diff --git a/poetry.lock b/poetry.lock
index 1f19764..53166aa 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -7,6 +7,7 @@ description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
@@ -19,6 +20,7 @@ description = "The official Python library for the anthropic API"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "anthropic-0.45.0-py3-none-any.whl", hash = "sha256:f36aff71d2c232945e64d1970be68a91b05a2ef5e3afa6c1ff195c3303a95ad3"},
     {file = "anthropic-0.45.0.tar.gz", hash = "sha256:4e8541dc355332090bfc51b84549c19b649a13a23dbd6bd68e1d012e08551025"},
@@ -44,6 +46,7 @@ description = "High level compatibility layer for multiple asynchronous event lo
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "anyio-4.5.2-py3-none-any.whl", hash = "sha256:c011ee36bc1e8ba40e5a81cb9df91925c218fe9b778554e0b56a21e1b5d4716f"},
     {file = "anyio-4.5.2.tar.gz", hash = "sha256:23009af4ed04ce05991845451e11ef02fc7c5ed29179ac9a420e5ad0ac7ddc5b"},
@@ -67,6 +70,7 @@ description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "black-23.12.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e0aaf6041986767a5e0ce663c7a2f0e9eaf21e6ff87a5f95cbf3675bfd4c41d2"},
     {file = "black-23.12.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c88b3711d12905b74206227109272673edce0cb29f27e1385f33b0163c414bba"},
@@ -107,6 +111,22 @@ d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
+[[package]]
+name = "branca"
+version = "0.8.1"
+description = "Generate complex HTML+JS pages with Python"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
+    {file = "branca-0.8.1-py3-none-any.whl", hash = "sha256:d29c5fab31f7c21a92e34bf3f854234e29fecdcf5d2df306b616f20d816be425"},
+    {file = "branca-0.8.1.tar.gz", hash = "sha256:ac397c2d79bd13af0d04193b26d5ed17031d27609a7f1fab50c438b8ae712390"},
+]
+
+[package.dependencies]
+jinja2 = ">=3"
+
 [[package]]
 name = "cachetools"
 version = "5.5.1"
@@ -114,6 +134,7 @@ description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "cachetools-5.5.1-py3-none-any.whl", hash = "sha256:b76651fdc3b24ead3c648bbdeeb940c1b04d365b38b4af66788f9ec4a81d42bb"},
     {file = "cachetools-5.5.1.tar.gz", hash = "sha256:70f238fbba50383ef62e55c6aff6d9673175fe59f7c6782c7a0b9e38f4a9df95"},
@@ -126,6 +147,7 @@ description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "certifi-2024.12.14-py3-none-any.whl", hash = "sha256:1275f7a45be9464efc1173084eaa30f866fe2e47d389406136d332ed4967ec56"},
     {file = "certifi-2024.12.14.tar.gz", hash = "sha256:b650d30f370c2b724812bee08008be0c4163b163ddaec3f2546c1caf65f191db"},
@@ -138,6 +160,7 @@ description = "The Real First Universal Charset Detector. Open, modern and activ
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
     {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
@@ -240,6 +263,7 @@ description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
     {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
@@ -259,7 +283,7 @@ files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
-markers = {main = "platform_system == \"Windows\"", dev = "platform_system == \"Windows\" or sys_platform == \"win32\""}
+markers = {main = "(python_version <= \"3.11\" or python_version >= \"3.12\") and platform_system == \"Windows\"", dev = "(platform_system == \"Windows\" or sys_platform == \"win32\") and (python_version <= \"3.11\" or python_version >= \"3.12\")"}
 
 [[package]]
 name = "deepseek"
@@ -268,6 +292,7 @@ description = "Deepseek API Library"
 optional = false
 python-versions = "*"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "deepseek-1.0.0-py3-none-any.whl", hash = "sha256:ee4175bfcb7ac1154369dbd86a4d8bc1809f6fa20e3e7baa362544567197cb3f"},
 ]
@@ -282,6 +307,7 @@ description = "Distro - an OS platform information API"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"},
     {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
@@ -310,6 +336,7 @@ description = "FastAPI framework, high performance, easy to learn, fast to code,
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "fastapi-0.115.6-py3-none-any.whl", hash = "sha256:e9240b29e36fa8f4bb7290316988e90c381e5092e0cbe84e7818cc3713bcf305"},
     {file = "fastapi-0.115.6.tar.gz", hash = "sha256:9ec46f7addc14ea472958a96aae5b5de65f39721a46aaf5705c480d9a8b76654"},
@@ -324,6 +351,54 @@ typing-extensions = ">=4.8.0"
 all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.7)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
 standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "jinja2 (>=2.11.2)", "python-multipart (>=0.0.7)", "uvicorn[standard] (>=0.12.0)"]
 
+[[package]]
+name = "folium"
+version = "0.19.4"
+description = "Make beautiful maps with Leaflet.js & Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
+    {file = "folium-0.19.4-py2.py3-none-any.whl", hash = "sha256:bea5246b6a6aa61b96d1c51399dd63254bacbd6ba8a826eeb491f45242032dfd"},
+    {file = "folium-0.19.4.tar.gz", hash = "sha256:431a655b52a9bf3efda336f2be022103f0106504a0599e7c349efbfd30bafda6"},
+]
+
+[package.dependencies]
+branca = ">=0.6.0"
+jinja2 = ">=2.9"
+numpy = "*"
+requests = "*"
+xyzservices = "*"
+
+[package.extras]
+testing = ["pytest"]
+
+[[package]]
+name = "geopandas"
+version = "1.0.1"
+description = "Geographic pandas extensions"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
+    {file = "geopandas-1.0.1-py3-none-any.whl", hash = "sha256:01e147d9420cc374d26f51fc23716ac307f32b49406e4bd8462c07e82ed1d3d6"},
+    {file = "geopandas-1.0.1.tar.gz", hash = "sha256:b8bf70a5534588205b7a56646e2082fb1de9a03599651b3d80c99ea4c2ca08ab"},
+]
+
+[package.dependencies]
+numpy = ">=1.22"
+packaging = "*"
+pandas = ">=1.4.0"
+pyogrio = ">=0.7.2"
+pyproj = ">=3.3.0"
+shapely = ">=2.0.0"
+
+[package.extras]
+all = ["GeoAlchemy2", "SQLAlchemy (>=1.3)", "folium", "geopy", "mapclassify", "matplotlib (>=3.5.0)", "psycopg-binary (>=3.1.0)", "pyarrow (>=8.0.0)", "xyzservices"]
+dev = ["black", "codecov", "pre-commit", "pytest (>=3.1.0)", "pytest-cov", "pytest-xdist"]
+
 [[package]]
 name = "google-ai-generativelanguage"
 version = "0.6.15"
@@ -331,6 +406,7 @@ description = "Google Ai Generativelanguage API client library"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "google_ai_generativelanguage-0.6.15-py3-none-any.whl", hash = "sha256:5a03ef86377aa184ffef3662ca28f19eeee158733e45d7947982eb953c6ebb6c"},
     {file = "google_ai_generativelanguage-0.6.15.tar.gz", hash = "sha256:8f6d9dc4c12b065fe2d0289026171acea5183ebf2d0b11cefe12f3821e159ec3"},
@@ -340,8 +416,8 @@ files = [
 google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
 google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
 proto-plus = [
-    {version = ">=1.25.0,<2.0.0dev", markers = "python_version >= \"3.13\""},
     {version = ">=1.22.3,<2.0.0dev", markers = "python_version < \"3.13\""},
+    {version = ">=1.25.0,<2.0.0dev", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0dev"
 
@@ -352,6 +428,7 @@ description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "google_api_core-2.24.0-py3-none-any.whl", hash = "sha256:10d82ac0fca69c82a25b3efdeefccf6f28e02ebb97925a8cce8edbfe379929d9"},
     {file = "google_api_core-2.24.0.tar.gz", hash = "sha256:e255640547a597a4da010876d333208ddac417d60add22b6851a0c66a831fcaf"},
@@ -361,16 +438,16 @@ files = [
 google-auth = ">=2.14.1,<3.0.dev0"
 googleapis-common-protos = ">=1.56.2,<2.0.dev0"
 grpcio = [
-    {version = ">=1.49.1,<2.0dev", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
     {version = ">=1.33.2,<2.0dev", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
+    {version = ">=1.49.1,<2.0dev", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
 ]
 grpcio-status = [
-    {version = ">=1.49.1,<2.0.dev0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
     {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
+    {version = ">=1.49.1,<2.0.dev0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
 ]
 proto-plus = [
-    {version = ">=1.25.0,<2.0.0dev", markers = "python_version >= \"3.13\""},
     {version = ">=1.22.3,<2.0.0dev", markers = "python_version < \"3.13\""},
+    {version = ">=1.25.0,<2.0.0dev", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0.dev0"
 requests = ">=2.18.0,<3.0.0.dev0"
@@ -388,6 +465,7 @@ description = "Google API Client Library for Python"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "google_api_python_client-2.159.0-py2.py3-none-any.whl", hash = "sha256:baef0bb631a60a0bd7c0bf12a5499e3a40cd4388484de7ee55c1950bf820a0cf"},
     {file = "google_api_python_client-2.159.0.tar.gz", hash = "sha256:55197f430f25c907394b44fa078545ffef89d33fd4dca501b7db9f0d8e224bd6"},
@@ -407,6 +485,7 @@ description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "google_auth-2.38.0-py2.py3-none-any.whl", hash = "sha256:e7dae6694313f434a2727bf2906f27ad259bae090d7aa896590d86feec3d9d4a"},
     {file = "google_auth-2.38.0.tar.gz", hash = "sha256:8285113607d3b80a3f1543b75962447ba8a09fe85783432a784fdeef6ac094c4"},
@@ -432,6 +511,7 @@ description = "Google Authentication Library: httplib2 transport"
 optional = false
 python-versions = "*"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "google-auth-httplib2-0.2.0.tar.gz", hash = "sha256:38aa7badf48f974f1eb9861794e9c0cb2a0511a4ec0679b1f886d108f5640e05"},
     {file = "google_auth_httplib2-0.2.0-py2.py3-none-any.whl", hash = "sha256:b65a0a2123300dd71281a7bf6e64d65a0759287df52729bdd1ae2e47dc311a3d"},
@@ -448,6 +528,7 @@ description = "Google Generative AI High level API client library and tools."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "google_generativeai-0.8.4-py3-none-any.whl", hash = "sha256:e987b33ea6decde1e69191ddcaec6ef974458864d243de7191db50c21a7c5b82"},
 ]
@@ -472,6 +553,7 @@ description = "Common protobufs used in Google APIs"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "googleapis_common_protos-1.66.0-py2.py3-none-any.whl", hash = "sha256:d7abcd75fabb2e0ec9f74466401f6c119a0b498e27370e9be4c94cb7e382b8ed"},
     {file = "googleapis_common_protos-1.66.0.tar.gz", hash = "sha256:c3e7b33d15fdca5374cc0a7346dd92ffa847425cc4ea941d970f13680052ec8c"},
@@ -490,6 +572,7 @@ description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "grpcio-1.70.0-cp310-cp310-linux_armv7l.whl", hash = "sha256:95469d1977429f45fe7df441f586521361e235982a0b39e33841549143ae2851"},
     {file = "grpcio-1.70.0-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:ed9718f17fbdb472e33b869c77a16d0b55e166b100ec57b016dc7de9c8d236bf"},
@@ -558,6 +641,7 @@ description = "Status proto mapping for gRPC"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "grpcio_status-1.70.0-py3-none-any.whl", hash = "sha256:fc5a2ae2b9b1c1969cc49f3262676e6854aa2398ec69cb5bd6c47cd501904a85"},
     {file = "grpcio_status-1.70.0.tar.gz", hash = "sha256:0e7b42816512433b18b9d764285ff029bde059e9d41f8fe10a60631bd8348101"},
@@ -568,6 +652,28 @@ googleapis-common-protos = ">=1.5.5"
 grpcio = ">=1.70.0"
 protobuf = ">=5.26.1,<6.0dev"
 
+[[package]]
+name = "gtfs-kit"
+version = "10.1.1"
+description = "A Python library for analyzing GTFS feeds."
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
+    {file = "gtfs_kit-10.1.1-py3-none-any.whl", hash = "sha256:2a54982d30993c365ee082eb3f5dc981ecd89c294728199a1f39776dee6c71b2"},
+    {file = "gtfs_kit-10.1.1.tar.gz", hash = "sha256:b94135883fbb4a5135b33d66215e12507a0480218f53df8c6a3a88ee359e7ab4"},
+]
+
+[package.dependencies]
+folium = ">=0"
+geopandas = ">=1"
+json2html = ">=1"
+pandas = ">=2.2.2"
+requests = ">=2"
+rtree = ">=0"
+shapely = ">=1.8"
+
 [[package]]
 name = "h11"
 version = "0.14.0"
@@ -575,6 +681,7 @@ description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
@@ -587,6 +694,7 @@ description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd"},
     {file = "httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c"},
@@ -609,6 +717,7 @@ description = "A comprehensive HTTP client library."
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -624,6 +733,7 @@ description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -650,6 +760,7 @@ description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -665,6 +776,7 @@ description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.7"
 groups = ["dev"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -677,6 +789,7 @@ description = "A Python utility / library to sort Python imports."
 optional = false
 python-versions = ">=3.8.0"
 groups = ["dev"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -685,6 +798,25 @@ files = [
 [package.extras]
 colors = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "jinja2"
+version = "3.1.5"
+description = "A very fast and expressive template engine."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
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+    {file = "jinja2-3.1.5.tar.gz", hash = "sha256:8fefff8dc3034e27bb80d67c671eb8a9bc424c0ef4c0826edbff304cceff43bb"},
+]
+
+[package.dependencies]
+MarkupSafe = ">=2.0"
+
+[package.extras]
+i18n = ["Babel (>=2.7)"]
+
 [[package]]
 name = "jiter"
 version = "0.8.2"
@@ -692,6 +824,7 @@ description = "Fast iterable JSON parser."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -771,6 +904,90 @@ files = [
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 ]
 
+[[package]]
+name = "json2html"
+version = "1.3.0"
+description = "JSON to HTML Table Representation"
+optional = false
+python-versions = "*"
+groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
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+]
+
+[[package]]
+name = "markupsafe"
+version = "3.0.2"
+description = "Safely add untrusted strings to HTML/XML markup."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
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+
 [[package]]
 name = "mypy-extensions"
 version = "1.0.0"
@@ -778,11 +995,78 @@ description = "Type system extensions for programs checked with the mypy type ch
 optional = false
 python-versions = ">=3.5"
 groups = ["dev"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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 ]
 
+[[package]]
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+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
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 [[package]]
 name = "pathspec"
 version = "0.12.1"
@@ -844,6 +1219,7 @@ description = "Utility library for gitignore style pattern matching of file path
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -856,6 +1232,7 @@ description = "A small Python package for determining appropriate platform-speci
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -873,6 +1250,7 @@ description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
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@@ -889,6 +1267,7 @@ description = "Beautiful, Pythonic protocol buffers."
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
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@@ -907,6 +1286,7 @@ description = ""
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -928,6 +1308,7 @@ description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -940,6 +1321,7 @@ description = "A collection of ASN.1-based protocols modules"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
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@@ -976,6 +1359,7 @@ description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
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@@ -1082,6 +1466,59 @@ files = [
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 typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
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+[package.extras]
+benchmark = ["pytest-benchmark"]
+dev = ["cython"]
+geopandas = ["geopandas"]
+test = ["pytest", "pytest-cov"]
+
 [[package]]
 name = "pyparsing"
 version = "3.2.1"
@@ -1089,6 +1526,7 @@ description = "pyparsing module - Classes and methods to define and execute pars
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -1097,6 +1535,45 @@ files = [
 [package.extras]
 diagrams = ["jinja2", "railroad-diagrams"]
 
+[[package]]
+name = "pyproj"
+version = "3.7.0"
+description = "Python interface to PROJ (cartographic projections and coordinate transformations library)"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
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 version = "7.4.4"
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 optional = false
 python-versions = ">=3.7"
 groups = ["dev"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
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 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 groups = ["main"]
-markers = "python_version < \"3.11\""
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 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
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 [package.extras]
 cli = ["click (>=5.0)"]
 
+[[package]]
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+optional = false
+python-versions = "*"
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 [[package]]
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 version = "6.0.2"
@@ -1158,6 +1650,7 @@ description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
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@@ -1221,6 +1714,7 @@ description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
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@@ -1243,6 +1737,7 @@ description = "Pure-Python RSA implementation"
 optional = false
 python-versions = ">=3.6,<4"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
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 [package.dependencies]
 pyasn1 = ">=0.1.3"
 
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 [[package]]
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 version = "1.17.0"
@@ -1258,7 +1834,7 @@ description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 groups = ["main"]
-markers = "python_version < \"3.11\""
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
     {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
@@ -1271,6 +1847,7 @@ description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
@@ -1283,6 +1860,7 @@ description = "The little ASGI library that shines."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "starlette-0.41.3-py3-none-any.whl", hash = "sha256:44cedb2b7c77a9de33a8b74b2b90e9f50d11fcf25d8270ea525ad71a25374ff7"},
     {file = "starlette-0.41.3.tar.gz", hash = "sha256:0e4ab3d16522a255be6b28260b938eae2482f98ce5cc934cb08dce8dc3ba5835"},
@@ -1290,7 +1868,6 @@ files = [
 
 [package.dependencies]
 anyio = ">=3.4.0,<5"
-typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
 full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.7)", "pyyaml"]
@@ -1302,6 +1879,7 @@ description = "Python bindings for the Stripe API"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "stripe-11.4.1-py2.py3-none-any.whl", hash = "sha256:8aa47a241de0355c383c916c4ef7273ab666f096a44ee7081e357db4a36f0cce"},
     {file = "stripe-11.4.1.tar.gz", hash = "sha256:7ddd251b622d490fe57d78487855dc9f4d95b1bb113607e81fd377037a133d5a"},
@@ -1318,6 +1896,7 @@ description = "Temporal.io Python SDK"
 optional = false
 python-versions = "<4.0,>=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "temporalio-1.9.0-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ee941702e8925e2c018b5c2d7b296f811205043654d7f9c4564d7fa6597f1989"},
     {file = "temporalio-1.9.0-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:101040090238d97b61d769e009f732409894d8f26596a3827662f2dde2862097"},
@@ -1387,6 +1966,7 @@ description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
     {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
@@ -1409,6 +1989,7 @@ description = "Typing stubs for protobuf"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "types_protobuf-5.29.1.20241207-py3-none-any.whl", hash = "sha256:92893c42083e9b718c678badc0af7a9a1307b92afe1599e5cba5f3d35b668b2f"},
     {file = "types_protobuf-5.29.1.20241207.tar.gz", hash = "sha256:2ebcadb8ab3ef2e3e2f067e0882906d64ba0dc65fc5b0fd7a8b692315b4a0be9"},
@@ -1425,7 +2006,20 @@ files = [
     {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
     {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
-markers = {dev = "python_version < \"3.11\""}
+markers = {main = "python_version <= \"3.11\" or python_version >= \"3.12\"", dev = "python_version < \"3.11\""}
+
+[[package]]
+name = "tzdata"
+version = "2025.1"
+description = "Provider of IANA time zone data"
+optional = false
+python-versions = ">=2"
+groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
+    {file = "tzdata-2025.1-py2.py3-none-any.whl", hash = "sha256:7e127113816800496f027041c570f50bcd464a020098a3b6b199517772303639"},
+    {file = "tzdata-2025.1.tar.gz", hash = "sha256:24894909e88cdb28bd1636c6887801df64cb485bd593f2fd83ef29075a81d694"},
+]
 
 [[package]]
 name = "uritemplate"
@@ -1434,6 +2028,7 @@ description = "Implementation of RFC 6570 URI Templates"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "uritemplate-4.1.1-py2.py3-none-any.whl", hash = "sha256:830c08b8d99bdd312ea4ead05994a38e8936266f84b9a7878232db50b044e02e"},
     {file = "uritemplate-4.1.1.tar.gz", hash = "sha256:4346edfc5c3b79f694bccd6d6099a322bbeb628dbf2cd86eea55a456ce5124f0"},
@@ -1446,6 +2041,7 @@ description = "HTTP library with thread-safe connection pooling, file post, and
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
     {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"},
@@ -1464,6 +2060,7 @@ description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "uvicorn-0.34.0-py3-none-any.whl", hash = "sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4"},
     {file = "uvicorn-0.34.0.tar.gz", hash = "sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9"},
@@ -1477,7 +2074,20 @@ typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
 [package.extras]
 standard = ["colorama (>=0.4)", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]
 
+[[package]]
+name = "xyzservices"
+version = "2025.1.0"
+description = "Source of XYZ tiles providers"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
+    {file = "xyzservices-2025.1.0-py3-none-any.whl", hash = "sha256:fa599956c5ab32dad1689960b3bb08fdcdbe0252cc82d84fc60ae415dc648907"},
+    {file = "xyzservices-2025.1.0.tar.gz", hash = "sha256:5cdbb0907c20be1be066c6e2dc69c645842d1113a4e83e642065604a21f254ba"},
+]
+
 [metadata]
 lock-version = "2.1"
-python-versions = ">=3.9,<4.0"
-content-hash = "1bbf30a8c73b56d928fcb5e86390a0998a628602c748fc8da7f13e5a8f1a1f9e"
+python-versions = ">=3.10,<4.0"
+content-hash = "435b0c8a27fdd1f8b98a32c96339f05f963c650381529ca9ac3fd7fea38a6a10"
diff --git a/pyproject.toml b/pyproject.toml
index 6df74eb..35d4121 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -16,7 +16,7 @@ packages = [
 "Bug Tracker" = "https://github.com/temporalio/samples-python/issues"
 
 [tool.poetry.dependencies]
-python = ">=3.9,<4.0"
+python = ">=3.10,<4.0"
 temporalio = "^1.8.0"
 
 # Standard library modules (e.g. asyncio, collections) don't need to be added
@@ -32,6 +32,8 @@ google-generativeai = "^0.8.4"
 anthropic = "^0.45.0"
 deepseek = "^1.0.0"
 requests = "^2.32.3"
+pandas = "^2.2.3"
+gtfs-kit = "^10.1.1"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^7.3"
diff --git a/scripts/find_events_test.py b/scripts/find_events_test.py
index f842be0..fa8f613 100644
--- a/scripts/find_events_test.py
+++ b/scripts/find_events_test.py
@@ -1,4 +1,4 @@
-from tools.find_events import find_events
+from tools.search_events import find_events
 import json
 
 # Example usage
diff --git a/thirdparty/train_api.py b/thirdparty/train_api.py
new file mode 100644
index 0000000..153465e
--- /dev/null
+++ b/thirdparty/train_api.py
@@ -0,0 +1,207 @@
+# Version-compatible imports
+try:
+    # Modern Python
+    from http.server import HTTPServer, BaseHTTPRequestHandler
+    from urllib.parse import parse_qs, urlparse
+    import json
+except ImportError:
+    # Python 1.5.2
+    from BaseHTTPServer import HTTPServer, BaseHTTPRequestHandler
+    from urlparse import parse_qs, urlparse
+
+import time
+import random
+import string
+
+
+def parse_datetime(datetime_str):
+    # Parse YYYY-MM-DDTHH:MM format
+    try:
+        date_part, time_part = datetime_str.split('T')
+        year, month, day = map(int, date_part.split('-'))
+        hour, minute = map(int, time_part.split(':'))
+        return year, month, day, hour, minute
+    except:
+        return None, None, None, None, None
+
+
+class TrainServer(BaseHTTPRequestHandler):
+    def format_json(self, obj):
+        # Simple JSON-like string formatter for 1.5.2 compatibility
+        try:
+            return json.dumps(obj)
+        except NameError:
+            if isinstance(obj, dict):
+                pairs = []
+                for k, v in obj.items():
+                    if isinstance(v, str):
+                        pairs.append('"%s": "%s"' % (k, v))
+                    else:
+                        pairs.append('"%s": %s' % (k, str(v)))
+                return "{" + ", ".join(pairs) + "}"
+            elif isinstance(obj, list):
+                return "[" + ", ".join([self.format_json(x) for x in obj]) + "]"
+            else:
+                return str(obj)
+
+    def write_response(self, response):
+        try:
+            # Python 3
+            self.wfile.write(response.encode('utf-8'))
+        except AttributeError:
+            # Python 1.5.2
+            self.wfile.write(response)
+
+    def generate_journeys(self, origin, destination, out_datetime, ret_datetime):
+        journeys = []
+
+        # Helper to format datetime
+        def format_datetime(year, month, day, hour, minute):
+            return "%04d-%02d-%02dT%02d:%02d" % (year, month, day, hour, minute)
+
+        # Generate outbound journeys
+        year, month, day, hour, minute = out_datetime
+        for offset in [-60, -30, 0, 30, 60]:
+            # Calculate journey times
+            adj_minutes = minute + offset
+            adj_hour = hour + (adj_minutes // 60)
+            adj_minute = adj_minutes % 60
+
+            # Simple handling of day rollover
+            adj_day = day + (adj_hour // 24)
+            adj_hour = adj_hour % 24
+
+            # Journey takes 1-2 hours
+            duration = 60 + random.randint(0, 60)
+            arr_hour = (adj_hour + (duration // 60))
+            arr_minute = (adj_minute + (duration % 60)) % 60
+            arr_day = adj_day + (arr_hour // 24)
+            arr_hour = arr_hour % 24
+
+            journey = {
+                "id": "T%d" % random.randint(1000, 9999),
+                "type": "outbound",
+                "departure": origin,
+                "arrival": destination,
+                "departure_time": format_datetime(year, month, adj_day, adj_hour, adj_minute),
+                "arrival_time": format_datetime(year, month, arr_day, arr_hour, arr_minute),
+                "platform": str(random.randint(1, 8)),
+                "price": round(30 + random.random() * 50, 2)
+            }
+            journeys.append(journey)
+
+        # Generate return journeys if return datetime provided
+        if ret_datetime[0] is not None:
+            year, month, day, hour, minute = ret_datetime
+            for offset in [-60, -30, 0, 30, 60]:
+                adj_minutes = minute + offset
+                adj_hour = hour + (adj_minutes // 60)
+                adj_minute = adj_minutes % 60
+
+                adj_day = day + (adj_hour // 24)
+                adj_hour = adj_hour % 24
+
+                duration = 60 + random.randint(0, 60)
+                arr_hour = (adj_hour + (duration // 60))
+                arr_minute = (adj_minute + (duration % 60)) % 60
+                arr_day = adj_day + (arr_hour // 24)
+                arr_hour = arr_hour % 24
+
+                journey = {
+                    "id": "T%d" % random.randint(1000, 9999),
+                    "type": "return",
+                    "departure": destination,
+                    "arrival": origin,
+                    "departure_time": format_datetime(year, month, adj_day, adj_hour, adj_minute),
+                    "arrival_time": format_datetime(year, month, arr_day, arr_hour, arr_minute),
+                    "platform": str(random.randint(1, 8)),
+                    "price": round(30 + random.random() * 50, 2)
+                }
+                journeys.append(journey)
+
+        return journeys
+
+    def do_GET(self):
+        parsed_url = urlparse(self.path)
+
+        if parsed_url.path == '/api/journeys':
+            try:
+                params = parse_qs(parsed_url.query)
+                origin = params.get('from', [''])[0]
+                destination = params.get('to', [''])[0]
+                outbound_datetime = params.get('outbound_time', [''])[0]
+                return_datetime = params.get('return_time', [''])[0]
+
+                if not origin or not destination or not outbound_datetime:
+                    self.send_response(400)
+                    self.send_header('Content-Type', 'application/json')
+                    self.end_headers()
+                    self.write_response(self.format_json({
+                        "error": "Required parameters: 'from', 'to', and 'outbound_time'"
+                    }))
+                    return
+
+                # Parse datetimes
+                out_dt = parse_datetime(outbound_datetime)
+                ret_dt = parse_datetime(return_datetime) if return_datetime else (
+                    None, None, None, None, None)
+
+                if out_dt[0] is None:
+                    self.send_response(400)
+                    self.send_header('Content-Type', 'application/json')
+                    self.end_headers()
+                    self.write_response(self.format_json({
+                        "error": "Invalid datetime format. Use YYYY-MM-DDTHH:MM"
+                    }))
+                    return
+
+                self.send_response(200)
+                self.send_header('Content-Type', 'application/json')
+                self.end_headers()
+
+                journeys = self.generate_journeys(
+                    origin, destination, out_dt, ret_dt)
+                response = self.format_json({"journeys": journeys})
+                self.write_response(response)
+
+            except Exception as e:
+                self.send_response(500)
+                self.send_header('Content-Type', 'application/json')
+                self.end_headers()
+                self.write_response(self.format_json({"error": str(e)}))
+        else:
+            self.send_response(404)
+            self.end_headers()
+
+    def do_POST(self):
+        parsed_url = urlparse(self.path)
+
+        if parsed_url.path.startswith('/api/book/'):
+            journey_id = parsed_url.path.split('/')[-1]
+            self.send_response(200)
+            self.send_header('Content-Type', 'application/json')
+            self.end_headers()
+
+            booking_ref = "BR" + \
+                "".join([random.choice(string.digits) for _ in range(5)])
+
+            response = self.format_json({
+                "booking_reference": booking_ref,
+                "journey_id": journey_id,
+                "status": "confirmed"
+            })
+            self.write_response(response)
+
+        else:
+            self.send_response(404)
+            self.end_headers()
+
+
+def run_server():
+    server = HTTPServer(('', 8080), TrainServer)
+    print("Train booking server starting on port 8080...")
+    server.serve_forever()
+
+
+if __name__ == '__main__':
+    run_server()
diff --git a/tools/__init__.py b/tools/__init__.py
index e05c146..f7772a9 100644
--- a/tools/__init__.py
+++ b/tools/__init__.py
@@ -1,16 +1,19 @@
-from .find_events import find_events
-from .find_fixtures import find_fixtures
+from .search_fixtures import search_fixtures
 from .search_flights import search_flights
+from .search_trains import search_trains
+from .search_trains import book_train
 from .create_invoice import create_invoice
 
 
 def get_handler(tool_name: str):
-    if tool_name == "FindEvents":
-        return find_events
-    if tool_name == "FindFixtures":
-        return find_fixtures
+    if tool_name == "SearchFixtures":
+        return search_fixtures
     if tool_name == "SearchFlights":
         return search_flights
+    if tool_name == "SearchTrains":
+        return search_trains
+    if tool_name == "BookTrain":
+        return book_train
     if tool_name == "CreateInvoice":
         return create_invoice
 
diff --git a/tools/data/find_events_data.json b/tools/data/find_events_data.json
deleted file mode 100644
index d7ae18f..0000000
--- a/tools/data/find_events_data.json
+++ /dev/null
@@ -1,252 +0,0 @@
-{
-  "Melbourne": [
-    {
-      "eventName": "Australian Open",
-      "dateFrom": "2025-01-13",
-      "dateTo": "2025-01-26",
-      "description": "A two-week Grand Slam tennis tournament featuring the world's top players, accompanied by various entertainment options including live music and family-friendly activities."
-    },
-    {
-      "eventName": "Melbourne International Comedy Festival",
-      "dateFrom": "2025-03-26",
-      "dateTo": "2025-04-20",
-      "description": "One of the world's largest comedy festivals, showcasing stand-up, cabaret, theatre, and street performances across numerous city venues."
-    },
-    {
-      "eventName": "Melbourne International Film Festival (MIFF)",
-      "dateFrom": "2025-08-07",
-      "dateTo": "2025-08-23",
-      "description": "Established in 1952, MIFF presents a diverse selection of Australian and international films, including features, documentaries, and shorts."
-    },
-    {
-      "eventName": "Melbourne Fringe Festival",
-      "dateFrom": "2025-09-17",
-      "dateTo": "2025-10-04",
-      "description": "An open-access arts festival featuring a wide array of art forms such as theatre, comedy, music, and digital art across various venues."
-    },
-    {
-      "eventName": "Moomba Festival",
-      "dateFrom": "2025-03-07",
-      "dateTo": "2025-03-10",
-      "description": "Australia's largest free community festival, celebrated over four days during the Labour Day long weekend, including a parade, live music, fireworks, and the famous Birdman Rally along the Yarra River."
-    },
-    {
-      "eventName": "White Night Melbourne",
-      "dateFrom": "2025-08-22",
-      "dateTo": "2025-08-24",
-      "description": "A dusk-to-dawn arts and cultural festival transforming the city with light installations, projections, music, and performances."
-    },
-    {
-      "eventName": "Melbourne Food and Wine Festival",
-      "dateFrom": "2025-03-19",
-      "dateTo": "2025-03-29",
-      "description": "A celebration of Victoria's culinary scene, featuring food and wine events, masterclasses, and dining experiences."
-    }
-  ],
-  "Sydney": [
-    {
-      "eventName": "Sydney Gay and Lesbian Mardi Gras",
-      "dateFrom": "2025-02-14",
-      "dateTo": "2025-03-01",
-      "description": "One of the largest LGBTQ+ festivals globally, featuring a vibrant parade, parties, and cultural events celebrating diversity and inclusion."
-    },
-    {
-      "eventName": "Vivid Sydney",
-      "dateFrom": "2025-05-22",
-      "dateTo": "2025-06-13",
-      "description": "An annual festival of light, music, and ideas, transforming the city with mesmerizing light installations and projections."
-    },
-    {
-      "eventName": "Sydney Festival",
-      "dateFrom": "2025-01-08",
-      "dateTo": "2025-01-26",
-      "description": "A major arts festival presenting a diverse program of theatre, dance, music, and visual arts across the city."
-    },
-    {
-      "eventName": "Sculpture by the Sea, Bondi",
-      "dateFrom": "2025-10-23",
-      "dateTo": "2025-11-09",
-      "description": "An outdoor sculpture exhibition along the Bondi to Tamarama coastal walk, showcasing works by Australian and international artists."
-    },
-    {
-      "eventName": "Sydney Writers' Festival",
-      "dateFrom": "2025-04-27",
-      "dateTo": "2025-05-03",
-      "description": "An annual literary festival featuring talks, panel discussions, and workshops with acclaimed authors and thinkers."
-    },
-    {
-      "eventName": "Sydney Film Festival",
-      "dateFrom": "2025-06-04",
-      "dateTo": "2025-06-15",
-      "description": "One of the longest-running film festivals in the world, showcasing a diverse selection of local and international films."
-    }
-  ],
-  "Auckland": [
-    {
-      "eventName": "Pasifika Festival",
-      "dateFrom": "2025-03-08",
-      "dateTo": "2025-03-09",
-      "description": "The largest Pacific Islands-themed festival globally, celebrating the diverse cultures of the Pacific with traditional cuisine, performances, and arts."
-    },
-    {
-      "eventName": "Auckland Arts Festival",
-      "dateFrom": "2025-03-11",
-      "dateTo": "2025-03-29",
-      "description": "A biennial multi-arts festival showcasing local and international artists in theatre, dance, music, and visual arts."
-    },
-    {
-      "eventName": "Auckland Writers Festival",
-      "dateFrom": "2025-05-13",
-      "dateTo": "2025-05-18",
-      "description": "An annual event bringing together international and local writers for discussions, readings, and workshops."
-    },
-    {
-      "eventName": "Auckland Diwali Festival",
-      "dateFrom": "2025-10-26",
-      "dateTo": "2025-10-27",
-      "description": "A vibrant celebration of Indian culture and the Hindu festival of Diwali, featuring performances, food stalls, and traditional activities."
-    }
-  ],
-  "Brisbane": [
-    {
-      "eventName": "Brisbane Festival",
-      "dateFrom": "2025-09-05",
-      "dateTo": "2025-09-26",
-      "description": "A major international arts festival featuring theatre, music, dance, and visual arts, culminating in the Riverfire fireworks display."
-    },
-    {
-      "eventName": "NRL Magic Round",
-      "dateFrom": "2025-05-02",
-      "dateTo": "2025-05-04",
-      "description": "A rugby league extravaganza where all NRL matches for the round are played at Suncorp Stadium, attracting fans nationwide."
-    },
-    {
-      "eventName": "Brisbane International Film Festival",
-      "dateFrom": "2025-10-01",
-      "dateTo": "2025-10-11",
-      "description": "Showcasing a curated selection of films from around the world, including premieres and special events."
-    },
-    {
-      "eventName": "Brisbane Comedy Festival",
-      "dateFrom": "2025-02-22",
-      "dateTo": "2025-03-24",
-      "description": "A month-long comedy festival featuring local and international comedians in stand-up, sketch, and improv performances."
-    },
-    {
-      "eventName": "Brisbane Writers Festival",
-      "dateFrom": "2025-09-05",
-      "dateTo": "2025-09-08",
-      "description": "An annual literary festival celebrating books, writing, and ideas with author talks, panel discussions, and workshops."
-    },
-    {
-      "eventName": "Brisbane Asia Pacific Film Festival",
-      "dateFrom": "2025-11-29",
-      "dateTo": "2025-12-08",
-      "description": "Showcasing the best cinema from the Asia Pacific region, including features, documentaries, and short films."
-    }
-  ],
-  "Perth": [
-    {
-      "eventName": "Perth Festival",
-      "dateFrom": "2025-02-07",
-      "dateTo": "2025-03-01",
-      "description": "Australia's longest-running cultural festival, offering a diverse program of music, theatre, dance, literature, and visual arts."
-    },
-    {
-      "eventName": "Fringe World Festival",
-      "dateFrom": "2025-01-16",
-      "dateTo": "2025-02-15",
-      "description": "One of the largest fringe festivals globally, featuring a vast array of performances including comedy, cabaret, theatre, and street arts."
-    },
-    {
-      "eventName": "Sculpture by the Sea",
-      "dateFrom": "2025-03-06",
-      "dateTo": "2025-03-23",
-      "description": "An annual outdoor sculpture exhibition along Cottesloe Beach, showcasing works from Australian and international artists."
-    },
-    {
-      "eventName": "Revelation Perth International Film Festival",
-      "dateFrom": "2025-07-03",
-      "dateTo": "2025-07-13",
-      "description": "A showcase of independent cinema, featuring a diverse selection of films, documentaries, and short films."
-    },
-    {
-      "eventName": "Perth Comedy Festival",
-      "dateFrom": "2025-04-22",
-      "dateTo": "2025-05-19",
-      "description": "A month-long comedy festival featuring local and international comedians in stand-up, sketch, and improv performances."
-    }
-  ],
-  "Adelaide": [
-    {
-      "eventName": "Adelaide Festival",
-      "dateFrom": "2025-02-28",
-      "dateTo": "2025-03-15",
-      "description": "A premier arts festival offering a rich program of theatre, music, dance, and visual arts from renowned international and local artists."
-    },
-    {
-      "eventName": "Adelaide Fringe",
-      "dateFrom": "2025-02-14",
-      "dateTo": "2025-03-15",
-      "description": "The largest open-access arts festival in the Southern Hemisphere, featuring thousands of performances across various genres and venues."
-    },
-    {
-      "eventName": "SALA Festival",
-      "dateFrom": "2025-08-01",
-      "dateTo": "2025-08-31",
-      "description": "South Australia's largest visual arts festival, showcasing the work of local artists in exhibitions, workshops, and events."
-    },
-    {
-      "eventName": "OzAsia Festival",
-      "dateFrom": "2025-09-25",
-      "dateTo": "2025-10-11",
-      "description": "A celebration of Asian arts and culture, featuring performances, exhibitions, and events from across the region."
-    },
-    {
-      "eventName": "Adelaide Film Festival",
-      "dateFrom": "2025-10-16",
-      "dateTo": "2025-10-26",
-      "description": "Showcasing a diverse selection of Australian and international films, including features, documentaries, and shorts."
-    },
-    {
-      "eventName": "Adelaide Writers' Week",
-      "dateFrom": "2025-03-01",
-      "dateTo": "2025-03-06",
-      "description": "An annual literary festival featuring talks, panel discussions, and readings by acclaimed authors and thinkers."
-    }
-  ],
-  "Wellington": [
-    {
-      "eventName": "New Zealand Festival of the Arts",
-      "dateFrom": "2025-02-21",
-      "dateTo": "2025-03-15",
-      "description": "The nation's largest celebration of contemporary arts and culture, featuring a diverse range of performances and exhibitions across various venues in Wellington.",
-      "url": "https://www.festival.nz/"
-    },
-    {
-      "eventName": "Wellington Jazz Festival",
-      "dateFrom": "2025-06-05",
-      "dateTo": "2025-06-09",
-      "description": "A five-day festival showcasing local and international jazz musicians in concerts, workshops, and community events.",
-      "url": "https://www.jazzfestival.co.nz/"
-    },
-    {
-      "eventName": "Wellington on a Plate",
-      "dateFrom": "2025-08-01",
-      "dateTo": "2025-08-16",
-      "description": "A culinary festival celebrating the city's food and beverage industry with special menus, events, and culinary experiences."
-    },
-    {
-      "eventName": "CubaDupa",
-      "dateFrom": "2025-03-28",
-      "dateTo": "2025-03-29",
-      "description": "A vibrant street festival in Wellington's Cuba Street, featuring music, dance, street performers, and food stalls."
-    },
-    {
-      "eventName": "Wellington Pasifika Festival",
-      "dateFrom": "2025-01-18",
-      "dateTo": "2025-01-19",
-      "description": "A celebration of Pacific Island culture with traditional performances, food stalls, and arts and crafts."
-    }
-  ]
-}
\ No newline at end of file
diff --git a/tools/find_events.py b/tools/find_events.py
deleted file mode 100644
index 51f3d42..0000000
--- a/tools/find_events.py
+++ /dev/null
@@ -1,64 +0,0 @@
-from datetime import datetime
-from pathlib import Path
-import json
-
-
-def find_events(args: dict) -> dict:
-    search_city = args.get("city", "").lower()
-    search_month = args.get("month", "").capitalize()
-
-    file_path = Path(__file__).resolve().parent / "data" / "find_events_data.json"
-    if not file_path.exists():
-        return {"error": "Data file not found."}
-
-    try:
-        month_number = datetime.strptime(search_month, "%B").month
-    except ValueError:
-        return {"error": "Invalid month provided."}
-
-    # Helper to wrap months into [1..12]
-    def get_adjacent_months(m):
-        prev_m = 12 if m == 1 else (m - 1)
-        next_m = 1 if m == 12 else (m + 1)
-        return [prev_m, m, next_m]
-
-    valid_months = get_adjacent_months(month_number)
-
-    matching_events = []
-    for city_name, events in json.load(open(file_path)).items():
-        if search_city and search_city not in city_name.lower():
-            continue
-
-        for event in events:
-            date_from = datetime.strptime(event["dateFrom"], "%Y-%m-%d")
-            date_to = datetime.strptime(event["dateTo"], "%Y-%m-%d")
-
-            # If the event's start or end month is in our valid months
-            if date_from.month in valid_months or date_to.month in valid_months:
-                # Add metadata explaining how it matches
-                if date_from.month == month_number or date_to.month == month_number:
-                    month_context = "requested month"
-                elif (
-                    date_from.month == valid_months[0]
-                    or date_to.month == valid_months[0]
-                ):
-                    month_context = "previous month"
-                else:
-                    month_context = "next month"
-
-                matching_events.append(
-                    {
-                        "city": city_name,
-                        "eventName": event["eventName"],
-                        "dateFrom": event["dateFrom"],
-                        "dateTo": event["dateTo"],
-                        "description": event["description"],
-                        "month": month_context,
-                    }
-                )
-
-    # Add top-level metadata if you wish
-    return {
-        "note": f"Returning events from {search_month} plus one month either side (i.e., {', '.join(datetime(2025, m, 1).strftime('%B') for m in valid_months)}).",
-        "events": matching_events,
-    }
diff --git a/tools/goal_registry.py b/tools/goal_registry.py
index 983afcc..60e4e4a 100644
--- a/tools/goal_registry.py
+++ b/tools/goal_registry.py
@@ -1,24 +1,28 @@
 from models.tool_definitions import AgentGoal
 from tools.tool_registry import (
-    find_fixtures_tool,
+    search_fixtures_tool,
     search_flights_tool,
+    search_trains_tool,
+    book_train_tool,
     create_invoice_tool,
 )
 
 goal_event_flight_invoice = AgentGoal(
-    tools=[find_fixtures_tool, search_flights_tool, create_invoice_tool],
+    tools=[search_fixtures_tool, search_flights_tool, search_trains_tool, create_invoice_tool],
     description="Help the user gather args for these tools in order: "
-    "1. FindFixtures: Find fixtures for a team in a given month "
-    "2. SearchFlights: search for a flight around the event dates "
-    "3. CreateInvoice: Create a simple invoice for the cost of that flight ",
+    "1. SearchFixtures: Search for fixtures for a team in a given month"
+    "2. SearchFlights: Search for a flight around the match dates"
+    "3. SearchTrains: Search for trains to visit somewhere before or after the match"
+    "4. BookTrain: Book the train tickets"
+    "5. CreateInvoice: Create a simple invoice for the cost of the flights and train tickets",
     starter_prompt="Welcome me, give me a description of what you can do, then ask me for the details you need to do your job",
     example_conversation_history="\n ".join(
         [
             "user: I'd like to travel to a football match",
             "agent: Sure! Let's start by finding an match you'd like to attend. I know about Premier League fixtures in the UK. Could you tell me which team and month you're interested in?",
-            "user: wolverhamptom in may please",
-            "agent: Great! Let's find a match for Wolverhampton Wanderers in May.",
-            "user_confirmed_tool_run: <user clicks confirm on FindFixtures tool>",
+            "user: Wolves in May please",
+            "agent: Great! Let's find a match for Wolverhampton Wanderers FC in May.",
+            "user_confirmed_tool_run: <user clicks confirm on SearchFixtures tool, passing the full team name as an input>",
             'tool_result: results including {"homeTeam": "Wolverhampton Wanderers FC", "awayTeam": "Manchester United", "date": "2025-05-04"}',
             "agent: Found a match! There's an away game against Manchester United on May 4 2025. Would you like to search for flights around this date?",
             "user: Yes, please",
@@ -27,7 +31,19 @@ goal_event_flight_invoice = AgentGoal(
             "agent: Thanks, searching for flights from San Francisco to the Manchester around 2025-05-03 to 2025-05-05.",
             "user_confirmed_tool_run: <user clicks confirm on SearchFlights tool>"
             'tool_result: results including {"flight_number": "CX101", "return_flight_number": "CX102", "price": 850.0}',
-            "agent: Found some flights! The cheapest is CX101 for $850. Would you like to generate an invoice for this flight?",
+            "agent: Found some flights! The cheapest is CX101 for $850. Would you like to go for this one?",
+            "user: Yes, please",
+            "agent: Great! So you're flying to the city the match is in, anywhere else you'd like to visit while you're there?",
+            "user: I'd like to visit my friend in Edinburgh after the match",
+            "agent: Got it! Let's search for trains from Manchester to Edinburgh and back.",
+            "user_confirmed_tool_run: <user clicks confirm on SearchTrains tool>",
+            'tool_result: results including {"train_number": "T1234", "price": 30.0}',
+            "agent: Found these train options! The cheapest is T1234 for $30. Would you like to go for this one?",
+            "user: Yes, please",
+            "agent: Great, lets book the train tickets",
+            "user_confirmed_tool_run: <user clicks confirm on BookTrain tool>",
+            'tool_result: results including {"status": "success"}',
+            "agent: Train tickets booked! Now let's create an invoice for the flights and train tickets",
             "user_confirmed_tool_run: <user clicks confirm on CreateInvoice tool>",
             'tool_result: { "status": "success", "invoice": { "flight_number": "CX101", "amount": 850.0 }, invoiceURL: "https://example.com/invoice" }',
             "agent: Invoice generated! Here's the link: https://example.com/invoice",
diff --git a/tools/find_fixtures.py b/tools/search_fixtures.py
similarity index 98%
rename from tools/find_fixtures.py
rename to tools/search_fixtures.py
index c9bedff..f7e2f23 100644
--- a/tools/find_fixtures.py
+++ b/tools/search_fixtures.py
@@ -5,7 +5,7 @@ from dotenv import load_dotenv
 
 BASE_URL = 'https://api.football-data.org/v4'
 
-def find_fixtures(args: dict) -> dict:
+def search_fixtures(args: dict) -> dict:
     load_dotenv(override=True)
     api_key = os.getenv("FOOTBALL_DATA_API_KEY", "YOUR_DEFAULT_KEY")
 
diff --git a/tools/search_trains.py b/tools/search_trains.py
new file mode 100644
index 0000000..5ca5578
--- /dev/null
+++ b/tools/search_trains.py
@@ -0,0 +1,65 @@
+import requests
+import os
+from dotenv import load_dotenv
+
+BASE_URL = 'http://localhost:8080/'
+
+def search_trains(args: dict) -> dict:
+    load_dotenv(override=True)
+
+    origin = args.get("origin")
+    destination = args.get("destination")
+    outbound_time = args.get("outbound_time")
+    return_time = args.get("return_time")
+
+    if not origin or not destination or not outbound_time or not return_time:
+        return {"error": "Origin, destination, outbound_time and return_time are required."}
+
+    search_url = f'{BASE_URL}/api/journeys'
+    params = {
+        'from': origin,
+        'to': destination,
+        'outbound_time': outbound_time,
+        'return_time': return_time,
+    }
+
+    response = requests.get(search_url, params=params)
+    if response.status_code != 200:
+        print(response.content)
+        return {"error": "Failed to fetch journey data."}
+
+    journey_data = response.json()
+    return journey_data
+
+def book_train(args: dict) -> dict:
+    load_dotenv(override=True)
+
+    journey_id = args.get("journey_id")
+
+    if not journey_id:
+        return {"error": "Journey ID is required."}
+
+    book_url = f'{BASE_URL}/api/book/{journey_id}'
+    response = requests.post(book_url)
+    if response.status_code != 200:
+        return {"error": "Failed to book ticket."}
+
+    booking_data = response.json()
+    return booking_data
+
+# Example usage
+if __name__ == "__main__":
+    search_args = {
+        "origin": "London Gatwick",
+        "destination": "Manchester",
+        "outbound_time": "2025-03-15T14:00",
+        "return_time": "2025-03-20T14:00"
+    }
+    search_results = search_trains(search_args)
+    print(search_results)
+
+    book_args = {
+        "journey_id": "12345",
+    }
+    booking_results = book_train(book_args)
+    print(booking_results)
\ No newline at end of file
diff --git a/tools/tool_registry.py b/tools/tool_registry.py
index 0b478d5..2714201 100644
--- a/tools/tool_registry.py
+++ b/tools/tool_registry.py
@@ -1,26 +1,5 @@
 from models.tool_definitions import ToolDefinition, ToolArgument
 
-find_events_tool = ToolDefinition(
-    name="FindEvents",
-    description="Find upcoming events to travel to a given city (e.g., 'Melbourne') and a date or month. "
-    "It knows about events in Oceania only (e.g. major Australian and New Zealand cities). "
-    "It will search 1 month either side of the month provided. "
-    "Returns a list of events. ",
-    arguments=[
-        ToolArgument(
-            name="city",
-            type="string",
-            description="Which city to search for events",
-        ),
-        ToolArgument(
-            name="month",
-            type="string",
-            description="The month to search for events (will search 1 month either side of the month provided)",
-        ),
-    ],
-)
-
-# 2) Define the SearchFlights tool
 search_flights_tool = ToolDefinition(
     name="SearchFlights",
     description="Search for return flights from an origin to a destination within a date range (dateDepart, dateReturn).",
@@ -48,7 +27,45 @@ search_flights_tool = ToolDefinition(
     ],
 )
 
-# 3) Define the CreateInvoice tool
+search_trains_tool = ToolDefinition(
+    name="SearchTrains",
+    description="Search for trains between two stations. Returns a list of trains.",
+    arguments=[
+        ToolArgument(
+            name="origin",
+            type="string",
+            description="The station to depart from",
+        ),
+        ToolArgument(
+            name="destination",
+            type="string",
+            description="The station to arrive at",
+        ),
+        ToolArgument(
+            name="outbound_time",
+            type="ISO8601",
+            description="The date and time to search for outbound trains",
+        ),
+        ToolArgument(
+            name="return_time",
+            type="ISO8601",
+            description="The date and time to search for return trains",
+        ),
+    ],
+)
+
+book_train_tool = ToolDefinition(
+    name="BookTrain",
+    description="Books a train ticket. Returns a booking reference.",
+    arguments=[
+        ToolArgument(
+            name="journey_id",
+            type="string",
+            description="The ID of the journey to book",
+        ),
+    ],
+)
+
 create_invoice_tool = ToolDefinition(
     name="CreateInvoice",
     description="Generate an invoice for the items described for the amount provided. Returns URL to invoice.",
@@ -66,19 +83,19 @@ create_invoice_tool = ToolDefinition(
     ],
 )
 
-find_fixtures_tool = ToolDefinition(
-    name="FindFixtures",
-    description="Find upcoming fixtures for a given team and month",
+search_fixtures_tool = ToolDefinition(
+    name="SearchFixtures",
+    description="Search for upcoming fixtures for a given team and month",
     arguments=[
         ToolArgument(
             name="team",
             type="string",
-            description="The name of the team to search for",
+            description="The full name of the team to search for.",
         ),
         ToolArgument(
             name="month",
             type="string",
-            description="The month to search for fixtures",
+            description="The month to search for fixtures.",
         ),
     ],
 )
\ No newline at end of file