diff --git a/README.md b/README.md
index 56a82bf8dd..aa1d2a097f 100644
--- a/README.md
+++ b/README.md
@@ -1826,6 +1826,14 @@ authenticated backend operations and model tools through the
 [plugin APIs](docs/full-stack-plugins.md). The independent
 [bookmarks example](examples/deerflow-extension-bookmarks/README.md) demonstrates
 one package with persistent user data, its own sidebar page and a read-only search tool.
+Model tools can opt into separate structured artifacts with
+`response_format="content_and_artifact"` and `PluginToolResult` (extension-api
+0.2.6). Artifact object keys must be strings at every depth. Existing tools keep
+their JSON text output. The
+[local retrieval example](examples/deerflow-extension-retrieval/README.md)
+demonstrates bounded, read-only results and checkpoint replay without an external
+knowledge service; artifacts do not automatically enable citations. It also appears
+in the extension catalog with localized installation-guide metadata.
 Reopening a bookmark resolves the conversation's current agent through the host, so
 custom-agent conversations retain their original chat entry point, including older bookmarks.
 The independent [Agent teams example](examples/deerflow-extension-agent-teams/README.md)
diff --git a/backend/packages/extension-api/deerflow_extension_api/__init__.py b/backend/packages/extension-api/deerflow_extension_api/__init__.py
index 5b78058f1e..9f68b8acc0 100644
--- a/backend/packages/extension-api/deerflow_extension_api/__init__.py
+++ b/backend/packages/extension-api/deerflow_extension_api/__init__.py
@@ -62,7 +62,7 @@ from deerflow_extension_api.placement import (
     MiddlewarePlacement,
     Placement,
 )
-from deerflow_extension_api.plugins import ActionContext, BackendAction, BrowserAssets, BrowserModule, ModelTool, PluginContribution, ToolContext
+from deerflow_extension_api.plugins import ActionContext, BackendAction, BrowserAssets, BrowserModule, ModelTool, PluginContribution, PluginToolResult, ToolContext
 from deerflow_extension_api.provenance import (
     MESSAGE_CONTENT_KIND_KEY,
     MESSAGE_PRODUCER_ENTITY_ID_KEY,
@@ -99,7 +99,7 @@ from deerflow_extension_api.state import ExtensionData
 
 #: Contract version. Before 1.0, minors may break and patches are additive.
 #: From 1.0 on, bump the major for breaking changes.
-API_VERSION = "0.2.5"
+API_VERSION = "0.2.6"
 
 __all__ = [
     "AGENT_RUNS_CONTEXT_KEY",
@@ -124,6 +124,7 @@ __all__ = [
     "BrowserAssets",
     "BrowserModule",
     "ModelTool",
+    "PluginToolResult",
     "PluginContribution",
     "ToolContext",
     "SettingsField",
diff --git a/backend/packages/extension-api/deerflow_extension_api/plugins.py b/backend/packages/extension-api/deerflow_extension_api/plugins.py
index c745e0ba85..1181f7ad5c 100644
--- a/backend/packages/extension-api/deerflow_extension_api/plugins.py
+++ b/backend/packages/extension-api/deerflow_extension_api/plugins.py
@@ -9,7 +9,7 @@ from __future__ import annotations
 from collections.abc import Awaitable, Callable, Mapping
 from dataclasses import dataclass, field
 from pathlib import Path
-from typing import Any
+from typing import Any, Literal
 
 from deerflow_extension_api.agent_runs import AgentRuns
 from deerflow_extension_api.auth import ExtensionPrincipal
@@ -40,6 +40,14 @@ class ToolContext(ActionContext):
     thread_id: str | None
 
 
+@dataclass(frozen=True)
+class PluginToolResult:
+    """Model-visible text plus optional JSON artifact for an opted-in tool."""
+
+    content: str
+    artifact: Mapping[str, Any] | None = None
+
+
 @dataclass(frozen=True)
 class ModelTool:
     name: str
@@ -47,6 +55,7 @@ class ModelTool:
     input_schema: Mapping[str, Any]
     handler: Callable[[Mapping[str, Any], ToolContext], Awaitable[Any]]
     group: str = "extensions"
+    response_format: Literal["content", "content_and_artifact"] = field(default="content", kw_only=True)
 
 
 @dataclass(frozen=True)
diff --git a/backend/packages/extension-api/pyproject.toml b/backend/packages/extension-api/pyproject.toml
index 2423dab995..04e2410206 100644
--- a/backend/packages/extension-api/pyproject.toml
+++ b/backend/packages/extension-api/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "deerflow-extension-api"
-version = "0.2.5"
+version = "0.2.6"
 description = "Public contracts for DeerFlow extensions"
 requires-python = ">=3.12"
 # Keep the contract package import-light and independent from the host. Public
diff --git a/backend/packages/harness/deerflow/extensions/AGENTS.md b/backend/packages/harness/deerflow/extensions/AGENTS.md
index 11b96393e0..deb6852106 100644
--- a/backend/packages/harness/deerflow/extensions/AGENTS.md
+++ b/backend/packages/harness/deerflow/extensions/AGENTS.md
@@ -418,14 +418,16 @@ Tests for hook behavior must create and invoke their own hook fixtures.
 
 ## Full-stack contributions
 
-`registry.plugin(PluginContribution(...))` registers optional browser code, backend actions
-and model tools under one deployment-owned namespace. The public method defaults to False
-for older hosts; accepted contributions share source attribution and positional rollback.
-`plugins.py` in Gateway serves descriptors, hashed JS assets and authenticated action calls.
-No online settings write API is added. `plugin_tools.py` joins normal tool assembly with
-the run's extension snapshot; task delegation passes that snapshot explicitly. Browser
-public-field projection is an allowlist. Package code is trusted, not sandboxed. See
-`docs/full-stack-plugins.md` and the independently packaged bookmark example.
+`registry.plugin(PluginContribution(...))` adds browser/backend/tools under one
+namespace; old hosts return False. Preserve source attribution and positional rollback.
+Gateway `plugins.py`: descriptors, hashed JS, authenticated actions; no online
+settings write API. `plugin_tools.py` uses the run snapshot, passed explicitly
+to delegation. Browser fields are allowlisted. Code is trusted, not sandboxed.
+
+`ModelTool` defaults to JSON content. Opt-in `content_and_artifact` requires
+`PluginToolResult`. Require string artifact keys throughout; validate JSON jointly
+within 64 KiB and snapshot artifacts. Keep identity, policy/deadline and citation
+gates. Test ToolNode and checkpoint replay. See `docs/full-stack-plugins.md`.
 
 Full Agent run control is an optional `deerflow_extension_api.AgentRuns` handle
 on action/tool contexts and the request resolver. Gateway owns principal binding,
diff --git a/backend/packages/harness/deerflow/extensions/plugin_tools.py b/backend/packages/harness/deerflow/extensions/plugin_tools.py
index 0e44e6877a..abbde256ba 100644
--- a/backend/packages/harness/deerflow/extensions/plugin_tools.py
+++ b/backend/packages/harness/deerflow/extensions/plugin_tools.py
@@ -13,7 +13,7 @@ from types import MappingProxyType
 
 from deerflow_extension_api.agent_runs import AGENT_RUNS_CONTEXT_KEY
 from deerflow_extension_api.auth import ExtensionPrincipal
-from deerflow_extension_api.plugins import ToolContext
+from deerflow_extension_api.plugins import PluginToolResult, ToolContext
 from jsonschema import Draft202012Validator
 from langchain.tools import ToolRuntime
 from langchain_core.tools import StructuredTool, ToolException
@@ -60,6 +60,17 @@ def plugin_tool_name(namespace, name):
     return f"ext_{re.sub('[^a-z0-9_]', '_', namespace)[:20]}_{name[:25]}_{digest}"
 
 
+def _validate_artifact_keys(value):
+    if isinstance(value, Mapping):
+        if any(not isinstance(key, str) for key in value):
+            raise TypeError("Artifact object keys must be strings")
+        for child in value.values():
+            _validate_artifact_keys(child)
+    elif isinstance(value, (list, tuple)):
+        for child in value:
+            _validate_artifact_keys(child)
+
+
 def _build_tool(source, plugin, declaration):
     schema = deepcopy(dict(declaration.input_schema))
     validator = Draft202012Validator(schema)
@@ -81,6 +92,19 @@ def _build_tool(source, plugin, declaration):
             )
             async with asyncio.timeout(30):
                 result = await declaration.handler(MappingProxyType(payload), tool_context)
+            if declaration.response_format == "content_and_artifact":
+                if not isinstance(result, PluginToolResult) or not isinstance(result.content, str) or (result.artifact is not None and not isinstance(result.artifact, Mapping)):
+                    raise TypeError("Expected PluginToolResult with text and a JSON object artifact")
+                _validate_artifact_keys(result.artifact)
+                artifact = result.artifact
+                if artifact is not None and not isinstance(artifact, dict):
+                    artifact = dict(artifact)
+                envelope = {"content": result.content, "artifact": artifact}
+                encoded = json.dumps(envelope, ensure_ascii=False, allow_nan=False)
+                if len(encoded.encode()) > 64 * 1024:
+                    raise ToolException("Plugin result exceeds 64 KiB.")
+                # A JSON roundtrip detaches nested values retained by the handler.
+                return result.content, json.loads(encoded)["artifact"]
             encoded = json.dumps(result, ensure_ascii=False, allow_nan=False)
             if len(encoded.encode()) > 64 * 1024:
                 raise ToolException("Plugin result exceeds 64 KiB.")
@@ -91,7 +115,8 @@ def _build_tool(source, plugin, declaration):
             logger.warning("Plugin tool failed: %s/%s (%s)", plugin.namespace, declaration.name, type(exc).__name__)
             raise ToolException("Plugin tool unavailable or input rejected.") from None
 
-    tool = StructuredTool(name=plugin_tool_name(plugin.namespace, declaration.name), description=declaration.description, args_schema=schema, coroutine=invoke, handle_tool_error=True)
+    options = {"response_format": "content_and_artifact"} if declaration.response_format == "content_and_artifact" else {}
+    tool = StructuredTool(name=plugin_tool_name(plugin.namespace, declaration.name), description=declaration.description, args_schema=schema, coroutine=invoke, handle_tool_error=True, **options)
     tag_plugin_tool(tool, namespace=plugin.namespace, declaration=declaration.name, installation=source)
     return tool
 
diff --git a/backend/packages/harness/deerflow/extensions/registry.py b/backend/packages/harness/deerflow/extensions/registry.py
index 1c77abcb2a..e123f9e34d 100644
--- a/backend/packages/harness/deerflow/extensions/registry.py
+++ b/backend/packages/harness/deerflow/extensions/registry.py
@@ -114,6 +114,8 @@ class ExtensionRegistry(ExtensionRegistryContract):
 
         tool_names = set()
         for tool in contribution.tools:
+            if tool.response_format not in ("content", "content_and_artifact"):
+                raise ValueError("Unsupported plugin tool response format")
             if not re.fullmatch(r"[a-z][a-z0-9_]{0,63}", tool.name) or tool.name in tool_names or not tool.description or not inspect.iscoroutinefunction(tool.handler):
                 raise ValueError("Model tools require unique names, descriptions and async handlers")
             validate_schema(tool.input_schema, tool=True)
diff --git a/backend/packages/harness/pyproject.toml b/backend/packages/harness/pyproject.toml
index 207cc17200..de54df2222 100644
--- a/backend/packages/harness/pyproject.toml
+++ b/backend/packages/harness/pyproject.toml
@@ -13,7 +13,7 @@ dependencies = [
     # the contract version it implements, extensions declare ranges. A range
     # here would let pip resolve a newer contract package than this harness
     # implements, making newer extensions look supported at runtime.
-    "deerflow-extension-api==0.2.5",
+    "deerflow-extension-api==0.2.6",
     "dotenv>=0.9.9",
     "exa-py>=1.0.0",
     "httpx>=0.28.0",
diff --git a/backend/tests/AGENTS.md b/backend/tests/AGENTS.md
index b2f6d0aef5..b5a915c527 100644
--- a/backend/tests/AGENTS.md
+++ b/backend/tests/AGENTS.md
@@ -203,6 +203,10 @@ tests never need credentials or network access.
 
 ## MCP claim fencing
 
+Notification recovery tests advance to the persisted `next_notification_at` after
+dispatch. It records completion time; a fixed scan-time offset can query before
+the notification is due on a slower runner. Preserve delivery and counter assertions.
+
 `test_mcp_task_repository.py` covers same-worker reclaim during an in-flight
 release, poll/cancel snapshot, or notification completion. Use explicit events
 to pause the old operation at the persistence boundary, reclaim via the real
diff --git a/backend/tests/test_extension_api_contracts.py b/backend/tests/test_extension_api_contracts.py
index 012530daa0..4a429a3514 100644
--- a/backend/tests/test_extension_api_contracts.py
+++ b/backend/tests/test_extension_api_contracts.py
@@ -342,7 +342,7 @@ def test_runtime_api_version_matches_the_installed_contract_package():
     """Every additive contract slice bumps both gates together."""
     from importlib.metadata import version
 
-    assert API_VERSION == "0.2.5"
+    assert API_VERSION == "0.2.6"
     assert API_VERSION == version("deerflow-extension-api")
 
 
diff --git a/backend/tests/test_extension_api_surface.py b/backend/tests/test_extension_api_surface.py
index 8a7f57a830..19e6f8947f 100644
--- a/backend/tests/test_extension_api_surface.py
+++ b/backend/tests/test_extension_api_surface.py
@@ -40,6 +40,7 @@ def test_every_contract_kind_added_for_the_0_2_series_is_exported():
         "BackendAction",
         "BrowserModule",
         "ModelTool",
+        "PluginToolResult",
         "PluginContribution",
         "SettingsField",
         "ToolContext",
diff --git a/backend/tests/test_mcp_task_repository.py b/backend/tests/test_mcp_task_repository.py
index 8b805a52b7..fda5f04579 100644
--- a/backend/tests/test_mcp_task_repository.py
+++ b/backend/tests/test_mcp_task_repository.py
@@ -1269,7 +1269,10 @@ async def test_recovered_launching_at_retry_budget_reconciles_successful_run(tmp
         now=now,
     )
 
-    reconcile_at = now + timedelta(seconds=1)
+    # Dispatch stores the completion time, which can be later than the scan time.
+    launched = await repo.get("task-launching-success", user_id="user-1", thread_id="thread-1", thread_incarnation=None)
+    assert launched is not None
+    reconcile_at = datetime.fromisoformat(launched["next_notification_at"])
     dispatched = await repo.claim_notification_work(
         now=reconcile_at,
         lease_owner="notifier-b",
diff --git a/backend/tests/test_plugin_tools.py b/backend/tests/test_plugin_tools.py
index 6768632356..2579f57eb7 100644
--- a/backend/tests/test_plugin_tools.py
+++ b/backend/tests/test_plugin_tools.py
@@ -1,8 +1,9 @@
 """Exercise actual LangGraph tool dispatch, not just manifest serialization."""
 
+import asyncio
 import json
-from dataclasses import replace
-from types import SimpleNamespace
+from dataclasses import FrozenInstanceError, dataclass, replace
+from types import MappingProxyType, SimpleNamespace
 
 import pytest
 from deerflow_extension_api.plugins import ModelTool, PluginContribution
@@ -164,3 +165,224 @@ async def test_model_tool_receives_run_control_from_host_runtime(installed):
     )
     handle.for_plugin.assert_called_once_with(plugin.namespace)
     assert calls[0].agent_runs is scoped
+
+
+def _tool_graph(plugin, declaration):
+    registry = ExtensionRegistry()
+    with registry.attributed_to("test"):
+        registry.plugin(replace(plugin, tools=(declaration,)))
+    (tool,) = build_plugin_tools(registry.build())
+    graph = StateGraph(MessagesState)
+    graph.add_node("tools", ToolNode([tool]))
+    graph.add_edge(START, "tools")
+    graph.add_edge("tools", END)
+    return graph.compile(), tool
+
+
+async def _call_tool(graph, tool, **context):
+    result = await graph.ainvoke(
+        {"messages": [AIMessage(content="", tool_calls=[{"id": "artifact-call", "name": tool.name, "args": {"query": "hello"}}])]},
+        context={"user_id": "trusted-user", "thread_id": "thread-a", **context},
+    )
+    return result["messages"][-1]
+
+
+@pytest.mark.asyncio
+async def test_opt_in_mode_rejects_legacy_tuple_through_real_tool_node(installed):
+    # A trusted package can subclass the old declaration. This drives ToolNode
+    # even on a pre-feature host, exposing ignored response-format declarations.
+    @dataclass(frozen=True)
+    class ArtifactTool(ModelTool):
+        response_format: str = "content_and_artifact"
+
+    async def handler(payload, context):
+        return ("visible", {"private": "must not become content"})
+
+    _, plugin, _ = installed
+    old = plugin.tools[0]
+    graph, tool = _tool_graph(plugin, ArtifactTool(old.name, old.description, old.input_schema, handler))
+    message = await _call_tool(graph, tool)
+    assert message.status == "error"
+    assert message.artifact is None
+    assert "must not become content" not in message.content
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("artifact", [None, {"rows": [{"label": "故障", "score": 0.9}]}])
+async def test_typed_result_separates_content_from_artifact_and_preserves_identity(installed, artifact):
+    from deerflow_extension_api import PluginToolResult
+
+    _, plugin, _ = installed
+    contexts = []
+
+    async def handler(payload, context):
+        contexts.append(context)
+        return PluginToolResult("One record classified.", artifact)
+
+    declaration = replace(plugin.tools[0], handler=handler, response_format="content_and_artifact")
+    graph, tool = _tool_graph(plugin, declaration)
+    message = await _call_tool(graph, tool)
+    assert (message.content, message.artifact, message.status) == ("One record classified.", artifact, "success")
+    assert (message.tool_call_id, message.name) == ("artifact-call", tool.name)
+    assert (contexts[0].principal.user_id, contexts[0].thread_id) == ("trusted-user", "thread-a")
+    assert "runtime" not in json.dumps(tool.tool_call_schema)
+
+
+@pytest.mark.asyncio
+async def test_artifact_is_independent_json_snapshot(installed):
+    from deerflow_extension_api import PluginToolResult
+
+    _, plugin, _ = installed
+    rows = [{"label": "original"}]
+    artifact = MappingProxyType({"rows": rows})
+
+    async def handler(payload, context):
+        return PluginToolResult("ready", artifact)
+
+    graph, tool = _tool_graph(plugin, replace(plugin.tools[0], handler=handler, response_format="content_and_artifact"))
+    message = await _call_tool(graph, tool)
+    rows[0]["label"] = "changed after return"
+    assert message.artifact == {"rows": [{"label": "original"}]}
+    json.dumps(message.artifact, allow_nan=False)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("kind", ["plain", "tuple", "bad-content", "list-artifact", "nan", "object", "int-key", "bool-key", "null-key", "float-key", "key-collision", "nested-key", "list-key", "tuple-key"])
+async def test_opt_in_invalid_result_is_sanitized_without_artifact(installed, kind):
+    from deerflow_extension_api import PluginToolResult
+
+    _, plugin, _ = installed
+    values = {
+        "plain": {"sensitive": "secret"},
+        "tuple": ("visible", {"sensitive": "secret"}),
+        "bad-content": PluginToolResult({"sensitive": "secret"}, None),
+        "list-artifact": PluginToolResult("visible", ["secret"]),
+        "nan": PluginToolResult("visible", {"score": float("nan")}),
+        "object": PluginToolResult("visible", {"sensitive": object()}),
+        "int-key": PluginToolResult("visible", {1: "secret"}),
+        "bool-key": PluginToolResult("visible", {True: "secret"}),
+        "null-key": PluginToolResult("visible", {None: "secret"}),
+        "float-key": PluginToolResult("visible", {1.5: "secret"}),
+        "key-collision": PluginToolResult("visible", {1: "secret", "1": "other"}),
+        "nested-key": PluginToolResult("visible", {"record": {1: "secret", "1": "other"}}),
+        "list-key": PluginToolResult("visible", {"rows": [{1: "secret"}]}),
+        "tuple-key": PluginToolResult("visible", {"rows": ({1: "secret"},)}),
+    }
+
+    async def handler(payload, context):
+        return values[kind]
+
+    graph, tool = _tool_graph(plugin, replace(plugin.tools[0], handler=handler, response_format="content_and_artifact"))
+    message = await _call_tool(graph, tool)
+    assert message.status == "error"
+    assert message.artifact is None
+    assert message.content == "Plugin tool unavailable or input rejected."
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("over_limit", [False, True])
+async def test_artifact_mode_combines_utf8_content_and_artifact_budget(installed, over_limit):
+    from deerflow_extension_api import PluginToolResult
+
+    _, plugin, _ = installed
+    artifact = {"value": "中" * 1000}
+    overhead = len(json.dumps({"content": "", "artifact": artifact}, ensure_ascii=False).encode())
+    content = "a" * (64 * 1024 - overhead + int(over_limit))
+
+    async def handler(payload, context):
+        return PluginToolResult(content, artifact)
+
+    graph, tool = _tool_graph(plugin, replace(plugin.tools[0], handler=handler, response_format="content_and_artifact"))
+    message = await _call_tool(graph, tool)
+    if over_limit:
+        assert message.status == "error"
+        assert message.artifact is None
+        assert message.content == "Plugin result exceeds 64 KiB."
+    else:
+        assert message.status == "success"
+        assert message.content == content
+        assert message.artifact == artifact
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("value", [{"text": "中文"}, ("legacy tuple", {"a": 1}), "quoted string", None, {1: "integer", "nested": {None: "null"}}])
+async def test_default_mode_keeps_legacy_json_encoding(installed, value):
+    _, plugin, _ = installed
+
+    async def handler(payload, context):
+        return value
+
+    graph, tool = _tool_graph(plugin, replace(plugin.tools[0], handler=handler))
+    message = await _call_tool(graph, tool)
+    assert message.content == json.dumps(value, ensure_ascii=False, allow_nan=False)
+    assert message.artifact is None
+
+
+@pytest.mark.asyncio
+async def test_default_mode_cannot_serialize_typed_artifact_result(installed):
+    from deerflow_extension_api import PluginToolResult
+
+    _, plugin, _ = installed
+    result = PluginToolResult("visible", {"sensitive": "secret"})
+    # This is also what the old host's unchanged JSON path does.
+    with pytest.raises(TypeError):
+        json.dumps(result)
+
+    async def handler(payload, context):
+        return result
+
+    graph, tool = _tool_graph(plugin, replace(plugin.tools[0], handler=handler))
+    message = await _call_tool(graph, tool)
+    assert message.status == "error" and message.artifact is None
+    assert message.content == "Plugin tool unavailable or input rejected."
+
+
+@pytest.mark.asyncio
+async def test_artifact_mode_propagates_caller_cancellation(installed):
+    _, plugin, _ = installed
+    entered, cleaned = asyncio.Event(), asyncio.Event()
+
+    async def handler(payload, context):
+        entered.set()
+        try:
+            await asyncio.Event().wait()
+        finally:
+            cleaned.set()
+
+    graph, tool = _tool_graph(plugin, replace(plugin.tools[0], handler=handler, response_format="content_and_artifact"))
+    task = asyncio.create_task(_call_tool(graph, tool))
+    try:
+        await asyncio.wait_for(entered.wait(), 2)
+        task.cancel()
+        with pytest.raises(asyncio.CancelledError):
+            await task
+        assert cleaned.is_set()
+    finally:
+        if not task.done():
+            task.cancel()
+        await asyncio.gather(task, return_exceptions=True)
+
+
+def test_new_contract_keeps_old_positional_signature_and_is_frozen(installed):
+    from deerflow_extension_api import PluginToolResult
+
+    _, plugin, _ = installed
+    old = plugin.tools[0]
+    declaration = ModelTool(old.name, old.description, old.input_schema, old.handler, "custom-group")
+    assert declaration.response_format == "content" and declaration.group == "custom-group"
+    with pytest.raises(TypeError):
+        ModelTool(old.name, old.description, old.input_schema, old.handler, "custom-group", "content_and_artifact")
+    result = PluginToolResult("visible", None)
+    with pytest.raises(FrozenInstanceError):
+        result.content = "changed"
+
+
+@pytest.mark.parametrize("mode", ["unknown", None, []])
+def test_invalid_response_format_rejects_whole_plugin_before_registration(installed, mode):
+    _, plugin, _ = installed
+    registry = ExtensionRegistry()
+    declaration = replace(plugin.tools[0], name="other", response_format=mode)
+    with registry.attributed_to("test"):
+        with pytest.raises(ValueError, match="response format"):
+            registry.plugin(replace(plugin, tools=(*plugin.tools, declaration)))
+    assert not registry.build().plugins
diff --git a/backend/tests/test_retrieval_plugin_artifacts.py b/backend/tests/test_retrieval_plugin_artifacts.py
new file mode 100644
index 0000000000..dee07aad8a
--- /dev/null
+++ b/backend/tests/test_retrieval_plugin_artifacts.py
@@ -0,0 +1,131 @@
+"""Real plugin/tool/budget/checkpoint roundtrip, with no provider or model calls."""
+
+import json
+from pathlib import Path
+
+import pytest
+from langchain_core.messages import AIMessage, HumanMessage, ToolMessage, convert_to_messages, convert_to_openai_messages
+from langgraph.checkpoint.sqlite.aio import AsyncSqliteSaver
+from langgraph.graph import END, START, StateGraph
+from langgraph.prebuilt import ToolNode
+
+from deerflow.agents.middlewares.tool_output_budget_middleware import ToolOutputBudgetMiddleware
+from deerflow.agents.thread_state import get_thread_state_schema
+from deerflow.config.tool_output_config import ToolOutputConfig
+from deerflow.extensions.loader import ExtensionSpec, load_extensions
+from deerflow.extensions.plugin_tools import build_plugin_tools
+from deerflow.runtime.checkpoint_mode import inject_checkpoint_mode
+from deerflow.runtime.checkpoint_state import CheckpointStateAccessor
+from deerflow.runtime.serialization import serialize_channel_values_for_api
+
+
+@pytest.fixture
+def retrieval_plugin(monkeypatch):
+    monkeypatch.syspath_prepend(str(Path(__file__).resolve().parents[2] / "examples/deerflow-extension-retrieval"))
+
+    def load(config=None):
+        loaded, diagnostics = load_extensions([ExtensionSpec(use="deerflow_extension_retrieval:install", config={} if config is None else config)])
+        assert diagnostics == []
+        return loaded
+
+    return load
+
+
+def _graph(tool, saver, *, mode="full", limit=10000):
+    budget = ToolOutputBudgetMiddleware(ToolOutputConfig(externalize_min_chars=0, fallback_max_chars=limit))
+    graph = StateGraph(get_thread_state_schema(mode))
+    graph.add_node("tools", ToolNode([tool], awrap_tool_call=budget.awrap_tool_call))
+    graph.add_edge(START, "tools")
+    graph.add_edge("tools", END)
+    return graph.compile(checkpointer=saver)
+
+
+def _call(tool, query, *, call_id="call-retrieval-1"):
+    return AIMessage(content="", id=f"request-{call_id}", tool_calls=[{"id": call_id, "name": tool.name, "args": query, "type": "tool_call"}])
+
+
+def test_retrieval_example_is_disabled_until_the_operator_enables_it(retrieval_plugin):
+    loaded = retrieval_plugin()
+    assert len(loaded.plugins) == 1
+    assert build_plugin_tools(loaded) == []
+    (tool,) = build_plugin_tools(retrieval_plugin({"enabled": True}))
+    assert tool.name.startswith("ext_")
+    assert tool.name not in {"knowledge_search", "task"}
+    assert "synthetic" in tool.description.lower()
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("mode", ["full", "delta"])
+@pytest.mark.parametrize("limit", [120, 10000])
+async def test_plugin_artifact_survives_budget_sqlite_reopen_and_later_turn(tmp_path, retrieval_plugin, mode, limit):
+    (tool,) = build_plugin_tools(retrieval_plugin({"enabled": True}))
+    config = {"configurable": {"thread_id": "retrieval-roundtrip"}}
+    inject_checkpoint_mode(config, mode)
+    context = {"user_id": "alice", "thread_id": "retrieval-roundtrip"}
+    database = str(tmp_path / "checkpoints.db")
+    async with AsyncSqliteSaver.from_conn_string(database) as saver:
+        graph = _graph(tool, saver, mode=mode, limit=limit)
+        result = await graph.ainvoke({"messages": [HumanMessage(content="Find the synthetic release note.", id="human-1"), _call(tool, {"query": "RELEASE"})]}, config, context=context)
+        message = result["messages"][-1]
+        assert isinstance(message, ToolMessage)
+        assert (message.name, message.tool_call_id, message.status) == (tool.name, "call-retrieval-1", "success")
+        assert message.id
+        assert isinstance(message.content, str) and len(message.content) <= limit
+        assert message.artifact["schema"] == "example.retrieval.v1"
+        assert message.artifact["synthetic"] is True
+        assert [item["document_id"] for item in message.artifact["matches"]] == ["demo-release"]
+        assert "Tuesday" in message.artifact["matches"][0]["excerpt"]
+        if limit == 120:
+            assert message.additional_kwargs["deerflow_tool_transforms"][-1]["kind"] == "truncated"
+            assert len(message.artifact["matches"][0]["excerpt"]) > len(message.content)
+        else:
+            assert "Tuesday" in message.content
+        saved_message = message.model_dump()
+
+    # New saver and graph, not a live object/cache from the first invocation.
+    async with AsyncSqliteSaver.from_conn_string(database) as reopened:
+        graph = _graph(tool, reopened, mode=mode, limit=limit)
+        accessor = CheckpointStateAccessor.bind(graph, reopened, mode=mode)
+        snapshot = await accessor.aget(config)
+        restored = snapshot.values["messages"][-1]
+        assert restored.model_dump() == saved_message
+        api_state = json.loads(json.dumps(serialize_channel_values_for_api(snapshot.values)))
+        assert api_state["messages"][-1]["artifact"] == saved_message["artifact"]
+        assert api_state["messages"][-1]["content"] == saved_message["content"]
+        assert api_state["messages"][-1]["name"] == tool.name
+        assert api_state["messages"][-1]["id"] == saved_message["id"]
+        assert api_state["messages"][-1]["tool_call_id"] == "call-retrieval-1"
+        assert convert_to_messages(api_state["messages"])[-1].model_dump() == saved_message
+
+        continued = await graph.ainvoke({"messages": [HumanMessage(content="Now find support.", id="human-2"), _call(tool, {"query": "support"}, call_id="call-retrieval-2")]}, config, context=context)
+        old = next(msg for msg in continued["messages"] if isinstance(msg, ToolMessage) and msg.tool_call_id == "call-retrieval-1")
+        assert old.model_dump() == saved_message
+        newest = continued["messages"][-1]
+        assert newest.artifact["matches"][0]["document_id"] == "demo-support"
+        model_messages = convert_to_openai_messages(continued["messages"])
+        model_tools = [msg for msg in model_messages if msg["role"] == "tool"]
+        assert [msg["tool_call_id"] for msg in model_tools] == ["call-retrieval-1", "call-retrieval-2"]
+        assert model_tools[0]["content"] == saved_message["content"]
+        assert model_tools[-1]["content"] == newest.content
+        assert all("artifact" not in msg for msg in model_tools)
+        assert "example.retrieval.v1" not in json.dumps(model_messages)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("payload", [{"query": ""}, {"query": "   "}, {"query": 7}, {"query": "release", "user_id": "bob"}])
+async def test_invalid_retrieval_arguments_are_rejected_by_real_tool_dispatch(retrieval_plugin, payload):
+    (tool,) = build_plugin_tools(retrieval_plugin({"enabled": True}))
+    result = await _graph(tool, None).ainvoke({"messages": [_call(tool, payload)]}, context={"user_id": "alice"})
+    message = result["messages"][-1]
+    assert (message.name, message.tool_call_id, message.status) == (tool.name, "call-retrieval-1", "error")
+    assert message.artifact is None
+
+
+@pytest.mark.asyncio
+async def test_no_matches_is_a_successful_empty_result(retrieval_plugin):
+    (tool,) = build_plugin_tools(retrieval_plugin({"enabled": True}))
+    result = await _graph(tool, None).ainvoke({"messages": [_call(tool, {"query": "not-in-this-corpus"})]}, context={"user_id": "alice"})
+    message = result["messages"][-1]
+    assert message.status == "success"
+    assert "No matching synthetic documents" in message.content
+    assert message.artifact == {"schema": "example.retrieval.v1", "synthetic": True, "matches": []}
diff --git a/backend/uv.lock b/backend/uv.lock
index 7c19267e5c..bdeefd24a8 100644
--- a/backend/uv.lock
+++ b/backend/uv.lock
@@ -922,7 +922,7 @@ extensions = []
 
 [[package]]
 name = "deerflow-extension-api"
-version = "0.2.5"
+version = "0.2.6"
 source = { editable = "packages/extension-api" }
 
 [[package]]
diff --git a/docs/full-stack-plugins.md b/docs/full-stack-plugins.md
index 5bc730766d..7b85eaf165 100644
--- a/docs/full-stack-plugins.md
+++ b/docs/full-stack-plugins.md
@@ -3,7 +3,7 @@
 A deployment-installed Python extension can register a `PluginContribution` with
 optional browser code, authenticated backend actions and model tools. This extends
 the existing `install(registry, config)` workflow. MCP and Skills keep their existing
-APIs and lifecycles. Public contracts live in `deerflow_extension_api` (0.2.5).
+APIs and lifecycles. Public contracts live in `deerflow_extension_api` (0.2.6).
 
 Backend actions and model tools may use the optional host-bound
 `context.agent_runs` capability to create, continue, inspect, resume, and cancel
@@ -53,6 +53,45 @@ Tool names are namespace-derived and collision-checked. Tool inputs are bounded
 inputs up to 256 KiB and have a 30-second timeout. Cancellation does not guarantee
 rollback of external effects or already-running worker-thread operations.
 
+### Structured tool artifacts
+
+Existing model tools return JSON-encoded content. To return separate structured
+metadata, declare the keyword-only `response_format="content_and_artifact"` and
+return `PluginToolResult` from the async handler:
+
+```python
+from deerflow_extension_api import ModelTool, PluginToolResult
+
+async def search(payload, context):
+    return PluginToolResult(
+        content="Retrieved excerpt from the selected document.",
+        artifact={"documents": [{"title": "Guide", "excerpt": "Retrieved excerpt"}]},
+    )
+
+tool = ModelTool(
+    "search", "Search selected documents",
+    {"type": "object", "properties": {"query": {"type": "string"}}},
+    search, response_format="content_and_artifact",
+)
+```
+
+Content must be a string and artifact must be a JSON object or `None`, with string
+keys in every nested object. Non-string keys are rejected rather than coerced.
+Content and artifact share the 64 KiB UTF-8 JSON output cap. The host validates and snapshots the artifact
+before attaching it to `ToolMessage.artifact`; it does not append it to ordinary
+tool content or let it replace the tool name or call ID. Invalid result shapes,
+non-JSON values and oversize output use the normal sanitized tool-error path.
+The default `response_format="content"` preserves existing JSON encoding,
+including tuple/list results. The structured mode requires a typed result rather
+than a bare tuple; an older host cannot silently JSON-encode that carrier.
+
+Use the matching host and extension-api 0.2.6 or newer, and declare that API floor
+through the existing extension decorator and package requirement. Artifacts can
+be persisted and exposed to host clients; they are not secret storage. Generic
+artifact support does not grant citation trust or change native RAGFlow tool-name
+checks. See the [local retrieval example](../examples/deerflow-extension-retrieval/README.md)
+for a small, default-disabled plugin without a knowledge-management service.
+
 A plugin can also contribute tools alone. The
 [text classification example](../examples/deerflow-extension-jev-classify/README.md)
 registers one model tool and a status action, no browser code: the agent labels a
diff --git a/examples/deerflow-extension-retrieval/LICENSE b/examples/deerflow-extension-retrieval/LICENSE
new file mode 100644
index 0000000000..9dc98a4a6b
--- /dev/null
+++ b/examples/deerflow-extension-retrieval/LICENSE
@@ -0,0 +1,22 @@
+MIT License
+
+Copyright (c) 2025 Bytedance Ltd. and/or its affiliates
+Copyright (c) 2025-2026 DeerFlow Authors
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/examples/deerflow-extension-retrieval/README.md b/examples/deerflow-extension-retrieval/README.md
new file mode 100644
index 0000000000..fa4ebf2ba1
--- /dev/null
+++ b/examples/deerflow-extension-retrieval/README.md
@@ -0,0 +1,58 @@
+# Synthetic retrieval with plugin tool artifacts
+
+This is a small, read-only example for `ModelTool(response_format="content_and_artifact")`.
+It searches two fixed **synthetic** documents in memory. It makes no network or
+model requests, reads no user files, and has no UI, database, ingestion, or write
+operations. All users see the same demonstration corpus; it is not a private
+knowledge base or a factual company source.
+
+The package imports only Python's standard library and `deerflow-extension-api`
+0.2.6 or newer. It does not import private DeerFlow harness modules.
+
+## Enable explicitly
+
+Install this trusted local package using the normal extension workflow:
+
+```sh
+deerflow extensions install /absolute/path/to/examples/deerflow-extension-retrieval
+```
+
+The contribution is disabled by default. To enable it, set the installed entry's
+configuration to `enabled: true` and restart the Gateway. For a source package
+already on the Python path, the equivalent deployment entry is:
+
+```yaml
+plugins:
+  - use: deerflow_extension_retrieval:install
+    config:
+      enabled: true
+```
+
+The registered model tool performs case-insensitive literal matching. For
+example, the query `release` returns the synthetic release note. Empty queries
+and additional arguments are rejected by the tool schema.
+
+## What the example proves
+
+The handler returns `PluginToolResult`: readable text is model-visible, while a
+JSON artifact contains `schema`, `synthetic`, and structured `matches`. The host
+assigns the tool name and call ID. The artifact contains no secret information;
+artifacts are retained in state and API output, not a secret-storage boundary.
+
+The integration test loads this package through `load_extensions`, dispatches
+the real `ToolNode` with `ToolOutputBudgetMiddleware`, saves to SQLite, closes
+and reopens the saver, reads through `CheckpointStateAccessor`, and serializes
+the restored state. A later turn also checks the standard model-message
+conversion receives text rather than the artifact. Both full and delta
+checkpoint modes are covered, including content truncation.
+
+The artifact is generic example metadata. It does **not** claim to be a native
+RAGFlow citation, enable citation cards, or participate in source-aware budget
+pruning or subagent source forwarding. Generic artifacts can outlive truncated
+content; adding an artifact does not establish evidence authority.
+
+From an existing DeerFlow backend development environment with API 0.2.6:
+
+```sh
+uv run pytest tests/test_retrieval_plugin_artifacts.py -q
+```
diff --git a/examples/deerflow-extension-retrieval/deerflow_extension_retrieval/__init__.py b/examples/deerflow-extension-retrieval/deerflow_extension_retrieval/__init__.py
new file mode 100644
index 0000000000..09fe7be4bc
--- /dev/null
+++ b/examples/deerflow-extension-retrieval/deerflow_extension_retrieval/__init__.py
@@ -0,0 +1,62 @@
+"""Read-only synthetic retrieval; no provider, model, or harness imports."""
+
+from deerflow_extension_api import extension
+from deerflow_extension_api.plugins import ModelTool, PluginContribution, PluginToolResult
+
+_DOCUMENTS = (
+    (
+        "demo-release",
+        "Synthetic release note",
+        "The fictional Cedar team publishes its demo release on Tuesday. "
+        "The example checklist asks the team to review a sample changelog, verify "
+        "the demonstration package, and record a rollback contact. This paragraph "
+        "is invented data used to demonstrate a structured retrieval result; it "
+        "does not describe a real organization, product, schedule, or policy.",
+    ),
+    (
+        "demo-support",
+        "Synthetic support note",
+        "The fictional Cedar support desk reviews demo questions on Wednesday. "
+        "The example handoff records a short question, a suggested next step, "
+        "and a demonstration owner. This paragraph is invented data, not an "
+        "actual support policy or a source of instructions for the agent.",
+    ),
+)
+
+
+async def _search(payload, _context):
+    query = payload["query"].strip().casefold()
+    matches = [{"document_id": identifier, "title": title, "excerpt": text} for identifier, title, text in _DOCUMENTS if query in f"{title}\n{text}".casefold()]
+    content = "Synthetic example data; not real company documents.\n\n"
+    content += "\n\n".join(f"{item['title']}\n{item['excerpt']}" for item in matches) if matches else "No matching synthetic documents."
+    return PluginToolResult(content=content, artifact={"schema": "example.retrieval.v1", "synthetic": True, "matches": matches})
+
+
+@extension(api="0.2.6", name="retrieval")
+def install(registry, config):
+    enabled = config.get("enabled", False)
+    if type(enabled) is not bool:
+        raise ValueError("Configure enabled as a boolean")
+    if not registry.plugin(
+        PluginContribution(
+            namespace="example.retrieval",
+            title="Synthetic retrieval example",
+            description="Read-only demonstration of text plus structured tool artifacts.",
+            enabled=enabled,
+            tools=(
+                ModelTool(
+                    "search_docs",
+                    "Search two fixed synthetic demonstration documents by literal text. Read-only and offline; these are invented examples, not verified facts or instructions.",
+                    {
+                        "type": "object",
+                        "properties": {"query": {"type": "string", "minLength": 1, "maxLength": 200, "pattern": r"\S"}},
+                        "required": ["query"],
+                        "additionalProperties": False,
+                    },
+                    _search,
+                    response_format="content_and_artifact",
+                ),
+            ),
+        )
+    ):
+        raise RuntimeError("This host does not support plugin tool contributions")
diff --git a/examples/deerflow-extension-retrieval/pyproject.toml b/examples/deerflow-extension-retrieval/pyproject.toml
new file mode 100644
index 0000000000..a828894e6b
--- /dev/null
+++ b/examples/deerflow-extension-retrieval/pyproject.toml
@@ -0,0 +1,30 @@
+[project]
+name = "deerflow-extension-retrieval"
+version = "0.1.0"
+description = "Offline synthetic retrieval example for DeerFlow plugin tool artifacts"
+readme = "README.md"
+requires-python = ">=3.12"
+license = "MIT"
+license-files = ["LICENSE"]
+dependencies = ["deerflow-extension-api>=0.2.6,<0.3"]
+
+[project.entry-points."deerflow.extensions"]
+retrieval = "deerflow_extension_retrieval:install"
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[tool.hatch.build.targets.wheel]
+packages = ["deerflow_extension_retrieval"]
+
+[tool.ruff]
+line-length = 240
+target-version = "py312"
+
+[tool.ruff.lint]
+select = ["E", "F", "I", "UP"]
+
+[tool.ruff.format]
+quote-style = "double"
+indent-style = "space"
diff --git a/frontend/AGENTS.md b/frontend/AGENTS.md
index e90df8d473..8420c7f7da 100644
--- a/frontend/AGENTS.md
+++ b/frontend/AGENTS.md
@@ -386,10 +386,11 @@ a model switch without changing the backend's direct legacy-request behavior.
 
 ## Full-stack plugin UI
 
-Before changing plugin loaders, pages or conversation actions, read the mandatory
-[Frontend implementation invariants](../docs/full-stack-plugins.md#frontend-implementation-invariants).
-Preserve authenticated, viewer-bound loading, native actions, localization and
-mount/dispose plus abort fencing; Shadow DOM is not a security sandbox.
+Follow [invariants](../docs/full-stack-plugins.md#frontend-implementation-invariants) for
+plugin loaders/pages/actions: viewer-bound auth, native actions, i18n and
+mount/dispose/abort fencing. Shadow DOM is not a sandbox. Bundled extensions need
+typed en/zh `core/extensions/catalog.ts` entries with their namespace.
+Catalog entries are not proof of installation or activation.
 
 ### Composer references
 
diff --git a/frontend/src/core/extensions/catalog.ts b/frontend/src/core/extensions/catalog.ts
index f2cc2f4d80..53f9b9e612 100644
--- a/frontend/src/core/extensions/catalog.ts
+++ b/frontend/src/core/extensions/catalog.ts
@@ -30,6 +30,11 @@ export const extensionCatalog = [
     package: "deerflow-extension-jev-screening",
     namespace: null,
   },
+  {
+    key: "retrieval",
+    package: "deerflow-extension-retrieval",
+    namespace: "example.retrieval",
+  },
   { key: "example", package: "deerflow-extension-example", namespace: null },
 ] as const;
 
diff --git a/frontend/src/core/i18n/locales/en-US.ts b/frontend/src/core/i18n/locales/en-US.ts
index 8a3b9d430f..d5768b08c9 100644
--- a/frontend/src/core/i18n/locales/en-US.ts
+++ b/frontend/src/core/i18n/locales/en-US.ts
@@ -70,6 +70,11 @@ export const enUS: Translations = {
         description:
           "Explore middleware, task lifecycle, model observers, services and HTTP route contributions.",
       },
+      retrieval: {
+        title: "Local retrieval example",
+        description:
+          "Demonstrate read-only retrieval and structured tool results using fixed sample documents, without an external knowledge service.",
+      },
     },
     pageUnavailable: "Extension page unavailable",
     pageUnavailableHint:
diff --git a/frontend/src/core/i18n/locales/types.ts b/frontend/src/core/i18n/locales/types.ts
index 9199a24374..e061b5c4c1 100644
--- a/frontend/src/core/i18n/locales/types.ts
+++ b/frontend/src/core/i18n/locales/types.ts
@@ -32,6 +32,7 @@ export interface Translations {
       | "context"
       | "classify"
       | "screening"
+      | "retrieval"
       | "example",
       { title: string; description: string }
     >;
diff --git a/frontend/src/core/i18n/locales/zh-CN.ts b/frontend/src/core/i18n/locales/zh-CN.ts
index 3e153fc8dd..4e0d106d9b 100644
--- a/frontend/src/core/i18n/locales/zh-CN.ts
+++ b/frontend/src/core/i18n/locales/zh-CN.ts
@@ -66,6 +66,11 @@ export const zhCN: Translations = {
         description:
           "演示中间件、任务生命周期、模型观察器、服务和 HTTP 路由的扩展方式。",
       },
+      retrieval: {
+        title: "本地检索示例",
+        description:
+          "使用固定示例文档演示只读检索与结构化工具结果，不连接外部知识库。",
+      },
     },
     pageUnavailable: "扩展页面不可用",
     pageUnavailableHint: "此页面未注册，或插件已停用、未能加载。",
diff --git a/frontend/tests/e2e/bookmark-plugin.spec.ts b/frontend/tests/e2e/bookmark-plugin.spec.ts
index 62e8688326..e6e220ba98 100644
--- a/frontend/tests/e2e/bookmark-plugin.spec.ts
+++ b/frontend/tests/e2e/bookmark-plugin.spec.ts
@@ -442,7 +442,7 @@ for (const locale of ["en-US", "zh-CN"]) {
         exact: true,
       }),
     ).toBeVisible();
-    await expect(page.getByRole("article")).toHaveCount(6);
+    await expect(page.getByRole("article")).toHaveCount(7);
     await expect(
       page.getByRole("button", {
         name: zh ? "查看 会话书签" : "View Bookmarks",
@@ -474,6 +474,35 @@ for (const locale of ["en-US", "zh-CN"]) {
         name: zh ? "查看安装说明" : "Installation guide",
       }),
     ).toHaveAttribute("href", /deerflow-extension-agent-teams#readme$/);
+    await page
+      .getByRole("button", {
+        name: zh ? "全部扩展" : "All extensions",
+        exact: true,
+      })
+      .click();
+    await page
+      .getByPlaceholder(
+        zh ? "按名称或用途搜索扩展" : "Search extensions by name or purpose",
+      )
+      .fill("deerflow-extension-retrieval");
+    await expect(page.getByRole("article")).toHaveCount(1);
+    await page
+      .getByRole("button", {
+        name: zh ? "查看 本地检索示例" : "View Local retrieval example",
+        exact: true,
+      })
+      .click();
+    await expect(
+      page.getByRole("heading", {
+        name: zh ? "本地检索示例" : "Local retrieval example",
+        exact: true,
+      }),
+    ).toBeVisible();
+    await expect(
+      page.getByRole("link", {
+        name: zh ? "查看安装说明" : "Installation guide",
+      }),
+    ).toHaveAttribute("href", /deerflow-extension-retrieval#readme$/);
     await page
       .getByRole("button", {
         name: zh ? "全部扩展" : "All extensions",
@@ -547,8 +576,8 @@ test("catalog remains discoverable when runtime discovery fails", async ({
   await expect(
     page.getByRole("alert").filter({ hasText: "Extensions unavailable." }),
   ).toBeVisible();
-  await expect(page.getByRole("article")).toHaveCount(6);
+  await expect(page.getByRole("article")).toHaveCount(7);
   await expect(
     page.getByRole("article").filter({ hasText: "Catalog extension" }),
-  ).toHaveCount(6);
+  ).toHaveCount(7);
 });