diff --git a/CLAUDE.md b/CLAUDE.md
index ecb952f..8c77b7f 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -90,8 +90,8 @@ Always use absolute imports starting with the full package name. Never use relat
 imports (`.` or `..`).
 
 ```python
-from stackone_ai.tools import StackOneTool     # good
-from .tools import StackOneTool                # bad
+from stackone_ai.tools import StackOneTool  # good
+from .tools import StackOneTool  # bad
 ```
 
 Order: standard library, then third-party, then local.
@@ -208,14 +208,17 @@ via release-please after a merge to main, never from a developer machine.
 ## Key Patterns
 
 ```python
-toolset = StackOneToolSet()   # reads STACKONE_API_KEY; accounts are discovered
+toolset = StackOneToolSet()  # reads STACKONE_API_KEY; accounts are discovered
 
 hits = toolset.search("list recent comments", top_k=3)
 hit = hits[0] if hits else None
 session_id = hit.get("session_id") if hit else None
 account_ids = [hit["account_id"]] if hit else None
 toolset.execute(
-    "linear_list_comments", {"body": {"variables": {"first": 25}}}, account_ids=account_ids, session_id=session_id
+    "linear_list_comments",
+    {"body": {"variables": {"first": 25}}},
+    account_ids=account_ids,
+    session_id=session_id,
 )
 toolset.submit_feedback("positive", ["linear_list_comments"], session_id=session_id)
 
diff --git a/MIGRATION.md b/MIGRATION.md
index a626af1..2c4d789 100644
--- a/MIGRATION.md
+++ b/MIGRATION.md
@@ -96,11 +96,11 @@ names = toolset.search_action_names("time off requests", top_k=5)
 
 # 3.0
 toolset = StackOneToolSet()
-hits = toolset.search("list employees", top_k=5)   # a list of action dicts, best first
+hits = toolset.search("list employees", top_k=5)  # a list of action dicts, best first
 hit = hits[0]
 result = toolset.execute(
     hit["action_id"],
-    {"query": {"page_size": 25}},     # the nested form in hit["input_schema"]
+    {"query": {"page_size": 25}},  # the nested form in hit["input_schema"]
     account_ids=[hit["available_accounts"][0]["id"]],
     session_id=hit.get("session_id"),
 )
@@ -193,7 +193,7 @@ import httpx
 
 link = download.execute({"id": "file-id"})["result"]
 # {"download_url": ..., "expires_at": ..., "file": {"name", "content_type", "content_length"}}
-name = Path(link["file"]["name"] or "download.bin").name   # chosen by the provider: keep only the basename
+name = Path(link["file"]["name"] or "download.bin").name  # chosen by the provider: keep only the basename
 Path(name).write_bytes(httpx.get(link["download_url"]).content)
 ```
 
@@ -385,12 +385,15 @@ tool = StackOneTool(
     description="Get an employee",
     parameters=ToolParameters(type="object", properties={"id": {"type": "string"}}),
     _execute_config=ExecuteConfig(
-        name="get_employee", method="GET", url="https://api.example.com/employees/{id}",
+        name="get_employee",
+        method="GET",
+        url="https://api.example.com/employees/{id}",
         parameter_locations={"id": ParameterLocation.PATH},
     ),
     _api_key="...",
 )
 
+
 # 3.0
 class GetEmployee(StackOneTool):
     def __init__(self) -> None:
@@ -404,6 +407,7 @@ class GetEmployee(StackOneTool):
         args = json.loads(arguments) if isinstance(arguments, str) else dict(arguments or {})
         return httpx.get(f"https://api.example.com/employees/{args['id']}").json()
 
+
 tool = GetEmployee()
 ```
 
@@ -433,10 +437,12 @@ directly:
 ```python
 # 2.x
 from stackone_ai.integrations import to_tool_node
+
 node = to_tool_node(tools)
 
 # 3.0
 from langgraph.prebuilt import ToolNode
+
 node = ToolNode(tools.to_langchain())
 ```
 
diff --git a/README.md b/README.md
index e3d41a0..dd1f8c3 100644
--- a/README.md
+++ b/README.md
@@ -119,7 +119,7 @@ from stackone_ai import StackOneToolSet
 
 toolset = StackOneToolSet()
 tools = toolset.fetch_tools(actions=["*_list_*"])
-openai_tools = tools.to_openai()[:20]   # keep the catalog inside the context window
+openai_tools = tools.to_openai()[:20]  # keep the catalog inside the context window
 
 client = OpenAI()
 messages = [{"role": "user", "content": "Use a tool to list a few records, then summarise them."}]
@@ -128,7 +128,7 @@ response = client.chat.completions.create(
 )
 
 message = response.choices[0].message
-messages.append(message.model_dump(exclude_none=True))   # the assistant turn comes first
+messages.append(message.model_dump(exclude_none=True))  # the assistant turn comes first
 messages.extend(tools.execute_openai_tool_calls(message.tool_calls))
 ```
 
@@ -222,12 +222,11 @@ applied locally to one cached listing — changing a filter never refetches. Cal
 ```python
 toolset = StackOneToolSet()
 
-toolset.fetch_tools()                                    # every tool, every active shared account
-toolset.fetch_tools(providers=["linear"])                # one connector
-toolset.fetch_tools(actions=["linear_list_*"])           # one connector's list actions
-toolset.fetch_tools(actions=["linear_get_issue"])        # exactly one tool
-toolset.fetch_tools(providers=["linear"],
-                    actions=["*_get_*"])                 # both filters, AND-ed
+toolset.fetch_tools()  # every tool, every active shared account
+toolset.fetch_tools(providers=["linear"])  # one connector
+toolset.fetch_tools(actions=["linear_list_*"])  # one connector's list actions
+toolset.fetch_tools(actions=["linear_get_issue"])  # exactly one tool
+toolset.fetch_tools(providers=["linear"], actions=["*_get_*"])  # both filters, AND-ed
 toolset.fetch_tools(account_ids=["acc-123", "acc-456"])
 ```
 
diff --git a/examples/langchain_integration.py b/examples/langchain_integration.py
index 7f87b30..0e94918 100644
--- a/examples/langchain_integration.py
+++ b/examples/langchain_integration.py
@@ -47,7 +47,7 @@ def langchain_integration() -> None:
         print(f"  - {tool.name}")
 
     # Create model with tools
-    model = ChatOpenAI(model="gpt-5.4")  # ty: ignore[unknown-argument]
+    model = ChatOpenAI(model="gpt-5.4")
     model_with_tools = model.bind_tools(langchain_tools)
 
     result = model_with_tools.invoke("Use one of your tools to list a few records, then summarise them.")
diff --git a/examples/langgraph_integration.py b/examples/langgraph_integration.py
index 9a89932..50bf89d 100644
--- a/examples/langgraph_integration.py
+++ b/examples/langgraph_integration.py
@@ -58,7 +58,7 @@ def langgraph_integration() -> None:
         print(f"  - {tool.name}")
 
     # Create a ReAct agent with LangGraph
-    model = ChatOpenAI(model="gpt-5.4")  # ty: ignore[unknown-argument]
+    model = ChatOpenAI(model="gpt-5.4")
     agent = create_agent(model, langchain_tools)
 
     result = agent.invoke(
diff --git a/examples/openai_integration.py b/examples/openai_integration.py
index b159702..c80f659 100644
--- a/examples/openai_integration.py
+++ b/examples/openai_integration.py
@@ -21,6 +21,7 @@
 from __future__ import annotations
 
 import sys
+from typing import cast
 
 try:
     from dotenv import load_dotenv
@@ -30,6 +31,11 @@
     pass
 
 from openai import OpenAI
+from openai.types.chat import (
+    ChatCompletionFunctionToolParam,
+    ChatCompletionMessageParam,
+    ChatCompletionToolMessageParam,
+)
 
 from stackone_ai import StackOneToolSet
 from stackone_ai.types import StackOneError, ToolsetError
@@ -49,11 +55,11 @@ def openai_integration() -> None:
             "an empty catalog here means the example would prove nothing."
         )
 
-    openai_tools = tools.to_openai()[:20]
+    openai_tools = cast("list[ChatCompletionFunctionToolParam]", tools.to_openai()[:20])
     names = {t["function"]["name"] for t in openai_tools}
     print(f"Loaded {len(openai_tools)} tools, e.g. {sorted(names)[:3]}")
 
-    messages: list[dict] = [
+    messages: list[ChatCompletionMessageParam] = [
         {"role": "system", "content": "You answer questions by calling the tools you are given."},
         {
             "role": "user",
@@ -72,14 +78,18 @@ def openai_integration() -> None:
 
     print(f"LLM made {len(tool_calls)} tool call(s):")
     for tc in tool_calls:
+        if tc.type != "function":
+            raise ValueError(f"Expected a function tool call, got {tc.type!r}")
         print(f"  - {tc.function.name}({tc.function.arguments})")
 
     # The assistant turn must come before its tool results, or OpenAI returns a 400.
-    messages.append(response.choices[0].message.model_dump(exclude_none=True))
+    messages.append(
+        cast("ChatCompletionMessageParam", response.choices[0].message.model_dump(exclude_none=True))
+    )
     tool_messages = tools.execute_openai_tool_calls(tool_calls)
     for message in tool_messages:
         print(f"  Result: {message['content'][:200]}...")
-    messages.extend(tool_messages)
+    messages.extend(cast("list[ChatCompletionToolMessageParam]", tool_messages))
 
     final_response = client.chat.completions.create(
         model="gpt-5.4", messages=messages, tools=openai_tools, tool_choice="auto"
diff --git a/pyproject.toml b/pyproject.toml
index 9defced4..c454d2a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -69,6 +69,11 @@ asyncio_default_fixture_loop_scope = "function"
 line-length = 110
 target-version = "py311"
 
+# These fixtures are a byte-for-byte copy of sdk-conformance; its CI drift check
+# owns their formatting. Keep Ruff from rewriting the vendored Markdown examples.
+[tool.ruff.format]
+exclude = ["tests/vectors/**"]
+
 [tool.ruff.lint]
 select = [
   "E", # pycodestyle errors
diff --git a/stackone_ai/tools.py b/stackone_ai/tools.py
index 486b6aa..da58dea 100644
--- a/stackone_ai/tools.py
+++ b/stackone_ai/tools.py
@@ -19,7 +19,7 @@
 import threading
 import time
 from collections import Counter
-from collections.abc import AsyncIterator, Callable, Coroutine, Iterable, Sequence
+from collections.abc import AsyncGenerator, Callable, Coroutine, Iterable, Sequence
 from contextlib import asynccontextmanager
 from dataclasses import dataclass
 from datetime import UTC, datetime, timedelta
@@ -632,7 +632,7 @@ def is_rate_limited(exc: BaseException) -> bool:
 @asynccontextmanager
 async def _mcp_transport(
     endpoint: str, headers: dict[str, str], timeout: float, throttle: _Throttle | None = None
-) -> AsyncIterator[tuple[Any, Any, Any]]:
+) -> AsyncGenerator[tuple[Any, Any, Any]]:
     """Open the streamable-HTTP transport with the caller's timeout on every leg.
 
     The client's own defaults are a 30s connect and a 300s SSE read, and neither was
@@ -645,7 +645,7 @@ async def _mcp_transport(
     than headers and timeouts. It retries a 429, so the MCP client never sees one that
     a retry got past.
     """
-    from mcp.client.streamable_http import streamable_http_client  # ty: ignore[unresolved-import]
+    from mcp.client.streamable_http import streamable_http_client
 
     async with RateLimitRetryingAsyncClient(
         throttle=throttle,
@@ -666,8 +666,8 @@ def fetch_mcp_tools(
     ``timeout`` bounds the whole exchange, handshake included.
     """
     try:
-        from mcp import types as mcp_types  # ty: ignore[unresolved-import]
-        from mcp.client.session import ClientSession  # ty: ignore[unresolved-import]
+        from mcp import types as mcp_types
+        from mcp.client.session import ClientSession
     except ImportError as exc:  # pragma: no cover - depends on optional extra
         raise ToolsetConfigError(
             "mcp is a core dependency of stackone-ai but could not be imported — reinstall the package."
@@ -695,7 +695,7 @@ async def _list_within_deadline() -> list[McpToolDefinition]:
                 cursor: str | None = None
                 collected: list[McpToolDefinition] = []
                 while True:
-                    result = await session.list_tools(cursor)
+                    result = await session.list_tools(params=mcp_types.PaginatedRequestParams(cursor=cursor))
                     for tool in result.tools:
                         input_schema = tool.inputSchema or {}
                         collected.append(
@@ -936,8 +936,8 @@ def call_mcp_tool(
 
     ``arguments`` are sent exactly as given; the server maps them onto the action.
     """
-    from mcp import types as mcp_types  # ty: ignore[unresolved-import]
-    from mcp.client.session import ClientSession  # ty: ignore[unresolved-import]
+    from mcp import types as mcp_types
+    from mcp.client.session import ClientSession
 
     throttle = _Throttle()
 
@@ -1295,10 +1295,14 @@ def to_langchain(self) -> Any:
 
         parent_tool = self
 
+        class StackOneLangChainError(ToolException):
+            status_code: int | None
+            response_body: Any
+
         class StackOneLangChainTool(BaseTool):
             name: str = parent_tool.name
             description: str = parent_tool.description
-            args_schema: dict[str, Any] = args_json_schema  # ty: ignore[invalid-assignment]
+            args_schema: dict[str, Any] = args_json_schema
 
             def _run(self, **kwargs: Any) -> Any:
                 # Drop unsupplied optionals. pydantic materialises every optional field
@@ -1320,9 +1324,9 @@ def _run(self, **kwargs: Any) -> Any:
                     # Without it the agent retries blind, which is the whole point of
                     # handing the error back.
                     body = getattr(exc, "response_body", None)
-                    failure = ToolException(f"{exc}: {body}" if body else str(exc))
-                    failure.status_code = getattr(exc, "status_code", None)  # type: ignore[attr-defined]
-                    failure.response_body = getattr(exc, "response_body", None)  # type: ignore[attr-defined]
+                    failure = StackOneLangChainError(f"{exc}: {body}" if body else str(exc))
+                    failure.status_code = getattr(exc, "status_code", None)
+                    failure.response_body = getattr(exc, "response_body", None)
                     raise failure from exc
 
         return StackOneLangChainTool()
diff --git a/stackone_ai/toolset.py b/stackone_ai/toolset.py
index 0780659..162684b 100644
--- a/stackone_ai/toolset.py
+++ b/stackone_ai/toolset.py
@@ -1232,6 +1232,7 @@ def _normalize_schema_properties(self, schema: dict[str, Any]) -> dict[str, Any]
         normalized: dict[str, Any] = {}
 
         for name, details in properties.items():
+            prop: dict[str, Any]
             if isinstance(details, dict):
                 prop = copy.deepcopy(details)
             else:
diff --git a/tests/test_end_user_id.py b/tests/test_end_user_id.py
index a1febb6..a7b0a9c 100644
--- a/tests/test_end_user_id.py
+++ b/tests/test_end_user_id.py
@@ -412,10 +412,9 @@ def called(self, monkeypatch) -> list[dict[str, Any]]:
         seen: list[dict[str, Any]] = []
         monkeypatch.setattr(
             "stackone_ai.tools.call_mcp_tool",
-            lambda _endpoint, headers, _name, arguments, **_kwargs: seen.append(
-                {"headers": headers, "arguments": arguments}
-            )
-            or {},
+            lambda _endpoint, headers, _name, arguments, **_kwargs: (
+                seen.append({"headers": headers, "arguments": arguments}) or {}
+            ),
         )
         return seen
 
diff --git a/uv.lock b/uv.lock
index 3d2c0a1..36abdb1 100644
--- a/uv.lock
+++ b/uv.lock
@@ -472,7 +472,7 @@ wheels = [
 
 [[package]]
 name = "cohere"
-version = "6.1.0"
+version = "7.2.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "fastavro" },
@@ -484,9 +484,9 @@ dependencies = [
     { name = "types-requests" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/d0/67/7aff8a870889ee931aa19e1deb138691e3cc909ee61e1daea86f3475a818/cohere-6.1.0.tar.gz", hash = "sha256:6a52bb459b71b5e79735412ee1a8e87028c5b3afba050c39815fe03c083249b3", size = 207302, upload-time = "2026-04-10T19:44:43.103Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/69/49/631a5fac290b704ba0be751d0370f8fb931ad7cb2de3c2f8e4b6a4ffb141/cohere-7.2.0.tar.gz", hash = "sha256:eb74b46882dcff913f826945ae9630cee6b67237ca05d763005c4ad9c4ad5bba", size = 219040, upload-time = "2026-09-28T20:41:03.903Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/9e/b4/00c2f9f8387a2e77faf8410210466c46d55dd30a0388de41c54441b148fb/cohere-6.1.0-py3-none-any.whl", hash = "sha256:ad286b3af2583c75ba93624e6f680603d3578a3d73704f997430260b87537ac7", size = 350543, upload-time = "2026-04-10T19:44:41.805Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/a7/823e5bed159b0df507757743db3e0fb8de2deb39271b83bf6e97897e7536/cohere-7.2.0-py3-none-any.whl", hash = "sha256:d35cb91814d13eac6587e62bf78302b7683cdd036e7697a8e173ec76f2fb4e37", size = 370672, upload-time = "2026-09-28T20:41:02.334Z" },
 ]
 
 [[package]]
@@ -1250,14 +1250,90 @@ wheels = [
 
 [[package]]
 name = "hypothesis"
-version = "6.148.8"
+version = "6.168.5"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "sortedcontainers" },
 ]
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-wheels = [
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+sdist = { url = "https://files.pythonhosted.org/packages/93/a8/bd70d7c2966e561228b9fdc075ee77c0ba577dcbbfbf921edf614db14f6a/hypothesis-6.168.5.tar.gz", hash = "sha256:76b9226962fe11d40858253a967eda95bb65811365286317e0118f4ec8f808c7", size = 511115, upload-time = "2026-10-05T23:26:35.416Z" }
+wheels = [
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