraco.test", "pytest (!=8.0.*)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)"]
+
 [[package]]
 name = "banks"
 version = "2.2.0"
@@ -323,6 +340,26 @@ files = [
 tests = ["pytest (>=3.2.1,!=3.3.0)"]
 typecheck = ["mypy"]
 
+[[package]]
+name = "beartype"
+version = "0.22.4"
+description = "Unbearably fast near-real-time pure-Python runtime-static type-checker."
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "beartype-0.22.4-py3-none-any.whl", hash = "sha256:7967a1cee01fee42e47da69c58c92da10ba5bcfb8072686e48487be5201e3d10"},
+    {file = "beartype-0.22.4.tar.gz", hash = "sha256:68284c7803efd190b1b4639a0ab1a17677af9571b8a2ef5a169d10cb8955b01f"},
+]
+
+[package.extras]
+dev = ["autoapi (>=0.9.0)", "celery", "click", "coverage (>=5.5)", "equinox ; sys_platform == \"linux\" and python_version < \"3.14.0\"", "fastmcp ; python_version > \"3.9.0\" and python_version < \"3.14.0\"", "jax[cpu] ; sys_platform == \"linux\" and python_version < \"3.14.0\"", "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 < \"3.14.0\" 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", "pyright (>=1.1.370)", "pytest (>=4.0.0)", "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 < \"3.14.0\""]
+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)", "equinox ; sys_platform == \"linux\" and python_version < \"3.14.0\"", "fastmcp ; python_version > \"3.9.0\" and python_version < \"3.14.0\"", "jax[cpu] ; sys_platform == \"linux\" and python_version < \"3.14.0\"", "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 < \"3.14.0\" 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", "pyright (>=1.1.370)", "pytest (>=4.0.0)", "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 < \"3.14.0\""]
+test-tox = ["celery", "click", "equinox ; sys_platform == \"linux\" and python_version < \"3.14.0\"", "fastmcp ; python_version > \"3.9.0\" and python_version < \"3.14.0\"", "jax[cpu] ; sys_platform == \"linux\" and python_version < \"3.14.0\"", "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 < \"3.14.0\" 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", "pyright (>=1.1.370)", "pytest (>=4.0.0)", "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 < \"3.14.0\""]
+test-tox-coverage = ["coverage (>=5.5)"]
+
 [[package]]
 name = "build"
 version = "1.2.2.post1"
@@ -349,14 +386,14 @@ virtualenv = ["virtualenv (>=20.0.35)"]
 
 [[package]]
 name = "cachetools"
-version = "5.5.2"
+version = "6.2.1"
 description = "Extensible memoizing collections and decorators"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "cachetools-5.5.2-py3-none-any.whl", hash = "sha256:d26a22bcc62eb95c3beabd9f1ee5e820d3d2704fe2967cbe350e20c8ffcd3f0a"},
-    {file = "cachetools-5.5.2.tar.gz", hash = "sha256:1a661caa9175d26759571b2e19580f9d6393969e5dfca11fdb1f947a23e640d4"},
+    {file = "cachetools-6.2.1-py3-none-any.whl", hash = "sha256:09868944b6dde876dfd44e1d47e18484541eaf12f26f29b7af91b26cc892d701"},
+    {file = "cachetools-6.2.1.tar.gz", hash = "sha256:3f391e4bd8f8bf0931169baf7456cc822705f4e2a31f840d218f445b9a854201"},
 ]
 
 [[package]]
@@ -789,6 +826,18 @@ files = [
     {file = "dirtyjson-1.0.8.tar.gz", hash = "sha256:90ca4a18f3ff30ce849d100dcf4a003953c79d3a2348ef056f1d9c22231a25fd"},
 ]
 
+[[package]]
+name = "diskcache"
+version = "5.6.3"
+description = "Disk Cache -- Disk and file backed persistent cache."
+optional = false
+python-versions = ">=3"
+groups = ["main"]
+files = [
+    {file = "diskcache-5.6.3-py3-none-any.whl", hash = "sha256:5e31b2d5fbad117cc363ebaf6b689474db18a1f6438bc82358b024abd4c2ca19"},
+    {file = "diskcache-5.6.3.tar.gz", hash = "sha256:2c3a3fa2743d8535d832ec61c2054a1641f41775aa7c556758a109941e33e4fc"},
+]
+
 [[package]]
 name = "distlib"
 version = "0.4.0"
@@ -934,14 +983,14 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "fastmcp"
-version = "2.10.6"
+version = "2.13.0.2"
 description = "The fast, Pythonic way to build MCP servers and clients."
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "fastmcp-2.10.6-py3-none-any.whl", hash = "sha256:9782416a8848cc0f4cfcc578e5c17834da620bef8ecf4d0daabf5dd1272411a2"},
-    {file = "fastmcp-2.10.6.tar.gz", hash = "sha256:5a7b3301f9f1b64610430caef743ac70175c4b812e1949f037e4db65b0a42c5a"},
+    {file = "fastmcp-2.13.0.2-py3-none-any.whl", hash = "sha256:eb381eb073a101aabbc0ac44b05e23fef0cd1619344b7703115c825c8755fa1c"},
+    {file = "fastmcp-2.13.0.2.tar.gz", hash = "sha256:d35386561b6f3cde195ba2b5892dc89b8919a721e6b39b98e7a16f9a7c0b8e8b"},
 ]
 
 [package.dependencies]
@@ -949,15 +998,19 @@ authlib = ">=1.5.2"
 cyclopts = ">=3.0.0"
 exceptiongroup = ">=1.2.2"
 httpx = ">=0.28.1"
-mcp = ">=1.10.0"
+jsonschema-path = ">=0.3.4"
+mcp = ">=1.17.0,<2.0.0"
 openapi-pydantic = ">=0.5.1"
+platformdirs = ">=4.0.0"
+py-key-value-aio = {version = ">=0.2.8,<0.3.0", extras = ["disk", "keyring", "memory"]}
 pydantic = {version = ">=2.11.7", extras = ["email"]}
 pyperclip = ">=1.9.0"
 python-dotenv = ">=1.1.0"
 rich = ">=13.9.4"
+websockets = ">=15.0.1"
 
 [package.extras]
-websockets = ["websockets (>=15.0.1)"]
+openai = ["openai (>=1.102.0)"]
 
 [[package]]
 name = "filelock"
@@ -1156,18 +1209,18 @@ tqdm = ["tqdm"]
 
 [[package]]
 name = "google-auth"
-version = "2.40.3"
+version = "2.42.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
 files = [
-    {file = "google_auth-2.40.3-py2.py3-none-any.whl", hash = "sha256:1370d4593e86213563547f97a92752fc658456fe4514c809544f330fed45a7ca"},
-    {file = "google_auth-2.40.3.tar.gz", hash = "sha256:500c3a29adedeb36ea9cf24b8d10858e152f2412e3ca37829b3fa18e33d63b77"},
+    {file = "google_auth-2.42.0-py2.py3-none-any.whl", hash = "sha256:f8f944bcb9723339b0ef58a73840f3c61bc91b69bf7368464906120b55804473"},
+    {file = "google_auth-2.42.0.tar.gz", hash = "sha256:9bbbeef3442586effb124d1ca032cfb8fb7acd8754ab79b55facd2b8f3ab2802"},
 ]
 
 [package.dependencies]
-cachetools = ">=2.0.0,<6.0"
+cachetools = ">=2.0.0,<7.0"
 pyasn1-modules = ">=0.2.1"
 rsa = ">=3.1.4,<5"
 
@@ -1178,7 +1231,7 @@ pyjwt = ["cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=3
 pyopenssl = ["cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
 requests = ["requests (>=2.20.0,<3.0.0)"]
-testing = ["aiohttp (<3.10.0)", "aiohttp (>=3.6.2,<4.0.0)", "aioresponses", "cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "flask", "freezegun", "grpcio", "mock", "oauth2client", "packaging", "pyjwt (>=2.0)", "pyopenssl (<24.3.0)", "pyopenssl (>=20.0.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-localserver", "pyu2f (>=0.1.5)", "requests (>=2.20.0,<3.0.0)", "responses", "urllib3"]
+testing = ["aiohttp (<3.10.0)", "aiohttp (>=3.6.2,<4.0.0)", "aioresponses", "cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "cryptography (>=38.0.3)", "flask", "freezegun", "grpcio", "mock", "oauth2client", "packaging", "pyjwt (>=2.0)", "pyopenssl (<24.3.0)", "pyopenssl (>=20.0.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-localserver", "pyu2f (>=0.1.5)", "requests (>=2.20.0,<3.0.0)", "responses", "urllib3"]
 urllib3 = ["packaging", "urllib3"]
 
 [[package]]
@@ -1637,6 +1690,84 @@ files = [
     {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
 ]
 
+[[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 = "6.0.1"
+description = "Useful decorators and context managers"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "jaraco.context-6.0.1-py3-none-any.whl", hash = "sha256:f797fc481b490edb305122c9181830a3a5b76d84ef6d1aef2fb9b47ab956f9e4"},
+    {file = "jaraco_context-6.0.1.tar.gz", hash = "sha256:9bae4ea555cf0b14938dc0aee7c9f32ed303aa20a3b73e7dc80111628792d1b3"},
+]
+
+[package.dependencies]
+"backports.tarfile" = {version = "*", markers = "python_version < \"3.12\""}
+
+[package.extras]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+test = ["portend", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+
+[[package]]
+name = "jaraco-functools"
+version = "4.3.0"
+description = "Functools like those found in stdlib"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "jaraco_functools-4.3.0-py3-none-any.whl", hash = "sha256:227ff8ed6f7b8f62c56deff101545fa7543cf2c8e7b82a7c2116e672f29c26e8"},
+    {file = "jaraco_functools-4.3.0.tar.gz", hash = "sha256:cfd13ad0dd2c47a3600b439ef72d8615d482cedcff1632930d6f28924d92f294"},
+]
+
+[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 (>=2.2)"]
+test = ["jaraco.classes", "pytest (>=6,!=8.1.*)"]
+type = ["pytest-mypy"]
+
+[[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"
@@ -1776,6 +1907,24 @@ rpds-py = ">=0.7.1"
 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"
@@ -1791,6 +1940,36 @@ files = [
 [package.dependencies]
 referencing = ">=0.31.0"
 
+[[package]]
+name = "keyring"
+version = "25.6.0"
+description = "Store and access your passwords safely."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "keyring-25.6.0-py3-none-any.whl", hash = "sha256:552a3f7af126ece7ed5c89753650eec89c7eaae8617d0aa4d9ad2b75111266bd"},
+    {file = "keyring-25.6.0.tar.gz", hash = "sha256:0b39998aa941431eb3d9b0d4b2460bc773b9df6fed7621c2dfb291a7e0187a66"},
+]
+
+[package.dependencies]
+importlib_metadata = {version = ">=4.11.4", markers = "python_version < \"3.12\""}
+"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 (>=2.2)"]
+test = ["pyfakefs", "pytest (>=6,!=8.1.*)"]
+type = ["pygobject-stubs", "pytest-mypy", "shtab", "types-pywin32"]
+
 [[package]]
 name = "kubernetes"
 version = "33.1.0"
@@ -2059,28 +2238,28 @@ tests = ["pytest", "simplejson"]
 
 [[package]]
 name = "mcp"
-version = "1.12.0"
+version = "1.19.0"
 description = "Model Context Protocol SDK"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "mcp-1.12.0-py3-none-any.whl", hash = "sha256:19a498b2bf273283e463b4dd1ed83f791fbba5c25bfa16b8b34cfd5571673e7f"},
-    {file = "mcp-1.12.0.tar.gz", hash = "sha256:853f6b17a3f31ea6e2f278c2ec7d3b38457bc80c7c2c675260dd7f04a6fd0e70"},
+    {file = "mcp-1.19.0-py3-none-any.whl", hash = "sha256:f5907fe1c0167255f916718f376d05f09a830a215327a3ccdd5ec8a519f2e572"},
+    {file = "mcp-1.19.0.tar.gz", hash = "sha256:213de0d3cd63f71bc08ffe9cc8d4409cc87acffd383f6195d2ce0457c021b5c1"},
 ]
 
 [package.dependencies]
 anyio = ">=4.5"
-httpx = ">=0.27"
+httpx = ">=0.27.1"
 httpx-sse = ">=0.4"
 jsonschema = ">=4.20.0"
-pydantic = ">=2.8.0,<3.0.0"
+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 (>=0.16.0)"]
@@ -2198,6 +2377,18 @@ plot = ["matplotlib (==3.10.0)", "pandas (==2.2.3)"]
 test = ["pytest (==8.3.4)", "pytest-sugar (==1.0.0)"]
 type = ["mypy (==1.14.1)"]
 
+[[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 = "mpmath"
 version = "1.3.0"
@@ -2828,6 +3019,18 @@ files = [
     {file = "packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f"},
 ]
 
+[[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"
@@ -2840,6 +3043,23 @@ files = [
     {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
 ]
 
+[[package]]
+name = "pathvalidate"
+version = "3.3.1"
+description = "pathvalidate is a Python library to sanitize/validate a string such as filenames/file-paths/etc."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "pathvalidate-3.3.1-py3-none-any.whl", hash = "sha256:5263baab691f8e1af96092fa5137ee17df5bdfbd6cff1fcac4d6ef4bc2e1735f"},
+    {file = "pathvalidate-3.3.1.tar.gz", hash = "sha256:b18c07212bfead624345bb8e1d6141cdcf15a39736994ea0b94035ad2b1ba177"},
+]
+
+[package.extras]
+docs = ["Sphinx (>=2.4)", "sphinx_rtd_theme (>=1.2.2)", "urllib3 (<2)"]
+readme = ["path (>=13,<18)", "readmemaker (>=1.2.0)"]
+test = ["Faker (>=1.0.8)", "allpairspy (>=2)", "click (>=6.2)", "pytest (>=6.0.1)", "pytest-md-report (>=0.6.2)"]
+
 [[package]]
 name = "pillow"
 version = "11.3.0"
@@ -3168,6 +3388,58 @@ files = [
     {file = "protobuf-6.31.1.tar.gz", hash = "sha256:d8cac4c982f0b957a4dc73a80e2ea24fab08e679c0de9deb835f4a12d69aca9a"},
 ]
 
+[[package]]
+name = "py-key-value-aio"
+version = "0.2.8"
+description = "Async Key-Value"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "py_key_value_aio-0.2.8-py3-none-any.whl", hash = "sha256:561565547ce8162128fd2bd0b9d70ce04a5f4586da8500cce79a54dfac78c46a"},
+    {file = "py_key_value_aio-0.2.8.tar.gz", hash = "sha256:c0cfbb0bd4e962a3fa1a9fa6db9ba9df812899bd9312fa6368aaea7b26008b36"},
+]
+
+[package.dependencies]
+beartype = ">=0.22.2"
+cachetools = {version = ">=6.0.0", optional = true, markers = "extra == \"memory\""}
+diskcache = {version = ">=5.6.0", optional = true, markers = "extra == \"disk\""}
+keyring = {version = ">=25.6.0", optional = true, markers = "extra == \"keyring\""}
+pathvalidate = {version = ">=3.3.1", optional = true, markers = "extra == \"disk\""}
+py-key-value-shared = "0.2.8"
+
+[package.extras]
+disk = ["diskcache (>=5.6.0)", "pathvalidate (>=3.3.1)"]
+dynamodb = ["aioboto3 (>=13.3.0)", "types-aiobotocore-dynamodb (>=2.16.0)"]
+elasticsearch = ["aiohttp (>=3.12)", "elasticsearch (>=9.0.0)"]
+keyring = ["keyring (>=25.6.0)"]
+keyring-linux = ["dbus-python (>=1.4.0)", "keyring (>=25.6.0)"]
+memcached = ["aiomcache (>=0.8.0)"]
+memory = ["cachetools (>=6.0.0)"]
+mongodb = ["pymongo (>=4.15.0)"]
+pydantic = ["pydantic (>=2.11.9)"]
+redis = ["redis (>=4.3.0)"]
+rocksdb = ["rocksdict (>=0.3.0)"]
+valkey = ["valkey-glide (>=2.1.0)"]
+vault = ["hvac (>=2.3.0)", "types-hvac (>=2.3.0)"]
+wrappers-encryption = ["cryptography (>=45.0.0)"]
+
+[[package]]
+name = "py-key-value-shared"
+version = "0.2.8"
+description = "Shared Key-Value"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "py_key_value_shared-0.2.8-py3-none-any.whl", hash = "sha256:aff1bbfd46d065b2d67897d298642e80e5349eae588c6d11b48452b46b8d46ba"},
+    {file = "py_key_value_shared-0.2.8.tar.gz", hash = "sha256:703b4d3c61af124f0d528ba85995c3c8d78f8bd3d2b217377bd3278598070cc1"},
+]
+
+[package.dependencies]
+beartype = ">=0.22.2"
+typing-extensions = ">=4.15.0"
+
 [[package]]
 name = "pyasn1"
 version = "0.6.1"
@@ -3711,6 +3983,19 @@ files = [
     {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 = "6.0.2"
@@ -4284,6 +4569,23 @@ dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy (==1.10.0)", "pycodest
 doc = ["intersphinx_registry", "jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.19.1)", "jupytext", "linkify-it-py", "matplotlib (>=3.5)", "myst-nb (>=1.2.0)", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0,<8.2.0)", "sphinx-copybutton", "sphinx-design (>=0.4.0)"]
 test = ["Cython", "array-api-strict (>=2.3.1)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja ; sys_platform != \"emscripten\"", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
+[[package]]
+name = "secretstorage"
+version = "3.4.0"
+description = "Python bindings to FreeDesktop.org Secret Service API"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "sys_platform == \"linux\""
+files = [
+    {file = "secretstorage-3.4.0-py3-none-any.whl", hash = "sha256:0e3b6265c2c63509fb7415717607e4b2c9ab767b7f344a57473b779ca13bd02e"},
+    {file = "secretstorage-3.4.0.tar.gz", hash = "sha256:c46e216d6815aff8a8a18706a2fbfd8d53fcbb0dce99301881687a1b0289ef7c"},
+]
+
+[package.dependencies]
+cryptography = ">=2.0"
+jeepney = ">=0.6"
+
 [[package]]
 name = "sentence-transformers"
 version = "5.0.0"
@@ -4849,14 +5151,14 @@ typing-extensions = ">=3.7.4.3"
 
 [[package]]
 name = "typing-extensions"
-version = "4.14.1"
+version = "4.15.0"
 description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
-    {file = "typing_extensions-4.14.1-py3-none-any.whl", hash = "sha256:d1e1e3b58374dc93031d6eda2420a48ea44a36c2b4766a4fdeb3710755731d76"},
-    {file = "typing_extensions-4.14.1.tar.gz", hash = "sha256:38b39f4aeeab64884ce9f74c94263ef78f3c22467c8724005483154c26648d36"},
+    {file = "typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548"},
+    {file = "typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466"},
 ]
 
 [[package]]
@@ -5497,4 +5799,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.11"
-content-hash = "7e271b46c9dd7ac31725fb5b76d1b7a07e5a006e9fedbe56b160a14b1bc9a07f"
+content-hash = "a23e7e60c033e3cbb851bf7a7050755612936150804f476ea9415e7f348ed6d1"
diff --git a/pyproject.toml b/pyproject.toml
index 64e90b1..dd9a4ac 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,7 +10,7 @@ package-mode = false
 python = "^3.11"
 neo4j = "^5.28.2"
 pydantic-settings = "^2.10.0"
-fastmcp = "^2.10.5"
+fastmcp = "^2.13.0"
 neomodel = "^5.5.0"
 chromadb = "^1.0.13"
 posthog = "<6.0.0"