feat: connection to memeops server

.env.template

@@ -0,0 +1,2 @@
+GOOGLE_API_KEY=<GOOGLE_API_KEY>
+MCP_SERVER_URL=<MCP_SERVER_URL>

.gitignore

@@ -0,0 +1,3 @@
+__pycache__
+.venv
+.env

.python-version

@@ -0,0 +1 @@
+3.12

README.md

@@ -4,9 +4,18 @@ emoji: 🤖
 colorFrom: indigo
 colorTo: gray
 sdk: gradio
-sdk_version: 5.46.0
+sdk_version: 5.44.0
 app_file: app.py
 pinned: false
 ---
 
 Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+
+```
+uv init
+uv python pin 3.12
+uv sync
+uv run app.py
+uv export --format=requirements-txt > requirements.txt
+```
+

app.py

@@ -0,0 +1,109 @@
+#!/usr/bin/env python3
+import os
+import asyncio
+import gradio as gr
+from dotenv import load_dotenv
+from typing import Annotated, TypedDict
+
+from langgraph.graph import StateGraph, START
+from langgraph.prebuilt import ToolNode, tools_condition
+from langgraph.graph.message import add_messages
+from langchain_core.messages import HumanMessage, SystemMessage, AnyMessage
+
+from langchain_mcp_adapters.resources import load_mcp_resources
+from langchain_mcp_adapters.tools import load_mcp_tools
+from langchain_mcp_adapters.prompts import load_mcp_prompt
+from langchain_google_genai import ChatGoogleGenerativeAI
+
+from mcp import ClientSession
+from mcp.client.streamable_http import streamablehttp_client
+
+load_dotenv()
+MCP_URL = os.getenv("MCP_SERVER_URL", "http://localhost:7860/mcp")
+PROMPT_NAME = os.getenv("MCP_PROMPT_NAME", "ship_meme_for_commit")
+
+
+class AgentState(TypedDict):
+    messages: Annotated[list[AnyMessage], add_messages]
+
+
+async def run_for_commit(commit_id: str) -> str:
+    async with streamablehttp_client(MCP_URL) as (read, write, _):
+        async with ClientSession(read, write) as session:
+            await session.initialize()
+
+            # 1) Resource: gitdiff://{commit_id}
+            resources = await load_mcp_resources(
+                session, uris=[f"gitdiff://{commit_id}"]
+            )
+            git_diff_content = "".join(
+                (r.data for r in resources if isinstance(getattr(r, "data", None), str))
+            )
+
+            # 2) Tools (bound to this live session)
+            tools = await load_mcp_tools(session)
+
+            # 3) Prompt système paramétré
+            prompts = await load_mcp_prompt(
+                session,
+                PROMPT_NAME,
+                arguments={
+                    "commit_id": commit_id,
+                    "git_diff_content": git_diff_content,
+                },
+            )
+            sys_text = (
+                prompts[0].content
+                if prompts
+                else "You are an agent. Use tools as needed."
+            )
+
+            # 4) LLM + tools
+            llm = ChatGoogleGenerativeAI(model="gemini-2.5-flash", temperature=0)
+            llm_with_tools = llm.bind_tools(tools)
+
+            # 5) Assistant node (async)
+            async def assistant(state: AgentState):
+                sys_msg = SystemMessage(content=sys_text)
+                msg = await llm_with_tools.ainvoke([sys_msg] + state["messages"])
+                return {"messages": [msg]}
+
+            # 6) Graph compile + run inside the same context
+            g = StateGraph(AgentState)
+            g.add_node("assistant", assistant)
+            g.add_node("tools", ToolNode(tools))
+
+            g.add_edge(START, "assistant")
+            g.add_conditional_edges("assistant", tools_condition)
+
+            agent = g.compile()
+
+            result = await agent.ainvoke(
+                {
+                    "messages": [
+                        HumanMessage(content=f"Ship a meme for commit {commit_id}")
+                    ]
+                }
+            )
+            return result["messages"][-1].content
+
+
+# -------- Gradio --------
+def ui_fn(message, _history):
+    commit = (message or "").strip() or "demo-42"
+    try:
+        return asyncio.run(run_for_commit(commit))
+    except Exception as e:
+        return f"Client error: {type(e).__name__}: {e}"
+
+
+demo = gr.ChatInterface(
+    fn=ui_fn,
+    type="messages",
+    title="MemeOps — MCP + LangGraph",
+    description="Lit gitdiff, passe les paramètres au prompt, attache tous les outils MCP. LLM choisit l'outil.",
+    examples=["demo-42"],
+)
+
+if __name__ == "__main__":
+    demo.launch(server_name="0.0.0.0", server_port=7861)

pyproject.toml

@@ -0,0 +1,16 @@
+[project]
+name = "memeops-mcp-client"
+version = "0.1.0"
+description = "MemeOps MCP Client with LangGraph + FastMCP"
+readme = "README.md"
+requires-python = ">=3.12"
+
+dependencies = [
+    "gradio>=5.44.0",
+    "fastmcp>=0.1.0",
+    "langgraph>=0.2.25",
+    "langchain>=0.3.0",
+    "langchain-google-genai>=0.1.0",
+    "langchain-mcp-adapters>=0.1.0",
+    "async-timeout==4.0.3",
+]

requirements.txt

@@ -0,0 +1,1372 @@
+# This file was autogenerated by uv via the following command:
+#    uv export --format=requirements-txt
+aiofiles==24.1.0 \
+    --hash=sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c \
+    --hash=sha256:b4ec55f4195e3eb5d7abd1bf7e061763e864dd4954231fb8539a0ef8bb8260e5
+    # via gradio
+annotated-types==0.7.0 \
+    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
+    --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
+    # via pydantic
+anyio==4.10.0 \
+    --hash=sha256:3f3fae35c96039744587aa5b8371e7e8e603c0702999535961dd336026973ba6 \
+    --hash=sha256:60e474ac86736bbfd6f210f7a61218939c318f43f9972497381f1c5e930ed3d1
+    # via
+    #   gradio
+    #   httpx
+    #   mcp
+    #   sse-starlette
+    #   starlette
+async-timeout==4.0.3 \
+    --hash=sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f \
+    --hash=sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028
+    # via memeops-mcp-client
+attrs==25.3.0 \
+    --hash=sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3 \
+    --hash=sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b
+    # via
+    #   cyclopts
+    #   jsonschema
+    #   referencing
+audioop-lts==0.2.2 ; python_full_version >= '3.13' \
+    --hash=sha256:0337d658f9b81f4cd0fdb1f47635070cc084871a3d4646d9de74fdf4e7c3d24a \
+    --hash=sha256:03f061a1915538fd96272bac9551841859dbb2e3bf73ebe4a23ef043766f5449 \
+    --hash=sha256:068aa17a38b4e0e7de771c62c60bbca2455924b67a8814f3b0dee92b5820c0b3 \
+    --hash=sha256:088327f00488cdeed296edd9215ca159f3a5a5034741465789cad403fcf4bec0 \
+    --hash=sha256:0d9385e96f9f6da847f4d571ce3cb15b5091140edf3db97276872647ce37efd7 \
+    --hash=sha256:106753a83a25ee4d6f473f2be6b0966fc1c9af7e0017192f5531a3e7463dce58 \
+    --hash=sha256:143fad0311e8209ece30a8dbddab3b65ab419cbe8c0dde6e8828da25999be911 \
+    --hash=sha256:15ab25dd3e620790f40e9ead897f91e79c0d3ce65fe193c8ed6c26cffdd24be7 \
+    --hash=sha256:167d3b62586faef8b6b2275c3218796b12621a60e43f7e9d5845d627b9c9b80e \
+    --hash=sha256:2b267b70747d82125f1a021506565bdc5609a2b24bcb4773c16d79d2bb260bbd \
+    --hash=sha256:3bcddaaf6cc5935a300a8387c99f7a7fbbe212a11568ec6cf6e4bc458c048636 \
+    --hash=sha256:3fc38008969796f0f689f1453722a0f463da1b8a6fbee11987830bfbb664f623 \
+    --hash=sha256:47eba38322370347b1c47024defbd36374a211e8dd5b0dcbce7b34fdb6f8847b \
+    --hash=sha256:48159d96962674eccdca9a3df280e864e8ac75e40a577cc97c5c42667ffabfc5 \
+    --hash=sha256:49ee1a41738a23e98d98b937a0638357a2477bc99e61b0f768a8f654f45d9b7a \
+    --hash=sha256:4a53aa7c16a60a6857e6b0b165261436396ef7293f8b5c9c828a3a203147ed4a \
+    --hash=sha256:4b4cd51a57b698b2d06cb9993b7ac8dfe89a3b2878e96bc7948e9f19ff51dba6 \
+    --hash=sha256:51c916108c56aa6e426ce611946f901badac950ee2ddaf302b7ed35d9958970d \
+    --hash=sha256:550c114a8df0aafe9a05442a1162dfc8fec37e9af1d625ae6060fed6e756f303 \
+    --hash=sha256:58cf54380c3884fb49fdd37dfb7a772632b6701d28edd3e2904743c5e1773602 \
+    --hash=sha256:5b00be98ccd0fc123dcfad31d50030d25fcf31488cde9e61692029cd7394733b \
+    --hash=sha256:5f93a5db13927a37d2d09637ccca4b2b6b48c19cd9eda7b17a2e9f77edee6a6f \
+    --hash=sha256:64d0c62d88e67b98a1a5e71987b7aa7b5bcffc7dcee65b635823dbdd0a8dbbd0 \
+    --hash=sha256:73f80bf4cd5d2ca7814da30a120de1f9408ee0619cc75da87d0641273d202a09 \
+    --hash=sha256:752d76472d9804ac60f0078c79cdae8b956f293177acd2316cd1e15149aee132 \
+    --hash=sha256:83c381767e2cc10e93e40281a04852facc4cd9334550e0f392f72d1c0a9c5753 \
+    --hash=sha256:8fefe5868cd082db1186f2837d64cfbfa78b548ea0d0543e9b28935ccce81ce9 \
+    --hash=sha256:9191d68659eda01e448188f60364c7763a7ca6653ed3f87ebb165822153a8547 \
+    --hash=sha256:96f19de485a2925314f5020e85911fb447ff5fbef56e8c7c6927851b95533a1c \
+    --hash=sha256:9a13dc409f2564de15dd68be65b462ba0dde01b19663720c68c1140c782d1d75 \
+    --hash=sha256:a2c2a947fae7d1062ef08c4e369e0ba2086049a5e598fda41122535557012e9e \
+    --hash=sha256:a2d4f1513d63c795e82948e1305f31a6d530626e5f9f2605408b300ae6095093 \
+    --hash=sha256:a5bf613e96f49712073de86f20dbdd4014ca18efd4d34ed18c75bd808337851b \
+    --hash=sha256:a6d2e0f9f7a69403e388894d4ca5ada5c47230716a03f2847cfc7bd1ecb589d6 \
+    --hash=sha256:b492c3b040153e68b9fdaff5913305aaaba5bb433d8a7f73d5cf6a64ed3cc1dd \
+    --hash=sha256:ba7c3a7e5f23e215cb271516197030c32aef2e754252c4c70a50aaff7031a2c8 \
+    --hash=sha256:c0022283e9556e0f3643b7c3c03f05063ca72b3063291834cca43234f20c60bb \
+    --hash=sha256:c174e322bb5783c099aaf87faeb240c8d210686b04bd61dfd05a8e5a83d88969 \
+    --hash=sha256:c9c8e68d8b4a56fda8c025e538e639f8c5953f5073886b596c93ec9b620055e7 \
+    --hash=sha256:cfcac6aa6f42397471e4943e0feb2244549db5c5d01efcd02725b96af417f3fe \
+    --hash=sha256:d5e73fa573e273e4f2e5ff96f9043858a5e9311e94ffefd88a3186a910c70917 \
+    --hash=sha256:def246fe9e180626731b26e89816e79aae2276f825420a07b4a647abaa84becc \
+    --hash=sha256:dfbbc74ec68a0fd08cfec1f4b5e8cca3d3cd7de5501b01c4b5d209995033cde9 \
+    --hash=sha256:e160bf9df356d841bb6c180eeeea1834085464626dc1b68fa4e1d59070affdc3 \
+    --hash=sha256:e541c3ef484852ef36545f66209444c48b28661e864ccadb29daddb6a4b8e5f5 \
+    --hash=sha256:f9b0b8a03ef474f56d1a842af1a2e01398b8f7654009823c6d9e0ecff4d5cfbf \
+    --hash=sha256:f9ee9b52f5f857fbaf9d605a360884f034c92c1c23021fb90b2e39b8e64bede6 \
+    --hash=sha256:fbdd522624141e40948ab3e8cdae6e04c748d78710e9f0f8d4dae2750831de19 \
+    --hash=sha256:fd3d4602dc64914d462924a08c1a9816435a2155d74f325853c1f1ac3b2d9800
+    # via gradio
+authlib==1.6.4 \
+    --hash=sha256:104b0442a43061dc8bc23b133d1d06a2b0a9c2e3e33f34c4338929e816287649 \
+    --hash=sha256:39313d2a2caac3ecf6d8f95fbebdfd30ae6ea6ae6a6db794d976405fdd9aa796
+    # via fastmcp
+brotli==1.1.0 \
+    --hash=sha256:316cc9b17edf613ac76b1f1f305d2a748f1b976b033b049a6ecdfd5612c70409 \
+    --hash=sha256:32d95b80260d79926f5fab3c41701dbb818fde1c9da590e77e571eefd14abe28 \
+    --hash=sha256:3c0ef38c7a7014ffac184db9e04debe495d317cc9c6fb10071f7fefd93100a4f \
+    --hash=sha256:4093c631e96fdd49e0377a9c167bfd75b6d0bad2ace734c6eb20b348bc3ea180 \
+    --hash=sha256:43395e90523f9c23a3d5bdf004733246fba087f2948f87ab28015f12359ca6a0 \
+    --hash=sha256:4ed11165dd45ce798d99a136808a794a748d5dc38511303239d4e2363c0695dc \
+    --hash=sha256:5f4d5ea15c9382135076d2fb28dde923352fe02951e66935a9efaac8f10e81b0 \
+    --hash=sha256:6967ced6730aed543b8673008b5a391c3b1076d834ca438bbd70635c73775368 \
+    --hash=sha256:6c3020404e0b5eefd7c9485ccf8393cfb75ec38ce75586e046573c9dc29967a0 \
+    --hash=sha256:70051525001750221daa10907c77830bc889cb6d865cc0b813d9db7fefc21451 \
+    --hash=sha256:7bc37c4d6b87fb1017ea28c9508b36bbcb0c3d18b4260fcdf08b200c74a6aee8 \
+    --hash=sha256:7e4c4629ddad63006efa0ef968c8e4751c5868ff0b1c5c40f76524e894c50248 \
+    --hash=sha256:7eedaa5d036d9336c95915035fb57422054014ebdeb6f3b42eac809928e40d0c \
+    --hash=sha256:7f4bf76817c14aa98cc6697ac02f3972cb8c3da93e9ef16b9c66573a68014f91 \
+    --hash=sha256:81de08ac11bcb85841e440c13611c00b67d3bf82698314928d0b676362546724 \
+    --hash=sha256:832436e59afb93e1836081a20f324cb185836c617659b07b129141a8426973c7 \
+    --hash=sha256:861bf317735688269936f755fa136a99d1ed526883859f86e41a5d43c61d8966 \
+    --hash=sha256:87a3044c3a35055527ac75e419dfa9f4f3667a1e887ee80360589eb8c90aabb9 \
+    --hash=sha256:8bf32b98b75c13ec7cf774164172683d6e7891088f6316e54425fde1efc276d5 \
+    --hash=sha256:9011560a466d2eb3f5a6e4929cf4a09be405c64154e12df0dd72713f6500e32b \
+    --hash=sha256:906bc3a79de8c4ae5b86d3d75a8b77e44404b0f4261714306e3ad248d8ab0951 \
+    --hash=sha256:91d7cc2a76b5567591d12c01f019dd7afce6ba8cba6571187e21e2fc418ae648 \
+    --hash=sha256:a93dde851926f4f2678e704fadeb39e16c35d8baebd5252c9fd94ce8ce68c4a0 \
+    --hash=sha256:b760c65308ff1e462f65d69c12e4ae085cff3b332d894637f6273a12a482d09f \
+    --hash=sha256:c5529b34c1c9d937168297f2c1fde7ebe9ebdd5e121297ff9c043bdb2ae3d6fb \
+    --hash=sha256:ca63e1890ede90b2e4454f9a65135a4d387a4585ff8282bb72964fab893f2111 \
+    --hash=sha256:caf9ee9a5775f3111642d33b86237b05808dafcd6268faa492250e9b78046eb2 \
+    --hash=sha256:d0c5516f0aed654134a2fc936325cc2e642f8a0e096d075209672eb321cff408 \
+    --hash=sha256:d487f5432bf35b60ed625d7e1b448e2dc855422e87469e3f450aa5552b0eb284 \
+    --hash=sha256:e79e6520141d792237c70bcd7a3b122d00f2613769ae0cb61c52e89fd3443839 \
+    --hash=sha256:f0db75f47be8b8abc8d9e31bc7aad0547ca26f24a54e6fd10231d623f183d089
+    # via gradio
+cachetools==5.5.2 \
+    --hash=sha256:1a661caa9175d26759571b2e19580f9d6393969e5dfca11fdb1f947a23e640d4 \
+    --hash=sha256:d26a22bcc62eb95c3beabd9f1ee5e820d3d2704fe2967cbe350e20c8ffcd3f0a
+    # via google-auth
+certifi==2025.8.3 \
+    --hash=sha256:e564105f78ded564e3ae7c923924435e1daa7463faeab5bb932bc53ffae63407 \
+    --hash=sha256:f6c12493cfb1b06ba2ff328595af9350c65d6644968e5d3a2ffd78699af217a5
+    # via
+    #   httpcore
+    #   httpx
+    #   requests
+cffi==2.0.0 ; platform_python_implementation != 'PyPy' \
+    --hash=sha256:00bdf7acc5f795150faa6957054fbbca2439db2f775ce831222b66f192f03beb \
+    --hash=sha256:07b271772c100085dd28b74fa0cd81c8fb1a3ba18b21e03d7c27f3436a10606b \
+    --hash=sha256:087067fa8953339c723661eda6b54bc98c5625757ea62e95eb4898ad5e776e9f \
+    --hash=sha256:0a1527a803f0a659de1af2e1fd700213caba79377e27e4693648c2923da066f9 \
+    --hash=sha256:12873ca6cb9b0f0d3a0da705d6086fe911591737a59f28b7936bdfed27c0d47c \
+    --hash=sha256:19f705ada2530c1167abacb171925dd886168931e0a7b78f5bffcae5c6b5be75 \
+    --hash=sha256:1e3a615586f05fc4065a8b22b8152f0c1b00cdbc60596d187c2a74f9e3036e4e \
+    --hash=sha256:1fc9ea04857caf665289b7a75923f2c6ed559b8298a1b8c49e59f7dd95c8481e \
+    --hash=sha256:203a48d1fb583fc7d78a4c6655692963b860a417c0528492a6bc21f1aaefab25 \
+    --hash=sha256:21d1152871b019407d8ac3985f6775c079416c282e431a4da6afe7aefd2bccbe \
+    --hash=sha256:24b6f81f1983e6df8db3adc38562c83f7d4a0c36162885ec7f7b77c7dcbec97b \
+    --hash=sha256:256f80b80ca3853f90c21b23ee78cd008713787b1b1e93eae9f3d6a7134abd91 \
+    --hash=sha256:28a3a209b96630bca57cce802da70c266eb08c6e97e5afd61a75611ee6c64592 \
+    --hash=sha256:2c8f814d84194c9ea681642fd164267891702542f028a15fc97d4674b6206187 \
+    --hash=sha256:38100abb9d1b1435bc4cc340bb4489635dc2f0da7456590877030c9b3d40b0c1 \
+    --hash=sha256:3925dd22fa2b7699ed2617149842d2e6adde22b262fcbfada50e3d195e4b3a94 \
+    --hash=sha256:3e17ed538242334bf70832644a32a7aae3d83b57567f9fd60a26257e992b79ba \
+    --hash=sha256:44d1b5909021139fe36001ae048dbdde8214afa20200eda0f64c068cac5d5529 \
+    --hash=sha256:45d5e886156860dc35862657e1494b9bae8dfa63bf56796f2fb56e1679fc0bca \
+    --hash=sha256:4671d9dd5ec934cb9a73e7ee9676f9362aba54f7f34910956b84d727b0d73fb6 \
+    --hash=sha256:6c6c373cfc5c83a975506110d17457138c8c63016b563cc9ed6e056a82f13ce4 \
+    --hash=sha256:6d02d6655b0e54f54c4ef0b94eb6be0607b70853c45ce98bd278dc7de718be5d \
+    --hash=sha256:6d50360be4546678fc1b79ffe7a66265e28667840010348dd69a314145807a1b \
+    --hash=sha256:737fe7d37e1a1bffe70bd5754ea763a62a066dc5913ca57e957824b72a85e205 \
+    --hash=sha256:74a03b9698e198d47562765773b4a8309919089150a0bb17d829ad7b44b60d27 \
+    --hash=sha256:7553fb2090d71822f02c629afe6042c299edf91ba1bf94951165613553984512 \
+    --hash=sha256:7a66c7204d8869299919db4d5069a82f1561581af12b11b3c9f48c584eb8743d \
+    --hash=sha256:7cc09976e8b56f8cebd752f7113ad07752461f48a58cbba644139015ac24954c \
+    --hash=sha256:81afed14892743bbe14dacb9e36d9e0e504cd204e0b165062c488942b9718037 \
+    --hash=sha256:8eca2a813c1cb7ad4fb74d368c2ffbbb4789d377ee5bb8df98373c2cc0dee76c \
+    --hash=sha256:92b68146a71df78564e4ef48af17551a5ddd142e5190cdf2c5624d0c3ff5b2e8 \
+    --hash=sha256:9a67fc9e8eb39039280526379fb3a70023d77caec1852002b4da7e8b270c4dd9 \
+    --hash=sha256:afb8db5439b81cf9c9d0c80404b60c3cc9c3add93e114dcae767f1477cb53775 \
+    --hash=sha256:b1e74d11748e7e98e2f426ab176d4ed720a64412b6a15054378afdb71e0f37dc \
+    --hash=sha256:b21e08af67b8a103c71a250401c78d5e0893beff75e28c53c98f4de42f774062 \
+    --hash=sha256:c654de545946e0db659b3400168c9ad31b5d29593291482c43e3564effbcee13 \
+    --hash=sha256:c8d3b5532fc71b7a77c09192b4a5a200ea992702734a2e9279a37f2478236f26 \
+    --hash=sha256:d48a880098c96020b02d5a1f7d9251308510ce8858940e6fa99ece33f610838b \
+    --hash=sha256:d68b6cef7827e8641e8ef16f4494edda8b36104d79773a334beaa1e3521430f6 \
+    --hash=sha256:d9b29c1f0ae438d5ee9acb31cadee00a58c46cc9c0b2f9038c6b0b3470877a8c \
+    --hash=sha256:d9b97165e8aed9272a6bb17c01e3cc5871a594a446ebedc996e2397a1c1ea8ef \
+    --hash=sha256:da68248800ad6320861f129cd9c1bf96ca849a2771a59e0344e88681905916f5 \
+    --hash=sha256:da902562c3e9c550df360bfa53c035b2f241fed6d9aef119048073680ace4a18 \
+    --hash=sha256:dbd5c7a25a7cb98f5ca55d258b103a2054f859a46ae11aaf23134f9cc0d356ad \
+    --hash=sha256:dd4f05f54a52fb558f1ba9f528228066954fee3ebe629fc1660d874d040ae5a3 \
+    --hash=sha256:f93fd8e5c8c0a4aa1f424d6173f14a892044054871c771f8566e4008eaa359d2 \
+    --hash=sha256:fc33c5141b55ed366cfaad382df24fe7dcbc686de5be719b207bb248e3053dc5
+    # via cryptography
+charset-normalizer==3.4.3 \
+    --hash=sha256:027b776c26d38b7f15b26a5da1044f376455fb3766df8fc38563b4efbc515154 \
+    --hash=sha256:0cacf8f7297b0c4fcb74227692ca46b4a5852f8f4f24b3c766dd94a1075c4884 \
+    --hash=sha256:14c2a87c65b351109f6abfc424cab3927b3bdece6f706e4d12faaf3d52ee5efe \
+    --hash=sha256:1606f4a55c0fd363d754049cdf400175ee96c992b1f8018b993941f221221c5f \
+    --hash=sha256:18343b2d246dc6761a249ba1fb13f9ee9a2bcd95decc767319506056ea4ad4dc \
+    --hash=sha256:18b97b8404387b96cdbd30ad660f6407799126d26a39ca65729162fd810a99aa \
+    --hash=sha256:1bb60174149316da1c35fa5233681f7c0f9f514509b8e399ab70fea5f17e45c9 \
+    --hash=sha256:2001a39612b241dae17b4687898843f254f8748b796a2e16f1051a17078d991d \
+    --hash=sha256:30a96e1e1f865f78b030d65241c1ee850cdf422d869e9028e2fc1d5e4db73b92 \
+    --hash=sha256:30d006f98569de3459c2fc1f2acde170b7b2bd265dc1943e87e1a4efe1b67c31 \
+    --hash=sha256:320e8e66157cc4e247d9ddca8e21f427efc7a04bbd0ac8a9faf56583fa543f9f \
+    --hash=sha256:3cd35b7e8aedeb9e34c41385fda4f73ba609e561faedfae0a9e75e44ac558a15 \
+    --hash=sha256:3cfb2aad70f2c6debfbcb717f23b7eb55febc0bb23dcffc0f076009da10c6392 \
+    --hash=sha256:416175faf02e4b0810f1f38bcb54682878a4af94059a1cd63b8747244420801f \
+    --hash=sha256:41d1fc408ff5fdfb910200ec0e74abc40387bccb3252f3f27c0676731df2b2c8 \
+    --hash=sha256:42e5088973e56e31e4fa58eb6bd709e42fc03799c11c42929592889a2e54c491 \
+    --hash=sha256:53cd68b185d98dde4ad8990e56a58dea83a4162161b1ea9272e5c9182ce415e0 \
+    --hash=sha256:6aab0f181c486f973bc7262a97f5aca3ee7e1437011ef0c2ec04b5a11d16c927 \
+    --hash=sha256:6fb70de56f1859a3f71261cbe41005f56a7842cc348d3aeb26237560bfa5e0ce \
+    --hash=sha256:6fce4b8500244f6fcb71465d4a4930d132ba9ab8e71a7859e6a5d59851068d14 \
+    --hash=sha256:73dc19b562516fc9bcf6e5d6e596df0b4eb98d87e4f79f3ae71840e6ed21361c \
+    --hash=sha256:86df271bf921c2ee3818f0522e9a5b8092ca2ad8b065ece5d7d9d0e9f4849bcc \
+    --hash=sha256:8dcfc373f888e4fb39a7bc57e93e3b845e7f462dacc008d9749568b1c4ece096 \
+    --hash=sha256:b89bc04de1d83006373429975f8ef9e7932534b8cc9ca582e4db7d20d91816db \
+    --hash=sha256:bd28b817ea8c70215401f657edef3a8aa83c29d447fb0b622c35403780ba11d5 \
+    --hash=sha256:c6dbd0ccdda3a2ba7c2ecd9d77b37f3b5831687d8dc1b6ca5f56a4880cc7b7ce \
+    --hash=sha256:c6fd51128a41297f5409deab284fecbe5305ebd7e5a1f959bee1c054622b7018 \
+    --hash=sha256:cc34f233c9e71701040d772aa7490318673aa7164a0efe3172b2981218c26d93 \
+    --hash=sha256:ccf600859c183d70eb47e05a44cd80a4ce77394d1ac0f79dbd2dd90a69a3a049 \
+    --hash=sha256:ce571ab16d890d23b5c278547ba694193a45011ff86a9162a71307ed9f86759a \
+    --hash=sha256:cf1ebb7d78e1ad8ec2a8c4732c7be2e736f6e5123a4146c5b89c9d1f585f8cef \
+    --hash=sha256:d716a916938e03231e86e43782ca7878fb602a125a91e7acb8b5112e2e96ac16 \
+    --hash=sha256:e28e334d3ff134e88989d90ba04b47d84382a828c061d0d1027b1b12a62b39b1 \
+    --hash=sha256:fb6fecfd65564f208cbf0fba07f107fb661bcd1a7c389edbced3f7a493f70e37 \
+    --hash=sha256:fdabf8315679312cfa71302f9bd509ded4f2f263fb5b765cf1433b39106c3cc9
+    # via requests
+click==8.3.0 \
+    --hash=sha256:9b9f285302c6e3064f4330c05f05b81945b2a39544279343e6e7c5f27a9baddc \
+    --hash=sha256:e7b8232224eba16f4ebe410c25ced9f7875cb5f3263ffc93cc3e8da705e229c4
+    # via
+    #   typer
+    #   uvicorn
+colorama==0.4.6 ; sys_platform == 'win32' \
+    --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+    # via
+    #   click
+    #   tqdm
+cryptography==46.0.1 \
+    --hash=sha256:0a17377fa52563d730248ba1f68185461fff36e8bc75d8787a7dd2e20a802b7a \
+    --hash=sha256:0d1922d9280e08cde90b518a10cd66831f632960a8d08cb3418922d83fce6f12 \
+    --hash=sha256:0dfb7c88d4462a0cfdd0d87a3c245a7bc3feb59de101f6ff88194f740f72eda6 \
+    --hash=sha256:0ff483716be32690c14636e54a1f6e2e1b7bf8e22ca50b989f88fa1b2d287080 \
+    --hash=sha256:1cd6d50c1a8b79af1a6f703709d8973845f677c8e97b1268f5ff323d38ce8475 \
+    --hash=sha256:2dd339ba3345b908fa3141ddba4025568fa6fd398eabce3ef72a29ac2d73ad75 \
+    --hash=sha256:341fb7a26bc9d6093c1b124b9f13acc283d2d51da440b98b55ab3f79f2522ead \
+    --hash=sha256:41c281a74df173876da1dc9a9b6953d387f06e3d3ed9284e3baae3ab3f40883a \
+    --hash=sha256:449ef2b321bec7d97ef2c944173275ebdab78f3abdd005400cc409e27cd159ab \
+    --hash=sha256:45f790934ac1018adeba46a0f7289b2b8fe76ba774a88c7f1922213a56c98bc1 \
+    --hash=sha256:4c49eda9a23019e11d32a0eb51a27b3e7ddedde91e099c0ac6373e3aacc0d2ee \
+    --hash=sha256:504e464944f2c003a0785b81668fe23c06f3b037e9cb9f68a7c672246319f277 \
+    --hash=sha256:534b96c0831855e29fc3b069b085fd185aa5353033631a585d5cd4dd5d40d657 \
+    --hash=sha256:6ef1488967e729948d424d09c94753d0167ce59afba8d0f6c07a22b629c557b2 \
+    --hash=sha256:7176a5ab56fac98d706921f6416a05e5aff7df0e4b91516f450f8627cda22af3 \
+    --hash=sha256:7411c910fb2a412053cf33cfad0153ee20d27e256c6c3f14d7d7d1d9fec59fd5 \
+    --hash=sha256:757af4f6341ce7a1e47c326ca2a81f41d236070217e5fbbad61bbfe299d55d28 \
+    --hash=sha256:7823bc7cdf0b747ecfb096d004cc41573c2f5c7e3a29861603a2871b43d3ef32 \
+    --hash=sha256:7fab1187b6c6b2f11a326f33b036f7168f5b996aedd0c059f9738915e4e8f53a \
+    --hash=sha256:84ef1f145de5aee82ea2447224dc23f065ff4cc5791bb3b506615957a6ba8128 \
+    --hash=sha256:92e8cfe8bd7dd86eac0a677499894862cd5cc2fd74de917daa881d00871ac8e7 \
+    --hash=sha256:9394c7d5a7565ac5f7d9ba38b2617448eba384d7b107b262d63890079fad77ca \
+    --hash=sha256:9495d78f52c804b5ec8878b5b8c7873aa8e63db9cd9ee387ff2db3fffe4df784 \
+    --hash=sha256:9873bf7c1f2a6330bdfe8621e7ce64b725784f9f0c3a6a55c3047af5849f920e \
+    --hash=sha256:9babb7818fdd71394e576cf26c5452df77a355eac1a27ddfa24096665a27f8fd \
+    --hash=sha256:9e8776dac9e660c22241b6587fae51a67b4b0147daa4d176b172c3ff768ad736 \
+    --hash=sha256:9ed64e5083fa806709e74fc5ea067dfef9090e5b7a2320a49be3c9df3583a2d8 \
+    --hash=sha256:9f2c4cc63be3ef43c0221861177cee5d14b505cd4d4599a89e2cd273c4d3542a \
+    --hash=sha256:9f40642a140c0c8649987027867242b801486865277cbabc8c6059ddef16dc8b \
+    --hash=sha256:af84e8e99f1a82cea149e253014ea9dc89f75b82c87bb6c7242203186f465129 \
+    --hash=sha256:c52fded6383f7e20eaf70a60aeddd796b3677c3ad2922c801be330db62778e05 \
+    --hash=sha256:cbb8e769d4cac884bb28e3ff620ef1001b75588a5c83c9c9f1fdc9afbe7f29b0 \
+    --hash=sha256:d84c40bdb8674c29fa192373498b6cb1e84f882889d21a471b45d1f868d8d44b \
+    --hash=sha256:db5597a4c7353b2e5fb05a8e6cb74b56a4658a2b7bf3cb6b1821ae7e7fd6eaa0 \
+    --hash=sha256:e22801b61613ebdebf7deb18b507919e107547a1d39a3b57f5f855032dd7cfb8 \
+    --hash=sha256:e46710a240a41d594953012213ea8ca398cd2448fbc5d0f1be8160b5511104a0 \
+    --hash=sha256:e94eb5fa32a8a9f9bf991f424f002913e3dd7c699ef552db9b14ba6a76a6313b \
+    --hash=sha256:ec13b7105117dbc9afd023300fb9954d72ca855c274fe563e72428ece10191c0 \
+    --hash=sha256:ed570874e88f213437f5cf758f9ef26cbfc3f336d889b1e592ee11283bb8d1c7 \
+    --hash=sha256:ed957044e368ed295257ae3d212b95456bd9756df490e1ac4538857f67531fcc \
+    --hash=sha256:ef648d2c690703501714588b2ba640facd50fd16548133b11b2859e8655a69da \
+    --hash=sha256:efc9e51c3e595267ff84adf56e9b357db89ab2279d7e375ffcaf8f678606f3d9 \
+    --hash=sha256:f736ab8036796f5a119ff8211deda416f8c15ce03776db704a7a4e17381cb2ef \
+    --hash=sha256:f7a24ea78de345cfa7f6a8d3bde8b242c7fac27f2bd78fa23474ca38dfaeeab9 \
+    --hash=sha256:f7de12fa0eee6234de9a9ce0ffcfa6ce97361db7a50b09b65c63ac58e5f22fc7 \
+    --hash=sha256:f9b55038b5c6c47559aa33626d8ecd092f354e23de3c6975e4bb205df128a2a0
+    # via authlib
+cyclopts==3.24.0 \
+    --hash=sha256:809d04cde9108617106091140c3964ee6fceb33cecdd537f7ffa360bde13ed71 \
+    --hash=sha256:de6964a041dfb3c57bf043b41e68c43548227a17de1bad246e3a0bfc5c4b7417
+    # via fastmcp
+dnspython==2.8.0 \
+    --hash=sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af \
+    --hash=sha256:181d3c6996452cb1189c4046c61599b84a5a86e099562ffde77d26984ff26d0f
+    # via email-validator
+docstring-parser==0.17.0 ; python_full_version < '4' \
+    --hash=sha256:583de4a309722b3315439bb31d64ba3eebada841f2e2cee23b99df001434c912 \
+    --hash=sha256:cf2569abd23dce8099b300f9b4fa8191e9582dda731fd533daf54c4551658708
+    # via cyclopts
+docutils==0.22.2 \
+    --hash=sha256:9fdb771707c8784c8f2728b67cb2c691305933d68137ef95a75db5f4dfbc213d \
+    --hash=sha256:b0e98d679283fc3bb0ead8a5da7f501baa632654e7056e9c5846842213d674d8
+    # via rich-rst
+email-validator==2.3.0 \
+    --hash=sha256:80f13f623413e6b197ae73bb10bf4eb0908faf509ad8362c5edeb0be7fd450b4 \
+    --hash=sha256:9fc05c37f2f6cf439ff414f8fc46d917929974a82244c20eb10231ba60c54426
+    # via pydantic
+exceptiongroup==1.3.0 \
+    --hash=sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10 \
+    --hash=sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88
+    # via fastmcp
+fastapi==0.117.1 \
+    --hash=sha256:33c51a0d21cab2b9722d4e56dbb9316f3687155be6b276191790d8da03507552 \
+    --hash=sha256:fb2d42082d22b185f904ca0ecad2e195b851030bd6c5e4c032d1c981240c631a
+    # via gradio
+fastmcp==2.12.3 \
+    --hash=sha256:541dd569d5b6c083140b04d997ba3dc47f7c10695cee700d0a733ce63b20bb65 \
+    --hash=sha256:aee50872923a9cba731861fc0120e7dbe4642a2685ba251b2b202b82fb6c25a9
+    # via memeops-mcp-client
+ffmpy==0.6.1 \
+    --hash=sha256:69a37e2d7d6feb840e233d5640f3499a8b0a8657336774c86e4c52a3219222d4 \
+    --hash=sha256:b5830fd05f72bace05b8fb28724d54a7a63c5119d7f74ca36a75df33f749142d
+    # via gradio
+filelock==3.19.1 \
+    --hash=sha256:66eda1888b0171c998b35be2bcc0f6d75c388a7ce20c3f3f37aa8e96c2dddf58 \
+    --hash=sha256:d38e30481def20772f5baf097c122c3babc4fcdb7e14e57049eb9d88c6dc017d
+    # via huggingface-hub
+filetype==1.2.0 \
+    --hash=sha256:66b56cd6474bf41d8c54660347d37afcc3f7d1970648de365c102ef77548aadb \
+    --hash=sha256:7ce71b6880181241cf7ac8697a2f1eb6a8bd9b429f7ad6d27b8db9ba5f1c2d25
+    # via langchain-google-genai
+fsspec==2025.9.0 \
+    --hash=sha256:19fd429483d25d28b65ec68f9f4adc16c17ea2c7c7bf54ec61360d478fb19c19 \
+    --hash=sha256:530dc2a2af60a414a832059574df4a6e10cce927f6f4a78209390fe38955cfb7
+    # via
+    #   gradio-client
+    #   huggingface-hub
+google-ai-generativelanguage==0.7.0 \
+    --hash=sha256:207fed3089949e2e99f7cbd513e2d0ea5f2babdfa5a8f2f239c3ddffe6bd4297 \
+    --hash=sha256:3241215c16e669f37054f6111c84cca50fdb7a8e10a62933b9e68086ce71eefe
+    # via langchain-google-genai
+google-api-core==2.25.1 \
+    --hash=sha256:8a2a56c1fef82987a524371f99f3bd0143702fecc670c72e600c1cda6bf8dbb7 \
+    --hash=sha256:d2aaa0b13c78c61cb3f4282c464c046e45fbd75755683c9c525e6e8f7ed0a5e8
+    # via google-ai-generativelanguage
+google-auth==2.40.3 \
+    --hash=sha256:1370d4593e86213563547f97a92752fc658456fe4514c809544f330fed45a7ca \
+    --hash=sha256:500c3a29adedeb36ea9cf24b8d10858e152f2412e3ca37829b3fa18e33d63b77
+    # via
+    #   google-ai-generativelanguage
+    #   google-api-core
+googleapis-common-protos==1.70.0 \
+    --hash=sha256:0e1b44e0ea153e6594f9f394fef15193a68aaaea2d843f83e2742717ca753257 \
+    --hash=sha256:b8bfcca8c25a2bb253e0e0b0adaf8c00773e5e6af6fd92397576680b807e0fd8
+    # via
+    #   google-api-core
+    #   grpcio-status
+gradio==5.46.1 \
+    --hash=sha256:485b0839bbe8b4a0b4cb1869fb8dd8178e62215fd3ce5234d03374759e1f1a72 \
+    --hash=sha256:a9e6662783251ed91b4955738207d442cbf107f8a0c2f90da36bffa08eae2e6c
+    # via memeops-mcp-client
+gradio-client==1.13.1 \
+    --hash=sha256:3766404027ec3cd830b25576031de72b6d5b383849d396996749ec937f5eada3 \
+    --hash=sha256:7797c71798d9e2210eb5663ef69e21cad123ecd44ac4de93488e61eb254324a3
+    # via gradio
+greenlet==3.2.4 ; (python_full_version < '3.14' and platform_machine == 'AMD64') or (python_full_version < '3.14' and platform_machine == 'WIN32') or (python_full_version < '3.14' and platform_machine == 'aarch64') or (python_full_version < '3.14' and platform_machine == 'amd64') or (python_full_version < '3.14' and platform_machine == 'ppc64le') or (python_full_version < '3.14' and platform_machine == 'win32') or (python_full_version < '3.14' and platform_machine == 'x86_64') \
+    --hash=sha256:00fadb3fedccc447f517ee0d3fd8fe49eae949e1cd0f6a611818f4f6fb7dc83b \
+    --hash=sha256:061dc4cf2c34852b052a8620d40f36324554bc192be474b9e9770e8c042fd735 \
+    --hash=sha256:0dca0d95ff849f9a364385f36ab49f50065d76964944638be9691e1832e9f86d \
+    --hash=sha256:1a921e542453fe531144e91e1feedf12e07351b1cf6c9e8a3325ea600a715a31 \
+    --hash=sha256:20fb936b4652b6e307b8f347665e2c615540d4b42b3b4c8a321d8286da7e520f \
+    --hash=sha256:23768528f2911bcd7e475210822ffb5254ed10d71f4028387e5a99b4c6699671 \
+    --hash=sha256:299fd615cd8fc86267b47597123e3f43ad79c9d8a22bebdce535e53550763e2f \
+    --hash=sha256:3b3812d8d0c9579967815af437d96623f45c0f2ae5f04e366de62a12d83a8fb0 \
+    --hash=sha256:3b67ca49f54cede0186854a008109d6ee71f66bd57bb36abd6d0a0267b540cdd \
+    --hash=sha256:44358b9bf66c8576a9f57a590d5f5d6e72fa4228b763d0e43fee6d3b06d3a337 \
+    --hash=sha256:49a30d5fda2507ae77be16479bdb62a660fa51b1eb4928b524975b3bde77b3c0 \
+    --hash=sha256:554b03b6e73aaabec3745364d6239e9e012d64c68ccd0b8430c64ccc14939a8b \
+    --hash=sha256:5c9320971821a7cb77cfab8d956fa8e39cd07ca44b6070db358ceb7f8797c8c9 \
+    --hash=sha256:710638eb93b1fa52823aa91bf75326f9ecdfd5e0466f00789246a5280f4ba0fc \
+    --hash=sha256:a7d4e128405eea3814a12cc2605e0e6aedb4035bf32697f72deca74de4105e02 \
+    --hash=sha256:abbf57b5a870d30c4675928c37278493044d7c14378350b3aa5d484fa65575f0 \
+    --hash=sha256:b4a1870c51720687af7fa3e7cda6d08d801dae660f75a76f3845b642b4da6ee1 \
+    --hash=sha256:c17b6b34111ea72fc5a4e4beec9711d2226285f0386ea83477cbb97c30a3f3a5 \
+    --hash=sha256:c5111ccdc9c88f423426df3fd1811bfc40ed66264d35aa373420a34377efc98a \
+    --hash=sha256:c60a6d84229b271d44b70fb6e5fa23781abb5d742af7b808ae3f6efd7c9c60f6 \
+    --hash=sha256:cd3c8e693bff0fff6ba55f140bf390fa92c994083f838fece0f63be121334945 \
+    --hash=sha256:d25c5091190f2dc0eaa3f950252122edbbadbb682aa7b1ef2f8af0f8c0afefae \
+    --hash=sha256:d76383238584e9711e20ebe14db6c88ddcedc1829a9ad31a584389463b5aa504 \
+    --hash=sha256:ddf9164e7a5b08e9d22511526865780a576f19ddd00d62f8a665949327fde8bb \
+    --hash=sha256:e37ab26028f12dbb0ff65f29a8d3d44a765c61e729647bf2ddfbbed621726f01 \
+    --hash=sha256:f28588772bb5fb869a8eb331374ec06f24a83a9c25bfa1f38b6993afe9c1e968
+    # via sqlalchemy
+groovy==0.1.2 \
+    --hash=sha256:25c1dc09b3f9d7e292458aa762c6beb96ea037071bf5e917fc81fb78d2231083 \
+    --hash=sha256:7f7975bab18c729a257a8b1ae9dcd70b7cafb1720481beae47719af57c35fa64
+    # via gradio
+grpcio==1.75.0 \
+    --hash=sha256:0c91d5b16eff3cbbe76b7a1eaaf3d91e7a954501e9d4f915554f87c470475c3d \
+    --hash=sha256:0fcb77f2d718c1e58cc04ef6d3b51e0fa3b26cf926446e86c7eba105727b6cd4 \
+    --hash=sha256:1bb78d052948d8272c820bb928753f16a614bb2c42fbf56ad56636991b427518 \
+    --hash=sha256:2e8e752ab5cc0a9c5b949808c000ca7586223be4f877b729f034b912364c3964 \
+    --hash=sha256:36764a4ad9dc1eb891042fab51e8cdf7cc014ad82cee807c10796fb708455041 \
+    --hash=sha256:38d665f44b980acdbb2f0e1abf67605ba1899f4d2443908df9ec8a6f26d2ed88 \
+    --hash=sha256:3a6788b30aa8e6f207c417874effe3f79c2aa154e91e78e477c4825e8b431ce0 \
+    --hash=sha256:437eeb16091d31498585d73b133b825dc80a8db43311e332c08facf820d36894 \
+    --hash=sha256:55dfb9122973cc69520b23d39867726722cafb32e541435707dc10249a1bdbc6 \
+    --hash=sha256:6b365f37a9c9543a9e91c6b4103d68d38d5bcb9965b11d5092b3c157bd6a5ee7 \
+    --hash=sha256:725e67c010f63ef17fc052b261004942763c0b18dcd84841e6578ddacf1f9d10 \
+    --hash=sha256:7a9337ac4ce61c388e02019d27fa837496c4b7837cbbcec71b05934337e51531 \
+    --hash=sha256:91fbfc43f605c5ee015c9056d580a70dd35df78a7bad97e05426795ceacdb59f \
+    --hash=sha256:9dc4a02796394dd04de0b9673cb79a78901b90bb16bf99ed8cb528c61ed9372e \
+    --hash=sha256:b989e8b09489478c2d19fecc744a298930f40d8b27c3638afbfe84d22f36ce4e \
+    --hash=sha256:c2c39984e846bd5da45c5f7bcea8fafbe47c98e1ff2b6f40e57921b0c23a52d0 \
+    --hash=sha256:c8cfc780b7a15e06253aae5f228e1e84c0d3c4daa90faf5bc26b751174da4bf9 \
+    --hash=sha256:ee16e232e3d0974750ab5f4da0ab92b59d6473872690b5e40dcec9a22927f22e \
+    --hash=sha256:fa35ccd9501ffdd82b861809cbfc4b5b13f4b4c5dc3434d2d9170b9ed38a9054 \
+    --hash=sha256:fb64dd62face3d687a7b56cd881e2ea39417af80f75e8b36f0f81dfd93071651 \
+    --hash=sha256:ffc33e67cab6141c54e75d85acd5dec616c5095a957ff997b4330a6395aa9b51
+    # via
+    #   google-api-core
+    #   grpcio-status
+grpcio-status==1.75.0 \
+    --hash=sha256:69d5b91be1b8b926f086c1c483519a968c14640773a0ccdd6c04282515dbedf7 \
+    --hash=sha256:de62557ef97b7e19c3ce6da19793a12c5f6c1fbbb918d233d9671aba9d9e1d78
+    # via google-api-core
+h11==0.16.0 \
+    --hash=sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1 \
+    --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
+    # via
+    #   httpcore
+    #   uvicorn
+hf-xet==1.1.10 ; platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'arm64' or platform_machine == 'x86_64' \
+    --hash=sha256:0a0005fd08f002180f7a12d4e13b22be277725bc23ed0529f8add5c7a6309c06 \
+    --hash=sha256:408aef343800a2102374a883f283ff29068055c111f003ff840733d3b715bb97 \
+    --hash=sha256:5f54b19cc347c13235ae7ee98b330c26dd65ef1df47e5316ffb1e87713ca7045 \
+    --hash=sha256:686083aca1a6669bc85c21c0563551cbcdaa5cf7876a91f3d074a030b577231d \
+    --hash=sha256:6b6bceb6361c80c1cc42b5a7b4e3efd90e64630bcf11224dcac50ef30a47e435 \
+    --hash=sha256:71081925383b66b24eedff3013f8e6bbd41215c3338be4b94ba75fd75b21513b \
+    --hash=sha256:eae7c1fc8a664e54753ffc235e11427ca61f4b0477d757cc4eb9ae374b69f09c \
+    --hash=sha256:f900481cf6e362a6c549c61ff77468bd59d6dd082f3170a36acfef2eb6a6793f
+    # via huggingface-hub
+httpcore==1.0.9 \
+    --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
+    --hash=sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8
+    # via httpx
+httpx==0.28.1 \
+    --hash=sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc \
+    --hash=sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad
+    # via
+    #   fastmcp
+    #   gradio
+    #   gradio-client
+    #   langgraph-sdk
+    #   langsmith
+    #   mcp
+    #   safehttpx
+httpx-sse==0.4.1 \
+    --hash=sha256:8f44d34414bc7b21bf3602713005c5df4917884f76072479b21f68befa4ea26e \
+    --hash=sha256:cba42174344c3a5b06f255ce65b350880f962d99ead85e776f23c6618a377a37
+    # via mcp
+huggingface-hub==0.35.0 \
+    --hash=sha256:ccadd2a78eef75effff184ad89401413629fabc52cefd76f6bbacb9b1c0676ac \
+    --hash=sha256:f2e2f693bca9a26530b1c0b9bcd4c1495644dad698e6a0060f90e22e772c31e9
+    # via
+    #   gradio
+    #   gradio-client
+idna==3.10 \
+    --hash=sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9 \
+    --hash=sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3
+    # via
+    #   anyio
+    #   email-validator
+    #   httpx
+    #   requests
+isodate==0.7.2 \
+    --hash=sha256:28009937d8031054830160fce6d409ed342816b543597cece116d966c6d99e15 \
+    --hash=sha256:4cd1aa0f43ca76f4a6c6c0292a85f40b35ec2e43e315b59f06e6d32171a953e6
+    # via openapi-core
+jinja2==3.1.6 \
+    --hash=sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d \
+    --hash=sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67
+    # via gradio
+jsonpatch==1.33 \
+    --hash=sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade \
+    --hash=sha256:9fcd4009c41e6d12348b4a0ff2563ba56a2923a7dfee731d004e212e1ee5030c
+    # via langchain-core
+jsonpointer==3.0.0 \
+    --hash=sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942 \
+    --hash=sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef
+    # via jsonpatch
+jsonschema==4.25.1 \
+    --hash=sha256:3fba0169e345c7175110351d456342c364814cfcf3b964ba4587f22915230a63 \
+    --hash=sha256:e4a9655ce0da0c0b67a085847e00a3a51449e1157f4f75e9fb5aa545e122eb85
+    # via
+    #   mcp
+    #   openapi-core
+    #   openapi-schema-validator
+    #   openapi-spec-validator
+jsonschema-path==0.3.4 \
+    --hash=sha256:8365356039f16cc65fddffafda5f58766e34bebab7d6d105616ab52bc4297001 \
+    --hash=sha256:f502191fdc2b22050f9a81c9237be9d27145b9001c55842bece5e94e382e52f8
+    # via
+    #   openapi-core
+    #   openapi-spec-validator
+jsonschema-specifications==2025.9.1 \
+    --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
+    --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
+    # via
+    #   jsonschema
+    #   openapi-schema-validator
+langchain==0.3.27 \
+    --hash=sha256:7b20c4f338826acb148d885b20a73a16e410ede9ee4f19bb02011852d5f98798 \
+    --hash=sha256:aa6f1e6274ff055d0fd36254176770f356ed0a8994297d1df47df341953cec62
+    # via memeops-mcp-client
+langchain-core==0.3.76 \
+    --hash=sha256:46e0eb48c7ac532432d51f8ca1ece1804c82afe9ae3dcf027b867edadf82b3ec \
+    --hash=sha256:71136a122dd1abae2c289c5809d035cf12b5f2bb682d8a4c1078cd94feae7419
+    # via
+    #   langchain
+    #   langchain-google-genai
+    #   langchain-mcp-adapters
+    #   langchain-text-splitters
+    #   langgraph
+    #   langgraph-checkpoint
+    #   langgraph-prebuilt
+langchain-google-genai==2.1.12 \
+    --hash=sha256:4a98371e545eb97fcdf483086a4aebbb8eceeb9597ca5a9c4c35e92f4fbbd271 \
+    --hash=sha256:4c07630419a8fbe7a2ec512c6dea68289663bfe7d5fae0ba431d2cd59a0d0880
+    # via memeops-mcp-client
+langchain-mcp-adapters==0.1.10 \
+    --hash=sha256:ed15229d46e816d8b5686f9d645af9d5aa5bb2895ea49a23b1a65f3e4225a992 \
+    --hash=sha256:ef963bb64526b156de75fb48bb2f921e4f571f9d996185afcacc1d2f5c72fd8d
+    # via memeops-mcp-client
+langchain-text-splitters==0.3.11 \
+    --hash=sha256:7a50a04ada9a133bbabb80731df7f6ddac51bc9f1b9cab7fa09304d71d38a6cc \
+    --hash=sha256:cf079131166a487f1372c8ab5d0bfaa6c0a4291733d9c43a34a16ac9bcd6a393
+    # via langchain
+langgraph==0.6.7 \
+    --hash=sha256:ba7fd17b8220142d6a4269b6038f2b3dcbcef42cd5ecf4a4c8d9b60b010830a6 \
+    --hash=sha256:c724dd8c24806b70faf4903e8e20c0234f8c0a356e0e96a88035cbecca9df2cf
+    # via memeops-mcp-client
+langgraph-checkpoint==2.1.1 \
+    --hash=sha256:5a779134fd28134a9a83d078be4450bbf0e0c79fdf5e992549658899e6fc5ea7 \
+    --hash=sha256:72038c0f9e22260cb9bff1f3ebe5eb06d940b7ee5c1e4765019269d4f21cf92d
+    # via
+    #   langgraph
+    #   langgraph-prebuilt
+langgraph-prebuilt==0.6.4 \
+    --hash=sha256:819f31d88b84cb2729ff1b79db2d51e9506b8fb7aaacfc0d359d4fe16e717344 \
+    --hash=sha256:e9e53b906ee5df46541d1dc5303239e815d3ec551e52bb03dd6463acc79ec28f
+    # via langgraph
+langgraph-sdk==0.2.9 \
+    --hash=sha256:b3bd04c6be4fa382996cd2be8fbc1e7cc94857d2bc6b6f4599a7f2a245975303 \
+    --hash=sha256:fbf302edadbf0fb343596f91c597794e936ef68eebc0d3e1d358b6f9f72a1429
+    # via langgraph
+langsmith==0.4.29 \
+    --hash=sha256:20f39c96057d47a83b6df2b18a5137e2389b5b41f34fe0a64a8d6812de3c0ccf \
+    --hash=sha256:7014606b6710cc1b14333c75cdb981d5bea3ed488626a026bad51d2a61e354c4
+    # via
+    #   langchain
+    #   langchain-core
+lazy-object-proxy==1.12.0 \
+    --hash=sha256:08c465fb5cd23527512f9bd7b4c7ba6cec33e28aad36fbbe46bf7b858f9f3f7f \
+    --hash=sha256:0a83c6f7a6b2bfc11ef3ed67f8cbe99f8ff500b05655d8e7df9aab993a6abc95 \
+    --hash=sha256:14e348185adbd03ec17d051e169ec45686dcd840a3779c9d4c10aabe2ca6e1c0 \
+    --hash=sha256:1f5a462d92fd0cfb82f1fab28b51bfb209fabbe6aabf7f0d51472c0c124c0c61 \
+    --hash=sha256:256262384ebd2a77b023ad02fbcc9326282bcfd16484d5531154b02bc304f4c5 \
+    --hash=sha256:338ab2f132276203e404951205fe80c3fd59429b3a724e7b662b2eb539bb1be9 \
+    --hash=sha256:4a79b909aa16bde8ae606f06e6bbc9d3219d2e57fb3e0076e17879072b742c65 \
+    --hash=sha256:4ab2c584e3cc8be0dfca422e05ad30a9abe3555ce63e9ab7a559f62f8dbc6ff9 \
+    --hash=sha256:53c7fd99eb156bbb82cbc5d5188891d8fdd805ba6c1e3b92b90092da2a837073 \
+    --hash=sha256:563d2ec8e4d4b68ee7848c5ab4d6057a6d703cb7963b342968bb8758dda33a23 \
+    --hash=sha256:6763941dbf97eea6b90f5b06eb4da9418cc088fce0e3883f5816090f9afcde4a \
+    --hash=sha256:67f07ab742f1adfb3966c40f630baaa7902be4222a17941f3d85fd1dae5565ff \
+    --hash=sha256:717484c309df78cedf48396e420fa57fc8a2b1f06ea889df7248fdd156e58847 \
+    --hash=sha256:75ba769017b944fcacbf6a80c18b2761a1795b03f8899acdad1f1c39db4409be \
+    --hash=sha256:7601ec171c7e8584f8ff3f4e440aa2eebf93e854f04639263875b8c2971f819f \
+    --hash=sha256:7b22c2bbfb155706b928ac4d74c1a63ac8552a55ba7fff4445155523ea4067e1 \
+    --hash=sha256:81d1852fb30fab81696f93db1b1e55a5d1ff7940838191062f5f56987d5fcc3e \
+    --hash=sha256:86fd61cb2ba249b9f436d789d1356deae69ad3231dc3c0f17293ac535162672e \
+    --hash=sha256:8c40b3c9faee2e32bfce0df4ae63f4e73529766893258eca78548bac801c8f66 \
+    --hash=sha256:8ee0d6027b760a11cc18281e702c0309dd92da458a74b4c15025d7fc490deede \
+    --hash=sha256:a6b7ea5ea1ffe15059eb44bcbcb258f97bcb40e139b88152c40d07b1a1dfc9ac \
+    --hash=sha256:be9045646d83f6c2664c1330904b245ae2371b5c57a3195e4028aedc9f999655 \
+    --hash=sha256:c4fcbe74fb85df8ba7825fa05eddca764138da752904b378f0ae5ab33a36c308 \
+    --hash=sha256:c9defba70ab943f1df98a656247966d7729da2fe9c2d5d85346464bf320820a3 \
+    --hash=sha256:fdc70d81235fc586b9e3d1aeef7d1553259b62ecaae9db2167a5d2550dcc391a
+    # via openapi-spec-validator
+markdown-it-py==4.0.0 \
+    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
+    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+    # via rich
+markupsafe==3.0.2 \
+    --hash=sha256:0f4ca02bea9a23221c0182836703cbf8930c5e9454bacce27e767509fa286a30 \
+    --hash=sha256:131a3c7689c85f5ad20f9f6fb1b866f402c445b220c19fe4308c0b147ccd2ad9 \
+    --hash=sha256:15ab75ef81add55874e7ab7055e9c397312385bd9ced94920f2802310c930396 \
+    --hash=sha256:1c99d261bd2d5f6b59325c92c73df481e05e57f19837bdca8413b9eac4bd8028 \
+    --hash=sha256:2181e67807fc2fa785d0592dc2d6206c019b9502410671cc905d132a92866557 \
+    --hash=sha256:3d79d162e7be8f996986c064d1c7c817f6df3a77fe3d6859f6f9e7be4b8c213a \
+    --hash=sha256:444dcda765c8a838eaae23112db52f1efaf750daddb2d9ca300bcae1039adc5c \
+    --hash=sha256:4aa4e5faecf353ed117801a068ebab7b7e09ffb6e1d5e412dc852e0da018126c \
+    --hash=sha256:52305740fe773d09cffb16f8ed0427942901f00adedac82ec8b67752f58a1b22 \
+    --hash=sha256:569511d3b58c8791ab4c2e1285575265991e6d8f8700c7be0e88f86cb0672094 \
+    --hash=sha256:6381026f158fdb7c72a168278597a5e3a5222e83ea18f543112b2662a9b699c5 \
+    --hash=sha256:846ade7b71e3536c4e56b386c2a47adf5741d2d8b94ec9dc3e92e5e1ee1e2225 \
+    --hash=sha256:88416bd1e65dcea10bc7569faacb2c20ce071dd1f87539ca2ab364bf6231393c \
+    --hash=sha256:8e06879fc22a25ca47312fbe7c8264eb0b662f6db27cb2d3bbbc74b1df4b9b87 \
+    --hash=sha256:9778bd8ab0a994ebf6f84c2b949e65736d5575320a17ae8984a77fab08db94cf \
+    --hash=sha256:a904af0a6162c73e3edcb969eeeb53a63ceeb5d8cf642fade7d39e7963a22ddb \
+    --hash=sha256:ad10d3ded218f1039f11a75f8091880239651b52e9bb592ca27de44eed242a48 \
+    --hash=sha256:b5a6b3ada725cea8a5e634536b1b01c30bcdcd7f9c6fff4151548d5bf6b3a36c \
+    --hash=sha256:ba8062ed2cf21c07a9e295d5b8a2a5ce678b913b45fdf68c32d95d6c1291e0b6 \
+    --hash=sha256:ba9527cdd4c926ed0760bc301f6728ef34d841f405abf9d4f959c478421e4efd \
+    --hash=sha256:bcf3e58998965654fdaff38e58584d8937aa3096ab5354d493c77d1fdd66d7a1 \
+    --hash=sha256:c0ef13eaeee5b615fb07c9a7dadb38eac06a0608b41570d8ade51c56539e509d \
+    --hash=sha256:cabc348d87e913db6ab4aa100f01b08f481097838bdddf7c7a84b7575b7309ca \
+    --hash=sha256:cdb82a876c47801bb54a690c5ae105a46b392ac6099881cdfb9f6e95e4014c6a \
+    --hash=sha256:d16a81a06776313e817c951135cf7340a3e91e8c1ff2fac444cfd75fffa04afe \
+    --hash=sha256:e17c96c14e19278594aa4841ec148115f9c7615a47382ecb6b82bd8fea3ab0c8 \
+    --hash=sha256:e444a31f8db13eb18ada366ab3cf45fd4b31e4db1236a4448f68778c1d1a5a2f \
+    --hash=sha256:e6a2a455bd412959b57a172ce6328d2dd1f01cb2135efda2e4576e8a23fa3b0f \
+    --hash=sha256:ee55d3edf80167e48ea11a923c7386f4669df67d7994554387f84e7d8b0a2bf0 \
+    --hash=sha256:f3818cb119498c0678015754eba762e0d61e5b52d34c8b13d770f0719f7b1d79 \
+    --hash=sha256:f8b3d067f2e40fe93e1ccdd6b2e1d16c43140e76f02fb1319a05cf2b79d99430
+    # via
+    #   gradio
+    #   jinja2
+    #   werkzeug
+mcp==1.14.1 \
+    --hash=sha256:31c4406182ba15e8f30a513042719c3f0a38c615e76188ee5a736aaa89e20134 \
+    --hash=sha256:3b7a479e8e5cbf5361bdc1da8bc6d500d795dc3aff44b44077a363a7f7e945a4
+    # via
+    #   fastmcp
+    #   langchain-mcp-adapters
+mdurl==0.1.2 \
+    --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
+    --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
+    # via markdown-it-py
+more-itertools==10.8.0 \
+    --hash=sha256:52d4362373dcf7c52546bc4af9a86ee7c4579df9a8dc268be0a2f949d376cc9b \
+    --hash=sha256:f638ddf8a1a0d134181275fb5d58b086ead7c6a72429ad725c67503f13ba30bd
+    # via openapi-core
+numpy==2.2.6 \
+    --hash=sha256:038613e9fb8c72b0a41f025a7e4c3f0b7a1b5d768ece4796b674c8f3fe13efff \
+    --hash=sha256:0811bb762109d9708cca4d0b13c4f67146e3c3b7cf8d34018c722adb2d957c84 \
+    --hash=sha256:0bca768cd85ae743b2affdc762d617eddf3bcf8724435498a1e80132d04879e6 \
+    --hash=sha256:1bc23a79bfabc5d056d106f9befb8d50c31ced2fbc70eedb8155aec74a45798f \
+    --hash=sha256:287cc3162b6f01463ccd86be154f284d0893d2b3ed7292439ea97eafa8170e0b \
+    --hash=sha256:37c0ca431f82cd5fa716eca9506aefcabc247fb27ba69c5062a6d3ade8cf8f49 \
+    --hash=sha256:389d771b1623ec92636b0786bc4ae56abafad4a4c513d36a55dce14bd9ce8571 \
+    --hash=sha256:41c5a21f4a04fa86436124d388f6ed60a9343a6f767fced1a8a71c3fbca038ff \
+    --hash=sha256:4eeaae00d789f66c7a25ac5f34b71a7035bb474e679f410e5e1a94deb24cf2d4 \
+    --hash=sha256:55a4d33fa519660d69614a9fad433be87e5252f4b03850642f88993f7b2ca566 \
+    --hash=sha256:5bd4fc3ac8926b3819797a7c0e2631eb889b4118a9898c84f585a54d475b7e40 \
+    --hash=sha256:5beb72339d9d4fa36522fc63802f469b13cdbe4fdab4a288f0c441b74272ebfd \
+    --hash=sha256:6031dd6dfecc0cf9f668681a37648373bddd6421fff6c66ec1624eed0180ee06 \
+    --hash=sha256:71594f7c51a18e728451bb50cc60a3ce4e6538822731b2933209a1f3614e9282 \
+    --hash=sha256:894b3a42502226a1cac872f840030665f33326fc3dac8e57c607905773cdcde3 \
+    --hash=sha256:8e9ace4a37db23421249ed236fdcdd457d671e25146786dfc96835cd951aa7c1 \
+    --hash=sha256:b0544343a702fa80c95ad5d3d608ea3599dd54d4632df855e4c8d24eb6ecfa1c \
+    --hash=sha256:b4f13750ce79751586ae2eb824ba7e1e8dba64784086c98cdbbcc6a42112ce0d \
+    --hash=sha256:c1f9540be57940698ed329904db803cf7a402f3fc200bfe599334c9bd84a40b2 \
+    --hash=sha256:de749064336d37e340f640b05f24e9e3dd678c57318c7289d222a8a2f543e90c \
+    --hash=sha256:e1dda9c7e08dc141e0247a5b8f49cf05984955246a327d4c48bda16821947b2f \
+    --hash=sha256:e29554e2bef54a90aa5cc07da6ce955accb83f21ab5de01a62c8478897b264fd \
+    --hash=sha256:e3143e4451880bed956e706a3220b4e5cf6172ef05fcc397f6f36a550b1dd868 \
+    --hash=sha256:f1372f041402e37e5e633e586f62aa53de2eac8d98cbfb822806ce4bbefcb74d \
+    --hash=sha256:f2618db89be1b4e05f7a1a847a9c1c0abd63e63a1607d892dd54668dd92faf87 \
+    --hash=sha256:f447e6acb680fd307f40d3da4852208af94afdfab89cf850986c3ca00562f4fa \
+    --hash=sha256:f92729c95468a2f4f15e9bb94c432a9229d0d50de67304399627a943201baa2f \
+    --hash=sha256:fc0c5673685c508a142ca65209b4e79ed6740a4ed6b2267dbba90f34b0b3cfda \
+    --hash=sha256:fd83c01228a688733f1ded5201c678f0c53ecc1006ffbc404db9f7a899ac6249 \
+    --hash=sha256:fe27749d33bb772c80dcd84ae7e8df2adc920ae8297400dabec45f0dedb3f6de \
+    --hash=sha256:fee4236c876c4e8369388054d02d0e9bb84821feb1a64dd59e137e6511a551f8
+    # via
+    #   gradio
+    #   pandas
+openapi-core==0.19.5 \
+    --hash=sha256:421e753da56c391704454e66afe4803a290108590ac8fa6f4a4487f4ec11f2d3 \
+    --hash=sha256:ef7210e83a59394f46ce282639d8d26ad6fc8094aa904c9c16eb1bac8908911f
+    # via fastmcp
+openapi-pydantic==0.5.1 \
+    --hash=sha256:a3a09ef4586f5bd760a8df7f43028b60cafb6d9f61de2acba9574766255ab146 \
+    --hash=sha256:ff6835af6bde7a459fb93eb93bb92b8749b754fc6e51b2f1590a19dc3005ee0d
+    # via fastmcp
+openapi-schema-validator==0.6.3 \
+    --hash=sha256:f37bace4fc2a5d96692f4f8b31dc0f8d7400fd04f3a937798eaf880d425de6ee \
+    --hash=sha256:f3b9870f4e556b5a62a1c39da72a6b4b16f3ad9c73dc80084b1b11e74ba148a3
+    # via
+    #   openapi-core
+    #   openapi-spec-validator
+openapi-spec-validator==0.7.2 \
+    --hash=sha256:4bbdc0894ec85f1d1bea1d6d9c8b2c3c8d7ccaa13577ef40da9c006c9fd0eb60 \
+    --hash=sha256:cc029309b5c5dbc7859df0372d55e9d1ff43e96d678b9ba087f7c56fc586f734
+    # via openapi-core
+orjson==3.11.3 \
+    --hash=sha256:0c6d7328c200c349e3a4c6d8c83e0a5ad029bdc2d417f234152bf34842d0fc8d \
+    --hash=sha256:0e92a4e83341ef79d835ca21b8bd13e27c859e4e9e4d7b63defc6e58462a3710 \
+    --hash=sha256:11c6d71478e2cbea0a709e8a06365fa63da81da6498a53e4c4f065881d21ae8f \
+    --hash=sha256:18bd1435cb1f2857ceb59cfb7de6f92593ef7b831ccd1b9bfb28ca530e539dce \
+    --hash=sha256:1c0603b1d2ffcd43a411d64797a19556ef76958aef1c182f22dc30860152a98a \
+    --hash=sha256:2030c01cbf77bc67bee7eef1e7e31ecf28649353987775e3583062c752da0077 \
+    --hash=sha256:2039b7847ba3eec1f5886e75e6763a16e18c68a63efc4b029ddf994821e2e66b \
+    --hash=sha256:29be5ac4164aa8bdcba5fa0700a3c9c316b411d8ed9d39ef8a882541bd452fae \
+    --hash=sha256:2b7b153ed90ababadbef5c3eb39549f9476890d339cf47af563aea7e07db2451 \
+    --hash=sha256:317bbe2c069bbc757b1a2e4105b64aacd3bc78279b66a6b9e51e846e4809f804 \
+    --hash=sha256:3782d2c60b8116772aea8d9b7905221437fdf53e7277282e8d8b07c220f96cca \
+    --hash=sha256:414f71e3bdd5573893bf5ecdf35c32b213ed20aa15536fe2f588f946c318824f \
+    --hash=sha256:524b765ad888dc5518bbce12c77c2e83dee1ed6b0992c1790cc5fb49bb4b6667 \
+    --hash=sha256:61dcdad16da5bb486d7227a37a2e789c429397793a6955227cedbd7252eb5a27 \
+    --hash=sha256:7909ae2460f5f494fecbcd10613beafe40381fd0316e35d6acb5f3a05bfda167 \
+    --hash=sha256:79b44319268af2eaa3e315b92298de9a0067ade6e6003ddaef72f8e0bedb94f1 \
+    --hash=sha256:828e3149ad8815dc14468f36ab2a4b819237c155ee1370341b91ea4c8672d2ee \
+    --hash=sha256:84fd82870b97ae3cdcea9d8746e592b6d40e1e4d4527835fc520c588d2ded04f \
+    --hash=sha256:88dcfc514cfd1b0de038443c7b3e6a9797ffb1b3674ef1fd14f701a13397f82d \
+    --hash=sha256:8b13974dc8ac6ba22feaa867fc19135a3e01a134b4f7c9c28162fed4d615008a \
+    --hash=sha256:8c752089db84333e36d754c4baf19c0e1437012242048439c7e80eb0e6426e3b \
+    --hash=sha256:9b8761b6cf04a856eb544acdd82fc594b978f12ac3602d6374a7edb9d86fd2c2 \
+    --hash=sha256:9dba358d55aee552bd868de348f4736ca5a4086d9a62e2bfbbeeb5629fe8b0cc \
+    --hash=sha256:9f1587f26c235894c09e8b5b7636a38091a9e6e7fe4531937534749c04face43 \
+    --hash=sha256:a0169ebd1cbd94b26c7a7ad282cf5c2744fce054133f959e02eb5265deae1872 \
+    --hash=sha256:ac9e05f25627ffc714c21f8dfe3a579445a5c392a9c8ae7ba1d0e9fb5333f56e \
+    --hash=sha256:ae8b756575aaa2a855a75192f356bbda11a89169830e1439cfb1a3e1a6dde7be \
+    --hash=sha256:af40c6612fd2a4b00de648aa26d18186cd1322330bd3a3cc52f87c699e995810 \
+    --hash=sha256:b822caf5b9752bc6f246eb08124c3d12bf2175b66ab74bac2ef3bbf9221ce1b2 \
+    --hash=sha256:bc779b4f4bba2847d0d2940081a7b6f7b5877e05408ffbb74fa1faf4a136c424 \
+    --hash=sha256:bc8bc85b81b6ac9fc4dae393a8c159b817f4c2c9dee5d12b773bddb3b95fc07e \
+    --hash=sha256:bd4b909ce4c50faa2192da6bb684d9848d4510b736b0611b6ab4020ea6fd2d23 \
+    --hash=sha256:c9416cc19a349c167ef76135b2fe40d03cea93680428efee8771f3e9fb66079d \
+    --hash=sha256:cf4b81227ec86935568c7edd78352a92e97af8da7bd70bdfdaa0d2e0011a1ab4 \
+    --hash=sha256:d61cd543d69715d5fc0a690c7c6f8dcc307bc23abef9738957981885f5f38229 \
+    --hash=sha256:e44fbe4000bd321d9f3b648ae46e0196d21577cf66ae684a96ff90b1f7c93633 \
+    --hash=sha256:e6fbaf48a744b94091a56c62897b27c31ee2da93d826aa5b207131a1e13d4064 \
+    --hash=sha256:e8f6a7a27d7b7bec81bd5924163e9af03d49bbb63013f107b48eb5d16db711bc \
+    --hash=sha256:eabcf2e84f1d7105f84580e03012270c7e97ecb1fb1618bda395061b2a84a049 \
+    --hash=sha256:f83abab5bacb76d9c821fd5c07728ff224ed0e52d7a71b7b3de822f3df04e15c \
+    --hash=sha256:fbecb9709111be913ae6879b07bafd4b0785b44c1eb5cac8ac76da048b3885a1 \
+    --hash=sha256:ff94112e0098470b665cb0ed06efb187154b63649403b8d5e9aedeb482b4548c
+    # via
+    #   gradio
+    #   langgraph-sdk
+    #   langsmith
+ormsgpack==1.10.0 \
+    --hash=sha256:144b5e88f1999433e54db9d637bae6fe21e935888be4e3ac3daecd8260bd454e \
+    --hash=sha256:1957dcadbb16e6a981cd3f9caef9faf4c2df1125e2a1b702ee8236a55837ce07 \
+    --hash=sha256:2190b352509d012915921cca76267db136cd026ddee42f1b0d9624613cc7058c \
+    --hash=sha256:33afe143a7b61ad21bb60109a86bb4e87fec70ef35db76b89c65b17e32da7935 \
+    --hash=sha256:35fa9f81e5b9a0dab42e09a73f7339ecffdb978d6dbf9deb2ecf1e9fc7808722 \
+    --hash=sha256:3b29412558c740bf6bac156727aa85ac67f9952cd6f071318f29ee72e1a76044 \
+    --hash=sha256:4e159d50cd4064d7540e2bc6a0ab66eab70b0cc40c618b485324ee17037527c0 \
+    --hash=sha256:534d18acb805c75e5fba09598bf40abe1851c853247e61dda0c01f772234da69 \
+    --hash=sha256:6933f350c2041ec189fe739f0ba7d6117c8772f5bc81f45b97697a84d03020dd \
+    --hash=sha256:7f7a27efd67ef22d7182ec3b7fa7e9d147c3ad9be2a24656b23c989077e08b16 \
+    --hash=sha256:86fd9c1737eaba43d3bb2730add9c9e8b5fbed85282433705dd1b1e88ea7e6fb \
+    --hash=sha256:8d816d45175a878993b7372bd5408e0f3ec5a40f48e2d5b9d8f1cc5d31b61f1f \
+    --hash=sha256:9a86de06d368fcc2e58b79dece527dc8ca831e0e8b9cec5d6e633d2777ec93d0 \
+    --hash=sha256:a90345ccb058de0f35262893751c603b6376b05f02be2b6f6b7e05d9dd6d5643 \
+    --hash=sha256:c28249574934534c9bd5dce5485c52f21bcea0ee44d13ece3def6e3d2c3798b5 \
+    --hash=sha256:eeb47c85f3a866e29279d801115b554af0fefc409e2ed8aa90aabfa77efe5cc6 \
+    --hash=sha256:f23d45080846a7b90feabec0d330a9cc1863dc956728412e4f7986c80ab3a668
+    # via langgraph-checkpoint
+packaging==25.0 \
+    --hash=sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484 \
+    --hash=sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f
+    # via
+    #   gradio
+    #   gradio-client
+    #   huggingface-hub
+    #   langchain-core
+    #   langsmith
+pandas==2.3.2 \
+    --hash=sha256:0064187b80a5be6f2f9c9d6bdde29372468751dfa89f4211a3c5871854cfbf7a \
+    --hash=sha256:0bd281310d4f412733f319a5bc552f86d62cddc5f51d2e392c8787335c994175 \
+    --hash=sha256:0c6ecbac99a354a051ef21c5307601093cb9e0f4b1855984a084bfec9302699e \
+    --hash=sha256:0cee69d583b9b128823d9514171cabb6861e09409af805b54459bd0c821a35c2 \
+    --hash=sha256:114c2fe4f4328cf98ce5716d1532f3ab79c5919f95a9cfee81d9140064a2e4d6 \
+    --hash=sha256:12d039facec710f7ba305786837d0225a3444af7bbd9c15c32ca2d40d157ed8b \
+    --hash=sha256:1b9b52693123dd234b7c985c68b709b0b009f4521000d0525f2b95c22f15944b \
+    --hash=sha256:213a5adf93d020b74327cb2c1b842884dbdd37f895f42dcc2f09d451d949f811 \
+    --hash=sha256:2319656ed81124982900b4c37f0e0c58c015af9a7bbc62342ba5ad07ace82ba9 \
+    --hash=sha256:3fbb977f802156e7a3f829e9d1d5398f6192375a3e2d1a9ee0803e35fe70a2b9 \
+    --hash=sha256:48fa91c4dfb3b2b9bfdb5c24cd3567575f4e13f9636810462ffed8925352be5a \
+    --hash=sha256:4ac8c320bded4718b298281339c1a50fb00a6ba78cb2a63521c39bec95b0209b \
+    --hash=sha256:837248b4fc3a9b83b9c6214699a13f069dc13510a6a6d7f9ba33145d2841a012 \
+    --hash=sha256:8c13b81a9347eb8c7548f53fd9a4f08d4dfe996836543f805c987bafa03317ae \
+    --hash=sha256:96d31a6b4354e3b9b8a2c848af75d31da390657e3ac6f30c05c82068b9ed79b9 \
+    --hash=sha256:ab7b58f8f82706890924ccdfb5f48002b83d2b5a3845976a9fb705d36c34dcdb \
+    --hash=sha256:b37205ad6f00d52f16b6d09f406434ba928c1a1966e2771006a9033c736d30d2 \
+    --hash=sha256:c624b615ce97864eb588779ed4046186f967374185c047070545253a52ab2d57 \
+    --hash=sha256:c6f048aa0fd080d6a06cc7e7537c09b53be6642d330ac6f54a600c3ace857ee9 \
+    --hash=sha256:d2c3554bd31b731cd6490d94a28f3abb8dd770634a9e06eb6d2911b9827db370 \
+    --hash=sha256:df4df0b9d02bb873a106971bb85d448378ef14b86ba96f035f50bbd3688456b4
+    # via gradio
+parse==1.20.2 \
+    --hash=sha256:967095588cb802add9177d0c0b6133b5ba33b1ea9007ca800e526f42a85af558 \
+    --hash=sha256:b41d604d16503c79d81af5165155c0b20f6c8d6c559efa66b4b695c3e5a0a0ce
+    # via openapi-core
+pathable==0.4.4 \
+    --hash=sha256:5ae9e94793b6ef5a4cbe0a7ce9dbbefc1eec38df253763fd0aeeacf2762dbbc2 \
+    --hash=sha256:6905a3cd17804edfac7875b5f6c9142a218c7caef78693c2dbbbfbac186d88b2
+    # via jsonschema-path
+pillow==11.3.0 \
+    --hash=sha256:023f6d2d11784a465f09fd09a34b150ea4672e85fb3d05931d89f373ab14abb2 \
+    --hash=sha256:02a723e6bf909e7cea0dac1b0e0310be9d7650cd66222a5f1c571455c0a45214 \
+    --hash=sha256:05f6ecbeff5005399bb48d198f098a9b4b6bdf27b8487c7f38ca16eeb070cd59 \
+    --hash=sha256:068d9c39a2d1b358eb9f245ce7ab1b5c3246c7c8c7d9ba58cfa5b43146c06e50 \
+    --hash=sha256:0743841cabd3dba6a83f38a92672cccbd69af56e3e91777b0ee7f4dba4385632 \
+    --hash=sha256:0b275ff9b04df7b640c59ec5a3cb113eefd3795a8df80bac69646ef699c6981a \
+    --hash=sha256:0bce5c4fd0921f99d2e858dc4d4d64193407e1b99478bc5cacecba2311abde51 \
+    --hash=sha256:1019b04af07fc0163e2810167918cb5add8d74674b6267616021ab558dc98ced \
+    --hash=sha256:118ca10c0d60b06d006be10a501fd6bbdfef559251ed31b794668ed569c87e12 \
+    --hash=sha256:13f87d581e71d9189ab21fe0efb5a23e9f28552d5be6979e84001d3b8505abe8 \
+    --hash=sha256:155658efb5e044669c08896c0c44231c5e9abcaadbc5cd3648df2f7c0b96b9a6 \
+    --hash=sha256:1904e1264881f682f02b7f8167935cce37bc97db457f8e7849dc3a6a52b99580 \
+    --hash=sha256:1c627742b539bba4309df89171356fcb3cc5a9178355b2727d1b74a6cf155fbd \
+    --hash=sha256:1f85acb69adf2aaee8b7da124efebbdb959a104db34d3a2cb0f3793dbae422a8 \
+    --hash=sha256:2465a69cf967b8b49ee1b96d76718cd98c4e925414ead59fdf75cf0fd07df673 \
+    --hash=sha256:2a3117c06b8fb646639dce83694f2f9eac405472713fcb1ae887469c0d4f6788 \
+    --hash=sha256:2aceea54f957dd4448264f9bf40875da0415c83eb85f55069d89c0ed436e3542 \
+    --hash=sha256:2d6fcc902a24ac74495df63faad1884282239265c6839a0a6416d33faedfae7e \
+    --hash=sha256:30b7c02f3899d10f13d7a48163c8969e4e653f8b43416d23d13d1bbfdc93b9f8 \
+    --hash=sha256:3828ee7586cd0b2091b6209e5ad53e20d0649bbe87164a459d0676e035e8f523 \
+    --hash=sha256:3e184b2f26ff146363dd07bde8b711833d7b0202e27d13540bfe2e35a323a809 \
+    --hash=sha256:41342b64afeba938edb034d122b2dda5db2139b9a4af999729ba8818e0056477 \
+    --hash=sha256:41742638139424703b4d01665b807c6468e23e699e8e90cffefe291c5832b027 \
+    --hash=sha256:45dfc51ac5975b938e9809451c51734124e73b04d0f0ac621649821a63852e7b \
+    --hash=sha256:4c834a3921375c48ee6b9624061076bc0a32a60b5532b322cc0ea64e639dd50e \
+    --hash=sha256:4c96f993ab8c98460cd0c001447bff6194403e8b1d7e149ade5f00594918128b \
+    --hash=sha256:59a03cdf019efbfeeed910bf79c7c93255c3d54bc45898ac2a4140071b02b4ae \
+    --hash=sha256:5e05688ccef30ea69b9317a9ead994b93975104a677a36a8ed8106be9260aa6d \
+    --hash=sha256:67172f2944ebba3d4a7b54f2e95c786a3a50c21b88456329314caaa28cda70f6 \
+    --hash=sha256:676b2815362456b5b3216b4fd5bd89d362100dc6f4945154ff172e206a22c024 \
+    --hash=sha256:6be31e3fc9a621e071bc17bb7de63b85cbe0bfae91bb0363c893cbe67247780d \
+    --hash=sha256:7859a4cc7c9295f5838015d8cc0a9c215b77e43d07a25e460f35cf516df8626f \
+    --hash=sha256:7966e38dcd0fa11ca390aed7c6f20454443581d758242023cf36fcb319b1a874 \
+    --hash=sha256:79ea0d14d3ebad43ec77ad5272e6ff9bba5b679ef73375ea760261207fa8e0aa \
+    --hash=sha256:7b161756381f0918e05e7cb8a371fff367e807770f8fe92ecb20d905d0e1c149 \
+    --hash=sha256:7db51d222548ccfd274e4572fdbf3e810a5e66b00608862f947b163e613b67dd \
+    --hash=sha256:83e1b0161c9d148125083a35c1c5a89db5b7054834fd4387499e06552035236c \
+    --hash=sha256:857844335c95bea93fb39e0fa2726b4d9d758850b34075a7e3ff4f4fa3aa3b31 \
+    --hash=sha256:8797edc41f3e8536ae4b10897ee2f637235c94f27404cac7297f7b607dd0716e \
+    --hash=sha256:8924748b688aa210d79883357d102cd64690e56b923a186f35a82cbc10f997db \
+    --hash=sha256:921bd305b10e82b4d1f5e802b6850677f965d8394203d182f078873851dada69 \
+    --hash=sha256:93efb0b4de7e340d99057415c749175e24c8864302369e05914682ba642e5d77 \
+    --hash=sha256:97f07ed9f56a3b9b5f49d3661dc9607484e85c67e27f3e8be2c7d28ca032fec7 \
+    --hash=sha256:98a9afa7b9007c67ed84c57c9e0ad86a6000da96eaa638e4f8abe5b65ff83f0a \
+    --hash=sha256:a1bc6ba083b145187f648b667e05a2534ecc4b9f2784c2cbe3089e44868f2b9b \
+    --hash=sha256:a418486160228f64dd9e9efcd132679b7a02a5f22c982c78b6fc7dab3fefb635 \
+    --hash=sha256:a4d336baed65d50d37b88ca5b60c0fa9d81e3a87d4a7930d3880d1624d5b31f3 \
+    --hash=sha256:a6444696fce635783440b7f7a9fc24b3ad10a9ea3f0ab66c5905be1c19ccf17d \
+    --hash=sha256:a7bc6e6fd0395bc052f16b1a8670859964dbd7003bd0af2ff08342eb6e442cfe \
+    --hash=sha256:c37d8ba9411d6003bba9e518db0db0c58a680ab9fe5179f040b0463644bc9805 \
+    --hash=sha256:c96d333dcf42d01f47b37e0979b6bd73ec91eae18614864622d9b87bbd5bbf36 \
+    --hash=sha256:d9da3df5f9ea2a89b81bb6087177fb1f4d1c7146d583a3fe5c672c0d94e55e12 \
+    --hash=sha256:eb76541cba2f958032d79d143b98a3a6b3ea87f0959bbe256c0b5e416599fd5d \
+    --hash=sha256:ec1ee50470b0d050984394423d96325b744d55c701a439d2bd66089bff963d3c \
+    --hash=sha256:ee92f2fd10f4adc4b43d07ec5e779932b4eb3dbfbc34790ada5a6669bc095aa6 \
+    --hash=sha256:f0f5d8f4a08090c6d6d578351a2b91acf519a54986c055af27e7a93feae6d3f1 \
+    --hash=sha256:f8a5827f84d973d8636e9dc5764af4f0cf2318d26744b3d902931701b0d46653 \
+    --hash=sha256:f944255db153ebb2b19c51fe85dd99ef0ce494123f21b9db4877ffdfc5590c7c \
+    --hash=sha256:fdae223722da47b024b867c1ea0be64e0df702c5e0a60e27daad39bf960dd1e4
+    # via gradio
+proto-plus==1.26.1 \
+    --hash=sha256:13285478c2dcf2abb829db158e1047e2f1e8d63a077d94263c2b88b043c75a66 \
+    --hash=sha256:21a515a4c4c0088a773899e23c7bbade3d18f9c66c73edd4c7ee3816bc96a012
+    # via
+    #   google-ai-generativelanguage
+    #   google-api-core
+protobuf==6.32.1 \
+    --hash=sha256:2601b779fc7d32a866c6b4404f9d42a3f67c5b9f3f15b4db3cccabe06b95c346 \
+    --hash=sha256:2f5b80a49e1eb7b86d85fcd23fe92df154b9730a725c3b38c4e43b9d77018bf4 \
+    --hash=sha256:a8a32a84bc9f2aad712041b8b366190f71dde248926da517bde9e832e4412085 \
+    --hash=sha256:b00a7d8c25fa471f16bc8153d0e53d6c9e827f0953f3c09aaa4331c718cae5e1 \
+    --hash=sha256:b1864818300c297265c83a4982fd3169f97122c299f56a56e2445c3698d34710 \
+    --hash=sha256:d8c7e6eb619ffdf105ee4ab76af5a68b60a9d0f66da3ea12d1640e6d8dab7281 \
+    --hash=sha256:ee2469e4a021474ab9baafea6cd070e5bf27c7d29433504ddea1a4ee5850f68d
+    # via
+    #   google-ai-generativelanguage
+    #   google-api-core
+    #   googleapis-common-protos
+    #   grpcio-status
+    #   proto-plus
+pyasn1==0.6.1 \
+    --hash=sha256:0d632f46f2ba09143da3a8afe9e33fb6f92fa2320ab7e886e2d0f7672af84629 \
+    --hash=sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034
+    # via
+    #   pyasn1-modules
+    #   rsa
+pyasn1-modules==0.4.2 \
+    --hash=sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a \
+    --hash=sha256:677091de870a80aae844b1ca6134f54652fa2c8c5a52aa396440ac3106e941e6
+    # via google-auth
+pycparser==2.23 ; implementation_name != 'PyPy' and platform_python_implementation != 'PyPy' \
+    --hash=sha256:78816d4f24add8f10a06d6f05b4d424ad9e96cfebf68a4ddc99c65c0720d00c2 \
+    --hash=sha256:e5c6e8d3fbad53479cab09ac03729e0a9faf2bee3db8208a550daf5af81a5934
+    # via cffi
+pydantic==2.11.9 \
+    --hash=sha256:6b8ffda597a14812a7975c90b82a8a2e777d9257aba3453f973acd3c032a18e2 \
+    --hash=sha256:c42dd626f5cfc1c6950ce6205ea58c93efa406da65f479dcb4029d5934857da2
+    # via
+    #   fastapi
+    #   fastmcp
+    #   gradio
+    #   langchain
+    #   langchain-core
+    #   langchain-google-genai
+    #   langgraph
+    #   langsmith
+    #   mcp
+    #   openapi-pydantic
+    #   pydantic-settings
+pydantic-core==2.33.2 \
+    --hash=sha256:04a1a413977ab517154eebb2d326da71638271477d6ad87a769102f7c2488c56 \
+    --hash=sha256:0a9f2c9dd19656823cb8250b0724ee9c60a82f3cdf68a080979d13092a3b0fef \
+    --hash=sha256:0fb2d542b4d66f9470e8065c5469ec676978d625a8b7a363f07d9a501a9cb36a \
+    --hash=sha256:1082dd3e2d7109ad8b7da48e1d4710c8d06c253cbc4a27c1cff4fbcaa97a9e3f \
+    --hash=sha256:1ea40a64d23faa25e62a70ad163571c0b342b8bf66d5fa612ac0dec4f069d916 \
+    --hash=sha256:2b0a451c263b01acebe51895bfb0e1cc842a5c666efe06cdf13846c7418caa9a \
+    --hash=sha256:3c6db6e52c6d70aa0d00d45cdb9b40f0433b96380071ea80b09277dba021ddf7 \
+    --hash=sha256:4e61206137cbc65e6d5256e1166f88331d3b6238e082d9f74613b9b765fb9025 \
+    --hash=sha256:52fb90784e0a242bb96ec53f42196a17278855b0f31ac7c3cc6f5c1ec4811849 \
+    --hash=sha256:572c7e6c8bb4774d2ac88929e3d1f12bc45714ae5ee6d9a788a9fb35e60bb04b \
+    --hash=sha256:5c92edd15cd58b3c2d34873597a1e20f13094f59cf88068adb18947df5455b4e \
+    --hash=sha256:5f483cfb75ff703095c59e365360cb73e00185e01aaea067cd19acffd2ab20ea \
+    --hash=sha256:61c18fba8e5e9db3ab908620af374db0ac1baa69f0f32df4f61ae23f15e586ac \
+    --hash=sha256:65132b7b4a1c0beded5e057324b7e16e10910c106d43675d9bd87d4f38dde162 \
+    --hash=sha256:7cb8bc3605c29176e1b105350d2e6474142d7c1bd1d9327c4a9bdb46bf827acc \
+    --hash=sha256:8f57a69461af2a5fa6e6bbd7a5f60d3b7e6cebb687f55106933188e79ad155c1 \
+    --hash=sha256:95237e53bb015f67b63c91af7518a62a8660376a6a0db19b89acc77a4d6199f5 \
+    --hash=sha256:96081f1605125ba0855dfda83f6f3df5ec90c61195421ba72223de35ccfb2f88 \
+    --hash=sha256:9cb1da0f5a471435a7bc7e439b8a728e8b61e59784b2af70d7c169f8dd8ae290 \
+    --hash=sha256:9fdac5d6ffa1b5a83bca06ffe7583f5576555e6c8b3a91fbd25ea7780f825f7d \
+    --hash=sha256:a7ec89dc587667f22b6a0b6579c249fca9026ce7c333fc142ba42411fa243cdc \
+    --hash=sha256:c083a3bdd5a93dfe480f1125926afcdbf2917ae714bdb80b36d34318b2bec5d9 \
+    --hash=sha256:c2fc0a768ef76c15ab9238afa6da7f69895bb5d1ee83aeea2e3509af4472d0b9 \
+    --hash=sha256:c52b02ad8b4e2cf14ca7b3d918f3eb0ee91e63b3167c32591e57c4317e134f8f \
+    --hash=sha256:c8e7af2f4e0194c22b5b37205bfb293d166a7344a5b0d0eaccebc376546d77d5 \
+    --hash=sha256:cca3868ddfaccfbc4bfb1d608e2ccaaebe0ae628e1416aeb9c4d88c001bb45ab \
+    --hash=sha256:db4b41f9bd95fbe5acd76d89920336ba96f03e149097365afe1cb092fceb89a1 \
+    --hash=sha256:e80b087132752f6b3d714f041ccf74403799d3b23a72722ea2e6ba2e892555b9 \
+    --hash=sha256:eb8c529b2819c37140eb51b914153063d27ed88e3bdc31b71198a198e921e011 \
+    --hash=sha256:f517ca031dfc037a9c07e748cefd8d96235088b83b4f4ba8939105d20fa1dcd6 \
+    --hash=sha256:f941635f2a3d96b2973e867144fde513665c87f13fe0e193c158ac51bfaaa7b2 \
+    --hash=sha256:fa854f5cf7e33842a892e5c73f45327760bc7bc516339fda888c75ae60edaeb6
+    # via pydantic
+pydantic-settings==2.10.1 \
+    --hash=sha256:06f0062169818d0f5524420a360d632d5857b83cffd4d42fe29597807a1614ee \
+    --hash=sha256:a60952460b99cf661dc25c29c0ef171721f98bfcb52ef8d9ea4c943d7c8cc796
+    # via mcp
+pydub==0.25.1 \
+    --hash=sha256:65617e33033874b59d87db603aa1ed450633288aefead953b30bded59cb599a6 \
+    --hash=sha256:980a33ce9949cab2a569606b65674d748ecbca4f0796887fd6f46173a7b0d30f
+    # via gradio
+pygments==2.19.2 \
+    --hash=sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887 \
+    --hash=sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b
+    # via rich
+pyperclip==1.10.0 \
+    --hash=sha256:180c8346b1186921c75dfd14d9048a6b5d46bfc499778811952c6dd6eb1ca6be \
+    --hash=sha256:596fbe55dc59263bff26e61d2afbe10223e2fccb5210c9c96a28d6887cfcc7ec
+    # via fastmcp
+python-dateutil==2.9.0.post0 \
+    --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
+    --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
+    # via pandas
+python-dotenv==1.1.1 \
+    --hash=sha256:31f23644fe2602f88ff55e1f5c79ba497e01224ee7737937930c448e4d0e24dc \
+    --hash=sha256:a8a6399716257f45be6a007360200409fce5cda2661e3dec71d23dc15f6189ab
+    # via
+    #   fastmcp
+    #   pydantic-settings
+python-multipart==0.0.20 \
+    --hash=sha256:8a62d3a8335e06589fe01f2a3e178cdcc632f3fbe0d492ad9ee0ec35aab1f104 \
+    --hash=sha256:8dd0cab45b8e23064ae09147625994d090fa46f5b0d1e13af944c331a7fa9d13
+    # via
+    #   gradio
+    #   mcp
+pytz==2025.2 \
+    --hash=sha256:360b9e3dbb49a209c21ad61809c7fb453643e048b38924c765813546746e81c3 \
+    --hash=sha256:5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00
+    # via pandas
+pywin32==311 ; sys_platform == 'win32' \
+    --hash=sha256:3aca44c046bd2ed8c90de9cb8427f581c479e594e99b5c0bb19b29c10fd6cb87 \
+    --hash=sha256:718a38f7e5b058e76aee1c56ddd06908116d35147e133427e59a3983f703a20d \
+    --hash=sha256:750ec6e621af2b948540032557b10a2d43b0cee2ae9758c54154d711cc852d31 \
+    --hash=sha256:7b4075d959648406202d92a2310cb990fea19b535c7f4a78d3f5e10b926eeb8a \
+    --hash=sha256:a508e2d9025764a8270f93111a970e1d0fbfc33f4153b388bb649b7eec4f9b42 \
+    --hash=sha256:b7a2c10b93f8986666d0c803ee19b5990885872a7de910fc460f9b0c2fbf92ee \
+    --hash=sha256:b8c095edad5c211ff31c05223658e71bf7116daa0ecf3ad85f3201ea3190d067 \
+    --hash=sha256:e286f46a9a39c4a18b319c28f59b61de793654af2f395c102b4f819e584b5852 \
+    --hash=sha256:f95ba5a847cba10dd8c4d8fefa9f2a6cf283b8b88ed6178fa8a6c1ab16054d0d
+    # via mcp
+pyyaml==6.0.2 \
+    --hash=sha256:0833f8694549e586547b576dcfaba4a6b55b9e96098b36cdc7ebefe667dfed48 \
+    --hash=sha256:0ffe8360bab4910ef1b9e87fb812d8bc0a308b0d0eef8c8f44e0254ab3b07133 \
+    --hash=sha256:17e311b6c678207928d649faa7cb0d7b4c26a0ba73d41e99c4fff6b6c3276484 \
+    --hash=sha256:1f71ea527786de97d1a0cc0eacd1defc0985dcf6b3f17bb77dcfc8c34bec4dc5 \
+    --hash=sha256:41e4e3953a79407c794916fa277a82531dd93aad34e29c2a514c2c0c5fe971cc \
+    --hash=sha256:50187695423ffe49e2deacb8cd10510bc361faac997de9efef88badc3bb9e2d1 \
+    --hash=sha256:68ccc6023a3400877818152ad9a1033e3db8625d899c72eacb5a668902e4d652 \
+    --hash=sha256:70b189594dbe54f75ab3a1acec5f1e3faa7e8cf2f1e08d9b561cb41b845f69d5 \
+    --hash=sha256:7e7401d0de89a9a855c839bc697c079a4af81cf878373abd7dc625847d25cbd8 \
+    --hash=sha256:80bab7bfc629882493af4aa31a4cfa43a4c57c83813253626916b8c7ada83476 \
+    --hash=sha256:8388ee1976c416731879ac16da0aff3f63b286ffdd57cdeb95f3f2e085687563 \
+    --hash=sha256:8b9c7197f7cb2738065c481a0461e50ad02f18c78cd75775628afb4d7137fb3b \
+    --hash=sha256:9b22676e8097e9e22e36d6b7bda33190d0d400f345f23d4065d48f4ca7ae0425 \
+    --hash=sha256:bc2fa7c6b47d6bc618dd7fb02ef6fdedb1090ec036abab80d4681424b84c1183 \
+    --hash=sha256:c70c95198c015b85feafc136515252a261a84561b7b1d51e3384e0655ddf25ab \
+    --hash=sha256:ce826d6ef20b1bc864f0a68340c8b3287705cae2f8b4b1d932177dcc76721725 \
+    --hash=sha256:d584d9ec91ad65861cc08d42e834324ef890a082e591037abe114850ff7bbc3e \
+    --hash=sha256:ef6107725bd54b262d6dedcc2af448a266975032bc85ef0172c5f059da6325b4 \
+    --hash=sha256:efdca5630322a10774e8e98e1af481aad470dd62c3170801852d752aa7a783ba
+    # via
+    #   gradio
+    #   huggingface-hub
+    #   jsonschema-path
+    #   langchain
+    #   langchain-core
+referencing==0.36.2 \
+    --hash=sha256:df2e89862cd09deabbdba16944cc3f10feb6b3e6f18e902f7cc25609a34775aa \
+    --hash=sha256:e8699adbbf8b5c7de96d8ffa0eb5c158b3beafce084968e2ea8bb08c6794dcd0
+    # via
+    #   jsonschema
+    #   jsonschema-path
+    #   jsonschema-specifications
+requests==2.32.5 \
+    --hash=sha256:2462f94637a34fd532264295e186976db0f5d453d1cdd31473c85a6a161affb6 \
+    --hash=sha256:dbba0bac56e100853db0ea71b82b4dfd5fe2bf6d3754a8893c3af500cec7d7cf
+    # via
+    #   google-api-core
+    #   huggingface-hub
+    #   jsonschema-path
+    #   langchain
+    #   langsmith
+    #   requests-toolbelt
+requests-toolbelt==1.0.0 \
+    --hash=sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6 \
+    --hash=sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06
+    # via langsmith
+rfc3339-validator==0.1.4 \
+    --hash=sha256:138a2abdf93304ad60530167e51d2dfb9549521a836871b88d7f4695d0022f6b \
+    --hash=sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa
+    # via openapi-schema-validator
+rich==14.1.0 \
+    --hash=sha256:536f5f1785986d6dbdea3c75205c473f970777b4a0d6c6dd1b696aa05a3fa04f \
+    --hash=sha256:e497a48b844b0320d45007cdebfeaeed8db2a4f4bcf49f15e455cfc4af11eaa8
+    # via
+    #   cyclopts
+    #   fastmcp
+    #   rich-rst
+    #   typer
+rich-rst==1.3.1 \
+    --hash=sha256:498a74e3896507ab04492d326e794c3ef76e7cda078703aa592d1853d91098c1 \
+    --hash=sha256:fad46e3ba42785ea8c1785e2ceaa56e0ffa32dbe5410dec432f37e4107c4f383
+    # via cyclopts
+rpds-py==0.27.1 \
+    --hash=sha256:08f1e20bccf73b08d12d804d6e1c22ca5530e71659e6673bce31a6bb71c1e73f \
+    --hash=sha256:0b08d152555acf1f455154d498ca855618c1378ec810646fcd7c76416ac6dc60 \
+    --hash=sha256:0dc5dceeaefcc96dc192e3a80bbe1d6c410c469e97bdd47494a7d930987f18b2 \
+    --hash=sha256:12ed005216a51b1d6e2b02a7bd31885fe317e45897de81d86dcce7d74618ffff \
+    --hash=sha256:134fae0e36022edad8290a6661edf40c023562964efea0cc0ec7f5d392d2aaef \
+    --hash=sha256:13e608ac9f50a0ed4faec0e90ece76ae33b34c0e8656e3dceb9a7db994c692cd \
+    --hash=sha256:1441811a96eadca93c517d08df75de45e5ffe68aa3089924f963c782c4b898cf \
+    --hash=sha256:15d3b4d83582d10c601f481eca29c3f138d44c92187d197aff663a269197c02d \
+    --hash=sha256:16323f674c089b0360674a4abd28d5042947d54ba620f72514d69be4ff64845e \
+    --hash=sha256:1b207d881a9aef7ba753d69c123a35d96ca7cb808056998f6b9e8747321f03b8 \
+    --hash=sha256:2643400120f55c8a96f7c9d858f7be0c88d383cd4653ae2cf0d0c88f668073e5 \
+    --hash=sha256:26a1c73171d10b7acccbded82bf6a586ab8203601e565badc74bbbf8bc5a10f8 \
+    --hash=sha256:2efe4eb1d01b7f5f1939f4ef30ecea6c6b3521eec451fb93191bf84b2a522418 \
+    --hash=sha256:3020724ade63fe320a972e2ffd93b5623227e684315adce194941167fee02688 \
+    --hash=sha256:33aa65b97826a0e885ef6e278fbd934e98cdcfed80b63946025f01e2f5b29502 \
+    --hash=sha256:3ce0cac322b0d69b63c9cdb895ee1b65805ec9ffad37639f291dd79467bee675 \
+    --hash=sha256:41e532bbdcb57c92ba3be62c42e9f096431b4cf478da9bc3bc6ce5c38ab7ba7a \
+    --hash=sha256:42a89282d711711d0a62d6f57d81aa43a1368686c45bc1c46b7f079d55692734 \
+    --hash=sha256:466bfe65bd932da36ff279ddd92de56b042f2266d752719beb97b08526268ec5 \
+    --hash=sha256:47162fdab9407ec3f160805ac3e154df042e577dd53341745fc7fb3f625e6d92 \
+    --hash=sha256:4ed2e16abbc982a169d30d1a420274a709949e2cbdef119fe2ec9d870b42f274 \
+    --hash=sha256:4f75e4bd8ab8db624e02c8e2fc4063021b58becdbe6df793a8111d9343aec1e3 \
+    --hash=sha256:55266dafa22e672f5a4f65019015f90336ed31c6383bd53f5e7826d21a0e0b83 \
+    --hash=sha256:62f85b665cedab1a503747617393573995dac4600ff51869d69ad2f39eb5e817 \
+    --hash=sha256:639fd5efec029f99b79ae47e5d7e00ad8a773da899b6309f6786ecaf22948c48 \
+    --hash=sha256:6567d2bb951e21232c2f660c24cf3470bb96de56cdcb3f071a83feeaff8a2772 \
+    --hash=sha256:67ce7620704745881a3d4b0ada80ab4d99df390838839921f99e63c474f82cf2 \
+    --hash=sha256:6f5b7bd8e219ed50299e58551a410b64daafb5017d54bbe822e003856f06a802 \
+    --hash=sha256:7ba32c16b064267b22f1850a34051121d423b6f7338a12b9459550eb2096e7ec \
+    --hash=sha256:7ee6521b9baf06085f62ba9c7a3e5becffbc32480d2f1b351559c001c38ce4c1 \
+    --hash=sha256:80c60cfb5310677bd67cb1e85a1e8eb52e12529545441b43e6f14d90b878775a \
+    --hash=sha256:819064fa048ba01b6dadc5116f3ac48610435ac9a0058bbde98e569f9e785c39 \
+    --hash=sha256:84f7d509870098de0e864cad0102711c1e24e9b1a50ee713b65928adb22269e4 \
+    --hash=sha256:8ee50c3e41739886606388ba3ab3ee2aae9f35fb23f833091833255a31740797 \
+    --hash=sha256:92022bbbad0d4426e616815b16bc4127f83c9a74940e1ccf3cfe0b387aba0228 \
+    --hash=sha256:9a1f4814b65eacac94a00fc9a526e3fdafd78e439469644032032d0d63de4881 \
+    --hash=sha256:9d992ac10eb86d9b6f369647b6a3f412fc0075cfd5d799530e84d335e440a002 \
+    --hash=sha256:a512c8263249a9d68cac08b05dd59d2b3f2061d99b322813cbcc14c3c7421998 \
+    --hash=sha256:a6e57b0abfe7cc513450fcf529eb486b6e4d3f8aee83e92eb5f1ef848218d456 \
+    --hash=sha256:a75f305c9b013289121ec0f1181931975df78738cdf650093e6b86d74aa7d8dd \
+    --hash=sha256:a9e960fc78fecd1100539f14132425e1d5fe44ecb9239f8f27f079962021523e \
+    --hash=sha256:acb9aafccaae278f449d9c713b64a9e68662e7799dbd5859e2c6b3c67b56d334 \
+    --hash=sha256:ae2775c1973e3c30316892737b91f9283f9908e3cc7625b9331271eaaed7dc90 \
+    --hash=sha256:ae92443798a40a92dc5f0b01d8a7c93adde0c4dc965310a29ae7c64d72b9fad2 \
+    --hash=sha256:b6dfb0e058adb12d8b1d1b25f686e94ffa65d9995a5157afe99743bf7369d62b \
+    --hash=sha256:b7fb801aa7f845ddf601c49630deeeccde7ce10065561d92729bfe81bd21fb33 \
+    --hash=sha256:ba81d2b56b6d4911ce735aad0a1d4495e808b8ee4dc58715998741a26874e7c2 \
+    --hash=sha256:bf876e79763eecf3e7356f157540d6a093cef395b65514f17a356f62af6cc136 \
+    --hash=sha256:c1476d6f29eb81aa4151c9a31219b03f1f798dc43d8af1250a870735516a1212 \
+    --hash=sha256:c46c9dd2403b66a2a3b9720ec4b74d4ab49d4fabf9f03dfdce2d42af913fe8d0 \
+    --hash=sha256:cf9931f14223de59551ab9d38ed18d92f14f055a5f78c1d8ad6493f735021bbb \
+    --hash=sha256:d5fa0ee122dc09e23607a28e6d7b150da16c662e66409bbe85230e4c85bb528a \
+    --hash=sha256:d76f9cc8665acdc0c9177043746775aa7babbf479b5520b78ae4002d889f5c21 \
+    --hash=sha256:d78827d7ac08627ea2c8e02c9e5b41180ea5ea1f747e9db0915e3adf36b62dcf \
+    --hash=sha256:d9199717881f13c32c4046a15f024971a3b78ad4ea029e8da6b86e5aa9cf4594 \
+    --hash=sha256:dce51c828941973a5684d458214d3a36fcd28da3e1875d659388f4f9f12cc33e \
+    --hash=sha256:dd2135527aa40f061350c3f8f89da2644de26cd73e4de458e79606384f4f68e7 \
+    --hash=sha256:dfbfac137d2a3d0725758cd141f878bf4329ba25e34979797c89474a89a8a3a3 \
+    --hash=sha256:e48af21883ded2b3e9eb48cb7880ad8598b31ab752ff3be6457001d78f416723 \
+    --hash=sha256:e4b9fcfbc021633863a37e92571d6f91851fa656f0180246e84cbd8b3f6b329b \
+    --hash=sha256:e5c20f33fd10485b80f65e800bbe5f6785af510b9f4056c5a3c612ebc83ba6cb \
+    --hash=sha256:eb11a4f1b2b63337cfd3b4d110af778a59aae51c81d195768e353d8b52f88081 \
+    --hash=sha256:ed090ccd235f6fa8bb5861684567f0a83e04f52dfc2e5c05f2e4b1309fcf85e7 \
+    --hash=sha256:ed10dc32829e7d222b7d3b93136d25a406ba9788f6a7ebf6809092da1f4d279d \
+    --hash=sha256:ee4308f409a40e50593c7e3bb8cbe0b4d4c66d1674a316324f0c2f5383b486f9 \
+    --hash=sha256:f149826d742b406579466283769a8ea448eed82a789af0ed17b0cd5770433444 \
+    --hash=sha256:f2729615f9d430af0ae6b36cf042cb55c0936408d543fb691e1a9e36648fd35a \
+    --hash=sha256:f39f58a27cc6e59f432b568ed8429c7e1641324fbe38131de852cd77b2d534b0 \
+    --hash=sha256:f9025faafc62ed0b75a53e541895ca272815bec18abe2249ff6501c8f2e12b83 \
+    --hash=sha256:faf8d146f3d476abfee026c4ae3bdd9ca14236ae4e4c310cbd1cf75ba33d24a3 \
+    --hash=sha256:fb89bec23fddc489e5d78b550a7b773557c9ab58b7946154a10a6f7a214a48b2 \
+    --hash=sha256:fe0dd05afb46597b9a2e11c351e5e4283c741237e7f617ffb3252780cca9336a \
+    --hash=sha256:fecc80cb2a90e28af8a9b366edacf33d7a91cbfe4c2c4544ea1246e949cfebeb \
+    --hash=sha256:fed467af29776f6556250c9ed85ea5a4dd121ab56a5f8b206e3e7a4c551e48ec
+    # via
+    #   jsonschema
+    #   referencing
+rsa==4.9.1 \
+    --hash=sha256:68635866661c6836b8d39430f97a996acbd61bfa49406748ea243539fe239762 \
+    --hash=sha256:e7bdbfdb5497da4c07dfd35530e1a902659db6ff241e39d9953cad06ebd0ae75
+    # via google-auth
+ruff==0.13.1 \
+    --hash=sha256:3a3fb595287ee556de947183489f636b9f76a72f0fa9c028bdcabf5bab2cc5e5 \
+    --hash=sha256:3d376a88c3102ef228b102211ef4a6d13df330cb0f5ca56fdac04ccec2a99700 \
+    --hash=sha256:4ee9f4249bf7f8bb3984c41bfaf6a658162cdb1b22e3103eabc7dd1dc5579334 \
+    --hash=sha256:55e9efa692d7cb18580279f1fbb525146adc401f40735edf0aaeabd93099f9a0 \
+    --hash=sha256:5c5da4af5f6418c07d75e6f3224e08147441f5d1eac2e6ce10dcce5e616a3bae \
+    --hash=sha256:80524f84a01355a59a93cef98d804e2137639823bcee2931f5028e71134a954e \
+    --hash=sha256:88074c3849087f153d4bb22e92243ad4c1b366d7055f98726bc19aa08dc12d51 \
+    --hash=sha256:9761e84255443316a258dd7dfbd9bfb59c756e52237ed42494917b2577697c6a \
+    --hash=sha256:ac57fed932d90fa1624c946dc67a0a3388d65a7edc7d2d8e4ca7bddaa789b3b0 \
+    --hash=sha256:b0f70202996055b555d3d74b626406476cc692f37b13bac8828acff058c9966a \
+    --hash=sha256:b2abff595cc3cbfa55e509d89439b5a09a6ee3c252d92020bd2de240836cf45b \
+    --hash=sha256:c0bae9ffd92d54e03c2bf266f466da0a65e145f298ee5b5846ed435f6a00518a \
+    --hash=sha256:c366a71d5b4f41f86a008694f7a0d75fe409ec298685ff72dc882f882d532e36 \
+    --hash=sha256:c55d84715061f8b05469cdc9a446aa6c7294cd4bd55e86a89e572dba14374f8c \
+    --hash=sha256:cbefd60082b517a82c6ec8836989775ac05f8991715d228b3c1d86ccc7df7dae \
+    --hash=sha256:dd16b9a5a499fe73f3c2ef09a7885cb1d97058614d601809d37c422ed1525317 \
+    --hash=sha256:f4ea9d1b5ad3e7a83ee8ebb1229c33e5fe771e833d6d3dcfca7b77d95b060d38 \
+    --hash=sha256:f8cff7a105dad631085d9505b491db33848007d6b487c3c1979dd8d9b2963783 \
+    --hash=sha256:ff7f5ce8d7988767dd46a148192a14d0f48d1baea733f055d9064875c7d50389
+    # via gradio
+safehttpx==0.1.6 \
+    --hash=sha256:407cff0b410b071623087c63dd2080c3b44dc076888d8c5823c00d1e58cb381c \
+    --hash=sha256:b356bfc82cee3a24c395b94a2dbeabbed60aff1aa5fa3b5fe97c4f2456ebce42
+    # via gradio
+semantic-version==2.10.0 \
+    --hash=sha256:bdabb6d336998cbb378d4b9db3a4b56a1e3235701dc05ea2690d9a997ed5041c \
+    --hash=sha256:de78a3b8e0feda74cabc54aab2da702113e33ac9d9eb9d2389bcf1f58b7d9177
+    # via gradio
+shellingham==1.5.4 \
+    --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686 \
+    --hash=sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de
+    # via typer
+six==1.17.0 \
+    --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274 \
+    --hash=sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81
+    # via
+    #   python-dateutil
+    #   rfc3339-validator
+sniffio==1.3.1 \
+    --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \
+    --hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc
+    # via anyio
+sqlalchemy==2.0.43 \
+    --hash=sha256:14111d22c29efad445cd5021a70a8b42f7d9152d8ba7f73304c4d82460946aaa \
+    --hash=sha256:1681c21dd2ccee222c2fe0bef671d1aef7c504087c9c4e800371cfcc8ac966fc \
+    --hash=sha256:1a113da919c25f7f641ffbd07fbc9077abd4b3b75097c888ab818f962707eb48 \
+    --hash=sha256:1c6d85327ca688dbae7e2b06d7d84cfe4f3fffa5b5f9e21bb6ce9d0e1a0e0e0a \
+    --hash=sha256:20d81fc2736509d7a2bd33292e489b056cbae543661bb7de7ce9f1c0cd6e7f24 \
+    --hash=sha256:21b27b56eb2f82653168cefe6cb8e970cdaf4f3a6cb2c5e3c3c1cf3158968ff9 \
+    --hash=sha256:25b9fc27650ff5a2c9d490c13c14906b918b0de1f8fcbb4c992712d8caf40e83 \
+    --hash=sha256:4286a1139f14b7d70141c67a8ae1582fc2b69105f1b09d9573494eb4bb4b2687 \
+    --hash=sha256:529064085be2f4d8a6e5fab12d36ad44f1909a18848fcfbdb59cc6d4bbe48efe \
+    --hash=sha256:5d79f9fdc9584ec83d1b3c75e9f4595c49017f5594fee1a2217117647225d738 \
+    --hash=sha256:6772e3ca8a43a65a37c88e2f3e2adfd511b0b1da37ef11ed78dea16aeae85bd9 \
+    --hash=sha256:788bfcef6787a7764169cfe9859fe425bf44559619e1d9f56f5bddf2ebf6f417 \
+    --hash=sha256:7f1ac7828857fcedb0361b48b9ac4821469f7694089d15550bbcf9ab22564a1d \
+    --hash=sha256:971ba928fcde01869361f504fcff3b7143b47d30de188b11c6357c0505824197 \
+    --hash=sha256:9c5a9da957c56e43d72126a3f5845603da00e0293720b03bde0aacffcf2dc04f \
+    --hash=sha256:9df7126fd9db49e3a5a3999442cc67e9ee8971f3cb9644250107d7296cb2a164 \
+    --hash=sha256:b535d35dea8bbb8195e7e2b40059e2253acb2b7579b73c1b432a35363694641d \
+    --hash=sha256:e7c08f57f75a2bb62d7ee80a89686a5e5669f199235c6d1dac75cd59374091c3
+    # via langchain
+sse-starlette==3.0.2 \
+    --hash=sha256:16b7cbfddbcd4eaca11f7b586f3b8a080f1afe952c15813455b162edea619e5a \
+    --hash=sha256:ccd60b5765ebb3584d0de2d7a6e4f745672581de4f5005ab31c3a25d10b52b3a
+    # via mcp
+starlette==0.48.0 \
+    --hash=sha256:0764ca97b097582558ecb498132ed0c7d942f233f365b86ba37770e026510659 \
+    --hash=sha256:7e8cee469a8ab2352911528110ce9088fdc6a37d9876926e73da7ce4aa4c7a46
+    # via
+    #   fastapi
+    #   gradio
+    #   mcp
+tenacity==9.1.2 \
+    --hash=sha256:1169d376c297e7de388d18b4481760d478b0e99a777cad3a9c86e556f4b697cb \
+    --hash=sha256:f77bf36710d8b73a50b2dd155c97b870017ad21afe6ab300326b0371b3b05138
+    # via langchain-core
+tomlkit==0.13.3 \
+    --hash=sha256:430cf247ee57df2b94ee3fbe588e71d362a941ebb545dec29b53961d61add2a1 \
+    --hash=sha256:c89c649d79ee40629a9fda55f8ace8c6a1b42deb912b2a8fd8d942ddadb606b0
+    # via gradio
+tqdm==4.67.1 \
+    --hash=sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2 \
+    --hash=sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2
+    # via huggingface-hub
+typer==0.19.1 \
+    --hash=sha256:914b2b39a1da4bafca5f30637ca26fa622a5bf9f515e5fdc772439f306d5682a \
+    --hash=sha256:cb881433a4b15dacc875bb0583d1a61e78497806741f9aba792abcab390c03e6
+    # via gradio
+typing-extensions==4.15.0 \
+    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
+    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+    # via
+    #   anyio
+    #   exceptiongroup
+    #   fastapi
+    #   gradio
+    #   gradio-client
+    #   grpcio
+    #   huggingface-hub
+    #   langchain-core
+    #   langchain-mcp-adapters
+    #   openapi-core
+    #   pydantic
+    #   pydantic-core
+    #   referencing
+    #   sqlalchemy
+    #   starlette
+    #   typer
+    #   typing-inspection
+typing-inspection==0.4.1 \
+    --hash=sha256:389055682238f53b04f7badcb49b989835495a96700ced5dab2d8feae4b26f51 \
+    --hash=sha256:6ae134cc0203c33377d43188d4064e9b357dba58cff3185f22924610e70a9d28
+    # via
+    #   pydantic
+    #   pydantic-settings
+tzdata==2025.2 \
+    --hash=sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8 \
+    --hash=sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9
+    # via pandas
+urllib3==2.5.0 \
+    --hash=sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760 \
+    --hash=sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc
+    # via requests
+uvicorn==0.36.0 \
+    --hash=sha256:527dc68d77819919d90a6b267be55f0e76704dca829d34aea9480be831a9b9d9 \
+    --hash=sha256:6bb4ba67f16024883af8adf13aba3a9919e415358604ce46780d3f9bdc36d731
+    # via
+    #   gradio
+    #   mcp
+websockets==13.1 \
+    --hash=sha256:18503d2c5f3943e93819238bf20df71982d193f73dcecd26c94514f417f6b135 \
+    --hash=sha256:2f85cf4f2a1ba8f602298a853cec8526c2ca42a9a4b947ec236eaedb8f2dc80c \
+    --hash=sha256:325b1ccdbf5e5725fdcb1b0e9ad4d2545056479d0eee392c291c1bf76206435a \
+    --hash=sha256:327b74e915cf13c5931334c61e1a41040e365d380f812513a255aa804b183418 \
+    --hash=sha256:346bee67a65f189e0e33f520f253d5147ab76ae42493804319b5716e46dddf0f \
+    --hash=sha256:38377f8b0cdeee97c552d20cf1865695fcd56aba155ad1b4ca8779a5b6ef4ac3 \
+    --hash=sha256:3c78383585f47ccb0fcf186dcb8a43f5438bd7d8f47d69e0b56f71bf431a0a68 \
+    --hash=sha256:624459daabeb310d3815b276c1adef475b3e6804abaf2d9d2c061c319f7f187d \
+    --hash=sha256:70c5be9f416aa72aab7a2a76c90ae0a4fe2755c1816c153c1a2bcc3333ce4ce6 \
+    --hash=sha256:8d23b88b9388ed85c6faf0e74d8dec4f4d3baf3ecf20a65a47b836d56260d4b9 \
+    --hash=sha256:91a0fa841646320ec0d3accdff5b757b06e2e5c86ba32af2e0815c96c7a603c5 \
+    --hash=sha256:9b6f347deb3dcfbfde1c20baa21c2ac0751afaa73e64e5b693bb2b848efeaa49 \
+    --hash=sha256:9d75baf00138f80b48f1eac72ad1535aac0b6461265a0bcad391fc5aba875cfc \
+    --hash=sha256:a1b54689e38d1279a51d11e3467dd2f3a50f5f2e879012ce8f2d6943f00e83f0 \
+    --hash=sha256:a3b3366087c1bc0a2795111edcadddb8b3b59509d5db5d7ea3fdd69f954a8878 \
+    --hash=sha256:a9a396a6ad26130cdae92ae10c36af09d9bfe6cafe69670fd3b6da9b07b4044f \
+    --hash=sha256:a9ab1e71d3d2e54a0aa646ab6d4eebfaa5f416fe78dfe4da2839525dc5d765c6 \
+    --hash=sha256:a9cd1af7e18e5221d2878378fbc287a14cd527fdd5939ed56a18df8a31136bb2 \
+    --hash=sha256:a9dcaf8b0cc72a392760bb8755922c03e17a5a54e08cca58e8b74f6902b433cf \
+    --hash=sha256:b9d7439d7fab4dce00570bb906875734df13d9faa4b48e261c440a5fec6d9708 \
+    --hash=sha256:c518e84bb59c2baae725accd355c8dc517b4a3ed8db88b4bc93c78dae2974bf2 \
+    --hash=sha256:cf1781ef73c073e6b0f90af841aaf98501f975d306bbf6221683dd594ccc52b6 \
+    --hash=sha256:d6d300f8ec35c24025ceb9b9019ae9040c1ab2f01cddc2bcc0b518af31c75c14 \
+    --hash=sha256:de58647e3f9c42f13f90ac7e5f58900c80a39019848c5547bc691693098ae1bd
+    # via gradio-client
+werkzeug==3.1.1 \
+    --hash=sha256:8cd39dfbdfc1e051965f156163e2974e52c210f130810e9ad36858f0fd3edad4 \
+    --hash=sha256:a71124d1ef06008baafa3d266c02f56e1836a5984afd6dd6c9230669d60d9fb5
+    # via openapi-core
+xxhash==3.5.0 \
+    --hash=sha256:07fda5de378626e502b42b311b049848c2ef38784d0d67b6f30bb5008642f8eb \
+    --hash=sha256:08424f6648526076e28fae6ea2806c0a7d504b9ef05ae61d196d571e5c879c84 \
+    --hash=sha256:14470ace8bd3b5d51318782cd94e6f94431974f16cb3b8dc15d52f3b69df8e00 \
+    --hash=sha256:149b7914451eb154b3dfaa721315117ea1dac2cc55a01bfbd4df7c68c5dd683d \
+    --hash=sha256:37889a0d13b0b7d739cfc128b1c902f04e32de17b33d74b637ad42f1c55101f6 \
+    --hash=sha256:3e5b5e16c5a480fe5f59f56c30abdeba09ffd75da8d13f6b9b6fd224d0b4d0a2 \
+    --hash=sha256:3ff2c0a34eae7df88c868be53a8dd56fbdf592109e21d4bfa092a27b0bf4a7bf \
+    --hash=sha256:4811336f1ce11cac89dcbd18f3a25c527c16311709a89313c3acaf771def2d4b \
+    --hash=sha256:4e28503dccc7d32e0b9817aa0cbfc1f45f563b2c995b7a66c4c8a0d232e840c7 \
+    --hash=sha256:53a068fe70301ec30d868ece566ac90d873e3bb059cf83c32e76012c889b8637 \
+    --hash=sha256:586886c7e89cb9828bcd8a5686b12e161368e0064d040e225e72607b43858ba2 \
+    --hash=sha256:59aa1203de1cb96dbeab595ded0ad0c0056bb2245ae11fac11c0ceea861382b9 \
+    --hash=sha256:61a1ff00674879725b194695e17f23d3248998b843eb5e933007ca743310f793 \
+    --hash=sha256:70dabf941dede727cca579e8c205e61121afc9b28516752fd65724be1355cc90 \
+    --hash=sha256:7f85e0108d51092bdda90672476c7d909c04ada6923c14ff9d913c4f7dc8a3bc \
+    --hash=sha256:80babcc30e7a1a484eab952d76a4f4673ff601f54d5142c26826502740e70b43 \
+    --hash=sha256:82085c2abec437abebf457c1d12fccb30cc8b3774a0814872511f0f0562c768c \
+    --hash=sha256:84f2caddf951c9cbf8dc2e22a89d4ccf5d86391ac6418fe81e3c67d0cf60b45f \
+    --hash=sha256:89e66ceed67b213dec5a773e2f7a9e8c58f64daeb38c7859d8815d2c89f39ad7 \
+    --hash=sha256:97a662338797c660178e682f3bc180277b9569a59abfb5925e8620fba00b9fc5 \
+    --hash=sha256:9d32a592cac88d18cc09a89172e1c32d7f2a6e516c3dfde1b9adb90ab5df54a6 \
+    --hash=sha256:a6c50017518329ed65a9e4829154626f008916d36295b6a3ba336e2458824c8c \
+    --hash=sha256:bcd51708a633410737111e998ceb3b45d3dbc98c0931f743d9bb0a209033a326 \
+    --hash=sha256:c279f0d2b34ef15f922b77966640ade58b4ccdfef1c4d94b20f2a364617a493f \
+    --hash=sha256:cd2fd827b0ba763ac919440042302315c564fdb797294d86e8cdd4578e3bc7f3 \
+    --hash=sha256:e5d0ddaca65ecca9c10dcf01730165fd858533d0be84c75c327487c37a906a27 \
+    --hash=sha256:eade977f5c96c677035ff39c56ac74d851b1cca7d607ab3d8f23c6b859379cab \
+    --hash=sha256:f2f2c61bee5844d41c3eb015ac652a0229e901074951ae48581d58bfb2ba01be \
+    --hash=sha256:f7b58d1fd3551b8c80a971199543379be1cee3d0d409e1f6d8b01c1a2eebf1f8 \
+    --hash=sha256:fa0cafd3a2af231b4e113fba24a65d7922af91aeb23774a8b78228e6cd785e3e \
+    --hash=sha256:fa9f547bd98f5553d03160967866a71056a60960be00356a15ecc44efb40ba8e
+    # via langgraph
+zstandard==0.25.0 \
+    --hash=sha256:011d388c76b11a0c165374ce660ce2c8efa8e5d87f34996aa80f9c0816698b64 \
+    --hash=sha256:05df5136bc5a011f33cd25bc9f506e7426c0c9b3f9954f056831ce68f3b6689f \
+    --hash=sha256:0be7622c37c183406f3dbf0cba104118eb16a4ea7359eeb5752f0794882fc250 \
+    --hash=sha256:10ef2a79ab8e2974e2075fb984e5b9806c64134810fac21576f0668e7ea19f8f \
+    --hash=sha256:1673b7199bbe763365b81a4f3252b8e80f44c9e323fc42940dc8843bfeaf9851 \
+    --hash=sha256:172de1f06947577d3a3005416977cce6168f2261284c02080e7ad0185faeced3 \
+    --hash=sha256:181eb40e0b6a29b3cd2849f825e0fa34397f649170673d385f3598ae17cca2e9 \
+    --hash=sha256:1869da9571d5e94a85a5e8d57e4e8807b175c9e4a6294e3b66fa4efb074d90f6 \
+    --hash=sha256:1f830a0dac88719af0ae43b8b2d6aef487d437036468ef3c2ea59c51f9d55fd5 \
+    --hash=sha256:223415140608d0f0da010499eaa8ccdb9af210a543fac54bce15babbcfc78439 \
+    --hash=sha256:23ebc8f17a03133b4426bcc04aabd68f8236eb78c3760f12783385171b0fd8bd \
+    --hash=sha256:2e54296a283f3ab5a26fc9b8b5d4978ea0532f37b231644f367aa588930aa043 \
+    --hash=sha256:3a39c94ad7866160a4a46d772e43311a743c316942037671beb264e395bdd611 \
+    --hash=sha256:3c83b0188c852a47cd13ef3bf9209fb0a77fa5374958b8c53aaa699398c6bd7b \
+    --hash=sha256:4203ce3b31aec23012d3a4cf4a2ed64d12fea5269c49aed5e4c3611b938e4088 \
+    --hash=sha256:457ed498fc58cdc12fc48f7950e02740d4f7ae9493dd4ab2168a47c93c31298e \
+    --hash=sha256:474d2596a2dbc241a556e965fb76002c1ce655445e4e3bf38e5477d413165ffa \
+    --hash=sha256:4f187a0bb61b35119d1926aee039524d1f93aaf38a9916b8c4b78ac8514a0aaf \
+    --hash=sha256:5a56ba0db2d244117ed744dfa8f6f5b366e14148e00de44723413b2f3938a902 \
+    --hash=sha256:5f5e4c2a23ca271c218ac025bd7d635597048b366d6f31f420aaeb715239fc98 \
+    --hash=sha256:6a573a35693e03cf1d67799fd01b50ff578515a8aeadd4595d2a7fa9f3ec002a \
+    --hash=sha256:6dffecc361d079bb48d7caef5d673c88c8988d3d33fb74ab95b7ee6da42652ea \
+    --hash=sha256:7030defa83eef3e51ff26f0b7bfb229f0204b66fe18e04359ce3474ac33cbc09 \
+    --hash=sha256:7149623bba7fdf7e7f24312953bcf73cae103db8cae49f8154dd1eadc8a29ecb \
+    --hash=sha256:7713e1179d162cf5c7906da876ec2ccb9c3a9dcbdffef0cc7f70c3667a205f0b \
+    --hash=sha256:7b3c3a3ab9daa3eed242d6ecceead93aebbb8f5f84318d82cee643e019c4b73b \
+    --hash=sha256:809c5bcb2c67cd0ed81e9229d227d4ca28f82d0f778fc5fea624a9def3963f91 \
+    --hash=sha256:85304a43f4d513f5464ceb938aa02c1e78c2943b29f44a750b48b25ac999a049 \
+    --hash=sha256:8e735494da3db08694d26480f1493ad2cf86e99bdd53e8e9771b2752a5c0246a \
+    --hash=sha256:913cbd31a400febff93b564a23e17c3ed2d56c064006f54efec210d586171c00 \
+    --hash=sha256:9654dbc012d8b06fc3d19cc825af3f7bf8ae242226df5f83936cb39f5fdc846c \
+    --hash=sha256:99c0c846e6e61718715a3c9437ccc625de26593fea60189567f0118dc9db7512 \
+    --hash=sha256:a1a4ae2dec3993a32247995bdfe367fc3266da832d82f8438c8570f989753de1 \
+    --hash=sha256:a4089a10e598eae6393756b036e0f419e8c1d60f44a831520f9af41c14216cf2 \
+    --hash=sha256:a9ec8c642d1ec73287ae3e726792dd86c96f5681eb8df274a757bf62b750eae7 \
+    --hash=sha256:aaf21ba8fb76d102b696781bddaa0954b782536446083ae3fdaa6f16b25a1c4b \
+    --hash=sha256:bfc4e20784722098822e3eee42b8e576b379ed72cca4a7cb856ae733e62192ea \
+    --hash=sha256:c19bcdd826e95671065f8692b5a4aa95c52dc7a02a4c5a0cac46deb879a017a2 \
+    --hash=sha256:ca54090275939dc8ec5dea2d2afb400e0f83444b2fc24e07df7fdef677110859 \
+    --hash=sha256:d7541afd73985c630bafcd6338d2518ae96060075f9463d7dc14cfb33514383d \
+    --hash=sha256:da469dc041701583e34de852d8634703550348d5822e66a0c827d39b05365b12 \
+    --hash=sha256:e09bb6252b6476d8d56100e8147b803befa9a12cea144bbe629dd508800d1ad0 \
+    --hash=sha256:e29f0cf06974c899b2c188ef7f783607dbef36da4c242eb6c82dcd8b512855e3 \
+    --hash=sha256:e96594a5537722fdfb79951672a2a63aec5ebfb823e7560586f7484819f2a08f \
+    --hash=sha256:ec996f12524f88e151c339688c3897194821d7f03081ab35d31d1e12ec975e94 \
+    --hash=sha256:f27662e4f7dbf9f9c12391cb37b4c4c3cb90ffbd3b1fb9284dadbbb8935fa708 \
+    --hash=sha256:f604efd28f239cc21b3adb53eb061e2a205dc164be408e553b41ba2ffe0ca15c \
+    --hash=sha256:f67e8f1a324a900e75b5e28ffb152bcac9fbed1cc7b43f99cd90f395c4375344 \
+    --hash=sha256:fd7a5004eb1980d3cefe26b2685bcb0b17989901a70a1040d1ac86f1d898c551 \
+    --hash=sha256:ffef5a74088f1e09947aecf91011136665152e0b4b359c42be3373897fb39b01
+    # via langsmith