diff --git a/poetry.lock b/poetry.lock
index d2826e6..30df242 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -65,6 +65,21 @@ docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphi
 tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
 tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
 
+[[package]]
+name = "authlib"
+version = "1.6.4"
+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-1.6.4-py2.py3-none-any.whl", hash = "sha256:39313d2a2caac3ecf6d8f95fbebdfd30ae6ea6ae6a6db794d976405fdd9aa796"},
+    {file = "authlib-1.6.4.tar.gz", hash = "sha256:104b0442a43061dc8bc23b133d1d06a2b0a9c2e3e33f34c4338929e816287649"},
+]
+
+[package.dependencies]
+cryptography = "*"
+
 [[package]]
 name = "black"
 version = "23.12.1"
@@ -124,6 +139,193 @@ files = [
     {file = "certifi-2025.8.3.tar.gz", hash = "sha256:e564105f78ded564e3ae7c923924435e1daa7463faeab5bb932bc53ffae63407"},
 ]
 
+[[package]]
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+version = "2.0.0"
+description = "Foreign Function Interface for Python calling C code."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "platform_python_implementation != \"PyPy\""
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 [[package]]
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 version = "8.2.1"
@@ -153,6 +355,174 @@ files = [
 ]
 markers = {main = "sys_platform != \"emscripten\" and platform_system == \"Windows\"", dev = "platform_system == \"Windows\" or sys_platform == \"win32\""}
 
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+doq = ["aioquic (>=1.2.0)"]
+idna = ["idna (>=3.10)"]
+trio = ["trio (>=0.30)"]
+wmi = ["wmi (>=1.5.1) ; platform_system == \"Windows\""]
+
+[[package]]
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+version = "0.17.0"
+description = "Parse Python docstrings in reST, Google and Numpydoc format"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
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+docs = ["pydoctor (>=25.4.0)"]
+test = ["pytest"]
+
+[[package]]
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+description = "Docutils -- Python Documentation Utilities"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+    {file = "docutils-0.22.2.tar.gz", hash = "sha256:9fdb771707c8784c8f2728b67cb2c691305933d68137ef95a75db5f4dfbc213d"},
+]
+
+[[package]]
+name = "email-validator"
+version = "2.3.0"
+description = "A robust email address syntax and deliverability validation library."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "email_validator-2.3.0-py3-none-any.whl", hash = "sha256:80f13f623413e6b197ae73bb10bf4eb0908faf509ad8362c5edeb0be7fd450b4"},
+    {file = "email_validator-2.3.0.tar.gz", hash = "sha256:9fc05c37f2f6cf439ff414f8fc46d917929974a82244c20eb10231ba60c54426"},
+]
+
+[package.dependencies]
+dnspython = ">=2.0.0"
+idna = ">=2.0.0"
+
 [[package]]
 name = "exceptiongroup"
 version = "1.3.0"
@@ -160,11 +530,11 @@ description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
-markers = "python_version == \"3.10\""
 files = [
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     {file = "exceptiongroup-1.3.0.tar.gz", hash = "sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88"},
 ]
+markers = {dev = "python_version == \"3.10\""}
 
 [package.dependencies]
 typing-extensions = {version = ">=4.6.0", markers = "python_version < \"3.13\""}
@@ -172,6 +542,35 @@ typing-extensions = {version = ">=4.6.0", markers = "python_version < \"3.13\""}
 [package.extras]
 test = ["pytest (>=6)"]
 
+[[package]]
+name = "fastmcp"
+version = "2.12.3"
+description = "The fast, Pythonic way to build MCP servers and clients."
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
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+    {file = "fastmcp-2.12.3.tar.gz", hash = "sha256:541dd569d5b6c083140b04d997ba3dc47f7c10695cee700d0a733ce63b20bb65"},
+]
+
+[package.dependencies]
+authlib = ">=1.5.2"
+cyclopts = ">=3.0.0"
+exceptiongroup = ">=1.2.2"
+httpx = ">=0.28.1"
+mcp = ">=1.12.4,<2.0.0"
+openapi-core = ">=0.19.5"
+openapi-pydantic = ">=0.5.1"
+pydantic = {version = ">=2.11.7", extras = ["email"]}
+pyperclip = ">=1.9.0"
+python-dotenv = ">=1.1.0"
+rich = ">=13.9.4"
+
+[package.extras]
+openai = ["openai (>=1.102.0)"]
+websockets = ["websockets (>=15.0.1)"]
+
 [[package]]
 name = "h11"
 version = "0.16.0"
@@ -270,6 +669,18 @@ files = [
     {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
 ]
 
+[[package]]
+name = "isodate"
+version = "0.7.2"
+description = "An ISO 8601 date/time/duration parser and formatter"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
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+    {file = "isodate-0.7.2.tar.gz", hash = "sha256:4cd1aa0f43ca76f4a6c6c0292a85f40b35ec2e43e315b59f06e6d32171a953e6"},
+]
+
 [[package]]
 name = "isort"
 version = "5.13.2"
@@ -307,6 +718,24 @@ 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 = [
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+    {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 = "2025.9.1"
@@ -322,6 +751,155 @@ files = [
 [package.dependencies]
 referencing = ">=0.31.0"
 
+[[package]]
+name = "lazy-object-proxy"
+version = "1.12.0"
+description = "A fast and thorough lazy object proxy."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+]
+
 [[package]]
 name = "mcp"
 version = "1.14.0"
@@ -352,6 +930,30 @@ 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"
+description = "Markdown URL utilities"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
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+    {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 = [
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+    {file = "more_itertools-10.8.0.tar.gz", hash = "sha256:f638ddf8a1a0d134181275fb5d58b086ead7c6a72429ad725c67503f13ba30bd"},
+]
+
 [[package]]
 name = "mypy"
 version = "1.18.1"
@@ -425,6 +1027,88 @@ files = [
     {file = "mypy_extensions-1.1.0.tar.gz", hash = "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558"},
 ]
 
+[[package]]
+name = "openapi-core"
+version = "0.19.5"
+description = "client-side and server-side support for the OpenAPI Specification v3"
+optional = false
+python-versions = "<4.0.0,>=3.8.0"
+groups = ["main"]
+files = [
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+    {file = "openapi_core-0.19.5.tar.gz", hash = "sha256:421e753da56c391704454e66afe4803a290108590ac8fa6f4a4487f4ec11f2d3"},
+]
+
+[package.dependencies]
+isodate = "*"
+jsonschema = ">=4.18.0,<5.0.0"
+jsonschema-path = ">=0.3.1,<0.4.0"
+more-itertools = "*"
+openapi-schema-validator = ">=0.6.0,<0.7.0"
+openapi-spec-validator = ">=0.7.1,<0.8.0"
+parse = "*"
+typing-extensions = ">=4.8.0,<5.0.0"
+werkzeug = "<3.1.2"
+
+[package.extras]
+aiohttp = ["aiohttp (>=3.0)", "multidict (>=6.0.4,<7.0.0)"]
+django = ["django (>=3.0)"]
+falcon = ["falcon (>=3.0)"]
+fastapi = ["fastapi (>=0.111,<0.116)"]
+flask = ["flask"]
+requests = ["requests"]
+starlette = ["aioitertools (>=0.11,<0.13)", "starlette (>=0.26.1,<0.45.0)"]
+
+[[package]]
+name = "openapi-pydantic"
+version = "0.5.1"
+description = "Pydantic OpenAPI schema implementation"
+optional = false
+python-versions = "<4.0,>=3.8"
+groups = ["main"]
+files = [
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+    {file = "openapi_pydantic-0.5.1.tar.gz", hash = "sha256:ff6835af6bde7a459fb93eb93bb92b8749b754fc6e51b2f1590a19dc3005ee0d"},
+]
+
+[package.dependencies]
+pydantic = ">=1.8"
+
+[[package]]
+name = "openapi-schema-validator"
+version = "0.6.3"
+description = "OpenAPI schema validation for Python"
+optional = false
+python-versions = "<4.0.0,>=3.8.0"
+groups = ["main"]
+files = [
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+    {file = "openapi_schema_validator-0.6.3.tar.gz", hash = "sha256:f37bace4fc2a5d96692f4f8b31dc0f8d7400fd04f3a937798eaf880d425de6ee"},
+]
+
+[package.dependencies]
+jsonschema = ">=4.19.1,<5.0.0"
+jsonschema-specifications = ">=2023.5.2"
+rfc3339-validator = "*"
+
+[[package]]
+name = "openapi-spec-validator"
+version = "0.7.2"
+description = "OpenAPI 2.0 (aka Swagger) and OpenAPI 3 spec validator"
+optional = false
+python-versions = "<4.0.0,>=3.8.0"
+groups = ["main"]
+files = [
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+    {file = "openapi_spec_validator-0.7.2.tar.gz", hash = "sha256:cc029309b5c5dbc7859df0372d55e9d1ff43e96d678b9ba087f7c56fc586f734"},
+]
+
+[package.dependencies]
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+jsonschema-path = ">=0.3.1,<0.4.0"
+lazy-object-proxy = ">=1.7.1,<2.0.0"
+openapi-schema-validator = ">=0.6.0,<0.7.0"
+
 [[package]]
 name = "packaging"
 version = "25.0"
@@ -437,6 +1121,30 @@ files = [
     {file = "packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f"},
 ]
 
+[[package]]
+name = "parse"
+version = "1.20.2"
+description = "parse() is the opposite of format()"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
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+    {file = "parse-1.20.2.tar.gz", hash = "sha256:b41d604d16503c79d81af5165155c0b20f6c8d6c559efa66b4b695c3e5a0a0ce"},
+]
+
+[[package]]
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+version = "0.4.4"
+description = "Object-oriented paths"
+optional = false
+python-versions = "<4.0.0,>=3.7.0"
+groups = ["main"]
+files = [
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+    {file = "pathable-0.4.4.tar.gz", hash = "sha256:6905a3cd17804edfac7875b5f6c9142a218c7caef78693c2dbbbfbac186d88b2"},
+]
+
 [[package]]
 name = "pathspec"
 version = "0.12.1"
@@ -482,6 +1190,19 @@ files = [
 dev = ["pre-commit", "tox"]
 testing = ["coverage", "pytest", "pytest-benchmark"]
 
+[[package]]
+name = "pycparser"
+version = "2.23"
+description = "C parser in Python"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "platform_python_implementation != \"PyPy\" and implementation_name != \"PyPy\""
+files = [
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+    {file = "pycparser-2.23.tar.gz", hash = "sha256:78816d4f24add8f10a06d6f05b4d424ad9e96cfebf68a4ddc99c65c0720d00c2"},
+]
+
 [[package]]
 name = "pydantic"
 version = "2.11.9"
@@ -496,6 +1217,7 @@ files = [
 
 [package.dependencies]
 annotated-types = ">=0.6.0"
+email-validator = {version = ">=2.0.0", optional = true, markers = "extra == \"email\""}
 pydantic-core = "2.33.2"
 typing-extensions = ">=4.12.2"
 typing-inspection = ">=0.4.0"
@@ -640,6 +1362,33 @@ gcp-secret-manager = ["google-cloud-secret-manager (>=2.23.1)"]
 toml = ["tomli (>=2.0.1)"]
 yaml = ["pyyaml (>=6.0.1)"]
 
+[[package]]
+name = "pygments"
+version = "2.19.2"
+description = "Pygments is a syntax highlighting package written in Python."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+    {file = "pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887"},
+]
+
+[package.extras]
+windows-terminal = ["colorama (>=0.4.6)"]
+
+[[package]]
+name = "pyperclip"
+version = "1.10.0"
+description = "A cross-platform clipboard module for Python. (Only handles plain text for now.)"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
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+]
+
 [[package]]
 name = "pytest"
 version = "7.4.4"
@@ -740,6 +1489,69 @@ files = [
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 ]
 
+[[package]]
+name = "pyyaml"
+version = "6.0.2"
+description = "YAML parser and emitter for Python"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+    {file = "PyYAML-6.0.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3b1fdb9dc17f5a7677423d508ab4f243a726dea51fa5e70992e59a7411c89d19"},
+    {file = "PyYAML-6.0.2-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:0b69e4ce7a131fe56b7e4d770c67429700908fc0752af059838b1cfb41960e4e"},
+    {file = "PyYAML-6.0.2-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:a9f8c2e67970f13b16084e04f134610fd1d374bf477b17ec1599185cf611d725"},
+    {file = "PyYAML-6.0.2-cp39-cp39-win32.whl", hash = "sha256:6395c297d42274772abc367baaa79683958044e5d3835486c16da75d2a694631"},
+    {file = "PyYAML-6.0.2-cp39-cp39-win_amd64.whl", hash = "sha256:39693e1f8320ae4f43943590b49779ffb98acb81f788220ea932a6b6c51004d8"},
+    {file = "pyyaml-6.0.2.tar.gz", hash = "sha256:d584d9ec91ad65861cc08d42e834324ef890a082e591037abe114850ff7bbc3e"},
+]
+
 [[package]]
 name = "referencing"
 version = "0.36.2"
@@ -757,6 +1569,78 @@ attrs = ">=22.2.0"
 rpds-py = ">=0.7.0"
 typing-extensions = {version = ">=4.4.0", markers = "python_version < \"3.13\""}
 
+[[package]]
+name = "requests"
+version = "2.32.5"
+description = "Python HTTP for Humans."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "requests-2.32.5-py3-none-any.whl", hash = "sha256:2462f94637a34fd532264295e186976db0f5d453d1cdd31473c85a6a161affb6"},
+    {file = "requests-2.32.5.tar.gz", hash = "sha256:dbba0bac56e100853db0ea71b82b4dfd5fe2bf6d3754a8893c3af500cec7d7cf"},
+]
+
+[package.dependencies]
+certifi = ">=2017.4.17"
+charset_normalizer = ">=2,<4"
+idna = ">=2.5,<4"
+urllib3 = ">=1.21.1,<3"
+
+[package.extras]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
+
+[[package]]
+name = "rfc3339-validator"
+version = "0.1.4"
+description = "A pure python RFC3339 validator"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+groups = ["main"]
+files = [
+    {file = "rfc3339_validator-0.1.4-py2.py3-none-any.whl", hash = "sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa"},
+    {file = "rfc3339_validator-0.1.4.tar.gz", hash = "sha256:138a2abdf93304ad60530167e51d2dfb9549521a836871b88d7f4695d0022f6b"},
+]
+
+[package.dependencies]
+six = "*"
+
+[[package]]
+name = "rich"
+version = "14.1.0"
+description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
+optional = false
+python-versions = ">=3.8.0"
+groups = ["main"]
+files = [
+    {file = "rich-14.1.0-py3-none-any.whl", hash = "sha256:536f5f1785986d6dbdea3c75205c473f970777b4a0d6c6dd1b696aa05a3fa04f"},
+    {file = "rich-14.1.0.tar.gz", hash = "sha256:e497a48b844b0320d45007cdebfeaeed8db2a4f4bcf49f15e455cfc4af11eaa8"},
+]
+
+[package.dependencies]
+markdown-it-py = ">=2.2.0"
+pygments = ">=2.13.0,<3.0.0"
+
+[package.extras]
+jupyter = ["ipywidgets (>=7.5.1,<9)"]
+
+[[package]]
+name = "rich-rst"
+version = "1.3.1"
+description = "A beautiful reStructuredText renderer for rich"
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = [
+    {file = "rich_rst-1.3.1-py3-none-any.whl", hash = "sha256:498a74e3896507ab04492d326e794c3ef76e7cda078703aa592d1853d91098c1"},
+    {file = "rich_rst-1.3.1.tar.gz", hash = "sha256:fad46e3ba42785ea8c1785e2ceaa56e0ffa32dbe5410dec432f37e4107c4f383"},
+]
+
+[package.dependencies]
+docutils = "*"
+rich = ">=12.0.0"
+
 [[package]]
 name = "rpds-py"
 version = "0.27.1"
@@ -922,6 +1806,18 @@ files = [
     {file = "rpds_py-0.27.1.tar.gz", hash = "sha256:26a1c73171d10b7acccbded82bf6a586ab8203601e565badc74bbbf8bc5a10f8"},
 ]
 
+[[package]]
+name = "six"
+version = "1.17.0"
+description = "Python 2 and 3 compatibility utilities"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main"]
+files = [
+    {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
+    {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
+]
+
 [[package]]
 name = "sniffio"
 version = "1.3.1"
@@ -1044,6 +1940,24 @@ files = [
 [package.dependencies]
 typing-extensions = ">=4.12.0"
 
+[[package]]
+name = "urllib3"
+version = "2.5.0"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "urllib3-2.5.0-py3-none-any.whl", hash = "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc"},
+    {file = "urllib3-2.5.0.tar.gz", hash = "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760"},
+]
+
+[package.extras]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
 [[package]]
 name = "uvicorn"
 version = "0.35.0"
@@ -1065,7 +1979,25 @@ typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
 [package.extras]
 standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.15.1) ; sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\"", "watchfiles (>=0.13)", "websockets (>=10.4)"]
 
+[[package]]
+name = "werkzeug"
+version = "3.1.1"
+description = "The comprehensive WSGI web application library."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "werkzeug-3.1.1-py3-none-any.whl", hash = "sha256:a71124d1ef06008baafa3d266c02f56e1836a5984afd6dd6c9230669d60d9fb5"},
+    {file = "werkzeug-3.1.1.tar.gz", hash = "sha256:8cd39dfbdfc1e051965f156163e2974e52c210f130810e9ad36858f0fd3edad4"},
+]
+
+[package.dependencies]
+MarkupSafe = ">=2.1.1"
+
+[package.extras]
+watchdog = ["watchdog (>=2.3)"]
+
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.10,<4.0"
-content-hash = "95ae6b450c4faa74e441bbf045f5200640af969f12ef105f67e14bd5c7c7db2a"
+content-hash = "e9f65ef6ab7c65cbac5c8fc9b902a7592312bc0d9533ef92dcb7689d6111bf0c"
diff --git a/pyproject.toml b/pyproject.toml
index 40605f1..2692584 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,6 +14,8 @@ packages = [{include = "workshop_mcp", from = "src"}]
 python = ">=3.10,<4.0"
 mcp = "^1.0.0"
 aiofiles = "^23.2.0"
+fastmcp = "^2.10.0"
+pydantic = "^2.8.0"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^7.4.0"
diff --git a/src/workshop_mcp/server.py b/src/workshop_mcp/server.py
index f55dc44..3ad8713 100644
--- a/src/workshop_mcp/server.py
+++ b/src/workshop_mcp/server.py
@@ -1,236 +1,79 @@
 """
-MCP Server for Workshop Keyword Search Tool
+FastMCP-based MCP Server for Workshop Keyword Search Tool
 
-This module implements a Model Context Protocol (MCP) server that exposes
-the keyword search functionality as a tool for AI agents.
+This module implements an MCP server using FastMCP that exposes the
+keyword search functionality as a tool for AI agents over stdio.
+
+It preserves the original CLI entrypoint (workshop-mcp-server) while
+simplifying protocol handling via FastMCP's high-level API.
 """
 
-import asyncio
-import json
-import logging
-import sys
-from typing import Any, Dict, List, Sequence
-
-from mcp.server import Server
-from mcp.server.models import InitializationOptions
-from mcp.server.stdio import stdio_server
-from mcp.server.lowlevel import NotificationOptions
-from mcp.types import (
-    CallToolRequest,
-    CallToolResult,
-    ListToolsRequest,
-    ListToolsResult,
-    Tool,
-    TextContent,
-)
+from __future__ import annotations
+
+from typing import Annotated, Any
+
+from fastmcp import Context, FastMCP
+from pydantic import Field
 
 from .keyword_search import KeywordSearchTool
 
-# Configure logging
-logging.basicConfig(
-    level=logging.INFO,
-    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s',
-    handlers=[
-        logging.StreamHandler(sys.stderr)
-    ]
+# Instantiate FastMCP server
+mcp = FastMCP(
+    name="workshop-mcp-server",
 )
 
-logger = logging.getLogger(__name__)
+# Reuse a single instance of the tool
+_keyword_search_tool = KeywordSearchTool()
 
 
-class WorkshopMCPServer:
-    """
-    MCP Server implementation for the Workshop Keyword Search Tool.
-    
-    This server exposes the keyword search functionality through the MCP protocol,
-    allowing AI agents to search for keywords across directory trees.
-    """
-    
-    def __init__(self) -> None:
-        """Initialize the MCP server with keyword search tool."""
-        self.server = Server("workshop-mcp-server")
-        self.keyword_search_tool = KeywordSearchTool()
-        self._setup_handlers()
-    
-    def _setup_handlers(self) -> None:
-        """Set up MCP protocol handlers."""
-        
-        @self.server.list_tools()
-        async def handle_list_tools() -> List[Tool]:
-            """
-            Handle list_tools request - return available tools with their schemas.
-            
-            Returns:
-                List of available tools with input schemas
-            """
-            return [
-                Tool(
-                    name="keyword_search",
-                    description=(
-                        "Search for keyword occurrences across directory trees. "
-                        "Supports multiple text file formats (.py, .java, .js, .ts, "
-                        ".html, .css, .json, .xml, .md, .txt, .yml, .yaml, etc.) "
-                        "and provides detailed statistics about matches."
-                    ),
-                    inputSchema={
-                        "type": "object",
-                        "properties": {
-                            "keyword": {
-                                "type": "string",
-                                "description": "The keyword to search for (case-sensitive)",
-                                "minLength": 1
-                            },
-                            "root_paths": {
-                                "type": "array",
-                                "description": "List of directory paths to search in",
-                                "items": {
-                                    "type": "string",
-                                    "description": "Directory path to search"
-                                },
-                                "minItems": 1
-                            }
-                        },
-                        "required": ["keyword", "root_paths"]
-                    }
-                )
-            ]
-        
-        @self.server.call_tool()
-        async def handle_call_tool(name: str, arguments: Dict[str, Any]) -> List[TextContent]:
-            """
-            Handle call_tool request - execute the requested tool.
-            
-            Args:
-                name: Name of the tool to execute
-                arguments: Tool arguments
-                
-            Returns:
-                List of text content with tool results
-                
-            Raises:
-                ValueError: If tool name is unknown or arguments are invalid
-            """
-            if name != "keyword_search":
-                raise ValueError(f"Unknown tool: {name}")
-            
-            try:
-                # Validate required arguments
-                if "keyword" not in arguments:
-                    raise ValueError("Missing required argument: keyword")
-                
-                if "root_paths" not in arguments:
-                    raise ValueError("Missing required argument: root_paths")
-                
-                keyword = arguments["keyword"]
-                root_paths = arguments["root_paths"]
-                
-                # Validate argument types
-                if not isinstance(keyword, str):
-                    raise ValueError("keyword must be a string")
-                
-                if not isinstance(root_paths, list):
-                    raise ValueError("root_paths must be a list")
-                
-                if not all(isinstance(path, str) for path in root_paths):
-                    raise ValueError("All root_paths must be strings")
-                
-                # Execute keyword search
-                logger.info(f"Executing keyword search for '{keyword}' in {len(root_paths)} paths")
-                
-                result = await self.keyword_search_tool.execute(keyword, root_paths)
-                
-                # Format result as JSON
-                result_json = json.dumps(result, indent=2, ensure_ascii=False)
-                
-                logger.info(
-                    f"Search completed successfully: "
-                    f"{result['summary']['total_files_searched']} files searched, "
-                    f"{result['summary']['total_occurrences']} occurrences found"
-                )
-                
-                return [
-                    TextContent(
-                        type="text",
-                        text=result_json
-                    )
-                ]
-                
-            except Exception as e:
-                error_msg = f"Error executing keyword_search: {str(e)}"
-                logger.error(error_msg)
-                
-                # Return error as structured JSON
-                error_result = {
-                    "error": {
-                        "type": type(e).__name__,
-                        "message": str(e),
-                        "tool": "keyword_search",
-                        "arguments": arguments
-                    }
-                }
-                
-                return [
-                    TextContent(
-                        type="text",
-                        text=json.dumps(error_result, indent=2)
-                    )
-                ]
-    
-    async def run(self) -> None:
-        """
-        Run the MCP server with stdio transport.
-        
-        This method starts the server and handles the MCP protocol communication
-        over stdin/stdout.
-        """
-        logger.info("Starting Workshop MCP Server")
-        
-        try:
-            async with stdio_server() as (read_stream, write_stream):
-                await self.server.run(
-                    read_stream,
-                    write_stream,
-                    InitializationOptions(
-                        server_name="workshop-mcp-server",
-                        server_version="0.1.0",
-                        capabilities=self.server.get_capabilities(
-                            notification_options=NotificationOptions(),
-                            experimental_capabilities={}
-                        )
-                    )
-                )
-        except KeyboardInterrupt:
-            logger.info("Server shutdown requested")
-        except Exception as e:
-            logger.error(f"Server error: {e}")
-            raise
-
-
-async def main() -> None:
-    """
-    Main entry point for the MCP server.
-    
-    Creates and runs the Workshop MCP Server instance.
+@mcp.tool(
+    name="keyword_search",
+    description=(
+        "Search for keyword occurrences across directory trees. "
+        "Supports multiple text file formats (.py, .java, .js, .ts, "
+        ".html, .css, .json, .xml, .md, .txt, .yml, .yaml, etc.) "
+        "and provides detailed statistics about matches."
+    ),
+    annotations={
+        "title": "Keyword Search",
+        "readOnlyHint": True,
+        "openWorldHint": True,
+        "idempotentHint": True,
+    },
+)
+async def keyword_search(
+    keyword: Annotated[
+        str,
+        Field(description="The keyword to search for (case-sensitive)", min_length=1),
+    ],
+    root_paths: Annotated[
+        list[str],
+        Field(description="List of directory paths to search in", min_length=1),
+    ],
+    ctx: Context,
+) -> dict[str, Any]:
+    """Execute an asynchronous keyword search across one or more root paths.
+
+    Parameters are validated and documented via type annotations; FastMCP will
+    generate the input schema automatically. Returning a dict enables structured
+    output in addition to traditional content blocks.
     """
-    server = WorkshopMCPServer()
-    await server.run()
+    await ctx.info(
+        f"Executing keyword search for '{keyword}' in {len(root_paths)} paths"
+    )
+
+    # Delegate to the existing async tool implementation
+    result = await _keyword_search_tool.execute(keyword, root_paths)
+
+    # FastMCP automatically sends structured content for dict-like results
+    return result
 
 
 def sync_main() -> None:
-    """
-    Synchronous entry point for the MCP server.
-    
-    This function is used as the script entry point in pyproject.toml.
-    """
-    try:
-        asyncio.run(main())
-    except KeyboardInterrupt:
-        logger.info("Server stopped by user")
-        sys.exit(0)
-    except Exception as e:
-        logger.error(f"Fatal error: {e}")
-        sys.exit(1)
+    """Synchronous entry point for the FastMCP server (stdio by default)."""
+    # FastMCP defaults to stdio transport, preserving original behavior
+    mcp.run()
 
 
 if __name__ == "__main__":
-    sync_main()
\ No newline at end of file
+    sync_main()