diff --git a/plugins/memory/supermemory/README.md b/plugins/memory/supermemory/README.md
index c1f41c415..7e7786d83 100644
--- a/plugins/memory/supermemory/README.md
+++ b/plugins/memory/supermemory/README.md
@@ -1,6 +1,6 @@
 # Supermemory Memory Provider
 
-Semantic long-term memory with profile recall, semantic search, explicit memory tools, and session-end conversation ingest.
+Semantic long-term memory with profile recall, semantic search, explicit memory tools, and full-session conversation ingest (one ingest per session) for richer profiles.
 
 ## Requirements
 
@@ -45,22 +45,34 @@ Config file: `$HERMES_HOME/supermemory.json`
 
 ## Tools
 
-| Tool | Description |
-|------|-------------|
-| `supermemory_store` | Store an explicit memory |
-| `supermemory_search` | Search memories by semantic similarity |
-| `supermemory_forget` | Forget a memory by ID or best-match query |
-| `supermemory_profile` | Retrieve persistent profile and recent context |
+Kebab-case names are registered for the agent; snake_case aliases remain supported.
+
+| Tool | Alias | Description |
+|------|-------|-------------|
+| `supermemory-save` | `supermemory_store` | Store an explicit memory |
+| `supermemory-search` | `supermemory_search` | Search memories by semantic similarity |
+| `supermemory-forget` | `supermemory_forget` | Forget a memory by ID or best-match query |
+| `supermemory-profile` | `supermemory_profile` | Retrieve persistent profile and recent context |
+
+## Source attribution
+
+All Supermemory API calls send `x-sm-source: hermes`, and document writes stamp
+`metadata.sm_source: hermes`. This is a **functional routing key, not telemetry**:
+it groups Hermes-written memories into a dedicated "Hermes" Space in the
+Supermemory app, so you can filter, browse, and bulk-manage them per source agent
+(alongside Codex, Claude Code, etc.) from the Supermemory UI.
 
 ## Behavior
 
 When enabled, Hermes can:
 
 - prefetch relevant memory context before each turn
-- store cleaned conversation turns after each completed response
-- ingest the full session on session end for richer graph updates
+- buffer the full conversation and ingest it as **one session** at session end (or on `/reset`, branch, compression, or shutdown)
+- ingest the full session to the conversations endpoint for richer profile/graph updates
 - expose explicit tools for search, store, forget, and profile access
 
+The session is written once via the conversations endpoint, which drives Supermemory's entity extraction and profile building while keeping a clean, retrievable full transcript.
+
 ## Profile-Scoped Containers
 
 Use `{identity}` in the `container_tag` to scope memories per Hermes profile:
@@ -87,7 +99,7 @@ For advanced setups (e.g. OpenClaw-style multi-workspace), you can enable custom
 ```
 
 When enabled:
-- `supermemory_search`, `supermemory_store`, `supermemory_forget`, and `supermemory_profile` accept an optional `container_tag` parameter
+- `supermemory-search`, `supermemory-save`, `supermemory-forget`, and `supermemory-profile` accept an optional `container_tag` parameter
 - The tag must be in the whitelist: primary container + `custom_containers`
 - Automatic operations (turn sync, prefetch, memory write mirroring, session ingest) always use the **primary** container only
 - Custom container instructions are injected into the system prompt
diff --git a/plugins/memory/supermemory/__init__.py b/plugins/memory/supermemory/__init__.py
index a21ae53cc..0d03f4eaa 100644
--- a/plugins/memory/supermemory/__init__.py
+++ b/plugins/memory/supermemory/__init__.py
@@ -269,7 +269,22 @@ class _SupermemoryClient:
         self._container_tag = container_tag
         self._search_mode = search_mode if search_mode in _VALID_SEARCH_MODES else _DEFAULT_SEARCH_MODE
         self._timeout = timeout
-        self._client = Supermemory(api_key=api_key, timeout=timeout, max_retries=0)
+        self._client = Supermemory(
+            api_key=api_key,
+            timeout=timeout,
+            max_retries=0,
+            default_headers={"x-sm-source": "hermes"},
+        )
+
+    def _merge_metadata(self, metadata: Optional[dict]) -> dict:
+        # sm_source routes Hermes writes into the "Hermes" Space in the Supermemory
+        # app so the user can filter / bulk-manage them per source agent. This is a
+        # functional routing key for the user, not vendor telemetry.
+        merged = {"sm_source": "hermes", **(metadata or {})}
+        legacy_source = merged.pop("source", None)
+        if legacy_source and "type" not in merged:
+            merged["type"] = str(legacy_source)
+        return merged
 
     def add_memory(self, content: str, metadata: Optional[dict] = None, *,
                    entity_context: str = "", container_tag: Optional[str] = None,
@@ -280,7 +295,7 @@ class _SupermemoryClient:
             "container_tags": [tag],
         }
         if metadata:
-            kwargs["metadata"] = metadata
+            kwargs["metadata"] = self._merge_metadata(metadata)
         if entity_context:
             kwargs["entity_context"] = _clamp_entity_context(entity_context)
         if custom_id:
@@ -349,18 +364,22 @@ class _SupermemoryClient:
         preview = (target.get("memory") or "")[:100]
         return {"success": True, "message": f'Forgot: "{preview}"', "id": memory_id}
 
-    def ingest_conversation(self, session_id: str, messages: list[dict]) -> None:
-        payload = json.dumps({
+    def ingest_conversation(self, session_id: str, messages: list[dict], metadata: dict | None = None) -> None:
+        payload: dict = {
             "conversationId": session_id,
             "messages": messages,
             "containerTags": [self._container_tag],
-        }).encode("utf-8")
+        }
+        if metadata:
+            payload["metadata"] = self._merge_metadata(metadata)
+
         req = urllib.request.Request(
             _CONVERSATIONS_URL,
-            data=payload,
+            data=json.dumps(payload).encode("utf-8"),
             headers={
                 "Authorization": f"Bearer {self._api_key}",
                 "Content-Type": "application/json",
+                "x-sm-source": "hermes",
             },
             method="POST",
         )
@@ -447,6 +466,7 @@ class SupermemoryMemoryProvider(MemoryProvider):
         self._custom_containers: List[str] = []
         self._custom_container_instructions = ""
         self._allowed_containers: List[str] = []
+        self._session_turns: List[Dict[str, str]] = []
 
     @property
     def name(self) -> str:
@@ -501,13 +521,13 @@ class SupermemoryMemoryProvider(MemoryProvider):
         self._search_mode = self._config["search_mode"]
         self._entity_context = self._config["entity_context"]
         self._api_timeout = self._config["api_timeout"]
-
-        # Multi-container setup
         self._enable_custom_containers = self._config["enable_custom_container_tags"]
         self._custom_containers = self._config["custom_containers"]
         self._custom_container_instructions = self._config["custom_container_instructions"]
         self._allowed_containers = [self._container_tag] + list(self._custom_containers)
 
+        self._session_turns = []
+
         agent_context = kwargs.get("agent_context", "")
         self._write_enabled = agent_context not in {"cron", "flush", "subagent"}
         self._active = bool(self._api_key)
@@ -534,7 +554,7 @@ class SupermemoryMemoryProvider(MemoryProvider):
         lines = [
             "# Supermemory",
             f"Active. Container: {self._container_tag}.",
-            "Use supermemory_search, supermemory_store, supermemory_forget, and supermemory_profile for explicit memory operations.",
+            "Use supermemory-search, supermemory-save, supermemory-forget, and supermemory-profile (aliases: supermemory_search, supermemory_store, supermemory_forget, supermemory_profile).",
         ]
         if self._enable_custom_containers and self._custom_containers:
             tags_str = ", ".join(self._allowed_containers)
@@ -567,31 +587,11 @@ class SupermemoryMemoryProvider(MemoryProvider):
 
         clean_user = _clean_text_for_capture(user_content)
         clean_assistant = _clean_text_for_capture(assistant_content)
-        if not clean_user or not clean_assistant:
+        if not clean_user and not clean_assistant:
             return
-        if self._capture_mode == "all":
-            if len(clean_user) < _MIN_CAPTURE_LENGTH or len(clean_assistant) < _MIN_CAPTURE_LENGTH:
-                return
-            if _is_trivial_message(clean_user):
-                return
 
-        content = (
-            f"[role: user]\n{clean_user}\n[user:end]\n\n"
-            f"[role: assistant]\n{clean_assistant}\n[assistant:end]"
-        )
-        metadata = {"source": "hermes", "type": "conversation_turn"}
-
-        def _run():
-            try:
-                self._client.add_memory(content, metadata=metadata, entity_context=self._entity_context)
-            except Exception:
-                logger.debug("Supermemory sync_turn failed", exc_info=True)
-
-        if self._sync_thread and self._sync_thread.is_alive():
-            self._sync_thread.join(timeout=2.0)
-        self._sync_thread = None
-        self._sync_thread = threading.Thread(target=_run, daemon=True, name="supermemory-sync")
-        self._sync_thread.start()
+        # Buffer every turn for the single full-session document written at end/switch/shutdown
+        self._session_turns.append({"user": clean_user, "assistant": clean_assistant})
 
     def on_session_end(self, messages: List[Dict[str, Any]]) -> None:
         if not self._active or not self._write_enabled or not self._client or not self._session_id:
@@ -609,12 +609,68 @@ class SupermemoryMemoryProvider(MemoryProvider):
         if len(cleaned) == 1 and len(cleaned[0].get("content", "")) < 20:
             return
         try:
-            self._client.ingest_conversation(self._session_id, cleaned)
+            self._client.ingest_conversation(
+                self._session_id,
+                cleaned,
+                metadata={
+                    "type": "full_session",
+                    "session_id": self._session_id,
+                    "message_count": len(cleaned),
+                },
+            )
         except urllib.error.HTTPError:
             logger.warning("Supermemory session ingest failed", exc_info=True)
         except Exception:
             logger.warning("Supermemory session ingest failed", exc_info=True)
 
+        # Clear buffer so shutdown() doesn't duplicate on normal exit
+        self._session_turns = []
+
+    def on_session_switch(
+        self,
+        new_session_id: str,
+        *,
+        parent_session_id: str = "",
+        reset: bool = False,
+        **kwargs,
+    ) -> None:
+        """Flush any buffered turns from the old session as one document, then reset for the new session."""
+        if not self._active or not self._write_enabled or not self._client:
+            self._session_id = str(new_session_id or "").strip() or self._session_id
+            self._session_turns = []
+            return
+
+        old_session_id = self._session_id
+        old_turns = list(self._session_turns)
+
+        # Flush previous session via conversations ingest (with metadata)
+        if old_turns and old_session_id:
+            messages: list[dict] = []
+            for turn in old_turns:
+                if turn.get("user"):
+                    messages.append({"role": "user", "content": turn["user"]})
+                if turn.get("assistant"):
+                    messages.append({"role": "assistant", "content": turn["assistant"]})
+
+            try:
+                self._client.ingest_conversation(
+                    old_session_id,
+                    messages,
+                    metadata={
+                        "type": "full_session",
+                        "session_id": old_session_id,
+                        "message_count": len(old_turns) * 2,
+                        "partial": not reset,
+                    },
+                )
+            except Exception:
+                logger.debug("Supermemory session-switch ingest failed", exc_info=True)
+
+        # Reset for new session
+        self._session_id = str(new_session_id or "").strip() or old_session_id
+        self._session_turns = []
+        self._turn_count = 0
+
     def on_memory_write(self, action: str, target: str, content: str) -> None:
         if not self._active or not self._write_enabled or not self._client:
             return
@@ -625,7 +681,7 @@ class SupermemoryMemoryProvider(MemoryProvider):
             try:
                 self._client.add_memory(
                     content.strip(),
-                    metadata={"source": "hermes_memory", "target": target, "type": "explicit_memory"},
+                    metadata={"target": target, "type": "explicit_memory"},
                     entity_context=self._entity_context,
                 )
             except Exception:
@@ -638,6 +694,31 @@ class SupermemoryMemoryProvider(MemoryProvider):
         self._write_thread.start()
 
     def shutdown(self) -> None:
+        # Emergency fallback (crashes only). Buffer is cleared on normal on_session_end().
+        if self._active and self._write_enabled and self._client and self._session_turns and self._session_id:
+            logger.warning("Supermemory: Saving session via shutdown (session=%s, turns=%d)", self._session_id, len(self._session_turns))
+
+            messages: list[dict] = []
+            for turn in self._session_turns:
+                if turn.get("user"):
+                    messages.append({"role": "user", "content": turn["user"]})
+                if turn.get("assistant"):
+                    messages.append({"role": "assistant", "content": turn["assistant"]})
+
+            try:
+                self._client.ingest_conversation(
+                    self._session_id,
+                    messages,
+                    metadata={
+                        "type": "full_session",
+                        "session_id": self._session_id,
+                        "message_count": len(self._session_turns) * 2,
+                        "partial": True,
+                    },
+                )
+            except Exception:
+                logger.debug("Supermemory shutdown ingest failed", exc_info=True)
+
         for attr_name in ("_prefetch_thread", "_sync_thread", "_write_thread"):
             thread = getattr(self, attr_name, None)
             if thread and thread.is_alive():
@@ -665,8 +746,25 @@ class SupermemoryMemoryProvider(MemoryProvider):
         return sanitized
 
     def get_tool_schemas(self) -> List[Dict[str, Any]]:
+        def with_kebab_aliases(schemas: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
+            aliases = {
+                "supermemory_store": "supermemory-save",
+                "supermemory_search": "supermemory-search",
+                "supermemory_forget": "supermemory-forget",
+                "supermemory_profile": "supermemory-profile",
+            }
+            expanded = list(schemas)
+            for schema in schemas:
+                kebab = aliases.get(schema.get("name", ""))
+                if not kebab:
+                    continue
+                copy = json.loads(json.dumps(schema))
+                copy["name"] = kebab
+                expanded.append(copy)
+            return expanded
+
         if not self._enable_custom_containers:
-            return [STORE_SCHEMA, SEARCH_SCHEMA, FORGET_SCHEMA, PROFILE_SCHEMA]
+            return with_kebab_aliases([STORE_SCHEMA, SEARCH_SCHEMA, FORGET_SCHEMA, PROFILE_SCHEMA])
 
         # When multi-container is enabled, add optional container_tag to relevant tools
         container_param = {
@@ -678,7 +776,7 @@ class SupermemoryMemoryProvider(MemoryProvider):
             schema = json.loads(json.dumps(base))  # deep copy
             schema["parameters"]["properties"]["container_tag"] = container_param
             schemas.append(schema)
-        return schemas
+        return with_kebab_aliases(schemas)
 
     def _tool_store(self, args: dict) -> str:
         content = str(args.get("content") or "").strip()
@@ -692,7 +790,7 @@ class SupermemoryMemoryProvider(MemoryProvider):
         if not isinstance(metadata, dict):
             metadata = {}
         metadata.setdefault("type", _detect_category(content))
-        metadata["source"] = "hermes_tool"
+        metadata.pop("source", None)
         try:
             result = self._client.add_memory(content, metadata=metadata, entity_context=self._entity_context, container_tag=tag)
             preview = content[:80] + ("..." if len(content) > 80 else "")
@@ -777,6 +875,13 @@ class SupermemoryMemoryProvider(MemoryProvider):
     def handle_tool_call(self, tool_name: str, args: Dict[str, Any], **kwargs) -> str:
         if not self._active or not self._client:
             return tool_error("Supermemory is not configured")
+        aliases = {
+            "supermemory-save": "supermemory_store",
+            "supermemory-search": "supermemory_search",
+            "supermemory-forget": "supermemory_forget",
+            "supermemory-profile": "supermemory_profile",
+        }
+        tool_name = aliases.get(tool_name, tool_name)
         if tool_name == "supermemory_store":
             return self._tool_store(args)
         if tool_name == "supermemory_search":
diff --git a/plugins/memory/supermemory/plugin.yaml b/plugins/memory/supermemory/plugin.yaml
index 23321bdb5..8100b3213 100644
--- a/plugins/memory/supermemory/plugin.yaml
+++ b/plugins/memory/supermemory/plugin.yaml
@@ -1,5 +1,5 @@
 name: supermemory
-version: 1.0.0
+version: 1.0.1
 description: "Supermemory semantic long-term memory with profile recall, semantic search, explicit memory tools, and session ingest."
 pip_dependencies:
   - supermemory
diff --git a/scripts/release.py b/scripts/release.py
index d7f6dcfea..3bf9b2dbf 100755
--- a/scripts/release.py
+++ b/scripts/release.py
@@ -70,6 +70,7 @@ AUTHOR_MAP = {
     "524706+Twanislas@users.noreply.github.com": "Twanislas",
     "9592417+adam91holt@users.noreply.github.com": "adam91holt",
     "kchuang1015@users.noreply.github.com": "kchuang1015",
+    "maheshthedev@gmail.com": "MaheshtheDev",
     "kyssta-exe@users.noreply.github.com": "kyssta-exe",
     "45688690+fujinice@users.noreply.github.com": "fujinice",
     "276689385+carltonawong@users.noreply.github.com": "carltonawong",
diff --git a/tests/plugins/memory/test_supermemory_provider.py b/tests/plugins/memory/test_supermemory_provider.py
index d5f1c5bb1..2d0d0c9e2 100644
--- a/tests/plugins/memory/test_supermemory_provider.py
+++ b/tests/plugins/memory/test_supermemory_provider.py
@@ -50,8 +50,8 @@ class FakeClient:
     def forget_by_query(self, query, *, container_tag=None):
         return self.forget_by_query_response
 
-    def ingest_conversation(self, session_id, messages):
-        self.ingest_calls.append({"session_id": session_id, "messages": messages})
+    def ingest_conversation(self, session_id, messages, metadata=None):
+        self.ingest_calls.append({"session_id": session_id, "messages": messages, "metadata": metadata})
 
 
 @pytest.fixture
@@ -136,23 +136,28 @@ def test_prefetch_skips_profile_between_frequency(provider):
     assert "User Profile (Persistent)" not in result
 
 
-def test_sync_turn_skips_trivial_message(provider):
+def test_sync_turn_buffers_short_messages(provider):
+    # Trivial filtering is no longer applied at sync time — every non-empty turn
+    # is buffered and only the full session is written at session boundaries.
     provider.sync_turn("ok", "sure", session_id="session-1")
+    assert provider._session_turns == [{"user": "ok", "assistant": "sure"}]
     assert provider._client.add_calls == []
 
 
-def test_sync_turn_persists_cleaned_exchange(provider):
+def test_sync_turn_buffers_cleaned_exchange(provider):
     provider.sync_turn(
         "Please remember this\n<supermemory-context>ignore</supermemory-context>",
         "Got it, storing the context",
         session_id="session-1",
     )
-    provider._sync_thread.join(timeout=1)
-    assert len(provider._client.add_calls) == 1
-    content = provider._client.add_calls[0]["content"]
-    assert "ignore" not in content
-    assert "[role: user]" in content
-    assert "[role: assistant]" in content
+    assert len(provider._session_turns) == 1
+    turn = provider._session_turns[0]
+    assert "ignore" not in turn["user"]
+    assert turn["user"].startswith("Please remember this")
+    assert turn["assistant"] == "Got it, storing the context"
+    # Buffering only — no per-turn writes to the client
+    assert provider._client.add_calls == []
+    assert provider._client.ingest_calls == []
 
 
 def test_on_session_end_ingests_clean_messages(provider):
@@ -169,6 +174,28 @@ def test_on_session_end_ingests_clean_messages(provider):
         {"role": "user", "content": "hello"},
         {"role": "assistant", "content": "hi there"},
     ]
+    assert payload["metadata"]["type"] == "full_session"
+    assert payload["metadata"]["session_id"] == "session-1"
+    assert payload["metadata"]["message_count"] == 2
+    # Buffer is cleared after a normal session-end ingest.
+    assert provider._session_turns == []
+
+
+def test_merge_metadata_stamps_sm_source():
+    # sm_source routes Hermes writes into the "Hermes" Space in the Supermemory
+    # app (functional routing, not telemetry) — must always be present.
+    from plugins.memory.supermemory import _SupermemoryClient
+
+    client = _SupermemoryClient.__new__(_SupermemoryClient)
+    merged = client._merge_metadata({"type": "explicit_memory"})
+    assert merged["sm_source"] == "hermes"
+    assert merged["type"] == "explicit_memory"
+
+    # Legacy "source" is migrated into "type" when type is absent.
+    merged2 = client._merge_metadata({"source": "conversation_turn"})
+    assert merged2["sm_source"] == "hermes"
+    assert merged2["type"] == "conversation_turn"
+    assert "source" not in merged2
 
 
 def test_on_memory_write_tracks_thread(provider):
@@ -179,7 +206,7 @@ def test_on_memory_write_tracks_thread(provider):
     assert provider._client.add_calls[0]["metadata"]["type"] == "explicit_memory"
 
 
-def test_shutdown_joins_and_clears_threads(provider, monkeypatch):
+def test_shutdown_joins_threads_and_flushes_buffer(provider, monkeypatch):
     started = threading.Event()
     release = threading.Event()
 
@@ -196,15 +223,16 @@ def test_shutdown_joins_and_clears_threads(provider, monkeypatch):
 
     monkeypatch.setattr(provider._client, "add_memory", slow_add_memory)
 
+    # sync_turn now only buffers — no thread is spawned.
     provider.sync_turn(
         "Please remember this request in long-term memory",
         "Absolutely, I will keep that in long-term memory.",
         session_id="session-1",
     )
-    assert started.wait(timeout=1)
-    assert provider._sync_thread is not None
+    assert provider._sync_thread is None
+    assert len(provider._session_turns) == 1
 
-    started.clear()
+    # on_memory_write still runs on a background thread.
     provider.on_memory_write("add", "memory", "Jordan likes concise docs")
     assert started.wait(timeout=1)
     assert provider._write_thread is not None
@@ -212,10 +240,18 @@ def test_shutdown_joins_and_clears_threads(provider, monkeypatch):
     release.set()
     provider.shutdown()
 
+    # All tracked threads joined and cleared.
     assert provider._sync_thread is None
     assert provider._write_thread is None
     assert provider._prefetch_thread is None
-    assert len(provider._client.add_calls) == 2
+    # Explicit memory write went through.
+    assert len(provider._client.add_calls) == 1
+    # Buffered turn was flushed as a partial full-session ingest.
+    assert len(provider._client.ingest_calls) == 1
+    payload = provider._client.ingest_calls[0]
+    assert payload["session_id"] == "session-1"
+    assert payload["metadata"]["partial"] is True
+    assert payload["metadata"]["type"] == "full_session"
 
 
 def test_store_tool_returns_saved_payload(provider):
diff --git a/website/docs/user-guide/features/memory-providers.md b/website/docs/user-guide/features/memory-providers.md
index 00f2555d6..43b70334d 100644
--- a/website/docs/user-guide/features/memory-providers.md
+++ b/website/docs/user-guide/features/memory-providers.md
@@ -66,7 +66,7 @@ AI-native cross-session user modeling with dialectic reasoning, session-scoped c
 hermes memory setup        # select "honcho" — runs the Honcho-specific post-setup
 ```
 
-On a fresh install, configure Honcho directly with `hermes memory setup honcho`. The legacy `hermes honcho setup` command still works (it now redirects to `hermes memory setup`), but is only registered after Honcho is selected as the active memory provider.
+The legacy `hermes honcho setup` command still works (it now redirects to `hermes memory setup`), but is only registered after Honcho is selected as the active memory provider.
 
 **Config:** `$HERMES_HOME/honcho.json` (profile-local) or `~/.honcho/config.json` (global). Resolution order: `$HERMES_HOME/honcho.json` > `~/.hermes/honcho.json` > `~/.honcho/config.json`. See the [config reference](https://github.com/NousResearch/hermes-agent/blob/main/plugins/memory/honcho/README.md) and the [Honcho integration guide](https://docs.honcho.dev/v3/guides/integrations/hermes).
 
@@ -498,11 +498,11 @@ echo 'SUPERMEMORY_API_KEY=***' >> ~/.hermes/.env
 
 **Key features:**
 - Automatic context fencing — strips recalled memories from captured turns to prevent recursive memory pollution
-- Session-end conversation ingest for richer graph-level knowledge building
+- Full-session ingest — the entire conversation is sent once at session boundaries
+- Session-end conversation ingest (to `/v4/conversations`) for richer profile + graph building in Supermemory
 - Profile facts injected on first turn and at configurable intervals
-- Trivial message filtering (skips "ok", "thanks", etc.)
 - **Profile-scoped containers** — use `{identity}` in `container_tag` (e.g. `hermes-{identity}` → `hermes-coder`) to isolate memories per Hermes profile
-- **Multi-container mode** — enable `enable_custom_container_tags` with a `custom_containers` list to let the agent read/write across named containers. Automatic operations (sync, prefetch) stay on the primary container.
+- **Multi-container mode** — enable `enable_custom_container_tags` with a `custom_containers` list to let the agent read/write across named containers. Automatic operations stay on the primary container.
 
 <details>
 <summary>Multi-container example</summary>
diff --git a/website/i18n/zh-Hans/docusaurus-plugin-content-docs/current/user-guide/features/memory-providers.md b/website/i18n/zh-Hans/docusaurus-plugin-content-docs/current/user-guide/features/memory-providers.md
index 79c8489a1..8658733db 100644
--- a/website/i18n/zh-Hans/docusaurus-plugin-content-docs/current/user-guide/features/memory-providers.md
+++ b/website/i18n/zh-Hans/docusaurus-plugin-content-docs/current/user-guide/features/memory-providers.md
@@ -498,9 +498,9 @@ echo 'SUPERMEMORY_API_KEY=***' >> ~/.hermes/.env
 
 **主要特性：**
 - 自动上下文隔离——从捕获的轮次中剥离已召回的记忆，防止递归记忆污染
-- 会话结束时的对话导入，用于构建更丰富的图谱级知识
+- 在会话边界时将整个会话**一次性导入**
+- 会话结束时同时导入到对话端点（`/v4/conversations`），用于 Supermemory 的 profile 和图谱构建
 - 在第一轮及可配置间隔注入 profile 事实
-- 无意义消息过滤（跳过"ok"、"thanks"等）
 - **Profile 范围容器**——在 `container_tag` 中使用 `{identity}`（例如 `hermes-{identity}` → `hermes-coder`），按 Hermes profile 隔离记忆
 - **多容器模式**——启用 `enable_custom_container_tags` 并配置 `custom_containers` 列表，让 Agent 跨命名容器读写。自动操作（同步、预取）保持在主容器上。