From 733c65ce85596dcb2dacd2d649bd725b39e44494 Mon Sep 17 00:00:00 2001
From: Anibal Angulo <a8065384@banorte.com>
Date: Fri, 20 Feb 2026 15:23:53 +0000
Subject: [PATCH] Configure cli

---
 config.yaml            |   13 +-
 pyproject.toml         |    1 +
 src/rag_eval/agent.py  |   10 +-
 src/rag_eval/config.py |   15 +-
 uv.lock                | 1286 +++++++++++++++++++++++++++++++++++++++-
 5 files changed, 1298 insertions(+), 27 deletions(-)

diff --git a/config.yaml b/config.yaml
index d6e1baf..5c1a780 100644
--- a/config.yaml
+++ b/config.yaml
@@ -1,11 +1,7 @@
 project_id: bnt-orquestador-cognitivo-dev
 location: us-central1
-service_account: sa-cicd-gitlab@bnt-orquestador-cognitivo-dev.iam.gserviceaccount.com
 
 bucket: bnt_orquestador_cognitivo_gcs_configs_dev
-base_image: us-central1-docker.pkg.dev/bnt-orquestador-cognitivo-dev/dfcx-pipelines/ap01194-orq-cog-dfcx-agent-eval-in:v1.0.6-ft-anibal
-dialogflow_agent_id: 5590ff1d-1f66-4777-93f5-1a608f1900ac
-processing_image: us-central1-docker.pkg.dev/bnt-orquestador-cognitivo-dev/dfcx-pipelines/ap01194-orq-cog-rag-ops:v1.3.7
 
 agent_name: sigma
 agent_instructions: |
@@ -157,17 +153,10 @@ agent_embedding_model: gemini-embedding-001
 agent_thinking: 0
 
 index_name: si1
+index_deployed_id: si1_deployed
 index_endpoint: projects/1007577023101/locations/us-central1/indexEndpoints/76334694269976576
 index_dimensions: 3072
 index_machine_type: e2-standard-16
 index_origin: gs://bnt_orquestador_cognitivo_gcs_kb_dev/
 index_destination: gs://bnt_orquestador_cognitivo_gcs_configs_dev/
 index_chunk_limit: 3000
-
-bigquery_project_id: "bnt-lakehouse-innovacion-des"
-bigquery_dataset_id: "ds_orquestador_des"
-bigquery_table_ids:
-    synth_gen: "eval_questions"
-    search_eval: "search_results"
-    keypoint_eval: "keypoints_results"
-    red_team: "redteam_results"
diff --git a/pyproject.toml b/pyproject.toml
index 3b6a75c..893a8ad 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -29,6 +29,7 @@ build-backend = "uv_build"
 
 [dependency-groups]
 dev = [
+    "clai>=1.62.0",
     "pytest>=8.4.1",
     "ruff>=0.12.10",
     "ty>=0.0.1a19",
diff --git a/src/rag_eval/agent.py b/src/rag_eval/agent.py
index a8f0acb..6646802 100644
--- a/src/rag_eval/agent.py
+++ b/src/rag_eval/agent.py
@@ -52,7 +52,7 @@ async def conocimiento(ctx: RunContext[Deps], query: str) -> str:
     t_embed = time.perf_counter()
 
     search_results = await ctx.deps.vector_search.async_run_query(
-        deployed_index_id=settings.index_name,
+        deployed_index_id=settings.index_deployed_id,
         query=list(query_embedding.embeddings[0]),
         limit=5,
     )
@@ -82,3 +82,11 @@ async def conocimiento(ctx: RunContext[Deps], query: str) -> str:
         for i, result in enumerate(search_results, start=1)
     ]
     return "\n".join(formatted_results)
+
+
+if __name__ == "__main__":
+    deps = Deps(
+        vector_search=settings.vector_search,
+        embedder=settings.embedder,
+    )
+    agent.to_cli_sync(deps=deps)
diff --git a/src/rag_eval/config.py b/src/rag_eval/config.py
index a79f9a9..b099267 100644
--- a/src/rag_eval/config.py
+++ b/src/rag_eval/config.py
@@ -22,7 +22,7 @@ class Settings(BaseSettings):
 
     project_id: str
     location: str
-    service_account: str
+    bucket: str
 
     agent_name: str
     agent_instructions: str
@@ -31,6 +31,7 @@ class Settings(BaseSettings):
     agent_thinking: int
 
     index_name: str
+    index_deployed_id: str
     index_endpoint: str
     index_dimensions: int
     index_machine_type: str = "e2-standard-16"
@@ -38,14 +39,6 @@ class Settings(BaseSettings):
     index_destination: str
     index_chunk_limit: int
 
-    bigquery_dataset_id: str
-    bigquery_project_id: str | None = None
-    bigquery_table_ids: dict[str, str]
-
-    bucket: str
-    base_image: str
-    dialogflow_agent_id: str
-    processing_image: str
 
     model_config = SettingsConfigDict(yaml_file=CONFIG_FILE_PATH)
 
@@ -75,12 +68,14 @@ class Settings(BaseSettings):
     @cached_property
     def vector_search(self) -> GoogleCloudVectorSearch:
         """Return a configured vector search client."""
-        return GoogleCloudVectorSearch(
+        vs = GoogleCloudVectorSearch(
             project_id=self.project_id,
             location=self.location,
             bucket=self.bucket,
             index_name=self.index_name,
         )
+        vs.load_index_endpoint(self.index_endpoint)
+        return vs
 
     @cached_property
     def embedder(self) -> Embedder:
diff --git a/uv.lock b/uv.lock
index 1c0f05e..2c0fb75 100644
--- a/uv.lock
+++ b/uv.lock
@@ -6,6 +6,30 @@ resolution-markers = [
     "sys_platform != 'win32'",
 ]
 
+[[package]]
+name = "ag-ui-protocol"
+version = "0.1.13"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pydantic" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/04/b5/fc0b65b561d00d88811c8a7d98ee735833f81554be244340950e7b65820c/ag_ui_protocol-0.1.13.tar.gz", hash = "sha256:811d7d7dcce4783dec252918f40b717ebfa559399bf6b071c4ba47c0c1e21bcb", size = 5671, upload-time = "2026-02-19T18:40:38.602Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/cd/9f/b833c1ab1999da35ebad54841ae85d2c2764c931da9a6f52d8541b6901b2/ag_ui_protocol-0.1.13-py3-none-any.whl", hash = "sha256:1393fa894c1e8416efe184168a50689e760d05b32f4646eebb8ff423dddf8e8f", size = 8053, upload-time = "2026-02-19T18:40:37.27Z" },
+]
+
+[[package]]
+name = "aiofile"
+version = "3.9.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "caio" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/67/e2/d7cb819de8df6b5c1968a2756c3cb4122d4fa2b8fc768b53b7c9e5edb646/aiofile-3.9.0.tar.gz", hash = "sha256:e5ad718bb148b265b6df1b3752c4d1d83024b93da9bd599df74b9d9ffcf7919b", size = 17943, upload-time = "2024-10-08T10:39:35.846Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/50/25/da1f0b4dd970e52bf5a36c204c107e11a0c6d3ed195eba0bfbc664c312b2/aiofile-3.9.0-py3-none-any.whl", hash = "sha256:ce2f6c1571538cbdfa0143b04e16b208ecb0e9cb4148e528af8a640ed51cc8aa", size = 19539, upload-time = "2024-10-08T10:39:32.955Z" },
+]
+
 [[package]]
 name = "aiofiles"
 version = "25.1.0"
@@ -89,6 +113,25 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" },
 ]
 
+[[package]]
+name = "anthropic"
+version = "0.83.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "anyio" },
+    { name = "distro" },
+    { name = "docstring-parser" },
+    { name = "httpx" },
+    { name = "jiter" },
+    { name = "pydantic" },
+    { name = "sniffio" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/db/e5/02cd2919ec327b24234abb73082e6ab84c451182cc3cc60681af700f4c63/anthropic-0.83.0.tar.gz", hash = "sha256:a8732c68b41869266c3034541a31a29d8be0f8cd0a714f9edce3128b351eceb4", size = 534058, upload-time = "2026-02-19T19:26:38.904Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/5f/75/b9d58e4e2a4b1fc3e75ffbab978f999baf8b7c4ba9f96e60edb918ba386b/anthropic-0.83.0-py3-none-any.whl", hash = "sha256:f069ef508c73b8f9152e8850830d92bd5ef185645dbacf234bb213344a274810", size = 456991, upload-time = "2026-02-19T19:26:40.114Z" },
+]
+
 [[package]]
 name = "anyio"
 version = "4.12.1"
@@ -102,6 +145,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/38/0e/27be9fdef66e72d64c0cdc3cc2823101b80585f8119b5c112c2e8f5f7dab/anyio-4.12.1-py3-none-any.whl", hash = "sha256:d405828884fc140aa80a3c667b8beed277f1dfedec42ba031bd6ac3db606ab6c", size = 113592, upload-time = "2026-01-06T11:45:19.497Z" },
 ]
 
+[[package]]
+name = "argcomplete"
+version = "3.6.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/38/61/0b9ae6399dd4a58d8c1b1dc5a27d6f2808023d0b5dd3104bb99f45a33ff6/argcomplete-3.6.3.tar.gz", hash = "sha256:62e8ed4fd6a45864acc8235409461b72c9a28ee785a2011cc5eb78318786c89c", size = 73754, upload-time = "2025-10-20T03:33:34.741Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/74/f5/9373290775639cb67a2fce7f629a1c240dce9f12fe927bc32b2736e16dfc/argcomplete-3.6.3-py3-none-any.whl", hash = "sha256:f5007b3a600ccac5d25bbce33089211dfd49eab4a7718da3f10e3082525a92ce", size = 43846, upload-time = "2025-10-20T03:33:33.021Z" },
+]
+
 [[package]]
 name = "attrs"
 version = "25.4.0"
@@ -111,6 +163,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl", hash = "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373", size = 67615, upload-time = "2025-10-06T13:54:43.17Z" },
 ]
 
+[[package]]
+name = "authlib"
+version = "1.6.8"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cryptography" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/6b/6c/c88eac87468c607f88bc24df1f3b31445ee6fc9ba123b09e666adf687cd9/authlib-1.6.8.tar.gz", hash = "sha256:41ae180a17cf672bc784e4a518e5c82687f1fe1e98b0cafaeda80c8e4ab2d1cb", size = 165074, upload-time = "2026-02-14T04:02:17.941Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9b/73/f7084bf12755113cd535ae586782ff3a6e710bfbe6a0d13d1c2f81ffbbfa/authlib-1.6.8-py2.py3-none-any.whl", hash = "sha256:97286fd7a15e6cfefc32771c8ef9c54f0ed58028f1322de6a2a7c969c3817888", size = 244116, upload-time = "2026-02-14T04:02:15.579Z" },
+]
+
 [[package]]
 name = "backoff"
 version = "2.2.1"
@@ -120,6 +184,63 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/df/73/b6e24bd22e6720ca8ee9a85a0c4a2971af8497d8f3193fa05390cbd46e09/backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8", size = 15148, upload-time = "2022-10-05T19:19:30.546Z" },
 ]
 
+[[package]]
+name = "beartype"
+version = "0.22.9"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/c7/94/1009e248bbfbab11397abca7193bea6626806be9a327d399810d523a07cb/beartype-0.22.9.tar.gz", hash = "sha256:8f82b54aa723a2848a56008d18875f91c1db02c32ef6a62319a002e3e25a975f", size = 1608866, upload-time = "2025-12-13T06:50:30.72Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/71/cc/18245721fa7747065ab478316c7fea7c74777d07f37ae60db2e84f8172e8/beartype-0.22.9-py3-none-any.whl", hash = "sha256:d16c9bbc61ea14637596c5f6fbff2ee99cbe3573e46a716401734ef50c3060c2", size = 1333658, upload-time = "2025-12-13T06:50:28.266Z" },
+]
+
+[[package]]
+name = "boto3"
+version = "1.42.53"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "botocore" },
+    { name = "jmespath" },
+    { name = "s3transfer" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/62/ef/03460914019db52301a6084460f0dd738f3f9e89d2ddf5bd33cef8168e63/boto3-1.42.53.tar.gz", hash = "sha256:56bc79388763995852b6d3fe48023e661e63fc2e60a921273c422d0171b9fbfb", size = 112812, upload-time = "2026-02-19T20:33:58.422Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/fa/ea/08dfba25a5822a7254b20aa905a9937177ca1532dd7f47c926875dd87299/boto3-1.42.53-py3-none-any.whl", hash = "sha256:3bd32f3508a6e9851671d0ef3b1f9e8ee7e8c095aa0488bcd9e86074aef5b7eb", size = 140555, upload-time = "2026-02-19T20:33:55.691Z" },
+]
+
+[[package]]
+name = "botocore"
+version = "1.42.53"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "jmespath" },
+    { name = "python-dateutil" },
+    { name = "urllib3" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/7a/b6/0b2ab38e422e93f28b7a394a29881a9d767b79831fa1957a3ccab996a70e/botocore-1.42.53.tar.gz", hash = "sha256:0bc1a2e1b6ae4c8397c9bede3bb9007b4f16e159ef2ca7f24837e31d5860caac", size = 14918644, upload-time = "2026-02-19T20:33:44.814Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/25/dc/cf3b2ec4a419b20d2cd6ba8e1961bc59b7ec9801339628e31551dac23801/botocore-1.42.53-py3-none-any.whl", hash = "sha256:1255db56bc0a284a8caa182c20966277e6c8871b6881cf816d40e993fa5da503", size = 14589472, upload-time = "2026-02-19T20:33:40.377Z" },
+]
+
+[[package]]
+name = "cachetools"
+version = "7.0.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/d4/07/56595285564e90777d758ebd383d6b0b971b87729bbe2184a849932a3736/cachetools-7.0.1.tar.gz", hash = "sha256:e31e579d2c5b6e2944177a0397150d312888ddf4e16e12f1016068f0c03b8341", size = 36126, upload-time = "2026-02-10T22:24:05.03Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ed/9e/5faefbf9db1db466d633735faceda1f94aa99ce506ac450d232536266b32/cachetools-7.0.1-py3-none-any.whl", hash = "sha256:8f086515c254d5664ae2146d14fc7f65c9a4bce75152eb247e5a9c5e6d7b2ecf", size = 13484, upload-time = "2026-02-10T22:24:03.741Z" },
+]
+
+[[package]]
+name = "caio"
+version = "0.9.25"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/92/88/b8527e1b00c1811db339a1df8bd1ae49d146fcea9d6a5c40e3a80aaeb38d/caio-0.9.25.tar.gz", hash = "sha256:16498e7f81d1d0f5a4c0ad3f2540e65fe25691376e0a5bd367f558067113ed10", size = 26781, upload-time = "2025-12-26T15:21:36.501Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d3/25/79c98ebe12df31548ba4eaf44db11b7cad6b3e7b4203718335620939083c/caio-0.9.25-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:fb7ff95af4c31ad3f03179149aab61097a71fd85e05f89b4786de0359dffd044", size = 36983, upload-time = "2025-12-26T15:21:36.075Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/2b/21288691f16d479945968a0a4f2856818c1c5be56881d51d4dac9b255d26/caio-0.9.25-cp312-cp312-manylinux2010_x86_64.manylinux2014_x86_64.manylinux_2_12_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:97084e4e30dfa598449d874c4d8e0c8d5ea17d2f752ef5e48e150ff9d240cd64", size = 82012, upload-time = "2025-12-26T15:22:20.983Z" },
+    { url = "https://files.pythonhosted.org/packages/86/93/1f76c8d1bafe3b0614e06b2195784a3765bbf7b0a067661af9e2dd47fc33/caio-0.9.25-py3-none-any.whl", hash = "sha256:06c0bb02d6b929119b1cfbe1ca403c768b2013a369e2db46bfa2a5761cf82e40", size = 19087, upload-time = "2025-12-26T15:22:00.221Z" },
+]
+
 [[package]]
 name = "certifi"
 version = "2026.1.4"
@@ -186,6 +307,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/0a/4c/925909008ed5a988ccbb72dcc897407e5d6d3bd72410d69e051fc0c14647/charset_normalizer-3.4.4-py3-none-any.whl", hash = "sha256:7a32c560861a02ff789ad905a2fe94e3f840803362c84fecf1851cb4cf3dc37f", size = 53402, upload-time = "2025-10-14T04:42:31.76Z" },
 ]
 
+[[package]]
+name = "clai"
+version = "1.62.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pydantic-ai" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/be/9f/3b70f348d3e41c6786c9d719649c2d4cdaf8570fa6518ce72091a903d752/clai-1.62.0.tar.gz", hash = "sha256:a514f38aadca846b54de5884c5f834c5b86bef309b77862f61bb312961a98e56", size = 4292, upload-time = "2026-02-19T05:07:06.905Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ab/0b/80890641089d0e4a118c196d2300e8b873139fa97aa06721ea691e370066/clai-1.62.0-py3-none-any.whl", hash = "sha256:baa9c7acba12af8ed2569a42fd10ecc6ba913577c386c10ac3f7c715bb74247d", size = 4315, upload-time = "2026-02-19T05:06:56.822Z" },
+]
+
 [[package]]
 name = "click"
 version = "8.3.1"
@@ -198,6 +331,25 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/98/78/01c019cdb5d6498122777c1a43056ebb3ebfeef2076d9d026bfe15583b2b/click-8.3.1-py3-none-any.whl", hash = "sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6", size = 108274, upload-time = "2025-11-15T20:45:41.139Z" },
 ]
 
+[[package]]
+name = "cohere"
+version = "5.20.6"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "fastavro" },
+    { name = "httpx" },
+    { name = "pydantic" },
+    { name = "pydantic-core" },
+    { name = "requests" },
+    { name = "tokenizers" },
+    { name = "types-requests" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/9a/7c/415e9b150843d879427ad4760c2331443d3f4e6860d17a3c3b3841357898/cohere-5.20.6.tar.gz", hash = "sha256:96b53fafcca97d7345646b66caafb79d6d92fa144c44b6d7fd63fbeade2a5155", size = 185110, upload-time = "2026-02-18T15:57:38.19Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/75/0e/175613bbd3a16465b93e429edd3a44e2f76d67367131206baa951a82925d/cohere-5.20.6-py3-none-any.whl", hash = "sha256:f67050be06c437fb3b330f1326e4fc1974cdcddbb6c25afd57c2bd94897feaa6", size = 323373, upload-time = "2026-02-18T15:57:36.761Z" },
+]
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -246,6 +398,21 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/48/ef/0c2f4a8e31018a986949d34a01115dd057bf536905dca38897bacd21fac3/cryptography-46.0.5-cp38-abi3-win_amd64.whl", hash = "sha256:556e106ee01aa13484ce9b0239bca667be5004efb0aabbed28d353df86445595", size = 3467050, upload-time = "2026-02-10T19:18:18.899Z" },
 ]
 
+[[package]]
+name = "cyclopts"
+version = "4.5.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "attrs" },
+    { name = "docstring-parser" },
+    { name = "rich" },
+    { name = "rich-rst" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/3b/d2/f37df900b163f51b4faacdb01bf4895c198906d67c5b2a85c2522de85459/cyclopts-4.5.4.tar.gz", hash = "sha256:eed4d6c76d4391aa796d8fcaabd50e5aad7793261792beb19285f62c5c456c8b", size = 162438, upload-time = "2026-02-20T00:58:46.161Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a9/0f/119fa63fa93e0a331fbedcb27162d8f88d3ba2f38eba1567e3e44307b857/cyclopts-4.5.4-py3-none-any.whl", hash = "sha256:ad001986ec403ca1dc1ed20375c439d62ac796295ea32b451dfe25d6696bc71a", size = 200225, upload-time = "2026-02-20T00:58:47.275Z" },
+]
+
 [[package]]
 name = "distro"
 version = "1.9.0"
@@ -255,6 +422,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/12/b3/231ffd4ab1fc9d679809f356cebee130ac7daa00d6d6f3206dd4fd137e9e/distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2", size = 20277, upload-time = "2023-12-24T09:54:30.421Z" },
 ]
 
+[[package]]
+name = "dnspython"
+version = "2.8.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/8c/8b/57666417c0f90f08bcafa776861060426765fdb422eb10212086fb811d26/dnspython-2.8.0.tar.gz", hash = "sha256:181d3c6996452cb1189c4046c61599b84a5a86e099562ffde77d26984ff26d0f", size = 368251, upload-time = "2025-09-07T18:58:00.022Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ba/5a/18ad964b0086c6e62e2e7500f7edc89e3faa45033c71c1893d34eed2b2de/dnspython-2.8.0-py3-none-any.whl", hash = "sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af", size = 331094, upload-time = "2025-09-07T18:57:58.071Z" },
+]
+
 [[package]]
 name = "docstring-parser"
 version = "0.17.0"
@@ -264,6 +440,58 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/55/e2/2537ebcff11c1ee1ff17d8d0b6f4db75873e3b0fb32c2d4a2ee31ecb310a/docstring_parser-0.17.0-py3-none-any.whl", hash = "sha256:cf2569abd23dce8099b300f9b4fa8191e9582dda731fd533daf54c4551658708", size = 36896, upload-time = "2025-07-21T07:35:00.684Z" },
 ]
 
+[[package]]
+name = "docutils"
+version = "0.22.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ae/b6/03bb70946330e88ffec97aefd3ea75ba575cb2e762061e0e62a213befee8/docutils-0.22.4.tar.gz", hash = "sha256:4db53b1fde9abecbb74d91230d32ab626d94f6badfc575d6db9194a49df29968", size = 2291750, upload-time = "2025-12-18T19:00:26.443Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/02/10/5da547df7a391dcde17f59520a231527b8571e6f46fc8efb02ccb370ab12/docutils-0.22.4-py3-none-any.whl", hash = "sha256:d0013f540772d1420576855455d050a2180186c91c15779301ac2ccb3eeb68de", size = 633196, upload-time = "2025-12-18T19:00:18.077Z" },
+]
+
+[[package]]
+name = "email-validator"
+version = "2.3.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "dnspython" },
+    { name = "idna" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/f5/22/900cb125c76b7aaa450ce02fd727f452243f2e91a61af068b40adba60ea9/email_validator-2.3.0.tar.gz", hash = "sha256:9fc05c37f2f6cf439ff414f8fc46d917929974a82244c20eb10231ba60c54426", size = 51238, upload-time = "2025-08-26T13:09:06.831Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/de/15/545e2b6cf2e3be84bc1ed85613edd75b8aea69807a71c26f4ca6a9258e82/email_validator-2.3.0-py3-none-any.whl", hash = "sha256:80f13f623413e6b197ae73bb10bf4eb0908faf509ad8362c5edeb0be7fd450b4", size = 35604, upload-time = "2025-08-26T13:09:05.858Z" },
+]
+
+[[package]]
+name = "eval-type-backport"
+version = "0.3.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/fb/a3/cafafb4558fd638aadfe4121dc6cefb8d743368c085acb2f521df0f3d9d7/eval_type_backport-0.3.1.tar.gz", hash = "sha256:57e993f7b5b69d271e37482e62f74e76a0276c82490cf8e4f0dffeb6b332d5ed", size = 9445, upload-time = "2025-12-02T11:51:42.987Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/cf/22/fdc2e30d43ff853720042fa15baa3e6122722be1a7950a98233ebb55cd71/eval_type_backport-0.3.1-py3-none-any.whl", hash = "sha256:279ab641905e9f11129f56a8a78f493518515b83402b860f6f06dd7c011fdfa8", size = 6063, upload-time = "2025-12-02T11:51:41.665Z" },
+]
+
+[[package]]
+name = "exceptiongroup"
+version = "1.3.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/50/79/66800aadf48771f6b62f7eb014e352e5d06856655206165d775e675a02c9/exceptiongroup-1.3.1.tar.gz", hash = "sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219", size = 30371, upload-time = "2025-11-21T23:01:54.787Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/8a/0e/97c33bf5009bdbac74fd2beace167cab3f978feb69cc36f1ef79360d6c4e/exceptiongroup-1.3.1-py3-none-any.whl", hash = "sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598", size = 16740, upload-time = "2025-11-21T23:01:53.443Z" },
+]
+
+[[package]]
+name = "executing"
+version = "2.2.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/cc/28/c14e053b6762b1044f34a13aab6859bbf40456d37d23aa286ac24cfd9a5d/executing-2.2.1.tar.gz", hash = "sha256:3632cc370565f6648cc328b32435bd120a1e4ebb20c77e3fdde9a13cd1e533c4", size = 1129488, upload-time = "2025-09-01T09:48:10.866Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c1/ea/53f2148663b321f21b5a606bd5f191517cf40b7072c0497d3c92c4a13b1e/executing-2.2.1-py2.py3-none-any.whl", hash = "sha256:760643d3452b4d777d295bb167ccc74c64a81df23fb5e08eff250c425a4b2017", size = 28317, upload-time = "2025-09-01T09:48:08.5Z" },
+]
+
 [[package]]
 name = "fastapi"
 version = "0.129.0"
@@ -280,6 +508,60 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/9e/dd/d0ee25348ac58245ee9f90b6f3cbb666bf01f69be7e0911f9851bddbda16/fastapi-0.129.0-py3-none-any.whl", hash = "sha256:b4946880e48f462692b31c083be0432275cbfb6e2274566b1be91479cc1a84ec", size = 102950, upload-time = "2026-02-12T13:54:54.528Z" },
 ]
 
+[[package]]
+name = "fastavro"
+version = "1.12.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/65/8b/fa2d3287fd2267be6261d0177c6809a7fa12c5600ddb33490c8dc29e77b2/fastavro-1.12.1.tar.gz", hash = "sha256:2f285be49e45bc047ab2f6bed040bb349da85db3f3c87880e4b92595ea093b2b", size = 1025661, upload-time = "2025-10-10T15:40:55.41Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7c/f0/10bd1a3d08667fa0739e2b451fe90e06df575ec8b8ba5d3135c70555c9bd/fastavro-1.12.1-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:509818cb24b98a804fc80be9c5fed90f660310ae3d59382fc811bfa187122167", size = 1009057, upload-time = "2025-10-10T15:41:24.556Z" },
+    { url = "https://files.pythonhosted.org/packages/78/ad/0d985bc99e1fa9e74c636658000ba38a5cd7f5ab2708e9c62eaf736ecf1a/fastavro-1.12.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:089e155c0c76e0d418d7e79144ce000524dd345eab3bc1e9c5ae69d500f71b14", size = 3391866, upload-time = "2025-10-10T15:41:26.882Z" },
+    { url = "https://files.pythonhosted.org/packages/0d/9e/b4951dc84ebc34aac69afcbfbb22ea4a91080422ec2bfd2c06076ff1d419/fastavro-1.12.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:44cbff7518901c91a82aab476fcab13d102e4999499df219d481b9e15f61af34", size = 3458005, upload-time = "2025-10-10T15:41:29.017Z" },
+    { url = "https://files.pythonhosted.org/packages/af/f8/5a8df450a9f55ca8441f22ea0351d8c77809fc121498b6970daaaf667a21/fastavro-1.12.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:a275e48df0b1701bb764b18a8a21900b24cf882263cb03d35ecdba636bbc830b", size = 3295258, upload-time = "2025-10-10T15:41:31.564Z" },
+    { url = "https://files.pythonhosted.org/packages/99/b2/40f25299111d737e58b85696e91138a66c25b7334f5357e7ac2b0e8966f8/fastavro-1.12.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:2de72d786eb38be6b16d556b27232b1bf1b2797ea09599507938cdb7a9fe3e7c", size = 3430328, upload-time = "2025-10-10T15:41:33.689Z" },
+    { url = "https://files.pythonhosted.org/packages/e0/07/85157a7c57c5f8b95507d7829b5946561e5ee656ff80e9dd9a757f53ddaf/fastavro-1.12.1-cp312-cp312-win_amd64.whl", hash = "sha256:9090f0dee63fe022ee9cc5147483366cc4171c821644c22da020d6b48f576b4f", size = 444140, upload-time = "2025-10-10T15:41:34.902Z" },
+]
+
+[[package]]
+name = "fastmcp"
+version = "3.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "authlib" },
+    { name = "cyclopts" },
+    { name = "exceptiongroup" },
+    { name = "httpx" },
+    { name = "jsonref" },
+    { name = "jsonschema-path" },
+    { name = "mcp" },
+    { name = "openapi-pydantic" },
+    { name = "opentelemetry-api" },
+    { name = "packaging" },
+    { name = "platformdirs" },
+    { name = "py-key-value-aio", extra = ["filetree", "keyring", "memory"] },
+    { name = "pydantic", extra = ["email"] },
+    { name = "pyperclip" },
+    { name = "python-dotenv" },
+    { name = "pyyaml" },
+    { name = "rich" },
+    { name = "uvicorn" },
+    { name = "watchfiles" },
+    { name = "websockets" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/4b/be/beb5d3e485983b9dd122f3f74772bcceeb085ca824e11c52c14ba71cf21a/fastmcp-3.0.0.tar.gz", hash = "sha256:f3b0cfa012f6b2b50b877da181431c6f9a551197f466b0bb7de7f39ceae159a1", size = 16093079, upload-time = "2026-02-18T21:25:34.461Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/12/14/05bebaf3764ea71ce6fa9d3fcf870610bbc8b1e7be2505e870d709375316/fastmcp-3.0.0-py3-none-any.whl", hash = "sha256:561d537cb789f995174c5591f1b54f758ce3f82da3cd951ffe51ce18609569e9", size = 603327, upload-time = "2026-02-18T21:25:36.701Z" },
+]
+
+[[package]]
+name = "filelock"
+version = "3.24.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/73/92/a8e2479937ff39185d20dd6a851c1a63e55849e447a55e798cc2e1f49c65/filelock-3.24.3.tar.gz", hash = "sha256:011a5644dc937c22699943ebbfc46e969cdde3e171470a6e40b9533e5a72affa", size = 37935, upload-time = "2026-02-19T00:48:20.543Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9c/0f/5d0c71a1aefeb08efff26272149e07ab922b64f46c63363756224bd6872e/filelock-3.24.3-py3-none-any.whl", hash = "sha256:426e9a4660391f7f8a810d71b0555bce9008b0a1cc342ab1f6947d37639e002d", size = 24331, upload-time = "2026-02-19T00:48:18.465Z" },
+]
+
 [[package]]
 name = "frozenlist"
 version = "1.8.0"
@@ -305,6 +587,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/9a/9a/e35b4a917281c0b8419d4207f4334c8e8c5dbf4f3f5f9ada73958d937dcc/frozenlist-1.8.0-py3-none-any.whl", hash = "sha256:0c18a16eab41e82c295618a77502e17b195883241c563b00f0aa5106fc4eaa0d", size = 13409, upload-time = "2025-10-06T05:38:16.721Z" },
 ]
 
+[[package]]
+name = "fsspec"
+version = "2026.2.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/51/7c/f60c259dcbf4f0c47cc4ddb8f7720d2dcdc8888c8e5ad84c73ea4531cc5b/fsspec-2026.2.0.tar.gz", hash = "sha256:6544e34b16869f5aacd5b90bdf1a71acb37792ea3ddf6125ee69a22a53fb8bff", size = 313441, upload-time = "2026-02-05T21:50:53.743Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e6/ab/fb21f4c939bb440104cc2b396d3be1d9b7a9fd3c6c2a53d98c45b3d7c954/fsspec-2026.2.0-py3-none-any.whl", hash = "sha256:98de475b5cb3bd66bedd5c4679e87b4fdfe1a3bf4d707b151b3c07e58c9a2437", size = 202505, upload-time = "2026-02-05T21:50:51.819Z" },
+]
+
 [[package]]
 name = "gcloud-aio-auth"
 version = "5.4.2"
@@ -550,6 +841,23 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/4d/51/c936033e16d12b627ea334aaaaf42229c37620d0f15593456ab69ab48161/griffelib-2.0.0-py3-none-any.whl", hash = "sha256:01284878c966508b6d6f1dbff9b6fa607bc062d8261c5c7253cb285b06422a7f", size = 142004, upload-time = "2026-02-09T19:09:40.561Z" },
 ]
 
+[[package]]
+name = "groq"
+version = "1.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "anyio" },
+    { name = "distro" },
+    { name = "httpx" },
+    { name = "pydantic" },
+    { name = "sniffio" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/3f/12/f4099a141677fcd2ed79dcc1fcec431e60c52e0e90c9c5d935f0ffaf8c0e/groq-1.0.0.tar.gz", hash = "sha256:66cb7bb729e6eb644daac7ce8efe945e99e4eb33657f733ee6f13059ef0c25a9", size = 146068, upload-time = "2025-12-17T23:34:23.115Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/4a/88/3175759d2ef30406ea721f4d837bfa1ba4339fde3b81ba8c5640a96ed231/groq-1.0.0-py3-none-any.whl", hash = "sha256:6e22bf92ffad988f01d2d4df7729add66b8fd5dbfb2154b5bbf3af245b72c731", size = 138292, upload-time = "2025-12-17T23:34:21.957Z" },
+]
+
 [[package]]
 name = "grpc-google-iam-v1"
 version = "0.14.3"
@@ -608,6 +916,21 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86", size = 37515, upload-time = "2025-04-24T03:35:24.344Z" },
 ]
 
+[[package]]
+name = "hf-xet"
+version = "1.2.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/5e/6e/0f11bacf08a67f7fb5ee09740f2ca54163863b07b70d579356e9222ce5d8/hf_xet-1.2.0.tar.gz", hash = "sha256:a8c27070ca547293b6890c4bf389f713f80e8c478631432962bb7f4bc0bd7d7f", size = 506020, upload-time = "2025-10-24T19:04:32.129Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/96/2d/22338486473df5923a9ab7107d375dbef9173c338ebef5098ef593d2b560/hf_xet-1.2.0-cp37-abi3-macosx_10_12_x86_64.whl", hash = "sha256:46740d4ac024a7ca9b22bebf77460ff43332868b661186a8e46c227fdae01848", size = 2866099, upload-time = "2025-10-24T19:04:15.366Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/8c/c5becfa53234299bc2210ba314eaaae36c2875e0045809b82e40a9544f0c/hf_xet-1.2.0-cp37-abi3-macosx_11_0_arm64.whl", hash = "sha256:27df617a076420d8845bea087f59303da8be17ed7ec0cd7ee3b9b9f579dff0e4", size = 2722178, upload-time = "2025-10-24T19:04:13.695Z" },
+    { url = "https://files.pythonhosted.org/packages/9a/92/cf3ab0b652b082e66876d08da57fcc6fa2f0e6c70dfbbafbd470bb73eb47/hf_xet-1.2.0-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3651fd5bfe0281951b988c0facbe726aa5e347b103a675f49a3fa8144c7968fd", size = 3320214, upload-time = "2025-10-24T19:04:03.596Z" },
+    { url = "https://files.pythonhosted.org/packages/46/92/3f7ec4a1b6a65bf45b059b6d4a5d38988f63e193056de2f420137e3c3244/hf_xet-1.2.0-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:d06fa97c8562fb3ee7a378dd9b51e343bc5bc8190254202c9771029152f5e08c", size = 3229054, upload-time = "2025-10-24T19:04:01.949Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/dd/7ac658d54b9fb7999a0ccb07ad863b413cbaf5cf172f48ebcd9497ec7263/hf_xet-1.2.0-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:4c1428c9ae73ec0939410ec73023c4f842927f39db09b063b9482dac5a3bb737", size = 3413812, upload-time = "2025-10-24T19:04:24.585Z" },
+    { url = "https://files.pythonhosted.org/packages/92/68/89ac4e5b12a9ff6286a12174c8538a5930e2ed662091dd2572bbe0a18c8a/hf_xet-1.2.0-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:a55558084c16b09b5ed32ab9ed38421e2d87cf3f1f89815764d1177081b99865", size = 3508920, upload-time = "2025-10-24T19:04:26.927Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/44/870d44b30e1dcfb6a65932e3e1506c103a8a5aea9103c337e7a53180322c/hf_xet-1.2.0-cp37-abi3-win_amd64.whl", hash = "sha256:e6584a52253f72c9f52f9e549d5895ca7a471608495c4ecaa6cc73dba2b24d69", size = 2905735, upload-time = "2025-10-24T19:04:35.928Z" },
+]
+
 [[package]]
 name = "httpcore"
 version = "1.0.9"
@@ -636,6 +959,36 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad", size = 73517, upload-time = "2024-12-06T15:37:21.509Z" },
 ]
 
+[[package]]
+name = "httpx-sse"
+version = "0.4.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/0f/4c/751061ffa58615a32c31b2d82e8482be8dd4a89154f003147acee90f2be9/httpx_sse-0.4.3.tar.gz", hash = "sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d", size = 15943, upload-time = "2025-10-10T21:48:22.271Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d2/fd/6668e5aec43ab844de6fc74927e155a3b37bf40d7c3790e49fc0406b6578/httpx_sse-0.4.3-py3-none-any.whl", hash = "sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc", size = 8960, upload-time = "2025-10-10T21:48:21.158Z" },
+]
+
+[[package]]
+name = "huggingface-hub"
+version = "1.4.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "filelock" },
+    { name = "fsspec" },
+    { name = "hf-xet", marker = "platform_machine == 'AMD64' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'arm64' or platform_machine == 'x86_64'" },
+    { name = "httpx" },
+    { name = "packaging" },
+    { name = "pyyaml" },
+    { name = "shellingham" },
+    { name = "tqdm" },
+    { name = "typer-slim" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/c4/fc/eb9bc06130e8bbda6a616e1b80a7aa127681c448d6b49806f61db2670b61/huggingface_hub-1.4.1.tar.gz", hash = "sha256:b41131ec35e631e7383ab26d6146b8d8972abc8b6309b963b306fbcca87f5ed5", size = 642156, upload-time = "2026-02-06T09:20:03.013Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d5/ae/2f6d96b4e6c5478d87d606a1934b5d436c4a2bce6bb7c6fdece891c128e3/huggingface_hub-1.4.1-py3-none-any.whl", hash = "sha256:9931d075fb7a79af5abc487106414ec5fba2c0ae86104c0c62fd6cae38873d18", size = 553326, upload-time = "2026-02-06T09:20:00.728Z" },
+]
+
 [[package]]
 name = "idna"
 version = "3.11"
@@ -666,6 +1019,181 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/cb/b1/3846dd7f199d53cb17f49cba7e651e9ce294d8497c8c150530ed11865bb8/iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12", size = 7484, upload-time = "2025-10-18T21:55:41.639Z" },
 ]
 
+[[package]]
+name = "invoke"
+version = "2.2.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/de/bd/b461d3424a24c80490313fd77feeb666ca4f6a28c7e72713e3d9095719b4/invoke-2.2.1.tar.gz", hash = "sha256:515bf49b4a48932b79b024590348da22f39c4942dff991ad1fb8b8baea1be707", size = 304762, upload-time = "2025-10-11T00:36:35.172Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/32/4b/b99e37f88336009971405cbb7630610322ed6fbfa31e1d7ab3fbf3049a2d/invoke-2.2.1-py3-none-any.whl", hash = "sha256:2413bc441b376e5cd3f55bb5d364f973ad8bdd7bf87e53c79de3c11bf3feecc8", size = 160287, upload-time = "2025-10-11T00:36:33.703Z" },
+]
+
+[[package]]
+name = "jaraco-classes"
+version = "3.4.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "more-itertools" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/06/c0/ed4a27bc5571b99e3cff68f8a9fa5b56ff7df1c2251cc715a652ddd26402/jaraco.classes-3.4.0.tar.gz", hash = "sha256:47a024b51d0239c0dd8c8540c6c7f484be3b8fcf0b2d85c13825780d3b3f3acd", size = 11780, upload-time = "2024-03-31T07:27:36.643Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7f/66/b15ce62552d84bbfcec9a4873ab79d993a1dd4edb922cbfccae192bd5b5f/jaraco.classes-3.4.0-py3-none-any.whl", hash = "sha256:f662826b6bed8cace05e7ff873ce0f9283b5c924470fe664fff1c2f00f581790", size = 6777, upload-time = "2024-03-31T07:27:34.792Z" },
+]
+
+[[package]]
+name = "jaraco-context"
+version = "6.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/cb/9c/a788f5bb29c61e456b8ee52ce76dbdd32fd72cd73dd67bc95f42c7a8d13c/jaraco_context-6.1.0.tar.gz", hash = "sha256:129a341b0a85a7db7879e22acd66902fda67882db771754574338898b2d5d86f", size = 15850, upload-time = "2026-01-13T02:53:53.847Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/8d/48/aa685dbf1024c7bd82bede569e3a85f82c32fd3d79ba5fea578f0159571a/jaraco_context-6.1.0-py3-none-any.whl", hash = "sha256:a43b5ed85815223d0d3cfdb6d7ca0d2bc8946f28f30b6f3216bda070f68badda", size = 7065, upload-time = "2026-01-13T02:53:53.031Z" },
+]
+
+[[package]]
+name = "jaraco-functools"
+version = "4.4.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "more-itertools" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/0f/27/056e0638a86749374d6f57d0b0db39f29509cce9313cf91bdc0ac4d91084/jaraco_functools-4.4.0.tar.gz", hash = "sha256:da21933b0417b89515562656547a77b4931f98176eb173644c0d35032a33d6bb", size = 19943, upload-time = "2025-12-21T09:29:43.6Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/fd/c4/813bb09f0985cb21e959f21f2464169eca882656849adf727ac7bb7e1767/jaraco_functools-4.4.0-py3-none-any.whl", hash = "sha256:9eec1e36f45c818d9bf307c8948eb03b2b56cd44087b3cdc989abca1f20b9176", size = 10481, upload-time = "2025-12-21T09:29:42.27Z" },
+]
+
+[[package]]
+name = "jeepney"
+version = "0.9.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/7b/6f/357efd7602486741aa73ffc0617fb310a29b588ed0fd69c2399acbb85b0c/jeepney-0.9.0.tar.gz", hash = "sha256:cf0e9e845622b81e4a28df94c40345400256ec608d0e55bb8a3feaa9163f5732", size = 106758, upload-time = "2025-02-27T18:51:01.684Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b2/a3/e137168c9c44d18eff0376253da9f1e9234d0239e0ee230d2fee6cea8e55/jeepney-0.9.0-py3-none-any.whl", hash = "sha256:97e5714520c16fc0a45695e5365a2e11b81ea79bba796e26f9f1d178cb182683", size = 49010, upload-time = "2025-02-27T18:51:00.104Z" },
+]
+
+[[package]]
+name = "jiter"
+version = "0.13.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/0d/5e/4ec91646aee381d01cdb9974e30882c9cd3b8c5d1079d6b5ff4af522439a/jiter-0.13.0.tar.gz", hash = "sha256:f2839f9c2c7e2dffc1bc5929a510e14ce0a946be9365fd1219e7ef342dae14f4", size = 164847, upload-time = "2026-02-02T12:37:56.441Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2e/30/7687e4f87086829955013ca12a9233523349767f69653ebc27036313def9/jiter-0.13.0-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:0a2bd69fc1d902e89925fc34d1da51b2128019423d7b339a45d9e99c894e0663", size = 307958, upload-time = "2026-02-02T12:35:57.165Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/27/e57f9a783246ed95481e6749cc5002a8a767a73177a83c63ea71f0528b90/jiter-0.13.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:f917a04240ef31898182f76a332f508f2cc4b57d2b4d7ad2dbfebbfe167eb505", size = 318597, upload-time = "2026-02-02T12:35:58.591Z" },
+    { url = "https://files.pythonhosted.org/packages/cf/52/e5719a60ac5d4d7c5995461a94ad5ef962a37c8bf5b088390e6fad59b2ff/jiter-0.13.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c1e2b199f446d3e82246b4fd9236d7cb502dc2222b18698ba0d986d2fecc6152", size = 348821, upload-time = "2026-02-02T12:36:00.093Z" },
+    { url = "https://files.pythonhosted.org/packages/61/db/c1efc32b8ba4c740ab3fc2d037d8753f67685f475e26b9d6536a4322bcdd/jiter-0.13.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:04670992b576fa65bd056dbac0c39fe8bd67681c380cb2b48efa885711d9d726", size = 364163, upload-time = "2026-02-02T12:36:01.937Z" },
+    { url = "https://files.pythonhosted.org/packages/55/8a/fb75556236047c8806995671a18e4a0ad646ed255276f51a20f32dceaeec/jiter-0.13.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5a1aff1fbdb803a376d4d22a8f63f8e7ccbce0b4890c26cc7af9e501ab339ef0", size = 483709, upload-time = "2026-02-02T12:36:03.41Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/16/43512e6ee863875693a8e6f6d532e19d650779d6ba9a81593ae40a9088ff/jiter-0.13.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3b3fb8c2053acaef8580809ac1d1f7481a0a0bdc012fd7f5d8b18fb696a5a089", size = 370480, upload-time = "2026-02-02T12:36:04.791Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/4c/09b93e30e984a187bc8aaa3510e1ec8dcbdcd71ca05d2f56aac0492453aa/jiter-0.13.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bdaba7d87e66f26a2c45d8cbadcbfc4bf7884182317907baf39cfe9775bb4d93", size = 360735, upload-time = "2026-02-02T12:36:06.994Z" },
+    { url = "https://files.pythonhosted.org/packages/1a/1b/46c5e349019874ec5dfa508c14c37e29864ea108d376ae26d90bee238cd7/jiter-0.13.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:7b88d649135aca526da172e48083da915ec086b54e8e73a425ba50999468cc08", size = 391814, upload-time = "2026-02-02T12:36:08.368Z" },
+    { url = "https://files.pythonhosted.org/packages/15/9e/26184760e85baee7162ad37b7912797d2077718476bf91517641c92b3639/jiter-0.13.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:e404ea551d35438013c64b4f357b0474c7abf9f781c06d44fcaf7a14c69ff9e2", size = 513990, upload-time = "2026-02-02T12:36:09.993Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/34/2c9355247d6debad57a0a15e76ab1566ab799388042743656e566b3b7de1/jiter-0.13.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:1f4748aad1b4a93c8bdd70f604d0f748cdc0e8744c5547798acfa52f10e79228", size = 548021, upload-time = "2026-02-02T12:36:11.376Z" },
+    { url = "https://files.pythonhosted.org/packages/ac/4a/9f2c23255d04a834398b9c2e0e665382116911dc4d06b795710503cdad25/jiter-0.13.0-cp312-cp312-win32.whl", hash = "sha256:0bf670e3b1445fc4d31612199f1744f67f889ee1bbae703c4b54dc097e5dd394", size = 203024, upload-time = "2026-02-02T12:36:12.682Z" },
+    { url = "https://files.pythonhosted.org/packages/09/ee/f0ae675a957ae5a8f160be3e87acea6b11dc7b89f6b7ab057e77b2d2b13a/jiter-0.13.0-cp312-cp312-win_amd64.whl", hash = "sha256:15db60e121e11fe186c0b15236bd5d18381b9ddacdcf4e659feb96fc6c969c92", size = 205424, upload-time = "2026-02-02T12:36:13.93Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/02/ae611edf913d3cbf02c97cdb90374af2082c48d7190d74c1111dde08bcdd/jiter-0.13.0-cp312-cp312-win_arm64.whl", hash = "sha256:41f92313d17989102f3cb5dd533a02787cdb99454d494344b0361355da52fcb9", size = 186818, upload-time = "2026-02-02T12:36:15.308Z" },
+    { url = "https://files.pythonhosted.org/packages/80/60/e50fa45dd7e2eae049f0ce964663849e897300433921198aef94b6ffa23a/jiter-0.13.0-graalpy312-graalpy250_312_native-macosx_10_12_x86_64.whl", hash = "sha256:3d744a6061afba08dd7ae375dcde870cffb14429b7477e10f67e9e6d68772a0a", size = 305169, upload-time = "2026-02-02T12:37:50.376Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/73/a009f41c5eed71c49bec53036c4b33555afcdee70682a18c6f66e396c039/jiter-0.13.0-graalpy312-graalpy250_312_native-macosx_11_0_arm64.whl", hash = "sha256:ff732bd0a0e778f43d5009840f20b935e79087b4dc65bd36f1cd0f9b04b8ff7f", size = 303808, upload-time = "2026-02-02T12:37:52.092Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/10/528b439290763bff3d939268085d03382471b442f212dca4ff5f12802d43/jiter-0.13.0-graalpy312-graalpy250_312_native-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ab44b178f7981fcaea7e0a5df20e773c663d06ffda0198f1a524e91b2fde7e59", size = 337384, upload-time = "2026-02-02T12:37:53.582Z" },
+    { url = "https://files.pythonhosted.org/packages/67/8a/a342b2f0251f3dac4ca17618265d93bf244a2a4d089126e81e4c1056ac50/jiter-0.13.0-graalpy312-graalpy250_312_native-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7bb00b6d26db67a05fe3e12c76edc75f32077fb51deed13822dc648fa373bc19", size = 343768, upload-time = "2026-02-02T12:37:55.055Z" },
+]
+
+[[package]]
+name = "jmespath"
+version = "1.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/d3/59/322338183ecda247fb5d1763a6cbe46eff7222eaeebafd9fa65d4bf5cb11/jmespath-1.1.0.tar.gz", hash = "sha256:472c87d80f36026ae83c6ddd0f1d05d4e510134ed462851fd5f754c8c3cbb88d", size = 27377, upload-time = "2026-01-22T16:35:26.279Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/14/2f/967ba146e6d58cf6a652da73885f52fc68001525b4197effc174321d70b4/jmespath-1.1.0-py3-none-any.whl", hash = "sha256:a5663118de4908c91729bea0acadca56526eb2698e83de10cd116ae0f4e97c64", size = 20419, upload-time = "2026-01-22T16:35:24.919Z" },
+]
+
+[[package]]
+name = "jsonref"
+version = "1.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/aa/0d/c1f3277e90ccdb50d33ed5ba1ec5b3f0a242ed8c1b1a85d3afeb68464dca/jsonref-1.1.0.tar.gz", hash = "sha256:32fe8e1d85af0fdefbebce950af85590b22b60f9e95443176adbde4e1ecea552", size = 8814, upload-time = "2023-01-16T16:10:04.455Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0c/ec/e1db9922bceb168197a558a2b8c03a7963f1afe93517ddd3cf99f202f996/jsonref-1.1.0-py3-none-any.whl", hash = "sha256:590dc7773df6c21cbf948b5dac07a72a251db28b0238ceecce0a2abfa8ec30a9", size = 9425, upload-time = "2023-01-16T16:10:02.255Z" },
+]
+
+[[package]]
+name = "jsonschema"
+version = "4.26.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "attrs" },
+    { name = "jsonschema-specifications" },
+    { name = "referencing" },
+    { name = "rpds-py" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b3/fc/e067678238fa451312d4c62bf6e6cf5ec56375422aee02f9cb5f909b3047/jsonschema-4.26.0.tar.gz", hash = "sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326", size = 366583, upload-time = "2026-01-07T13:41:07.246Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/69/90/f63fb5873511e014207a475e2bb4e8b2e570d655b00ac19a9a0ca0a385ee/jsonschema-4.26.0-py3-none-any.whl", hash = "sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce", size = 90630, upload-time = "2026-01-07T13:41:05.306Z" },
+]
+
+[[package]]
+name = "jsonschema-path"
+version = "0.4.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pathable" },
+    { name = "pyyaml" },
+    { name = "referencing" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a8/8d/4b2e648cf643d19e1f76260d9cb002d242e38b4298d6da110bd3c3d8d0d2/jsonschema_path-0.4.1.tar.gz", hash = "sha256:ffca3bd37f66364ae3afeaa2804d6078a9ab3b9359ade4dd9923aabbbd475e71", size = 13450, upload-time = "2026-02-20T10:09:41.611Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/42/5a/5a735fd9c889fd7ee214525620ead725861f9f4ddd27097408b63e596b06/jsonschema_path-0.4.1-py3-none-any.whl", hash = "sha256:727d8714158c41327908677e6119f9db9d5e0f486d4cc79ca4b4016eee2f33e8", size = 16745, upload-time = "2026-02-20T10:09:40.03Z" },
+]
+
+[[package]]
+name = "jsonschema-specifications"
+version = "2025.9.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "referencing" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/19/74/a633ee74eb36c44aa6d1095e7cc5569bebf04342ee146178e2d36600708b/jsonschema_specifications-2025.9.1.tar.gz", hash = "sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d", size = 32855, upload-time = "2025-09-08T01:34:59.186Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl", hash = "sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe", size = 18437, upload-time = "2025-09-08T01:34:57.871Z" },
+]
+
+[[package]]
+name = "keyring"
+version = "25.7.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "jaraco-classes" },
+    { name = "jaraco-context" },
+    { name = "jaraco-functools" },
+    { name = "jeepney", marker = "sys_platform == 'linux'" },
+    { name = "pywin32-ctypes", marker = "sys_platform == 'win32'" },
+    { name = "secretstorage", marker = "sys_platform == 'linux'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/43/4b/674af6ef2f97d56f0ab5153bf0bfa28ccb6c3ed4d1babf4305449668807b/keyring-25.7.0.tar.gz", hash = "sha256:fe01bd85eb3f8fb3dd0405defdeac9a5b4f6f0439edbb3149577f244a2e8245b", size = 63516, upload-time = "2025-11-16T16:26:09.482Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/81/db/e655086b7f3a705df045bf0933bdd9c2f79bb3c97bfef1384598bb79a217/keyring-25.7.0-py3-none-any.whl", hash = "sha256:be4a0b195f149690c166e850609a477c532ddbfbaed96a404d4e43f8d5e2689f", size = 39160, upload-time = "2025-11-16T16:26:08.402Z" },
+]
+
+[[package]]
+name = "logfire"
+version = "4.25.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "executing" },
+    { name = "opentelemetry-exporter-otlp-proto-http" },
+    { name = "opentelemetry-instrumentation" },
+    { name = "opentelemetry-sdk" },
+    { name = "protobuf" },
+    { name = "rich" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/d8/43/374fc0e6ebe95209414cf743cc693f4ff2ad391fd0712445ed1f63245395/logfire-4.25.0.tar.gz", hash = "sha256:f9a6bf6d40fd3e2c2a86a364617246cadecbde620b4ecccb17c499140f1ebc13", size = 1049745, upload-time = "2026-02-19T15:27:28Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/05/cc/a3eb3a5fff27a6bfe2f626624c7c781322151f3228d4ea98c31003dc2d4c/logfire-4.25.0-py3-none-any.whl", hash = "sha256:1865b832e08c58a3fb0d21b24460ee9c6cbeff12db6038c508fb966699ce81c2", size = 298186, upload-time = "2026-02-19T15:27:23.324Z" },
+]
+
+[package.optional-dependencies]
+httpx = [
+    { name = "opentelemetry-instrumentation-httpx" },
+]
+
 [[package]]
 name = "logfire-api"
 version = "4.25.0"
@@ -675,6 +1203,82 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e2/39/83414c0fadb4f11f90e6b80b631aa79f62a605664f0c4693e2ebc7ee73f3/logfire_api-4.25.0-py3-none-any.whl", hash = "sha256:0d607eb09ef5426e26f376ff277a8d401bc5b7b4178ea66db404e13c368494cf", size = 120473, upload-time = "2026-02-19T15:27:25.832Z" },
 ]
 
+[[package]]
+name = "markdown-it-py"
+version = "4.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "mdurl" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/5b/f5/4ec618ed16cc4f8fb3b701563655a69816155e79e24a17b651541804721d/markdown_it_py-4.0.0.tar.gz", hash = "sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3", size = 73070, upload-time = "2025-08-11T12:57:52.854Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/94/54/e7d793b573f298e1c9013b8c4dade17d481164aa517d1d7148619c2cedbf/markdown_it_py-4.0.0-py3-none-any.whl", hash = "sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147", size = 87321, upload-time = "2025-08-11T12:57:51.923Z" },
+]
+
+[[package]]
+name = "mcp"
+version = "1.26.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "anyio" },
+    { name = "httpx" },
+    { name = "httpx-sse" },
+    { name = "jsonschema" },
+    { name = "pydantic" },
+    { name = "pydantic-settings" },
+    { name = "pyjwt", extra = ["crypto"] },
+    { name = "python-multipart" },
+    { name = "pywin32", marker = "sys_platform == 'win32'" },
+    { name = "sse-starlette" },
+    { name = "starlette" },
+    { name = "typing-extensions" },
+    { name = "typing-inspection" },
+    { name = "uvicorn", marker = "sys_platform != 'emscripten'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/fc/6d/62e76bbb8144d6ed86e202b5edd8a4cb631e7c8130f3f4893c3f90262b10/mcp-1.26.0.tar.gz", hash = "sha256:db6e2ef491eecc1a0d93711a76f28dec2e05999f93afd48795da1c1137142c66", size = 608005, upload-time = "2026-01-24T19:40:32.468Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/fd/d9/eaa1f80170d2b7c5ba23f3b59f766f3a0bb41155fbc32a69adfa1adaaef9/mcp-1.26.0-py3-none-any.whl", hash = "sha256:904a21c33c25aa98ddbeb47273033c435e595bbacfdb177f4bd87f6dceebe1ca", size = 233615, upload-time = "2026-01-24T19:40:30.652Z" },
+]
+
+[[package]]
+name = "mdurl"
+version = "0.1.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/d6/54/cfe61301667036ec958cb99bd3efefba235e65cdeb9c84d24a8293ba1d90/mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba", size = 8729, upload-time = "2022-08-14T12:40:10.846Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8", size = 9979, upload-time = "2022-08-14T12:40:09.779Z" },
+]
+
+[[package]]
+name = "mistralai"
+version = "1.12.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "eval-type-backport" },
+    { name = "httpx" },
+    { name = "invoke" },
+    { name = "opentelemetry-api" },
+    { name = "opentelemetry-exporter-otlp-proto-http" },
+    { name = "opentelemetry-sdk" },
+    { name = "pydantic" },
+    { name = "python-dateutil" },
+    { name = "pyyaml" },
+    { name = "typing-inspection" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/46/ad/3d3b17a768f641ab428bbe7c4a75283db029737778d4f56cb4a9145ba54f/mistralai-1.12.3.tar.gz", hash = "sha256:d59a788e82c16fd7d340f9f2e722ed0897fe15ccce797278b836d65fa671ef6e", size = 242961, upload-time = "2026-02-17T15:41:29Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b5/3c/d17250578195b90b0a7f2500c4d587996c9b79470dbcfe7fb9d24feb9d1b/mistralai-1.12.3-py3-none-any.whl", hash = "sha256:e164e070011dd7759ad5d969c44359939d7d73f7fec787667317b7e81ffc5a8b", size = 502976, upload-time = "2026-02-17T15:41:30.648Z" },
+]
+
+[[package]]
+name = "more-itertools"
+version = "10.8.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ea/5d/38b681d3fce7a266dd9ab73c66959406d565b3e85f21d5e66e1181d93721/more_itertools-10.8.0.tar.gz", hash = "sha256:f638ddf8a1a0d134181275fb5d58b086ead7c6a72429ad725c67503f13ba30bd", size = 137431, upload-time = "2025-09-02T15:23:11.018Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a4/8e/469e5a4a2f5855992e425f3cb33804cc07bf18d48f2db061aec61ce50270/more_itertools-10.8.0-py3-none-any.whl", hash = "sha256:52d4362373dcf7c52546bc4af9a86ee7c4579df9a8dc268be0a2f949d376cc9b", size = 69667, upload-time = "2025-09-02T15:23:09.635Z" },
+]
+
 [[package]]
 name = "multidict"
 version = "6.7.1"
@@ -702,6 +1306,49 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/81/08/7036c080d7117f28a4af526d794aab6a84463126db031b007717c1a6676e/multidict-6.7.1-py3-none-any.whl", hash = "sha256:55d97cc6dae627efa6a6e548885712d4864b81110ac76fa4e534c03819fa4a56", size = 12319, upload-time = "2026-01-26T02:46:44.004Z" },
 ]
 
+[[package]]
+name = "nexus-rpc"
+version = "1.2.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/06/50/95d7bc91f900da5e22662c82d9bf0f72a4b01f2a552708bf2f43807707a1/nexus_rpc-1.2.0.tar.gz", hash = "sha256:b4ddaffa4d3996aaeadf49b80dfcdfbca48fe4cb616defaf3b3c5c2c8fc61890", size = 74142, upload-time = "2025-11-17T19:17:06.798Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/13/04/eaac430d0e6bf21265ae989427d37e94be5e41dc216879f1fbb6c5339942/nexus_rpc-1.2.0-py3-none-any.whl", hash = "sha256:977876f3af811ad1a09b2961d3d1ac9233bda43ff0febbb0c9906483b9d9f8a3", size = 28166, upload-time = "2025-11-17T19:17:05.64Z" },
+]
+
+[[package]]
+name = "openai"
+version = "2.21.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "anyio" },
+    { name = "distro" },
+    { name = "httpx" },
+    { name = "jiter" },
+    { name = "pydantic" },
+    { name = "sniffio" },
+    { name = "tqdm" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/92/e5/3d197a0947a166649f566706d7a4c8f7fe38f1fa7b24c9bcffe4c7591d44/openai-2.21.0.tar.gz", hash = "sha256:81b48ce4b8bbb2cc3af02047ceb19561f7b1dc0d4e52d1de7f02abfd15aa59b7", size = 644374, upload-time = "2026-02-14T00:12:01.577Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/cc/56/0a89092a453bb2c676d66abee44f863e742b2110d4dbb1dbcca3f7e5fc33/openai-2.21.0-py3-none-any.whl", hash = "sha256:0bc1c775e5b1536c294eded39ee08f8407656537ccc71b1004104fe1602e267c", size = 1103065, upload-time = "2026-02-14T00:11:59.603Z" },
+]
+
+[[package]]
+name = "openapi-pydantic"
+version = "0.5.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pydantic" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/02/2e/58d83848dd1a79cb92ed8e63f6ba901ca282c5f09d04af9423ec26c56fd7/openapi_pydantic-0.5.1.tar.gz", hash = "sha256:ff6835af6bde7a459fb93eb93bb92b8749b754fc6e51b2f1590a19dc3005ee0d", size = 60892, upload-time = "2025-01-08T19:29:27.083Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/12/cf/03675d8bd8ecbf4445504d8071adab19f5f993676795708e36402ab38263/openapi_pydantic-0.5.1-py3-none-any.whl", hash = "sha256:a3a09ef4586f5bd760a8df7f43028b60cafb6d9f61de2acba9574766255ab146", size = 96381, upload-time = "2025-01-08T19:29:25.275Z" },
+]
+
 [[package]]
 name = "opentelemetry-api"
 version = "1.39.1"
@@ -716,12 +1363,139 @@ wheels = [
 ]
 
 [[package]]
-name = "packaging"
-version = "26.0"
+name = "opentelemetry-exporter-otlp-proto-common"
+version = "1.39.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/65/ee/299d360cdc32edc7d2cf530f3accf79c4fca01e96ffc950d8a52213bd8e4/packaging-26.0.tar.gz", hash = "sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4", size = 143416, upload-time = "2026-01-21T20:50:39.064Z" }
+dependencies = [
+    { name = "opentelemetry-proto" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/e9/9d/22d241b66f7bbde88a3bfa6847a351d2c46b84de23e71222c6aae25c7050/opentelemetry_exporter_otlp_proto_common-1.39.1.tar.gz", hash = "sha256:763370d4737a59741c89a67b50f9e39271639ee4afc999dadfe768541c027464", size = 20409, upload-time = "2025-12-11T13:32:40.885Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/b7/b9/c538f279a4e237a006a2c98387d081e9eb060d203d8ed34467cc0f0b9b53/packaging-26.0-py3-none-any.whl", hash = "sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529", size = 74366, upload-time = "2026-01-21T20:50:37.788Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/02/ffc3e143d89a27ac21fd557365b98bd0653b98de8a101151d5805b5d4c33/opentelemetry_exporter_otlp_proto_common-1.39.1-py3-none-any.whl", hash = "sha256:08f8a5862d64cc3435105686d0216c1365dc5701f86844a8cd56597d0c764fde", size = 18366, upload-time = "2025-12-11T13:32:20.2Z" },
+]
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-http"
+version = "1.39.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "googleapis-common-protos" },
+    { name = "opentelemetry-api" },
+    { name = "opentelemetry-exporter-otlp-proto-common" },
+    { name = "opentelemetry-proto" },
+    { name = "opentelemetry-sdk" },
+    { name = "requests" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/80/04/2a08fa9c0214ae38880df01e8bfae12b067ec0793446578575e5080d6545/opentelemetry_exporter_otlp_proto_http-1.39.1.tar.gz", hash = "sha256:31bdab9745c709ce90a49a0624c2bd445d31a28ba34275951a6a362d16a0b9cb", size = 17288, upload-time = "2025-12-11T13:32:42.029Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/95/f1/b27d3e2e003cd9a3592c43d099d2ed8d0a947c15281bf8463a256db0b46c/opentelemetry_exporter_otlp_proto_http-1.39.1-py3-none-any.whl", hash = "sha256:d9f5207183dd752a412c4cd564ca8875ececba13be6e9c6c370ffb752fd59985", size = 19641, upload-time = "2025-12-11T13:32:22.248Z" },
+]
+
+[[package]]
+name = "opentelemetry-instrumentation"
+version = "0.60b1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "opentelemetry-api" },
+    { name = "opentelemetry-semantic-conventions" },
+    { name = "packaging" },
+    { name = "wrapt" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/41/0f/7e6b713ac117c1f5e4e3300748af699b9902a2e5e34c9cf443dde25a01fa/opentelemetry_instrumentation-0.60b1.tar.gz", hash = "sha256:57ddc7974c6eb35865af0426d1a17132b88b2ed8586897fee187fd5b8944bd6a", size = 31706, upload-time = "2025-12-11T13:36:42.515Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/77/d2/6788e83c5c86a2690101681aeef27eeb2a6bf22df52d3f263a22cee20915/opentelemetry_instrumentation-0.60b1-py3-none-any.whl", hash = "sha256:04480db952b48fb1ed0073f822f0ee26012b7be7c3eac1a3793122737c78632d", size = 33096, upload-time = "2025-12-11T13:35:33.067Z" },
+]
+
+[[package]]
+name = "opentelemetry-instrumentation-httpx"
+version = "0.60b1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "opentelemetry-api" },
+    { name = "opentelemetry-instrumentation" },
+    { name = "opentelemetry-semantic-conventions" },
+    { name = "opentelemetry-util-http" },
+    { name = "wrapt" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/86/08/11208bcfcab4fc2023252c3f322aa397fd9ad948355fea60f5fc98648603/opentelemetry_instrumentation_httpx-0.60b1.tar.gz", hash = "sha256:a506ebaf28c60112cbe70ad4f0338f8603f148938cb7b6794ce1051cd2b270ae", size = 20611, upload-time = "2025-12-11T13:37:01.661Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/43/59/b98e84eebf745ffc75397eaad4763795bff8a30cbf2373a50ed4e70646c5/opentelemetry_instrumentation_httpx-0.60b1-py3-none-any.whl", hash = "sha256:f37636dd742ad2af83d896ba69601ed28da51fa4e25d1ab62fde89ce413e275b", size = 15701, upload-time = "2025-12-11T13:36:04.56Z" },
+]
+
+[[package]]
+name = "opentelemetry-proto"
+version = "1.39.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "protobuf" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/49/1d/f25d76d8260c156c40c97c9ed4511ec0f9ce353f8108ca6e7561f82a06b2/opentelemetry_proto-1.39.1.tar.gz", hash = "sha256:6c8e05144fc0d3ed4d22c2289c6b126e03bcd0e6a7da0f16cedd2e1c2772e2c8", size = 46152, upload-time = "2025-12-11T13:32:48.681Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/51/95/b40c96a7b5203005a0b03d8ce8cd212ff23f1793d5ba289c87a097571b18/opentelemetry_proto-1.39.1-py3-none-any.whl", hash = "sha256:22cdc78efd3b3765d09e68bfbd010d4fc254c9818afd0b6b423387d9dee46007", size = 72535, upload-time = "2025-12-11T13:32:33.866Z" },
+]
+
+[[package]]
+name = "opentelemetry-sdk"
+version = "1.39.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "opentelemetry-api" },
+    { name = "opentelemetry-semantic-conventions" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/eb/fb/c76080c9ba07e1e8235d24cdcc4d125ef7aa3edf23eb4e497c2e50889adc/opentelemetry_sdk-1.39.1.tar.gz", hash = "sha256:cf4d4563caf7bff906c9f7967e2be22d0d6b349b908be0d90fb21c8e9c995cc6", size = 171460, upload-time = "2025-12-11T13:32:49.369Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7c/98/e91cf858f203d86f4eccdf763dcf01cf03f1dae80c3750f7e635bfa206b6/opentelemetry_sdk-1.39.1-py3-none-any.whl", hash = "sha256:4d5482c478513ecb0a5d938dcc61394e647066e0cc2676bee9f3af3f3f45f01c", size = 132565, upload-time = "2025-12-11T13:32:35.069Z" },
+]
+
+[[package]]
+name = "opentelemetry-semantic-conventions"
+version = "0.60b1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "opentelemetry-api" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/91/df/553f93ed38bf22f4b999d9be9c185adb558982214f33eae539d3b5cd0858/opentelemetry_semantic_conventions-0.60b1.tar.gz", hash = "sha256:87c228b5a0669b748c76d76df6c364c369c28f1c465e50f661e39737e84bc953", size = 137935, upload-time = "2025-12-11T13:32:50.487Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7a/5e/5958555e09635d09b75de3c4f8b9cae7335ca545d77392ffe7331534c402/opentelemetry_semantic_conventions-0.60b1-py3-none-any.whl", hash = "sha256:9fa8c8b0c110da289809292b0591220d3a7b53c1526a23021e977d68597893fb", size = 219982, upload-time = "2025-12-11T13:32:36.955Z" },
+]
+
+[[package]]
+name = "opentelemetry-util-http"
+version = "0.60b1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/50/fc/c47bb04a1d8a941a4061307e1eddfa331ed4d0ab13d8a9781e6db256940a/opentelemetry_util_http-0.60b1.tar.gz", hash = "sha256:0d97152ca8c8a41ced7172d29d3622a219317f74ae6bb3027cfbdcf22c3cc0d6", size = 11053, upload-time = "2025-12-11T13:37:25.115Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/16/5c/d3f1733665f7cd582ef0842fb1d2ed0bc1fba10875160593342d22bba375/opentelemetry_util_http-0.60b1-py3-none-any.whl", hash = "sha256:66381ba28550c91bee14dcba8979ace443444af1ed609226634596b4b0faf199", size = 8947, upload-time = "2025-12-11T13:36:37.151Z" },
+]
+
+[[package]]
+name = "packaging"
+version = "25.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a1/d4/1fc4078c65507b51b96ca8f8c3ba19e6a61c8253c72794544580a7b6c24d/packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f", size = 165727, upload-time = "2025-04-19T11:48:59.673Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl", hash = "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484", size = 66469, upload-time = "2025-04-19T11:48:57.875Z" },
+]
+
+[[package]]
+name = "pathable"
+version = "0.5.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/72/55/b748445cb4ea6b125626f15379be7c96d1035d4fa3e8fee362fa92298abf/pathable-0.5.0.tar.gz", hash = "sha256:d81938348a1cacb525e7c75166270644782c0fb9c8cecc16be033e71427e0ef1", size = 16655, upload-time = "2026-02-20T08:47:00.748Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/52/96/5a770e5c461462575474468e5af931cff9de036e7c2b4fea23c1c58d2cbe/pathable-0.5.0-py3-none-any.whl", hash = "sha256:646e3d09491a6351a0c82632a09c02cdf70a252e73196b36d8a15ba0a114f0a6", size = 16867, upload-time = "2026-02-20T08:46:59.536Z" },
+]
+
+[[package]]
+name = "platformdirs"
+version = "4.9.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/1b/04/fea538adf7dbbd6d186f551d595961e564a3b6715bdf276b477460858672/platformdirs-4.9.2.tar.gz", hash = "sha256:9a33809944b9db043ad67ca0db94b14bf452cc6aeaac46a88ea55b26e2e9d291", size = 28394, upload-time = "2026-02-16T03:56:10.574Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/48/31/05e764397056194206169869b50cf2fee4dbbbc71b344705b9c0d878d4d8/platformdirs-4.9.2-py3-none-any.whl", hash = "sha256:9170634f126f8efdae22fb58ae8a0eaa86f38365bc57897a6c4f781d1f5875bd", size = 21168, upload-time = "2026-02-16T03:56:08.891Z" },
 ]
 
 [[package]]
@@ -733,6 +1507,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746", size = 20538, upload-time = "2025-05-15T12:30:06.134Z" },
 ]
 
+[[package]]
+name = "prompt-toolkit"
+version = "3.0.52"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "wcwidth" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a1/96/06e01a7b38dce6fe1db213e061a4602dd6032a8a97ef6c1a862537732421/prompt_toolkit-3.0.52.tar.gz", hash = "sha256:28cde192929c8e7321de85de1ddbe736f1375148b02f2e17edd840042b1be855", size = 434198, upload-time = "2025-08-27T15:24:02.057Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/84/03/0d3ce49e2505ae70cf43bc5bb3033955d2fc9f932163e84dc0779cc47f48/prompt_toolkit-3.0.52-py3-none-any.whl", hash = "sha256:9aac639a3bbd33284347de5ad8d68ecc044b91a762dc39b7c21095fcd6a19955", size = 391431, upload-time = "2025-08-27T15:23:59.498Z" },
+]
+
 [[package]]
 name = "propcache"
 version = "0.4.1"
@@ -784,6 +1570,31 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/57/bf/2086963c69bdac3d7cff1cc7ff79b8ce5ea0bec6797a017e1be338a46248/protobuf-6.33.5-py3-none-any.whl", hash = "sha256:69915a973dd0f60f31a08b8318b73eab2bd6a392c79184b3612226b0a3f8ec02", size = 170687, upload-time = "2026-01-29T21:51:32.557Z" },
 ]
 
+[[package]]
+name = "py-key-value-aio"
+version = "0.4.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "beartype" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/04/3c/0397c072a38d4bc580994b42e0c90c5f44f679303489e4376289534735e5/py_key_value_aio-0.4.4.tar.gz", hash = "sha256:e3012e6243ed7cc09bb05457bd4d03b1ba5c2b1ca8700096b3927db79ffbbe55", size = 92300, upload-time = "2026-02-16T21:21:43.245Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/32/69/f1b537ee70b7def42d63124a539ed3026a11a3ffc3086947a1ca6e861868/py_key_value_aio-0.4.4-py3-none-any.whl", hash = "sha256:18e17564ecae61b987f909fc2cd41ee2012c84b4b1dcb8c055cf8b4bc1bf3f5d", size = 152291, upload-time = "2026-02-16T21:21:44.241Z" },
+]
+
+[package.optional-dependencies]
+filetree = [
+    { name = "aiofile" },
+    { name = "anyio" },
+]
+keyring = [
+    { name = "keyring" },
+]
+memory = [
+    { name = "cachetools" },
+]
+
 [[package]]
 name = "pyasn1"
 version = "0.6.2"
@@ -829,6 +1640,23 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/5a/87/b70ad306ebb6f9b585f114d0ac2137d792b48be34d732d60e597c2f8465a/pydantic-2.12.5-py3-none-any.whl", hash = "sha256:e561593fccf61e8a20fc46dfc2dfe075b8be7d0188df33f221ad1f0139180f9d", size = 463580, upload-time = "2025-11-26T15:11:44.605Z" },
 ]
 
+[package.optional-dependencies]
+email = [
+    { name = "email-validator" },
+]
+
+[[package]]
+name = "pydantic-ai"
+version = "1.62.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pydantic-ai-slim", extra = ["ag-ui", "anthropic", "bedrock", "cli", "cohere", "evals", "fastmcp", "google", "groq", "huggingface", "logfire", "mcp", "mistral", "openai", "retries", "temporal", "ui", "vertexai", "xai"] },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/20/97/e3158fa976a29e9580ba1c59601590424bbb81179c359fd29de0dc23aa09/pydantic_ai-1.62.0.tar.gz", hash = "sha256:d6ae517e365ea3ea162ca8ae643f319e105b71b0b6218b83dcad1d1eb2e38c9b", size = 12130, upload-time = "2026-02-19T05:07:07.853Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/bc/7a/053aebfab576603e95fcfce1139de4a87e12bd5a2ef1ba00007a931c3ff0/pydantic_ai-1.62.0-py3-none-any.whl", hash = "sha256:1eb88f745ae045e63da41ad68966e8876c964d0f023fbf5d6a3f5d243370bd04", size = 7227, upload-time = "2026-02-19T05:06:58.341Z" },
+]
+
 [[package]]
 name = "pydantic-ai-slim"
 version = "1.62.0"
@@ -848,9 +1676,69 @@ wheels = [
 ]
 
 [package.optional-dependencies]
+ag-ui = [
+    { name = "ag-ui-protocol" },
+    { name = "starlette" },
+]
+anthropic = [
+    { name = "anthropic" },
+]
+bedrock = [
+    { name = "boto3" },
+]
+cli = [
+    { name = "argcomplete" },
+    { name = "prompt-toolkit" },
+    { name = "pyperclip" },
+    { name = "rich" },
+]
+cohere = [
+    { name = "cohere", marker = "sys_platform != 'emscripten'" },
+]
+evals = [
+    { name = "pydantic-evals" },
+]
+fastmcp = [
+    { name = "fastmcp" },
+]
 google = [
     { name = "google-genai" },
 ]
+groq = [
+    { name = "groq" },
+]
+huggingface = [
+    { name = "huggingface-hub" },
+]
+logfire = [
+    { name = "logfire", extra = ["httpx"] },
+]
+mcp = [
+    { name = "mcp" },
+]
+mistral = [
+    { name = "mistralai" },
+]
+openai = [
+    { name = "openai" },
+    { name = "tiktoken" },
+]
+retries = [
+    { name = "tenacity" },
+]
+temporal = [
+    { name = "temporalio" },
+]
+ui = [
+    { name = "starlette" },
+]
+vertexai = [
+    { name = "google-auth" },
+    { name = "requests" },
+]
+xai = [
+    { name = "xai-sdk" },
+]
 
 [[package]]
 name = "pydantic-core"
@@ -881,6 +1769,23 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/f7/07/34573da085946b6a313d7c42f82f16e8920bfd730665de2d11c0c37a74b5/pydantic_core-2.41.5-graalpy312-graalpy250_312_native-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:76d0819de158cd855d1cbb8fcafdf6f5cf1eb8e470abe056d5d161106e38062b", size = 2139017, upload-time = "2025-11-04T13:42:59.471Z" },
 ]
 
+[[package]]
+name = "pydantic-evals"
+version = "1.62.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "anyio" },
+    { name = "logfire-api" },
+    { name = "pydantic" },
+    { name = "pydantic-ai-slim" },
+    { name = "pyyaml" },
+    { name = "rich" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/23/90/080f6722412263395d1d6d066ee90fa8bc2722ce097844220c2d9c946877/pydantic_evals-1.62.0.tar.gz", hash = "sha256:198c4bee936718a4acf6f504056b113e60b34eb49021df8889a394e14c803693", size = 56434, upload-time = "2026-02-19T05:07:11.793Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d8/b9/dc8dba744ec02b16c6fd1abe3fd8ef1b00fd05c72feef5069851b811952f/pydantic_evals-1.62.0-py3-none-any.whl", hash = "sha256:0ca7e10037ed90393c54b6cff41370d6d4bac63f8c878715599c58863c303db1", size = 67341, upload-time = "2026-02-19T05:07:03.83Z" },
+]
+
 [[package]]
 name = "pydantic-graph"
 version = "1.62.0"
@@ -933,6 +1838,20 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/6f/01/c26ce75ba460d5cd503da9e13b21a33804d38c2165dec7b716d06b13010c/pyjwt-2.11.0-py3-none-any.whl", hash = "sha256:94a6bde30eb5c8e04fee991062b534071fd1439ef58d2adc9ccb823e7bcd0469", size = 28224, upload-time = "2026-01-30T19:59:54.539Z" },
 ]
 
+[package.optional-dependencies]
+crypto = [
+    { name = "cryptography" },
+]
+
+[[package]]
+name = "pyperclip"
+version = "1.11.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/e8/52/d87eba7cb129b81563019d1679026e7a112ef76855d6159d24754dbd2a51/pyperclip-1.11.0.tar.gz", hash = "sha256:244035963e4428530d9e3a6101a1ef97209c6825edab1567beac148ccc1db1b6", size = 12185, upload-time = "2025-09-26T14:40:37.245Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/df/80/fc9d01d5ed37ba4c42ca2b55b4339ae6e200b456be3a1aaddf4a9fa99b8c/pyperclip-1.11.0-py3-none-any.whl", hash = "sha256:299403e9ff44581cb9ba2ffeed69c7aa96a008622ad0c46cb575ca75b5b84273", size = 11063, upload-time = "2025-09-26T14:40:36.069Z" },
+]
+
 [[package]]
 name = "pytest"
 version = "9.0.2"
@@ -970,6 +1889,34 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/14/1b/a298b06749107c305e1fe0f814c6c74aea7b2f1e10989cb30f544a1b3253/python_dotenv-1.2.1-py3-none-any.whl", hash = "sha256:b81ee9561e9ca4004139c6cbba3a238c32b03e4894671e181b671e8cb8425d61", size = 21230, upload-time = "2025-10-26T15:12:09.109Z" },
 ]
 
+[[package]]
+name = "python-multipart"
+version = "0.0.22"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/94/01/979e98d542a70714b0cb2b6728ed0b7c46792b695e3eaec3e20711271ca3/python_multipart-0.0.22.tar.gz", hash = "sha256:7340bef99a7e0032613f56dc36027b959fd3b30a787ed62d310e951f7c3a3a58", size = 37612, upload-time = "2026-01-25T10:15:56.219Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/1b/d0/397f9626e711ff749a95d96b7af99b9c566a9bb5129b8e4c10fc4d100304/python_multipart-0.0.22-py3-none-any.whl", hash = "sha256:2b2cd894c83d21bf49d702499531c7bafd057d730c201782048f7945d82de155", size = 24579, upload-time = "2026-01-25T10:15:54.811Z" },
+]
+
+[[package]]
+name = "pywin32"
+version = "311"
+source = { registry = "https://pypi.org/simple" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e7/ab/01ea1943d4eba0f850c3c61e78e8dd59757ff815ff3ccd0a84de5f541f42/pywin32-311-cp312-cp312-win32.whl", hash = "sha256:750ec6e621af2b948540032557b10a2d43b0cee2ae9758c54154d711cc852d31", size = 8706543, upload-time = "2025-07-14T20:13:20.765Z" },
+    { url = "https://files.pythonhosted.org/packages/d1/a8/a0e8d07d4d051ec7502cd58b291ec98dcc0c3fff027caad0470b72cfcc2f/pywin32-311-cp312-cp312-win_amd64.whl", hash = "sha256:b8c095edad5c211ff31c05223658e71bf7116daa0ecf3ad85f3201ea3190d067", size = 9495040, upload-time = "2025-07-14T20:13:22.543Z" },
+    { url = "https://files.pythonhosted.org/packages/ba/3a/2ae996277b4b50f17d61f0603efd8253cb2d79cc7ae159468007b586396d/pywin32-311-cp312-cp312-win_arm64.whl", hash = "sha256:e286f46a9a39c4a18b319c28f59b61de793654af2f395c102b4f819e584b5852", size = 8710102, upload-time = "2025-07-14T20:13:24.682Z" },
+]
+
+[[package]]
+name = "pywin32-ctypes"
+version = "0.2.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/85/9f/01a1a99704853cb63f253eea009390c88e7131c67e66a0a02099a8c917cb/pywin32-ctypes-0.2.3.tar.gz", hash = "sha256:d162dc04946d704503b2edc4d55f3dba5c1d539ead017afa00142c38b9885755", size = 29471, upload-time = "2024-08-14T10:15:34.626Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/de/3d/8161f7711c017e01ac9f008dfddd9410dff3674334c233bde66e7ba65bbf/pywin32_ctypes-0.2.3-py3-none-any.whl", hash = "sha256:8a1513379d709975552d202d942d9837758905c8d01eb82b8bcc30918929e7b8", size = 30756, upload-time = "2024-08-14T10:15:33.187Z" },
+]
+
 [[package]]
 name = "pyyaml"
 version = "6.0.3"
@@ -1007,6 +1954,7 @@ dependencies = [
 
 [package.dev-dependencies]
 dev = [
+    { name = "clai" },
     { name = "pytest" },
     { name = "ruff" },
     { name = "ty" },
@@ -1028,11 +1976,50 @@ requires-dist = [
 
 [package.metadata.requires-dev]
 dev = [
+    { name = "clai", specifier = ">=1.62.0" },
     { name = "pytest", specifier = ">=8.4.1" },
     { name = "ruff", specifier = ">=0.12.10" },
     { name = "ty", specifier = ">=0.0.1a19" },
 ]
 
+[[package]]
+name = "referencing"
+version = "0.37.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "attrs" },
+    { name = "rpds-py" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/22/f5/df4e9027acead3ecc63e50fe1e36aca1523e1719559c499951bb4b53188f/referencing-0.37.0.tar.gz", hash = "sha256:44aefc3142c5b842538163acb373e24cce6632bd54bdb01b21ad5863489f50d8", size = 78036, upload-time = "2025-10-13T15:30:48.871Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2c/58/ca301544e1fa93ed4f80d724bf5b194f6e4b945841c5bfd555878eea9fcb/referencing-0.37.0-py3-none-any.whl", hash = "sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231", size = 26766, upload-time = "2025-10-13T15:30:47.625Z" },
+]
+
+[[package]]
+name = "regex"
+version = "2026.2.19"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ff/c0/d8079d4f6342e4cec5c3e7d7415b5cd3e633d5f4124f7a4626908dbe84c7/regex-2026.2.19.tar.gz", hash = "sha256:6fb8cb09b10e38f3ae17cc6dc04a1df77762bd0351b6ba9041438e7cc85ec310", size = 414973, upload-time = "2026-02-19T19:03:47.899Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b3/73/13b39c7c9356f333e564ab4790b6cb0df125b8e64e8d6474e73da49b1955/regex-2026.2.19-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:c1665138776e4ac1aa75146669236f7a8a696433ec4e525abf092ca9189247cc", size = 489541, upload-time = "2026-02-19T19:00:52.728Z" },
+    { url = "https://files.pythonhosted.org/packages/15/77/fcc7bd9a67000d07fbcc11ed226077287a40d5c84544e62171d29d3ef59c/regex-2026.2.19-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:d792b84709021945597e05656aac059526df4e0c9ef60a0eaebb306f8fafcaa8", size = 291414, upload-time = "2026-02-19T19:00:54.51Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/87/3997fc72dc59233426ef2e18dfdd105bb123812fff740ee9cc348f1a3243/regex-2026.2.19-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:db970bcce4d63b37b3f9eb8c893f0db980bbf1d404a1d8d2b17aa8189de92c53", size = 289140, upload-time = "2026-02-19T19:00:56.841Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/d0/b7dd3883ed1cff8ee0c0c9462d828aaf12be63bf5dc55453cbf423523b13/regex-2026.2.19-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:03d706fbe7dfec503c8c3cb76f9352b3e3b53b623672aa49f18a251a6c71b8e6", size = 798767, upload-time = "2026-02-19T19:00:59.014Z" },
+    { url = "https://files.pythonhosted.org/packages/4a/7e/8e2d09103832891b2b735a2515abf377db21144c6dd5ede1fb03c619bf09/regex-2026.2.19-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:8dbff048c042beef60aa1848961384572c5afb9e8b290b0f1203a5c42cf5af65", size = 864436, upload-time = "2026-02-19T19:01:00.772Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/2e/afea8d23a6db1f67f45e3a0da3057104ce32e154f57dd0c8997274d45fcd/regex-2026.2.19-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:ccaaf9b907ea6b4223d5cbf5fa5dff5f33dc66f4907a25b967b8a81339a6e332", size = 912391, upload-time = "2026-02-19T19:01:02.865Z" },
+    { url = "https://files.pythonhosted.org/packages/59/3c/ea5a4687adaba5e125b9bd6190153d0037325a0ba3757cc1537cc2c8dd90/regex-2026.2.19-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:75472631eee7898e16a8a20998d15106cb31cfde21cdf96ab40b432a7082af06", size = 803702, upload-time = "2026-02-19T19:01:05.298Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/c5/624a0705e8473a26488ec1a3a4e0b8763ecfc682a185c302dfec71daea35/regex-2026.2.19-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:d89f85a5ccc0cec125c24be75610d433d65295827ebaf0d884cbe56df82d4774", size = 775980, upload-time = "2026-02-19T19:01:07.047Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/4b/ed776642533232b5599b7c1f9d817fe11faf597e8a92b7a44b841daaae76/regex-2026.2.19-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:0d9f81806abdca3234c3dd582b8a97492e93de3602c8772013cb4affa12d1668", size = 788122, upload-time = "2026-02-19T19:01:08.744Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/58/e93e093921d13b9784b4f69896b6e2a9e09580a265c59d9eb95e87d288f2/regex-2026.2.19-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:9dadc10d1c2bbb1326e572a226d2ec56474ab8aab26fdb8cf19419b372c349a9", size = 858910, upload-time = "2026-02-19T19:01:10.488Z" },
+    { url = "https://files.pythonhosted.org/packages/85/77/ff1d25a0c56cd546e0455cbc93235beb33474899690e6a361fa6b52d265b/regex-2026.2.19-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:6bc25d7e15f80c9dc7853cbb490b91c1ec7310808b09d56bd278fe03d776f4f6", size = 764153, upload-time = "2026-02-19T19:01:12.156Z" },
+    { url = "https://files.pythonhosted.org/packages/cd/ef/8ec58df26d52d04443b1dc56f9be4b409f43ed5ae6c0248a287f52311fc4/regex-2026.2.19-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:965d59792f5037d9138da6fed50ba943162160443b43d4895b182551805aff9c", size = 850348, upload-time = "2026-02-19T19:01:14.147Z" },
+    { url = "https://files.pythonhosted.org/packages/f5/b3/c42fd5ed91639ce5a4225b9df909180fc95586db071f2bf7c68d2ccbfbe6/regex-2026.2.19-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:38d88c6ed4a09ed61403dbdf515d969ccba34669af3961ceb7311ecd0cef504a", size = 789977, upload-time = "2026-02-19T19:01:15.838Z" },
+    { url = "https://files.pythonhosted.org/packages/b6/22/bc3b58ebddbfd6ca5633e71fd41829ee931963aad1ebeec55aad0c23044e/regex-2026.2.19-cp312-cp312-win32.whl", hash = "sha256:5df947cabab4b643d4791af5e28aecf6bf62e6160e525651a12eba3d03755e6b", size = 266381, upload-time = "2026-02-19T19:01:17.952Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/4a/6ff550b63e67603ee60e69dc6bd2d5694e85046a558f663b2434bdaeb285/regex-2026.2.19-cp312-cp312-win_amd64.whl", hash = "sha256:4146dc576ea99634ae9c15587d0c43273b4023a10702998edf0fa68ccb60237a", size = 277274, upload-time = "2026-02-19T19:01:19.826Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/29/9ec48b679b1e87e7bc8517dff45351eab38f74fbbda1fbcf0e9e6d4e8174/regex-2026.2.19-cp312-cp312-win_arm64.whl", hash = "sha256:cdc0a80f679353bd68450d2a42996090c30b2e15ca90ded6156c31f1a3b63f3b", size = 270509, upload-time = "2026-02-19T19:01:22.075Z" },
+]
+
 [[package]]
 name = "requests"
 version = "2.32.5"
@@ -1048,6 +2035,55 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/1e/db/4254e3eabe8020b458f1a747140d32277ec7a271daf1d235b70dc0b4e6e3/requests-2.32.5-py3-none-any.whl", hash = "sha256:2462f94637a34fd532264295e186976db0f5d453d1cdd31473c85a6a161affb6", size = 64738, upload-time = "2025-08-18T20:46:00.542Z" },
 ]
 
+[[package]]
+name = "rich"
+version = "14.3.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "markdown-it-py" },
+    { name = "pygments" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b3/c6/f3b320c27991c46f43ee9d856302c70dc2d0fb2dba4842ff739d5f46b393/rich-14.3.3.tar.gz", hash = "sha256:b8daa0b9e4eef54dd8cf7c86c03713f53241884e814f4e2f5fb342fe520f639b", size = 230582, upload-time = "2026-02-19T17:23:12.474Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/14/25/b208c5683343959b670dc001595f2f3737e051da617f66c31f7c4fa93abc/rich-14.3.3-py3-none-any.whl", hash = "sha256:793431c1f8619afa7d3b52b2cdec859562b950ea0d4b6b505397612db8d5362d", size = 310458, upload-time = "2026-02-19T17:23:13.732Z" },
+]
+
+[[package]]
+name = "rich-rst"
+version = "1.3.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "docutils" },
+    { name = "rich" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/bc/6d/a506aaa4a9eaa945ed8ab2b7347859f53593864289853c5d6d62b77246e0/rich_rst-1.3.2.tar.gz", hash = "sha256:a1196fdddf1e364b02ec68a05e8ff8f6914fee10fbca2e6b6735f166bb0da8d4", size = 14936, upload-time = "2025-10-14T16:49:45.332Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/13/2f/b4530fbf948867702d0a3f27de4a6aab1d156f406d72852ab902c4d04de9/rich_rst-1.3.2-py3-none-any.whl", hash = "sha256:a99b4907cbe118cf9d18b0b44de272efa61f15117c61e39ebdc431baf5df722a", size = 12567, upload-time = "2025-10-14T16:49:42.953Z" },
+]
+
+[[package]]
+name = "rpds-py"
+version = "0.30.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/20/af/3f2f423103f1113b36230496629986e0ef7e199d2aa8392452b484b38ced/rpds_py-0.30.0.tar.gz", hash = "sha256:dd8ff7cf90014af0c0f787eea34794ebf6415242ee1d6fa91eaba725cc441e84", size = 69469, upload-time = "2025-11-30T20:24:38.837Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/03/e7/98a2f4ac921d82f33e03f3835f5bf3a4a40aa1bfdc57975e74a97b2b4bdd/rpds_py-0.30.0-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:a161f20d9a43006833cd7068375a94d035714d73a172b681d8881820600abfad", size = 375086, upload-time = "2025-11-30T20:22:17.93Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/a1/bca7fd3d452b272e13335db8d6b0b3ecde0f90ad6f16f3328c6fb150c889/rpds_py-0.30.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:6abc8880d9d036ecaafe709079969f56e876fcf107f7a8e9920ba6d5a3878d05", size = 359053, upload-time = "2025-11-30T20:22:19.297Z" },
+    { url = "https://files.pythonhosted.org/packages/65/1c/ae157e83a6357eceff62ba7e52113e3ec4834a84cfe07fa4b0757a7d105f/rpds_py-0.30.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ca28829ae5f5d569bb62a79512c842a03a12576375d5ece7d2cadf8abe96ec28", size = 390763, upload-time = "2025-11-30T20:22:21.661Z" },
+    { url = "https://files.pythonhosted.org/packages/d4/36/eb2eb8515e2ad24c0bd43c3ee9cd74c33f7ca6430755ccdb240fd3144c44/rpds_py-0.30.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:a1010ed9524c73b94d15919ca4d41d8780980e1765babf85f9a2f90d247153dd", size = 408951, upload-time = "2025-11-30T20:22:23.408Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/65/ad8dc1784a331fabbd740ef6f71ce2198c7ed0890dab595adb9ea2d775a1/rpds_py-0.30.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f8d1736cfb49381ba528cd5baa46f82fdc65c06e843dab24dd70b63d09121b3f", size = 514622, upload-time = "2025-11-30T20:22:25.16Z" },
+    { url = "https://files.pythonhosted.org/packages/63/8e/0cfa7ae158e15e143fe03993b5bcd743a59f541f5952e1546b1ac1b5fd45/rpds_py-0.30.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d948b135c4693daff7bc2dcfc4ec57237a29bd37e60c2fabf5aff2bbacf3e2f1", size = 414492, upload-time = "2025-11-30T20:22:26.505Z" },
+    { url = "https://files.pythonhosted.org/packages/60/1b/6f8f29f3f995c7ffdde46a626ddccd7c63aefc0efae881dc13b6e5d5bb16/rpds_py-0.30.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47f236970bccb2233267d89173d3ad2703cd36a0e2a6e92d0560d333871a3d23", size = 394080, upload-time = "2025-11-30T20:22:27.934Z" },
+    { url = "https://files.pythonhosted.org/packages/6d/d5/a266341051a7a3ca2f4b750a3aa4abc986378431fc2da508c5034d081b70/rpds_py-0.30.0-cp312-cp312-manylinux_2_31_riscv64.whl", hash = "sha256:2e6ecb5a5bcacf59c3f912155044479af1d0b6681280048b338b28e364aca1f6", size = 408680, upload-time = "2025-11-30T20:22:29.341Z" },
+    { url = "https://files.pythonhosted.org/packages/10/3b/71b725851df9ab7a7a4e33cf36d241933da66040d195a84781f49c50490c/rpds_py-0.30.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:a8fa71a2e078c527c3e9dc9fc5a98c9db40bcc8a92b4e8858e36d329f8684b51", size = 423589, upload-time = "2025-11-30T20:22:31.469Z" },
+    { url = "https://files.pythonhosted.org/packages/00/2b/e59e58c544dc9bd8bd8384ecdb8ea91f6727f0e37a7131baeff8d6f51661/rpds_py-0.30.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:73c67f2db7bc334e518d097c6d1e6fed021bbc9b7d678d6cc433478365d1d5f5", size = 573289, upload-time = "2025-11-30T20:22:32.997Z" },
+    { url = "https://files.pythonhosted.org/packages/da/3e/a18e6f5b460893172a7d6a680e86d3b6bc87a54c1f0b03446a3c8c7b588f/rpds_py-0.30.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:5ba103fb455be00f3b1c2076c9d4264bfcb037c976167a6047ed82f23153f02e", size = 599737, upload-time = "2025-11-30T20:22:34.419Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/e2/714694e4b87b85a18e2c243614974413c60aa107fd815b8cbc42b873d1d7/rpds_py-0.30.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:7cee9c752c0364588353e627da8a7e808a66873672bcb5f52890c33fd965b394", size = 563120, upload-time = "2025-11-30T20:22:35.903Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/ab/d5d5e3bcedb0a77f4f613706b750e50a5a3ba1c15ccd3665ecc636c968fd/rpds_py-0.30.0-cp312-cp312-win32.whl", hash = "sha256:1ab5b83dbcf55acc8b08fc62b796ef672c457b17dbd7820a11d6c52c06839bdf", size = 223782, upload-time = "2025-11-30T20:22:37.271Z" },
+    { url = "https://files.pythonhosted.org/packages/39/3b/f786af9957306fdc38a74cef405b7b93180f481fb48453a114bb6465744a/rpds_py-0.30.0-cp312-cp312-win_amd64.whl", hash = "sha256:a090322ca841abd453d43456ac34db46e8b05fd9b3b4ac0c78bcde8b089f959b", size = 240463, upload-time = "2025-11-30T20:22:39.021Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/d2/b91dc748126c1559042cfe41990deb92c4ee3e2b415f6b5234969ffaf0cc/rpds_py-0.30.0-cp312-cp312-win_arm64.whl", hash = "sha256:669b1805bd639dd2989b281be2cfd951c6121b65e729d9b843e9639ef1fd555e", size = 230868, upload-time = "2025-11-30T20:22:40.493Z" },
+]
+
 [[package]]
 name = "rsa"
 version = "4.9.1"
@@ -1085,6 +2121,40 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/6d/78/097c0798b1dab9f8affe73da9642bb4500e098cb27fd8dc9724816ac747b/ruff-0.15.2-py3-none-win_arm64.whl", hash = "sha256:cabddc5822acdc8f7b5527b36ceac55cc51eec7b1946e60181de8fe83ca8876e", size = 10941649, upload-time = "2026-02-19T22:32:18.108Z" },
 ]
 
+[[package]]
+name = "s3transfer"
+version = "0.16.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "botocore" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/05/04/74127fc843314818edfa81b5540e26dd537353b123a4edc563109d8f17dd/s3transfer-0.16.0.tar.gz", hash = "sha256:8e990f13268025792229cd52fa10cb7163744bf56e719e0b9cb925ab79abf920", size = 153827, upload-time = "2025-12-01T02:30:59.114Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/fc/51/727abb13f44c1fcf6d145979e1535a35794db0f6e450a0cb46aa24732fe2/s3transfer-0.16.0-py3-none-any.whl", hash = "sha256:18e25d66fed509e3868dc1572b3f427ff947dd2c56f844a5bf09481ad3f3b2fe", size = 86830, upload-time = "2025-12-01T02:30:57.729Z" },
+]
+
+[[package]]
+name = "secretstorage"
+version = "3.5.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cryptography", marker = "sys_platform != 'win32'" },
+    { name = "jeepney", marker = "sys_platform != 'win32'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/1c/03/e834bcd866f2f8a49a85eaff47340affa3bfa391ee9912a952a1faa68c7b/secretstorage-3.5.0.tar.gz", hash = "sha256:f04b8e4689cbce351744d5537bf6b1329c6fc68f91fa666f60a380edddcd11be", size = 19884, upload-time = "2025-11-23T19:02:53.191Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b7/46/f5af3402b579fd5e11573ce652019a67074317e18c1935cc0b4ba9b35552/secretstorage-3.5.0-py3-none-any.whl", hash = "sha256:0ce65888c0725fcb2c5bc0fdb8e5438eece02c523557ea40ce0703c266248137", size = 15554, upload-time = "2025-11-23T19:02:51.545Z" },
+]
+
+[[package]]
+name = "shellingham"
+version = "1.5.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/58/15/8b3609fd3830ef7b27b655beb4b4e9c62313a4e8da8c676e142cc210d58e/shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de", size = 10310, upload-time = "2023-10-24T04:13:40.426Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e0/f9/0595336914c5619e5f28a1fb793285925a8cd4b432c9da0a987836c7f822/shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686", size = 9755, upload-time = "2023-10-24T04:13:38.866Z" },
+]
+
 [[package]]
 name = "six"
 version = "1.17.0"
@@ -1103,6 +2173,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2", size = 10235, upload-time = "2024-02-25T23:20:01.196Z" },
 ]
 
+[[package]]
+name = "sse-starlette"
+version = "3.2.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "anyio" },
+    { name = "starlette" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/8b/8d/00d280c03ffd39aaee0e86ec81e2d3b9253036a0f93f51d10503adef0e65/sse_starlette-3.2.0.tar.gz", hash = "sha256:8127594edfb51abe44eac9c49e59b0b01f1039d0c7461c6fd91d4e03b70da422", size = 27253, upload-time = "2026-01-17T13:11:05.62Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/96/7f/832f015020844a8b8f7a9cbc103dd76ba8e3875004c41e08440ea3a2b41a/sse_starlette-3.2.0-py3-none-any.whl", hash = "sha256:5876954bd51920fc2cd51baee47a080eb88a37b5b784e615abb0b283f801cdbf", size = 12763, upload-time = "2026-01-17T13:11:03.775Z" },
+]
+
 [[package]]
 name = "starlette"
 version = "0.52.1"
@@ -1125,6 +2208,25 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/a8/45/a132b9074aa18e799b891b91ad72133c98d8042c70f6240e4c5f9dabee2f/structlog-25.5.0-py3-none-any.whl", hash = "sha256:a8453e9b9e636ec59bd9e79bbd4a72f025981b3ba0f5837aebf48f02f37a7f9f", size = 72510, upload-time = "2025-10-27T08:28:21.535Z" },
 ]
 
+[[package]]
+name = "temporalio"
+version = "1.20.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "nexus-rpc" },
+    { name = "protobuf" },
+    { name = "types-protobuf" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/21/db/7d5118d28b0918888e1ec98f56f659fdb006351e06d95f30f4274962a76f/temporalio-1.20.0.tar.gz", hash = "sha256:5a6a85b7d298b7359bffa30025f7deac83c74ac095a4c6952fbf06c249a2a67c", size = 1850498, upload-time = "2025-11-25T21:25:20.225Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f4/1b/e69052aa6003eafe595529485d9c62d1382dd5e671108f1bddf544fb6032/temporalio-1.20.0-cp310-abi3-macosx_10_12_x86_64.whl", hash = "sha256:fba70314b4068f8b1994bddfa0e2ad742483f0ae714d2ef52e63013ccfd7042e", size = 12061638, upload-time = "2025-11-25T21:24:57.918Z" },
+    { url = "https://files.pythonhosted.org/packages/ae/3b/3e8c67ed7f23bedfa231c6ac29a7a9c12b89881da7694732270f3ecd6b0c/temporalio-1.20.0-cp310-abi3-macosx_11_0_arm64.whl", hash = "sha256:ffc5bb6cabc6ae67f0bfba44de6a9c121603134ae18784a2ff3a7f230ad99080", size = 11562603, upload-time = "2025-11-25T21:25:01.721Z" },
+    { url = "https://files.pythonhosted.org/packages/6d/be/ed0cc11702210522a79e09703267ebeca06eb45832b873a58de3ca76b9d0/temporalio-1.20.0-cp310-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a1e80c1e4cdf88fa8277177f563edc91466fe4dc13c0322f26e55c76b6a219e6", size = 11824016, upload-time = "2025-11-25T21:25:06.771Z" },
+    { url = "https://files.pythonhosted.org/packages/9d/97/09c5cafabc80139d97338a2bdd8ec22e08817dfd2949ab3e5b73565006eb/temporalio-1.20.0-cp310-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba92d909188930860c9d89ca6d7a753bc5a67e4e9eac6cea351477c967355eed", size = 12189521, upload-time = "2025-11-25T21:25:12.091Z" },
+    { url = "https://files.pythonhosted.org/packages/11/23/5689c014a76aff3b744b3ee0d80815f63b1362637814f5fbb105244df09b/temporalio-1.20.0-cp310-abi3-win_amd64.whl", hash = "sha256:eacfd571b653e0a0f4aa6593f4d06fc628797898f0900d400e833a1f40cad03a", size = 12745027, upload-time = "2025-11-25T21:25:16.827Z" },
+]
+
 [[package]]
 name = "tenacity"
 version = "9.1.4"
@@ -1134,6 +2236,63 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d7/c1/eb8f9debc45d3b7918a32ab756658a0904732f75e555402972246b0b8e71/tenacity-9.1.4-py3-none-any.whl", hash = "sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55", size = 28926, upload-time = "2026-02-07T10:45:32.24Z" },
 ]
 
+[[package]]
+name = "tiktoken"
+version = "0.12.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "regex" },
+    { name = "requests" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/7d/ab/4d017d0f76ec3171d469d80fc03dfbb4e48a4bcaddaa831b31d526f05edc/tiktoken-0.12.0.tar.gz", hash = "sha256:b18ba7ee2b093863978fcb14f74b3707cdc8d4d4d3836853ce7ec60772139931", size = 37806, upload-time = "2025-10-06T20:22:45.419Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a4/85/be65d39d6b647c79800fd9d29241d081d4eeb06271f383bb87200d74cf76/tiktoken-0.12.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:b97f74aca0d78a1ff21b8cd9e9925714c15a9236d6ceacf5c7327c117e6e21e8", size = 1050728, upload-time = "2025-10-06T20:21:52.756Z" },
+    { url = "https://files.pythonhosted.org/packages/4a/42/6573e9129bc55c9bf7300b3a35bef2c6b9117018acca0dc760ac2d93dffe/tiktoken-0.12.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:2b90f5ad190a4bb7c3eb30c5fa32e1e182ca1ca79f05e49b448438c3e225a49b", size = 994049, upload-time = "2025-10-06T20:21:53.782Z" },
+    { url = "https://files.pythonhosted.org/packages/66/c5/ed88504d2f4a5fd6856990b230b56d85a777feab84e6129af0822f5d0f70/tiktoken-0.12.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:65b26c7a780e2139e73acc193e5c63ac754021f160df919add909c1492c0fb37", size = 1129008, upload-time = "2025-10-06T20:21:54.832Z" },
+    { url = "https://files.pythonhosted.org/packages/f4/90/3dae6cc5436137ebd38944d396b5849e167896fc2073da643a49f372dc4f/tiktoken-0.12.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:edde1ec917dfd21c1f2f8046b86348b0f54a2c0547f68149d8600859598769ad", size = 1152665, upload-time = "2025-10-06T20:21:56.129Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/fe/26df24ce53ffde419a42f5f53d755b995c9318908288c17ec3f3448313a3/tiktoken-0.12.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:35a2f8ddd3824608b3d650a000c1ef71f730d0c56486845705a8248da00f9fe5", size = 1194230, upload-time = "2025-10-06T20:21:57.546Z" },
+    { url = "https://files.pythonhosted.org/packages/20/cc/b064cae1a0e9fac84b0d2c46b89f4e57051a5f41324e385d10225a984c24/tiktoken-0.12.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:83d16643edb7fa2c99eff2ab7733508aae1eebb03d5dfc46f5565862810f24e3", size = 1254688, upload-time = "2025-10-06T20:21:58.619Z" },
+    { url = "https://files.pythonhosted.org/packages/81/10/b8523105c590c5b8349f2587e2fdfe51a69544bd5a76295fc20f2374f470/tiktoken-0.12.0-cp312-cp312-win_amd64.whl", hash = "sha256:ffc5288f34a8bc02e1ea7047b8d041104791d2ddbf42d1e5fa07822cbffe16bd", size = 878694, upload-time = "2025-10-06T20:21:59.876Z" },
+]
+
+[[package]]
+name = "tokenizers"
+version = "0.22.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "huggingface-hub" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/73/6f/f80cfef4a312e1fb34baf7d85c72d4411afde10978d4657f8cdd811d3ccc/tokenizers-0.22.2.tar.gz", hash = "sha256:473b83b915e547aa366d1eee11806deaf419e17be16310ac0a14077f1e28f917", size = 372115, upload-time = "2026-01-05T10:45:15.988Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/92/97/5dbfabf04c7e348e655e907ed27913e03db0923abb5dfdd120d7b25630e1/tokenizers-0.22.2-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:544dd704ae7238755d790de45ba8da072e9af3eea688f698b137915ae959281c", size = 3100275, upload-time = "2026-01-05T10:41:02.158Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/47/174dca0502ef88b28f1c9e06b73ce33500eedfac7a7692108aec220464e7/tokenizers-0.22.2-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:1e418a55456beedca4621dbab65a318981467a2b188e982a23e117f115ce5001", size = 2981472, upload-time = "2026-01-05T10:41:00.276Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/84/7990e799f1309a8b87af6b948f31edaa12a3ed22d11b352eaf4f4b2e5753/tokenizers-0.22.2-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2249487018adec45d6e3554c71d46eb39fa8ea67156c640f7513eb26f318cec7", size = 3290736, upload-time = "2026-01-05T10:40:32.165Z" },
+    { url = "https://files.pythonhosted.org/packages/78/59/09d0d9ba94dcd5f4f1368d4858d24546b4bdc0231c2354aa31d6199f0399/tokenizers-0.22.2-cp39-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:25b85325d0815e86e0bac263506dd114578953b7b53d7de09a6485e4a160a7dd", size = 3168835, upload-time = "2026-01-05T10:40:38.847Z" },
+    { url = "https://files.pythonhosted.org/packages/47/50/b3ebb4243e7160bda8d34b731e54dd8ab8b133e50775872e7a434e524c28/tokenizers-0.22.2-cp39-abi3-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:bfb88f22a209ff7b40a576d5324bf8286b519d7358663db21d6246fb17eea2d5", size = 3521673, upload-time = "2026-01-05T10:40:56.614Z" },
+    { url = "https://files.pythonhosted.org/packages/e0/fa/89f4cb9e08df770b57adb96f8cbb7e22695a4cb6c2bd5f0c4f0ebcf33b66/tokenizers-0.22.2-cp39-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1c774b1276f71e1ef716e5486f21e76333464f47bece56bbd554485982a9e03e", size = 3724818, upload-time = "2026-01-05T10:40:44.507Z" },
+    { url = "https://files.pythonhosted.org/packages/64/04/ca2363f0bfbe3b3d36e95bf67e56a4c88c8e3362b658e616d1ac185d47f2/tokenizers-0.22.2-cp39-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:df6c4265b289083bf710dff49bc51ef252f9d5be33a45ee2bed151114a56207b", size = 3379195, upload-time = "2026-01-05T10:40:51.139Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/76/932be4b50ef6ccedf9d3c6639b056a967a86258c6d9200643f01269211ca/tokenizers-0.22.2-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:369cc9fc8cc10cb24143873a0d95438bb8ee257bb80c71989e3ee290e8d72c67", size = 3274982, upload-time = "2026-01-05T10:40:58.331Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/28/5f9f5a4cc211b69e89420980e483831bcc29dade307955cc9dc858a40f01/tokenizers-0.22.2-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:29c30b83d8dcd061078b05ae0cb94d3c710555fbb44861139f9f83dcca3dc3e4", size = 9478245, upload-time = "2026-01-05T10:41:04.053Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/fb/66e2da4704d6aadebf8cb39f1d6d1957df667ab24cff2326b77cda0dcb85/tokenizers-0.22.2-cp39-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:37ae80a28c1d3265bb1f22464c856bd23c02a05bb211e56d0c5301a435be6c1a", size = 9560069, upload-time = "2026-01-05T10:45:10.673Z" },
+    { url = "https://files.pythonhosted.org/packages/16/04/fed398b05caa87ce9b1a1bb5166645e38196081b225059a6edaff6440fac/tokenizers-0.22.2-cp39-abi3-musllinux_1_2_i686.whl", hash = "sha256:791135ee325f2336f498590eb2f11dc5c295232f288e75c99a36c5dbce63088a", size = 9899263, upload-time = "2026-01-05T10:45:12.559Z" },
+    { url = "https://files.pythonhosted.org/packages/05/a1/d62dfe7376beaaf1394917e0f8e93ee5f67fea8fcf4107501db35996586b/tokenizers-0.22.2-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:38337540fbbddff8e999d59970f3c6f35a82de10053206a7562f1ea02d046fa5", size = 10033429, upload-time = "2026-01-05T10:45:14.333Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/18/a545c4ea42af3df6effd7d13d250ba77a0a86fb20393143bbb9a92e434d4/tokenizers-0.22.2-cp39-abi3-win32.whl", hash = "sha256:a6bf3f88c554a2b653af81f3204491c818ae2ac6fbc09e76ef4773351292bc92", size = 2502363, upload-time = "2026-01-05T10:45:20.593Z" },
+    { url = "https://files.pythonhosted.org/packages/65/71/0670843133a43d43070abeb1949abfdef12a86d490bea9cd9e18e37c5ff7/tokenizers-0.22.2-cp39-abi3-win_amd64.whl", hash = "sha256:c9ea31edff2968b44a88f97d784c2f16dc0729b8b143ed004699ebca91f05c48", size = 2747786, upload-time = "2026-01-05T10:45:18.411Z" },
+    { url = "https://files.pythonhosted.org/packages/72/f4/0de46cfa12cdcbcd464cc59fde36912af405696f687e53a091fb432f694c/tokenizers-0.22.2-cp39-abi3-win_arm64.whl", hash = "sha256:9ce725d22864a1e965217204946f830c37876eee3b2ba6fc6255e8e903d5fcbc", size = 2612133, upload-time = "2026-01-05T10:45:17.232Z" },
+]
+
+[[package]]
+name = "tqdm"
+version = "4.67.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "colorama", marker = "sys_platform == 'win32'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/09/a9/6ba95a270c6f1fbcd8dac228323f2777d886cb206987444e4bce66338dd4/tqdm-4.67.3.tar.gz", hash = "sha256:7d825f03f89244ef73f1d4ce193cb1774a8179fd96f31d7e1dcde62092b960bb", size = 169598, upload-time = "2026-02-03T17:35:53.048Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/16/e1/3079a9ff9b8e11b846c6ac5c8b5bfb7ff225eee721825310c91b3b50304f/tqdm-4.67.3-py3-none-any.whl", hash = "sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf", size = 78374, upload-time = "2026-02-03T17:35:50.982Z" },
+]
+
 [[package]]
 name = "ty"
 version = "0.0.17"
@@ -1158,6 +2317,54 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/40/b7/f875c729c5d0079640c75bad2c7e5d43edc90f16ba242f28a11966df8f65/ty-0.0.17-py3-none-win_arm64.whl", hash = "sha256:de9810234c0c8d75073457e10a84825b9cd72e6629826b7f01c7a0b266ae25b1", size = 10023068, upload-time = "2026-02-13T13:26:39.637Z" },
 ]
 
+[[package]]
+name = "typer"
+version = "0.24.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "annotated-doc" },
+    { name = "click" },
+    { name = "rich" },
+    { name = "shellingham" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/5a/b6/3e681d3b6bb22647509bdbfdd18055d5adc0dce5c5585359fa46ff805fdc/typer-0.24.0.tar.gz", hash = "sha256:f9373dc4eff901350694f519f783c29b6d7a110fc0dcc11b1d7e353b85ca6504", size = 118380, upload-time = "2026-02-16T22:08:48.496Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/85/d0/4da85c2a45054bb661993c93524138ace4956cb075a7ae0c9d1deadc331b/typer-0.24.0-py3-none-any.whl", hash = "sha256:5fc435a9c8356f6160ed6e85a6301fdd6e3d8b2851da502050d1f92c5e9eddc8", size = 56441, upload-time = "2026-02-16T22:08:47.535Z" },
+]
+
+[[package]]
+name = "typer-slim"
+version = "0.24.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typer" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a7/a7/e6aecc4b4eb59598829a3b5076a93aff291b4fdaa2ded25efc4e1f4d219c/typer_slim-0.24.0.tar.gz", hash = "sha256:f0ed36127183f52ae6ced2ecb2521789995992c521a46083bfcdbb652d22ad34", size = 4776, upload-time = "2026-02-16T22:08:51.2Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a7/24/5480c20380dfd18cf33d14784096dca45a24eae6102e91d49a718d3b6855/typer_slim-0.24.0-py3-none-any.whl", hash = "sha256:d5d7ee1ee2834d5020c7c616ed5e0d0f29b9a4b1dd283bdebae198ec09778d0e", size = 3394, upload-time = "2026-02-16T22:08:49.92Z" },
+]
+
+[[package]]
+name = "types-protobuf"
+version = "6.32.1.20251210"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/c2/59/c743a842911887cd96d56aa8936522b0cd5f7a7f228c96e81b59fced45be/types_protobuf-6.32.1.20251210.tar.gz", hash = "sha256:c698bb3f020274b1a2798ae09dc773728ce3f75209a35187bd11916ebfde6763", size = 63900, upload-time = "2025-12-10T03:14:25.451Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/aa/43/58e75bac4219cbafee83179505ff44cae3153ec279be0e30583a73b8f108/types_protobuf-6.32.1.20251210-py3-none-any.whl", hash = "sha256:2641f78f3696822a048cfb8d0ff42ccd85c25f12f871fbebe86da63793692140", size = 77921, upload-time = "2025-12-10T03:14:24.477Z" },
+]
+
+[[package]]
+name = "types-requests"
+version = "2.32.4.20260107"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "urllib3" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/0f/f3/a0663907082280664d745929205a89d41dffb29e89a50f753af7d57d0a96/types_requests-2.32.4.20260107.tar.gz", hash = "sha256:018a11ac158f801bfa84857ddec1650750e393df8a004a8a9ae2a9bec6fcb24f", size = 23165, upload-time = "2026-01-07T03:20:54.091Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/1c/12/709ea261f2bf91ef0a26a9eed20f2623227a8ed85610c1e54c5805692ecb/types_requests-2.32.4.20260107-py3-none-any.whl", hash = "sha256:b703fe72f8ce5b31ef031264fe9395cac8f46a04661a79f7ed31a80fb308730d", size = 20676, upload-time = "2026-01-07T03:20:52.929Z" },
+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.15.0"
@@ -1201,6 +2408,39 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/83/e4/d04a086285c20886c0daad0e026f250869201013d18f81d9ff5eada73a88/uvicorn-0.41.0-py3-none-any.whl", hash = "sha256:29e35b1d2c36a04b9e180d4007ede3bcb32a85fbdfd6c6aeb3f26839de088187", size = 68783, upload-time = "2026-02-16T23:07:22.357Z" },
 ]
 
+[[package]]
+name = "watchfiles"
+version = "1.1.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "anyio" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/c2/c9/8869df9b2a2d6c59d79220a4db37679e74f807c559ffe5265e08b227a210/watchfiles-1.1.1.tar.gz", hash = "sha256:a173cb5c16c4f40ab19cecf48a534c409f7ea983ab8fed0741304a1c0a31b3f2", size = 94440, upload-time = "2025-10-14T15:06:21.08Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/74/d5/f039e7e3c639d9b1d09b07ea412a6806d38123f0508e5f9b48a87b0a76cc/watchfiles-1.1.1-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d", size = 404745, upload-time = "2025-10-14T15:04:46.731Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/96/a881a13aa1349827490dab2d363c8039527060cfcc2c92cc6d13d1b1049e/watchfiles-1.1.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610", size = 391769, upload-time = "2025-10-14T15:04:48.003Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/5b/d3b460364aeb8da471c1989238ea0e56bec24b6042a68046adf3d9ddb01c/watchfiles-1.1.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af", size = 449374, upload-time = "2025-10-14T15:04:49.179Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/44/5769cb62d4ed055cb17417c0a109a92f007114a4e07f30812a73a4efdb11/watchfiles-1.1.1-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6", size = 459485, upload-time = "2025-10-14T15:04:50.155Z" },
+    { url = "https://files.pythonhosted.org/packages/19/0c/286b6301ded2eccd4ffd0041a1b726afda999926cf720aab63adb68a1e36/watchfiles-1.1.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce", size = 488813, upload-time = "2025-10-14T15:04:51.059Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/2b/8530ed41112dd4a22f4dcfdb5ccf6a1baad1ff6eed8dc5a5f09e7e8c41c7/watchfiles-1.1.1-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa", size = 594816, upload-time = "2025-10-14T15:04:52.031Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/d2/f5f9fb49489f184f18470d4f99f4e862a4b3e9ac2865688eb2099e3d837a/watchfiles-1.1.1-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb", size = 475186, upload-time = "2025-10-14T15:04:53.064Z" },
+    { url = "https://files.pythonhosted.org/packages/cf/68/5707da262a119fb06fbe214d82dd1fe4a6f4af32d2d14de368d0349eb52a/watchfiles-1.1.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803", size = 456812, upload-time = "2025-10-14T15:04:55.174Z" },
+    { url = "https://files.pythonhosted.org/packages/66/ab/3cbb8756323e8f9b6f9acb9ef4ec26d42b2109bce830cc1f3468df20511d/watchfiles-1.1.1-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94", size = 630196, upload-time = "2025-10-14T15:04:56.22Z" },
+    { url = "https://files.pythonhosted.org/packages/78/46/7152ec29b8335f80167928944a94955015a345440f524d2dfe63fc2f437b/watchfiles-1.1.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43", size = 622657, upload-time = "2025-10-14T15:04:57.521Z" },
+    { url = "https://files.pythonhosted.org/packages/0a/bf/95895e78dd75efe9a7f31733607f384b42eb5feb54bd2eb6ed57cc2e94f4/watchfiles-1.1.1-cp312-cp312-win32.whl", hash = "sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9", size = 272042, upload-time = "2025-10-14T15:04:59.046Z" },
+    { url = "https://files.pythonhosted.org/packages/87/0a/90eb755f568de2688cb220171c4191df932232c20946966c27a59c400850/watchfiles-1.1.1-cp312-cp312-win_amd64.whl", hash = "sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9", size = 288410, upload-time = "2025-10-14T15:05:00.081Z" },
+    { url = "https://files.pythonhosted.org/packages/36/76/f322701530586922fbd6723c4f91ace21364924822a8772c549483abed13/watchfiles-1.1.1-cp312-cp312-win_arm64.whl", hash = "sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404", size = 278209, upload-time = "2025-10-14T15:05:01.168Z" },
+]
+
+[[package]]
+name = "wcwidth"
+version = "0.6.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/35/a2/8e3becb46433538a38726c948d3399905a4c7cabd0df578ede5dc51f0ec2/wcwidth-0.6.0.tar.gz", hash = "sha256:cdc4e4262d6ef9a1a57e018384cbeb1208d8abbc64176027e2c2455c81313159", size = 159684, upload-time = "2026-02-06T19:19:40.919Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/68/5a/199c59e0a824a3db2b89c5d2dade7ab5f9624dbf6448dc291b46d5ec94d3/wcwidth-0.6.0-py3-none-any.whl", hash = "sha256:1a3a1e510b553315f8e146c54764f4fb6264ffad731b3d78088cdb1478ffbdad", size = 94189, upload-time = "2026-02-06T19:19:39.646Z" },
+]
+
 [[package]]
 name = "websockets"
 version = "15.0.1"
@@ -1221,6 +2461,44 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/fa/a8/5b41e0da817d64113292ab1f8247140aac61cbf6cfd085d6a0fa77f4984f/websockets-15.0.1-py3-none-any.whl", hash = "sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f", size = 169743, upload-time = "2025-03-05T20:03:39.41Z" },
 ]
 
+[[package]]
+name = "wrapt"
+version = "1.17.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/95/8f/aeb76c5b46e273670962298c23e7ddde79916cb74db802131d49a85e4b7d/wrapt-1.17.3.tar.gz", hash = "sha256:f66eb08feaa410fe4eebd17f2a2c8e2e46d3476e9f8c783daa8e09e0faa666d0", size = 55547, upload-time = "2025-08-12T05:53:21.714Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9f/41/cad1aba93e752f1f9268c77270da3c469883d56e2798e7df6240dcb2287b/wrapt-1.17.3-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:ab232e7fdb44cdfbf55fc3afa31bcdb0d8980b9b95c38b6405df2acb672af0e0", size = 53998, upload-time = "2025-08-12T05:51:47.138Z" },
+    { url = "https://files.pythonhosted.org/packages/60/f8/096a7cc13097a1869fe44efe68dace40d2a16ecb853141394047f0780b96/wrapt-1.17.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:9baa544e6acc91130e926e8c802a17f3b16fbea0fd441b5a60f5cf2cc5c3deba", size = 39020, upload-time = "2025-08-12T05:51:35.906Z" },
+    { url = "https://files.pythonhosted.org/packages/33/df/bdf864b8997aab4febb96a9ae5c124f700a5abd9b5e13d2a3214ec4be705/wrapt-1.17.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:6b538e31eca1a7ea4605e44f81a48aa24c4632a277431a6ed3f328835901f4fd", size = 39098, upload-time = "2025-08-12T05:51:57.474Z" },
+    { url = "https://files.pythonhosted.org/packages/9f/81/5d931d78d0eb732b95dc3ddaeeb71c8bb572fb01356e9133916cd729ecdd/wrapt-1.17.3-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:042ec3bb8f319c147b1301f2393bc19dba6e176b7da446853406d041c36c7828", size = 88036, upload-time = "2025-08-12T05:52:34.784Z" },
+    { url = "https://files.pythonhosted.org/packages/ca/38/2e1785df03b3d72d34fc6252d91d9d12dc27a5c89caef3335a1bbb8908ca/wrapt-1.17.3-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3af60380ba0b7b5aeb329bc4e402acd25bd877e98b3727b0135cb5c2efdaefe9", size = 88156, upload-time = "2025-08-12T05:52:13.599Z" },
+    { url = "https://files.pythonhosted.org/packages/b3/8b/48cdb60fe0603e34e05cffda0b2a4adab81fd43718e11111a4b0100fd7c1/wrapt-1.17.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:0b02e424deef65c9f7326d8c19220a2c9040c51dc165cddb732f16198c168396", size = 87102, upload-time = "2025-08-12T05:52:14.56Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/51/d81abca783b58f40a154f1b2c56db1d2d9e0d04fa2d4224e357529f57a57/wrapt-1.17.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:74afa28374a3c3a11b3b5e5fca0ae03bef8450d6aa3ab3a1e2c30e3a75d023dc", size = 87732, upload-time = "2025-08-12T05:52:36.165Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/b1/43b286ca1392a006d5336412d41663eeef1ad57485f3e52c767376ba7e5a/wrapt-1.17.3-cp312-cp312-win32.whl", hash = "sha256:4da9f45279fff3543c371d5ababc57a0384f70be244de7759c85a7f989cb4ebe", size = 36705, upload-time = "2025-08-12T05:53:07.123Z" },
+    { url = "https://files.pythonhosted.org/packages/28/de/49493f962bd3c586ab4b88066e967aa2e0703d6ef2c43aa28cb83bf7b507/wrapt-1.17.3-cp312-cp312-win_amd64.whl", hash = "sha256:e71d5c6ebac14875668a1e90baf2ea0ef5b7ac7918355850c0908ae82bcb297c", size = 38877, upload-time = "2025-08-12T05:53:05.436Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/48/0f7102fe9cb1e8a5a77f80d4f0956d62d97034bbe88d33e94699f99d181d/wrapt-1.17.3-cp312-cp312-win_arm64.whl", hash = "sha256:604d076c55e2fdd4c1c03d06dc1a31b95130010517b5019db15365ec4a405fc6", size = 36885, upload-time = "2025-08-12T05:52:54.367Z" },
+    { url = "https://files.pythonhosted.org/packages/1f/f6/a933bd70f98e9cf3e08167fc5cd7aaaca49147e48411c0bd5ae701bb2194/wrapt-1.17.3-py3-none-any.whl", hash = "sha256:7171ae35d2c33d326ac19dd8facb1e82e5fd04ef8c6c0e394d7af55a55051c22", size = 23591, upload-time = "2025-08-12T05:53:20.674Z" },
+]
+
+[[package]]
+name = "xai-sdk"
+version = "1.7.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiohttp" },
+    { name = "googleapis-common-protos" },
+    { name = "grpcio" },
+    { name = "opentelemetry-sdk" },
+    { name = "packaging" },
+    { name = "protobuf" },
+    { name = "pydantic" },
+    { name = "requests" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/1c/3e/cf9ffdf444ec3d495b8f4a6b3934c86088900aeb131cf2d81535b218e615/xai_sdk-1.7.0.tar.gz", hash = "sha256:649e7c3bff01510326f13a709dff824256fcdfd2850e21606d25870208989bd1", size = 390582, upload-time = "2026-02-18T20:53:23.352Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/3c/e9/e0fb57dc5b2580aa6390a836cf81d507f8017888ab8197600489118cc677/xai_sdk-1.7.0-py3-none-any.whl", hash = "sha256:332672c46ee73a7aad9b05e82db5a5044174bb3f5f038a7acf703f0b0ce6bad0", size = 241650, upload-time = "2026-02-18T20:53:22.016Z" },
+]
+
 [[package]]
 name = "yarl"
 version = "1.22.0"