diff --git a/backend/open_webui/main.py b/backend/open_webui/main.py
index ba7f74c830..e0ca6ef40f 100644
--- a/backend/open_webui/main.py
+++ b/backend/open_webui/main.py
@@ -583,6 +583,7 @@ from open_webui.tasks import (
     stop_item_tasks,
     list_tasks,
 )  # Import from tasks.py
+from open_webui.utils.plugin_cache import plugin_cache_listener
 
 from open_webui.utils.redis import get_sentinels_from_env
 
@@ -666,6 +667,7 @@ async def lifespan(app: FastAPI):
 
     if app.state.redis is not None:
         app.state.redis_task_command_listener = asyncio.create_task(redis_task_command_listener(app))
+        app.state.plugin_cache_listener = asyncio.create_task(plugin_cache_listener(app))
 
     if THREAD_POOL_SIZE and THREAD_POOL_SIZE > 0:
         limiter = anyio.to_thread.current_default_thread_limiter()
@@ -741,6 +743,8 @@ async def lifespan(app: FastAPI):
 
     if hasattr(app.state, 'redis_task_command_listener'):
         app.state.redis_task_command_listener.cancel()
+    if hasattr(app.state, 'plugin_cache_listener'):
+        app.state.plugin_cache_listener.cancel()
 
 
 app = FastAPI(
diff --git a/backend/open_webui/routers/functions.py b/backend/open_webui/routers/functions.py
index baec1f0870..c9ead8698d 100644
--- a/backend/open_webui/routers/functions.py
+++ b/backend/open_webui/routers/functions.py
@@ -23,6 +23,7 @@ from open_webui.utils.plugin import (
 )
 from open_webui.config import CACHE_DIR
 from open_webui.constants import ERROR_MESSAGES
+from open_webui.utils.plugin_cache import publish_invalidation
 from fastapi import APIRouter, Depends, HTTPException, Request, status
 from open_webui.utils.auth import get_admin_user, get_verified_user
 from pydantic import BaseModel, HttpUrl
@@ -214,6 +215,7 @@ async def create_new_function(
                 await Functions.update_function_metadata_by_id(form_data.id, {'toggle': True}, db=db)
 
             if function:
+                await publish_invalidation(request.app, 'function', form_data.id)
                 return function
             else:
                 raise HTTPException(
@@ -257,12 +259,18 @@ async def get_function_by_id(id: str, user=Depends(get_admin_user), db: AsyncSes
 
 
 @router.post('/id/{id}/toggle', response_model=Optional[FunctionModel])
-async def toggle_function_by_id(id: str, user=Depends(get_admin_user), db: AsyncSession = Depends(get_async_session)):
+async def toggle_function_by_id(
+    request: Request,
+    id: str,
+    user=Depends(get_admin_user),
+    db: AsyncSession = Depends(get_async_session),
+):
     function = await Functions.get_function_by_id(id, db=db)
     if function:
         function = await Functions.update_function_by_id(id, {'is_active': not function.is_active}, db=db)
 
         if function:
+            await publish_invalidation(request.app, 'function', id)
             return function
         else:
             raise HTTPException(
@@ -282,12 +290,18 @@ async def toggle_function_by_id(id: str, user=Depends(get_admin_user), db: Async
 
 
 @router.post('/id/{id}/toggle/global', response_model=Optional[FunctionModel])
-async def toggle_global_by_id(id: str, user=Depends(get_admin_user), db: AsyncSession = Depends(get_async_session)):
+async def toggle_global_by_id(
+    request: Request,
+    id: str,
+    user=Depends(get_admin_user),
+    db: AsyncSession = Depends(get_async_session),
+):
     function = await Functions.get_function_by_id(id, db=db)
     if function:
         function = await Functions.update_function_by_id(id, {'is_global': not function.is_global}, db=db)
 
         if function:
+            await publish_invalidation(request.app, 'function', id)
             return function
         else:
             raise HTTPException(
@@ -331,6 +345,7 @@ async def update_function_by_id(
             await Functions.update_function_metadata_by_id(id, {'toggle': True}, db=db)
 
         if function:
+            await publish_invalidation(request.app, 'function', id)
             return function
         else:
             raise HTTPException(
@@ -363,6 +378,7 @@ async def delete_function_by_id(
         FUNCTIONS = request.app.state.FUNCTIONS
         if id in FUNCTIONS:
             del FUNCTIONS[id]
+        await publish_invalidation(request.app, 'function', id)
 
     return result
 
diff --git a/backend/open_webui/routers/tools.py b/backend/open_webui/routers/tools.py
index 4c3e77e566..c16937add8 100644
--- a/backend/open_webui/routers/tools.py
+++ b/backend/open_webui/routers/tools.py
@@ -29,6 +29,7 @@ from open_webui.utils.plugin import (
     resolve_valves_schema_options,
 )
 from open_webui.utils.tools import get_tool_specs
+from open_webui.utils.plugin_cache import publish_invalidation
 from open_webui.utils.auth import get_admin_user, get_verified_user
 from open_webui.utils.access_control import (
     has_permission,
@@ -375,6 +376,7 @@ async def create_new_tools(
             tool_cache_dir.mkdir(parents=True, exist_ok=True)
 
             if tools:
+                await publish_invalidation(request.app, 'tool', form_data.id)
                 return tools
             else:
                 raise HTTPException(
@@ -505,6 +507,7 @@ async def update_tools_by_id(
         tools = await Tools.update_tool_by_id(id, updated, db=db)
 
         if tools:
+            await publish_invalidation(request.app, 'tool', id)
             return tools
         else:
             raise HTTPException(
@@ -612,6 +615,7 @@ async def delete_tools_by_id(
         TOOLS = request.app.state.TOOLS
         if id in TOOLS:
             del TOOLS[id]
+        await publish_invalidation(request.app, 'tool', id)
 
     return result
 
diff --git a/backend/open_webui/utils/plugin_cache.py b/backend/open_webui/utils/plugin_cache.py
new file mode 100644
index 0000000000..1884747251
--- /dev/null
+++ b/backend/open_webui/utils/plugin_cache.py
@@ -0,0 +1,110 @@
+# plugin_cache.py
+#
+# Cross-worker invalidation for tool + function module caches.
+#
+# Tool / function source code lives in the DB (shared across workers),
+# but the compiled Python module is cached per-worker in
+# ``request.app.state.TOOLS`` / ``FUNCTIONS``.  Saving a tool on
+# worker A does not touch worker B's module dict, so worker B keeps
+# serving the stale module until the process restarts.
+#
+# We fix that by publishing an invalidation message on Redis whenever
+# a plugin is created / updated / deleted / toggled.  Every worker
+# subscribes on startup and drops the matching entries from its local
+# caches, forcing the next invocation to reload fresh from the DB.
+#
+# When Redis is not configured we fall back to in-process invalidation
+# only — the single-worker case "just works" because save already
+# updates that worker's cache directly.
+
+import asyncio
+import json
+import logging
+from typing import Literal
+
+from redis.asyncio import Redis
+
+from open_webui.env import REDIS_KEY_PREFIX
+
+log = logging.getLogger(__name__)
+
+REDIS_PLUGIN_CACHE_CHANNEL = f"{REDIS_KEY_PREFIX}:plugins:invalidate"
+
+PluginKind = Literal["tool", "function"]
+
+
+def _local_invalidate(app, kind: PluginKind, plugin_id: str) -> None:
+    """Drop the per-worker cache entries for a plugin id.
+
+    Safe to call when the caches don't exist yet (first invocation on
+    this worker, startup race with the listener, etc.).
+    """
+    try:
+        if kind == "tool":
+            store = getattr(app.state, "TOOLS", None)
+            content_store = getattr(app.state, "TOOL_CONTENTS", None)
+        else:
+            store = getattr(app.state, "FUNCTIONS", None)
+            content_store = getattr(app.state, "FUNCTION_CONTENTS", None)
+        if store is not None:
+            store.pop(plugin_id, None)
+        if content_store is not None:
+            content_store.pop(plugin_id, None)
+    except Exception as e:
+        log.exception(f"plugin-cache: local invalidate failed ({kind}/{plugin_id}): {e}")
+
+
+async def publish_invalidation(app, kind: PluginKind, plugin_id: str) -> None:
+    """Invalidate locally + publish to Redis for the other workers.
+
+    Called by the save / update / delete / toggle handlers.  The local
+    invalidation covers the single-worker case and the worker that
+    received the write request; the Redis publish covers every other
+    worker in a multi-process deployment.
+    """
+    _local_invalidate(app, kind, plugin_id)
+    redis: Redis | None = getattr(app.state, "redis", None)
+    if redis is None:
+        return
+    try:
+        payload = json.dumps({"kind": kind, "id": plugin_id})
+        await redis.publish(REDIS_PLUGIN_CACHE_CHANNEL, payload)
+    except Exception as e:
+        log.exception(f"plugin-cache: redis publish failed ({kind}/{plugin_id}): {e}")
+
+
+async def plugin_cache_listener(app) -> None:
+    """Subscribe to invalidations and drop local caches on receipt.
+
+    Mirrors the existing ``redis_task_command_listener`` pattern.
+    Started from the lifespan hook in main.py.  Silently exits if
+    Redis is unavailable.
+    """
+    redis: Redis | None = getattr(app.state, "redis", None)
+    if redis is None:
+        return
+    pubsub = redis.pubsub()
+    try:
+        await pubsub.subscribe(REDIS_PLUGIN_CACHE_CHANNEL)
+    except Exception as e:
+        log.exception(f"plugin-cache: redis subscribe failed: {e}")
+        return
+
+    async for message in pubsub.listen():
+        if message.get("type") != "message":
+            continue
+        try:
+            data = message.get("data")
+            if isinstance(data, (bytes, bytearray)):
+                data = data.decode("utf-8", "replace")
+            payload = json.loads(data)
+            kind = payload.get("kind")
+            plugin_id = payload.get("id")
+            if kind not in ("tool", "function") or not plugin_id:
+                continue
+            _local_invalidate(app, kind, plugin_id)
+            log.info(f"plugin-cache: invalidated {kind}/{plugin_id}")
+        except asyncio.CancelledError:
+            raise
+        except Exception as e:
+            log.exception(f"plugin-cache: listener handler failed: {e}")
diff --git a/backend/open_webui/utils/tools.py b/backend/open_webui/utils/tools.py
index 3f4eac7e91..8b8c4d9897 100644
--- a/backend/open_webui/utils/tools.py
+++ b/backend/open_webui/utils/tools.py
@@ -40,7 +40,10 @@ from open_webui.models.tools import Tools
 from open_webui.models.users import UserModel
 from open_webui.models.groups import Groups
 from open_webui.models.access_grants import AccessGrants
-from open_webui.utils.plugin import load_tool_module_by_id
+from open_webui.utils.plugin import (
+    load_tool_module_by_id,
+    get_tool_module_from_cache,
+)
 from open_webui.utils.access_control import has_access, has_connection_access
 from open_webui.config import BYPASS_ADMIN_ACCESS_CONTROL
 from open_webui.env import (
@@ -189,10 +192,11 @@ async def get_tools(request: Request, tool_ids: list[str], user: UserModel, extr
                 log.warning(f'Access denied to tool {tool_id} for user {user.id}')
                 continue
 
-            module = request.app.state.TOOLS.get(tool_id, None)
-            if module is None:
-                module, _ = await load_tool_module_by_id(tool_id)
-                request.app.state.TOOLS[tool_id] = module
+            # Content-hash aware cache lookup — picks up edits from other
+            # workers even before the Redis invalidation arrives.  Falls
+            # back to loading fresh from DB when cached content no longer
+            # matches DB.
+            module, _ = await get_tool_module_from_cache(request, tool_id)
 
             __user__ = {
                 **extra_params['__user__'],