From 02ebe8270d0d2f6bd5318349555b4d5593e6f687 Mon Sep 17 00:00:00 2001
From: Mendon Kissling <59585235+mendonk@users.noreply.github.com>
Date: Tue, 23 Sep 2025 14:13:02 -0400
Subject: [PATCH 01/23] initial-content

---
 README.md                               |   2 +-
 docs/docs/reference/troubleshooting.mdx |  24 ------
 docs/docs/support/troubleshoot.mdx      | 107 ++++++++++++++++++++++++
 docs/sidebars.js                        |   6 +-
 4 files changed, 111 insertions(+), 28 deletions(-)
 delete mode 100644 docs/docs/reference/troubleshooting.mdx
 create mode 100644 docs/docs/support/troubleshoot.mdx

diff --git a/README.md b/README.md
index d79011a0..df1d6451 100644
--- a/README.md
+++ b/README.md
@@ -138,7 +138,7 @@ podman machine start
 
 ### Common Issues
 
-See common issues and fixes: [docs/reference/troubleshooting.mdx](docs/docs/reference/troubleshooting.mdx)
+See common issues and fixes: [docs/support/troubleshoot.mdx](docs/docs/reference/troubleshoot.mdx)
 
 
 
diff --git a/docs/docs/reference/troubleshooting.mdx b/docs/docs/reference/troubleshooting.mdx
deleted file mode 100644
index c1893ef5..00000000
--- a/docs/docs/reference/troubleshooting.mdx
+++ /dev/null
@@ -1,24 +0,0 @@
----
-title: Troubleshooting
-slug: /reference/troubleshooting
----
-
-# Troubleshooting
-
-## Podman on macOS
-
-If using Podman on macOS, you may need to increase VM memory:
-
-```bash
-podman machine stop
-podman machine rm
-podman machine init --memory 8192   # 8 GB example
-podman machine start
-```
-
-## Common Issues
-
-1. OpenSearch fails to start: Check that `OPENSEARCH_PASSWORD` is set and meets requirements
-2. Langflow connection issues: Verify `LANGFLOW_SUPERUSER` credentials are correct
-3. Out of memory errors: Increase Docker memory allocation or use CPU-only mode
-4. Port conflicts: Ensure ports 3000, 7860, 8000, 9200, 5601 are available
diff --git a/docs/docs/support/troubleshoot.mdx b/docs/docs/support/troubleshoot.mdx
new file mode 100644
index 00000000..bf18e2f7
--- /dev/null
+++ b/docs/docs/support/troubleshoot.mdx
@@ -0,0 +1,107 @@
+---
+title: Troubleshoot
+slug: /reference/troubleshoot
+---
+
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+This page provides troubleshooting advice for issues you might encounter when using OpenRAG or contributing to OpenRAG.
+
+## OpenSearch fails to start
+
+Check that `OPENSEARCH_PASSWORD` is set and meets requirements.
+The password must contain at least 8 characters, and must contain at least one uppercase letter, one lowercase letter, one digit, and one special character that is strong.
+
+## Langflow connection issues
+
+Verify the `LANGFLOW_SUPERUSER` credentials are correct.
+
+## Memory errors
+
+### Container out of memory errors
+
+Increase Docker memory allocation or use [docker-compose-cpu.yml](https://github.com/langflow-ai/openrag/blob/main/docker-compose-cpu.yml) to deploy OpenRAG.
+
+### Podman on macOS memory issues
+
+If you're using Podman on macOS, you may need to increase VM memory on your Podman machine.
+This example increases the machine size to 8 GB of RAM, which should be sufficient to run OpenRAG.
+   ```bash
+   podman machine stop
+   podman machine rm
+   podman machine init --memory 8192   # 8 GB example
+   podman machine start
+   ```
+   
+## Port conflicts
+
+Ensure ports 3000, 7860, 8000, 9200, 5601 are available.
+
+## Langflow container already exists
+
+If you are running other versions of Langflow containers on your machine, you may encounter an issue where Docker or Podman  thinks Langflow is already up.
+
+Remove just the problem container, or clean up all containers and start fresh. 
+
+To reset your local containers and pull new images, do the following:
+
+1. Stop your containers and completely remove them.
+
+<Tabs groupId="Container software">
+  <TabItem value="Docker" label="Docker" default>
+
+    ```bash
+    # Stop all running containers
+    docker stop $(docker ps -q)
+    
+    # Remove all containers (including stopped ones)
+    docker rm --force $(docker ps -aq)
+    
+    # Remove all images
+    docker rmi --force $(docker images -q)
+    
+    # Remove all volumes
+    docker volume prune --force
+    
+    # Remove all networks (except default)
+    docker network prune --force
+    
+    # Clean up any leftover data
+    docker system prune --all --force --volumes
+    ```
+
+   </TabItem>
+   <TabItem value="Podman" label="Podman">
+
+    ```bash
+    # Stop all running containers
+    podman stop --all
+    
+    # Remove all containers (including stopped ones)
+    podman rm --all --force
+    
+    # Remove all images
+    podman rmi --all --force
+    
+    # Remove all volumes
+    podman volume prune --force
+    
+    # Remove all networks (except default)
+    podman network prune --force
+    
+    # Clean up any leftover data
+    podman system prune --all --force --volumes
+    ```
+
+  </TabItem>
+</Tabs>
+
+2. Restart OpenRAG and upgrade to get the latest images for your containers.
+   ```bash
+   uv run openrag
+   ```
+
+3. In the OpenRAG TUI, click **Status**, and then click **Upgrade**.
+When the **Close** button is active, the upgrade is complete.
+Close the window and open the OpenRAG appplication. 
diff --git a/docs/sidebars.js b/docs/sidebars.js
index 51a4ddc3..02d14334 100644
--- a/docs/sidebars.js
+++ b/docs/sidebars.js
@@ -50,12 +50,12 @@ const sidebars = {
     },
     {
       type: "category",
-      label: "Reference",
+      label: "Support",
       items: [
         {
           type: "doc",
-          id: "reference/troubleshooting",
-          label: "Troubleshooting"
+          id: "support/troubleshoot",
+          label: "Troubleshoot"
         },
       ],
     },

From 0257017d9bf8e7f334dc6194691a94e86abd31e5 Mon Sep 17 00:00:00 2001
From: Cole Goldsmith <cole.b.goldsmith@gmail.com>
Date: Mon, 29 Sep 2025 10:28:32 -0500
Subject: [PATCH 02/23] update accent colors, add first pass at color and icon
 selector for filters

---
 frontend/components/filter-icon-popover.tsx   | 181 +++++++++++++
 frontend/components/knowledge-filter-list.tsx | 230 +++++++----------
 .../components/knowledge-filter-panel.tsx     | 241 ++++++++----------
 frontend/components/ui/input.tsx              |  19 +-
 frontend/src/app/globals.css                  |  60 ++---
 frontend/src/app/knowledge/page.tsx           |  25 +-
 .../src/contexts/knowledge-filter-context.tsx |  36 +++
 frontend/tailwind.config.ts                   |  51 ++--
 8 files changed, 490 insertions(+), 353 deletions(-)
 create mode 100644 frontend/components/filter-icon-popover.tsx

diff --git a/frontend/components/filter-icon-popover.tsx b/frontend/components/filter-icon-popover.tsx
new file mode 100644
index 00000000..4bc181e7
--- /dev/null
+++ b/frontend/components/filter-icon-popover.tsx
@@ -0,0 +1,181 @@
+"use client";
+
+import React, { type SVGProps } from "react";
+import { Button } from "@/components/ui/button";
+import {
+  Popover,
+  PopoverContent,
+  PopoverTrigger,
+} from "@/components/ui/popover";
+import {
+  Filter as FilterIcon,
+  Star,
+  Book,
+  FileText,
+  Folder,
+  Globe,
+  Calendar,
+  User,
+  Users,
+  Tag,
+  Briefcase,
+  Building2,
+  Cog,
+  Database,
+  Cpu,
+  Bot,
+  MessageSquare,
+  Search,
+  Shield,
+  Lock,
+  Key,
+  Link,
+  Mail,
+  Phone,
+  Check,
+} from "lucide-react";
+import { filterAccentClasses } from "./knowledge-filter-panel";
+
+const ICON_MAP = {
+  Filter: FilterIcon,
+  Star,
+  Book,
+  FileText,
+  Folder,
+  Globe,
+  Calendar,
+  User,
+  Users,
+  Tag,
+  Briefcase,
+  Building2,
+  Cog,
+  Database,
+  Cpu,
+  Bot,
+  MessageSquare,
+  Search,
+  Shield,
+  Lock,
+  Key,
+  Link,
+  Mail,
+  Phone,
+} as const;
+
+export type IconKey = keyof typeof ICON_MAP;
+
+function iconKeyToComponent(
+  key: string
+): React.ComponentType<SVGProps<SVGSVGElement>> {
+  return (
+    (ICON_MAP as Record<string, React.ComponentType<SVGProps<SVGSVGElement>>>)[
+      key
+    ] || FilterIcon
+  );
+}
+
+const COLORS = [
+  "zinc",
+  "pink",
+  "purple",
+  "indigo",
+  "emerald",
+  "amber",
+  "red",
+] as const;
+export type FilterColor = (typeof COLORS)[number];
+
+const colorSwatchClasses = {
+  zinc: "bg-muted-foreground",
+  pink: "bg-accent-pink-foreground",
+  purple: "bg-accent-purple-foreground",
+  indigo: "bg-accent-indigo-foreground",
+  emerald: "bg-accent-emerald-foreground",
+  amber: "bg-accent-amber-foreground",
+  red: "bg-accent-red-foreground",
+  "": "bg-muted-foreground",
+};
+
+export interface FilterIconPopoverProps {
+  color: FilterColor;
+  iconKey: IconKey | string;
+  onColorChange: (c: FilterColor) => void;
+  onIconChange: (k: IconKey) => void;
+  triggerClassName?: string;
+}
+
+export function FilterIconPopover({
+  color,
+  iconKey,
+  onColorChange,
+  onIconChange,
+  triggerClassName,
+}: FilterIconPopoverProps) {
+  const Icon = iconKeyToComponent(iconKey);
+  return (
+    <Popover>
+      <PopoverTrigger asChild>
+        <Button
+          type="button"
+          variant="outline"
+          size="icon"
+          className={"h-8 w-8 p-0 " + (triggerClassName || "")}
+        >
+          <span
+            className={
+              filterAccentClasses[color || ""] +
+              " inline-flex items-center justify-center rounded h-6 w-6"
+            }
+          >
+            <Icon className="h-3.5 w-3.5" />
+          </span>
+        </Button>
+      </PopoverTrigger>
+      <PopoverContent className="w-80" align="start">
+        <div className="space-y-3">
+          <div className="grid grid-cols-7 items-center gap-2">
+            {COLORS.map((c) => (
+              <button
+                key={c}
+                type="button"
+                onClick={() => onColorChange(c)}
+                className={
+                    
+                  "flex items-center justify-center h-6 w-6 rounded-sm transition-colors " +
+                  colorSwatchClasses[c || ""]
+                }
+                aria-label={c}
+              >
+                {c === color && <Check className="h-3.5 w-3.5" />}
+              </button>
+            ))}
+          </div>
+          <div className="text-xs font-medium text-muted-foreground mt-2">
+            Icon
+          </div>
+          <div className="grid grid-cols-6 gap-2">
+            {(Object.keys(ICON_MAP) as IconKey[]).map((k) => {
+              const OptIcon = ICON_MAP[k];
+              const active = iconKey === k;
+              return (
+                <button
+                  key={k}
+                  type="button"
+                  onClick={() => onIconChange(k)}
+                  className={
+                    "h-8 w-8 inline-flex items-center justify-center rounded border " +
+                    (active ? "border-foreground" : "border-border")
+                  }
+                  aria-label={k}
+                >
+                  <OptIcon className="h-4 w-4" />
+                </button>
+              );
+            })}
+          </div>
+        </div>
+      </PopoverContent>
+    </Popover>
+  );
+}
diff --git a/frontend/components/knowledge-filter-list.tsx b/frontend/components/knowledge-filter-list.tsx
index 2758d17f..f277518f 100644
--- a/frontend/components/knowledge-filter-list.tsx
+++ b/frontend/components/knowledge-filter-list.tsx
@@ -2,24 +2,73 @@
 
 import { useState } from "react";
 import { Button } from "@/components/ui/button";
-import { Input } from "@/components/ui/input";
-
-import { Label } from "@/components/ui/label";
-import { Textarea } from "@/components/ui/textarea";
-import { Filter, Loader2, Plus, Save, X } from "lucide-react";
+import {
+  Filter as FilterIcon,
+  Loader2,
+  Plus,
+  X,
+  Star,
+  Book,
+  FileText,
+  Folder,
+  Globe,
+  Calendar,
+  User,
+  Users,
+  Tag,
+  Briefcase,
+  Building2,
+  Cog,
+  Database,
+  Cpu,
+  Bot,
+  MessageSquare,
+  Search,
+  Shield,
+  Lock,
+  Key,
+  Link,
+  Mail,
+  Phone,
+} from "lucide-react";
 import { cn } from "@/lib/utils";
 import {
   useGetFiltersSearchQuery,
   type KnowledgeFilter,
 } from "@/src/app/api/queries/useGetFiltersSearchQuery";
-import { useCreateFilter } from "@/src/app/api/mutations/useCreateFilter";
-import {
-  Dialog,
-  DialogContent,
-  DialogDescription,
-  DialogHeader,
-  DialogTitle,
-} from "@/components/ui/dialog";
+import { useKnowledgeFilter } from "@/src/contexts/knowledge-filter-context";
+import type { SVGProps } from "react";
+
+const ICON_MAP = {
+  Filter: FilterIcon,
+  Star,
+  Book,
+  FileText,
+  Folder,
+  Globe,
+  Calendar,
+  User,
+  Users,
+  Tag,
+  Briefcase,
+  Building2,
+  Cog,
+  Database,
+  Cpu,
+  Bot,
+  MessageSquare,
+  Search,
+  Shield,
+  Lock,
+  Key,
+  Link,
+  Mail,
+  Phone,
+} as const;
+
+function iconKeyToComponent(key: string): React.ComponentType<SVGProps<SVGSVGElement>> {
+  return (ICON_MAP as Record<string, React.ComponentType<SVGProps<SVGSVGElement>>>)[key] || FilterIcon;
+}
 
 interface ParsedQueryData {
   query: string;
@@ -30,6 +79,8 @@ interface ParsedQueryData {
   };
   limit: number;
   scoreThreshold: number;
+  color?: "zinc" | "pink" | "purple" | "indigo" | "emerald" | "amber" | "red";
+  icon?: string;
 }
 
 interface KnowledgeFilterListProps {
@@ -42,10 +93,7 @@ export function KnowledgeFilterList({
   onFilterSelect,
 }: KnowledgeFilterListProps) {
   const [searchQuery] = useState("");
-  const [showCreateModal, setShowCreateModal] = useState(false);
-  const [createName, setCreateName] = useState("");
-  const [createDescription, setCreateDescription] = useState("");
-  const [creating, setCreating] = useState(false);
+  const { startCreateMode } = useKnowledgeFilter();
 
   const { data, isFetching: loading } = useGetFiltersSearchQuery(
     searchQuery,
@@ -54,57 +102,12 @@ export function KnowledgeFilterList({
 
   const filters = data || [];
 
-  const createFilterMutation = useCreateFilter();
-
   const handleFilterSelect = (filter: KnowledgeFilter) => {
     onFilterSelect(filter);
   };
 
   const handleCreateNew = () => {
-    setShowCreateModal(true);
-  };
-
-  const handleCreateFilter = async () => {
-    if (!createName.trim()) return;
-
-    setCreating(true);
-    try {
-      // Create a basic filter with wildcards (match everything by default)
-      const defaultFilterData = {
-        query: "",
-        filters: {
-          data_sources: ["*"],
-          document_types: ["*"],
-          owners: ["*"],
-        },
-        limit: 10,
-        scoreThreshold: 0,
-      };
-
-      const result = await createFilterMutation.mutateAsync({
-        name: createName.trim(),
-        description: createDescription.trim(),
-        queryData: JSON.stringify(defaultFilterData),
-      });
-
-      // Select the new filter from API response
-      onFilterSelect(result.filter);
-
-      // Close modal and reset form
-      setShowCreateModal(false);
-      setCreateName("");
-      setCreateDescription("");
-    } catch (error) {
-      console.error("Error creating knowledge filter:", error);
-    } finally {
-      setCreating(false);
-    }
-  };
-
-  const handleCancelCreate = () => {
-    setShowCreateModal(false);
-    setCreateName("");
-    setCreateDescription("");
+    startCreateMode();
   };
 
   const parseQueryData = (queryData: string): ParsedQueryData => {
@@ -113,7 +116,7 @@ export function KnowledgeFilterList({
 
   return (
     <>
-      <div className="flex flex-col items-center gap-1 px-3 !mb-12 mt-0 h-full overflow-y-auto">
+      <div className="flex flex-col gap-1 px-3 !mb-12 mt-0 h-full overflow-y-auto">
         <div className="flex items-center w-full justify-between pl-3">
           <div className="text-sm font-medium text-muted-foreground">
             Knowledge Filters
@@ -136,7 +139,7 @@ export function KnowledgeFilterList({
             </span>
           </div>
         ) : filters.length === 0 ? (
-          <div className="p-4 text-center text-sm text-muted-foreground">
+          <div className="py-2 px-4 text-sm text-muted-foreground">
             {searchQuery ? "No filters found" : "No saved filters"}
           </div>
         ) : (
@@ -152,9 +155,33 @@ export function KnowledgeFilterList({
             >
               <div className="flex flex-col gap-1 flex-1 min-w-0">
                 <div className="flex items-center gap-2">
-                  <div className="flex items-center justify-center bg-blue-500/20 w-5 h-5 rounded">
-                    <Filter className="h-3 w-3 text-blue-400" />
-                  </div>
+                  {(() => {
+                    const parsed = parseQueryData(filter.query_data);
+                    const color = (parsed.color || "zinc") as
+                      | "zinc"
+                      | "pink"
+                      | "purple"
+                      | "indigo"
+                      | "emerald"
+                      | "amber"
+                      | "red";
+                    const Icon = iconKeyToComponent(parsed.icon || "Filter");
+                    const colorMap = {
+                      zinc: "bg-zinc-500/20 text-zinc-500",
+                      pink: "bg-pink-500/20 text-pink-500",
+                      purple: "bg-purple-500/20 text-purple-500",
+                      indigo: "bg-indigo-500/20 text-indigo-500",
+                      emerald: "bg-emerald-500/20 text-emerald-500",
+                      amber: "bg-amber-500/20 text-amber-500",
+                      red: "bg-red-500/20 text-red-500",
+                    } as const;
+                    const colorClasses = colorMap[color];
+                    return (
+                      <div className={`flex items-center justify-center ${colorClasses} w-5 h-5 rounded`}>
+                        <Icon className="h-3 w-3" />
+                      </div>
+                    );
+                  })()}
                   <div className="text-sm font-medium truncate group-hover:text-accent-foreground">
                     {filter.name}
                   </div>
@@ -200,72 +227,7 @@ export function KnowledgeFilterList({
           ))
         )}
       </div>
-      {/* Create Filter Dialog */}
-      <Dialog open={showCreateModal} onOpenChange={setShowCreateModal}>
-        <DialogContent>
-          <DialogHeader>
-            <DialogTitle>Create a new knowledge filter</DialogTitle>
-            <DialogDescription>
-              Save a reusable filter to quickly scope searches across your
-              knowledge base.
-            </DialogDescription>
-          </DialogHeader>
-          <div className="flex flex-col gap-2 space-y-2">
-            <div>
-              <Label htmlFor="filter-name" className="font-medium mb-2 gap-1">
-                Name<span className="text-red-400">*</span>
-              </Label>
-              <Input
-                id="filter-name"
-                type="text"
-                placeholder="Enter filter name"
-                value={createName}
-                onChange={(e) => setCreateName(e.target.value)}
-                className="mt-1"
-              />
-            </div>
-            <div>
-              <Label htmlFor="filter-description" className="font-medium mb-2">
-                Description (optional)
-              </Label>
-              <Textarea
-                id="filter-description"
-                placeholder="Brief description of this filter"
-                value={createDescription}
-                onChange={(e) => setCreateDescription(e.target.value)}
-                className="mt-1"
-                rows={3}
-              />
-            </div>
-          </div>
-          <div className="flex justify-end gap-2">
-            <Button
-              variant="outline"
-              onClick={handleCancelCreate}
-              disabled={creating}
-            >
-              Cancel
-            </Button>
-            <Button
-              onClick={handleCreateFilter}
-              disabled={!createName.trim() || creating}
-              className="flex items-center gap-2"
-            >
-              {creating ? (
-                <>
-                  <Loader2 className="h-4 w-4 animate-spin" />
-                  Creating...
-                </>
-              ) : (
-                <>
-                  <Save className="h-4 w-4" />
-                  Create Filter
-                </>
-              )}
-            </Button>
-          </div>
-        </DialogContent>
-      </Dialog>
+      {/* Create flow moved to panel create mode */}
     </>
   );
 }
diff --git a/frontend/components/knowledge-filter-panel.tsx b/frontend/components/knowledge-filter-panel.tsx
index 2f00a090..e1dee832 100644
--- a/frontend/components/knowledge-filter-panel.tsx
+++ b/frontend/components/knowledge-filter-panel.tsx
@@ -1,7 +1,7 @@
 "use client";
 
 import { useState, useEffect } from "react";
-import { X, Edit3, Save, RefreshCw } from "lucide-react";
+import { X, Save, RefreshCw } from "lucide-react";
 import { Button } from "@/components/ui/button";
 import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card";
 import { Input } from "@/components/ui/input";
@@ -12,7 +12,9 @@ import { Slider } from "@/components/ui/slider";
 import { useKnowledgeFilter } from "@/contexts/knowledge-filter-context";
 import { useDeleteFilter } from "@/app/api/mutations/useDeleteFilter";
 import { useUpdateFilter } from "@/app/api/mutations/useUpdateFilter";
+import { useCreateFilter } from "@/app/api/mutations/useCreateFilter";
 import { useGetSearchAggregations } from "@/src/app/api/queries/useGetSearchAggregations";
+import { FilterIconPopover } from "@/components/filter-icon-popover";
 
 interface FacetBucket {
   key: string;
@@ -26,6 +28,20 @@ interface AvailableFacets {
   connector_types: FacetBucket[];
 }
 
+export const filterAccentClasses: Record<
+  "zinc" | "pink" | "purple" | "indigo" | "emerald" | "amber" | "red" | "",
+  string
+> = {
+  zinc: "bg-accent text-accent-foreground",
+  pink: "bg-accent-pink text-accent-pink-foreground",
+  purple: "bg-accent-purple text-accent-purple-foreground",
+  indigo: "bg-accent-indigo text-accent-indigo-foreground",
+  emerald: "bg-accent-emerald text-accent-emerald-foreground",
+  amber: "bg-accent-amber text-accent-amber-foreground",
+  red: "bg-accent-red text-accent-red-foreground",
+  "": "bg-accent text-accent-foreground",
+};
+
 export function KnowledgeFilterPanel() {
   const {
     selectedFilter,
@@ -33,15 +49,20 @@ export function KnowledgeFilterPanel() {
     setSelectedFilter,
     isPanelOpen,
     closePanelOnly,
+    createMode,
+    endCreateMode,
   } = useKnowledgeFilter();
   const deleteFilterMutation = useDeleteFilter();
   const updateFilterMutation = useUpdateFilter();
+  const createFilterMutation = useCreateFilter();
 
-  // Edit mode states
-  const [isEditingMeta, setIsEditingMeta] = useState(false);
-  const [editingName, setEditingName] = useState("");
-  const [editingDescription, setEditingDescription] = useState("");
+  const [name, setName] = useState("");
+  const [description, setDescription] = useState("");
   const [isSaving, setIsSaving] = useState(false);
+  const [color, setColor] = useState<
+    "zinc" | "pink" | "purple" | "indigo" | "emerald" | "amber" | "red"
+  >("zinc");
+  const [iconKey, setIconKey] = useState<string>("Filter");
 
   // Filter configuration states (mirror search page exactly)
   const [query, setQuery] = useState("");
@@ -62,7 +83,7 @@ export function KnowledgeFilterPanel() {
     connector_types: [],
   });
 
-  // Load current filter data into controls
+  // Load current filter data into controls when a filter is selected
   useEffect(() => {
     if (selectedFilter && parsedFilterData) {
       setQuery(parsedFilterData.query || "");
@@ -84,11 +105,27 @@ export function KnowledgeFilterPanel() {
       setSelectedFilters(processedFilters);
       setResultLimit(parsedFilterData.limit || 10);
       setScoreThreshold(parsedFilterData.scoreThreshold || 0);
-      setEditingName(selectedFilter.name);
-      setEditingDescription(selectedFilter.description || "");
+      setName(selectedFilter.name);
+      setDescription(selectedFilter.description || "");
+      setColor(parsedFilterData.color || "zinc");
+      setIconKey(parsedFilterData.icon || "Filter");
     }
   }, [selectedFilter, parsedFilterData]);
 
+  // Initialize defaults when entering create mode
+  useEffect(() => {
+    if (createMode && parsedFilterData) {
+      setQuery(parsedFilterData.query || "");
+      setSelectedFilters(parsedFilterData.filters);
+      setResultLimit(parsedFilterData.limit || 10);
+      setScoreThreshold(parsedFilterData.scoreThreshold || 0);
+      setName("");
+      setDescription("");
+      setColor(parsedFilterData.color || "zinc");
+      setIconKey(parsedFilterData.icon || "Filter");
+    }
+  }, [createMode, parsedFilterData]);
+
   // Load available facets using search aggregations hook
   const { data: aggregations } = useGetSearchAggregations("*", 1, 0, {
     enabled: isPanelOpen,
@@ -108,8 +145,8 @@ export function KnowledgeFilterPanel() {
     setAvailableFacets(facets);
   }, [aggregations]);
 
-  // Don't render if panel is closed or no filter selected
-  if (!isPanelOpen || !selectedFilter || !parsedFilterData) return null;
+  // Don't render if panel is closed or we don't have any data
+  if (!isPanelOpen || !parsedFilterData) return null;
 
   const selectAllFilters = () => {
     // Use wildcards instead of listing all specific items
@@ -130,58 +167,42 @@ export function KnowledgeFilterPanel() {
     });
   };
 
-  const handleEditMeta = () => {
-    setIsEditingMeta(true);
-  };
-
-  const handleCancelEdit = () => {
-    setIsEditingMeta(false);
-    setEditingName(selectedFilter.name);
-    setEditingDescription(selectedFilter.description || "");
-  };
-
-  const handleSaveMeta = async () => {
-    if (!editingName.trim()) return;
-
-    setIsSaving(true);
-    try {
-      const result = await updateFilterMutation.mutateAsync({
-        id: selectedFilter.id,
-        name: editingName.trim(),
-        description: editingDescription.trim(),
-      });
-
-      if (result.success && result.filter) {
-        setSelectedFilter(result.filter);
-        setIsEditingMeta(false);
-      }
-    } catch (error) {
-      console.error("Error updating filter:", error);
-    } finally {
-      setIsSaving(false);
-    }
-  };
-
   const handleSaveConfiguration = async () => {
+    if (!name.trim()) return;
     const filterData = {
       query,
       filters: selectedFilters,
       limit: resultLimit,
       scoreThreshold,
+      color,
+      icon: iconKey,
     };
 
     setIsSaving(true);
     try {
-      const result = await updateFilterMutation.mutateAsync({
-        id: selectedFilter.id,
-        queryData: JSON.stringify(filterData),
-      });
-
-      if (result.success && result.filter) {
-        setSelectedFilter(result.filter);
+      if (createMode) {
+        const result = await createFilterMutation.mutateAsync({
+          name: name.trim(),
+          description: description.trim(),
+          queryData: JSON.stringify(filterData),
+        });
+        if (result.success && result.filter) {
+          setSelectedFilter(result.filter);
+          endCreateMode();
+        }
+      } else if (selectedFilter) {
+        const result = await updateFilterMutation.mutateAsync({
+          id: selectedFilter.id,
+          name: name.trim(),
+          description: description.trim(),
+          queryData: JSON.stringify(filterData),
+        });
+        if (result.success && result.filter) {
+          setSelectedFilter(result.filter);
+        }
       }
     } catch (error) {
-      console.error("Error updating filter configuration:", error);
+      console.error("Error saving knowledge filter:", error);
     } finally {
       setIsSaving(false);
     }
@@ -208,6 +229,7 @@ export function KnowledgeFilterPanel() {
   };
 
   const handleDeleteFilter = async () => {
+    if (!selectedFilter) return;
     const result = await deleteFilterMutation.mutateAsync({
       id: selectedFilter.id,
     });
@@ -238,81 +260,40 @@ export function KnowledgeFilterPanel() {
 
         <CardContent className="space-y-6">
           {/* Filter Name and Description */}
-          <div className="space-y-4">
-            {isEditingMeta ? (
-              <div className="space-y-3">
-                <div className="space-y-2">
-                  <Label htmlFor="filter-name">Name</Label>
-                  <Input
-                    id="filter-name"
-                    value={editingName}
-                    onChange={(e) => setEditingName(e.target.value)}
-                    placeholder="Filter name"
-                  />
-                </div>
-                <div className="space-y-2">
-                  <Label htmlFor="filter-description">Description</Label>
-                  <Textarea
-                    id="filter-description"
-                    value={editingDescription}
-                    onChange={(e) => setEditingDescription(e.target.value)}
-                    placeholder="Optional description"
-                    rows={3}
-                  />
-                </div>
-                <div className="flex gap-2">
-                  <Button
-                    onClick={handleSaveMeta}
-                    disabled={!editingName.trim() || isSaving}
-                    size="sm"
-                    className="flex-1"
-                  >
-                    <Save className="h-3 w-3 mr-1" />
-                    {isSaving ? "Saving..." : "Save"}
-                  </Button>
-                  <Button
-                    onClick={handleCancelEdit}
-                    variant="outline"
-                    size="sm"
-                    className="flex-1"
-                  >
-                    Cancel
-                  </Button>
-                </div>
+          <div className="space-y-3">
+            <div className="space-y-2">
+              <Label htmlFor="filter-name">Filter name</Label>
+              <div className="flex items-center gap-2">
+                <FilterIconPopover
+                  color={color}
+                  iconKey={iconKey}
+                  onColorChange={setColor}
+                  onIconChange={(k) => setIconKey(k)}
+                />
+                <Input
+                  id="filter-name"
+                  value={name}
+                  onChange={(e) => setName(e.target.value)}
+                  placeholder="Filter name"
+                />
               </div>
-            ) : (
-              <div className="space-y-3">
-                <div className="flex items-center justify-between">
-                  <div className="flex-1">
-                    <h3 className="font-semibold text-lg">
-                      {selectedFilter.name}
-                    </h3>
-                    {selectedFilter.description && (
-                      <p className="text-sm text-muted-foreground mt-1">
-                        {selectedFilter.description}
-                      </p>
-                    )}
-                  </div>
-                  <Button
-                    onClick={handleEditMeta}
-                    variant="ghost"
-                    size="sm"
-                    className="h-8 w-8 p-0"
-                  >
-                    <Edit3 className="h-3 w-3" />
-                  </Button>
-                </div>
-                <div className="text-xs text-muted-foreground">
-                  Created {formatDate(selectedFilter.created_at)}
-                  {selectedFilter.updated_at !== selectedFilter.created_at && (
-                    <span>
-                      {" "}
-                      • Updated {formatDate(selectedFilter.updated_at)}
-                    </span>
-                  )}
-                </div>
+            </div>
+            {!createMode && selectedFilter?.created_at && (
+              <div className="space-y-2 text-xs text-right text-muted-foreground">
+                <span className="text-placeholder-foreground">Created</span>{" "}
+                {formatDate(selectedFilter.created_at)}
               </div>
             )}
+            <div className="space-y-2">
+              <Label htmlFor="filter-description">Description</Label>
+              <Textarea
+                id="filter-description"
+                value={description}
+                onChange={(e) => setDescription(e.target.value)}
+                placeholder="Optional description"
+                rows={3}
+              />
+            </div>
           </div>
 
           {/* Search Query */}
@@ -504,13 +485,15 @@ export function KnowledgeFilterPanel() {
                   </>
                 )}
               </Button>
-              <Button
-                variant="destructive"
-                className="w-full"
-                onClick={handleDeleteFilter}
-              >
-                Delete Filter
-              </Button>
+              {!createMode && (
+                <Button
+                  variant="destructive"
+                  className="w-full"
+                  onClick={handleDeleteFilter}
+                >
+                  Delete Filter
+                </Button>
+              )}
             </div>
           </div>
         </CardContent>
diff --git a/frontend/components/ui/input.tsx b/frontend/components/ui/input.tsx
index 04599fd0..ffcda454 100644
--- a/frontend/components/ui/input.tsx
+++ b/frontend/components/ui/input.tsx
@@ -11,7 +11,7 @@ export interface InputProps
 const Input = React.forwardRef<HTMLInputElement, InputProps>(
   ({ className, inputClassName, icon, type, placeholder, ...props }, ref) => {
     const [hasValue, setHasValue] = React.useState(
-      Boolean(props.value || props.defaultValue),
+      Boolean(props.value || props.defaultValue)
     );
     const [showPassword, setShowPassword] = React.useState(false);
 
@@ -30,7 +30,7 @@ const Input = React.forwardRef<HTMLInputElement, InputProps>(
       <label
         className={cn(
           "relative block h-fit w-full text-sm group",
-          icon ? className : "",
+          icon ? className : ""
         )}
       >
         {icon && (
@@ -43,10 +43,10 @@ const Input = React.forwardRef<HTMLInputElement, InputProps>(
           type={type === "password" && showPassword ? "text" : type}
           placeholder={placeholder}
           className={cn(
-            "primary-input !placeholder-transparent",
+            "primary-input",
             icon && "pl-9",
             type === "password" && "!pr-8",
-            icon ? inputClassName : className,
+            icon ? inputClassName : className
           )}
           ref={ref}
           {...props}
@@ -66,18 +66,9 @@ const Input = React.forwardRef<HTMLInputElement, InputProps>(
             )}
           </button>
         )}
-        <span
-          className={cn(
-            "pointer-events-none absolute top-1/2 -translate-y-1/2 pl-px text-placeholder-foreground font-mono",
-            icon ? "left-9" : "left-3",
-            hasValue && "hidden",
-          )}
-        >
-          {placeholder}
-        </span>
       </label>
     );
-  },
+  }
 );
 
 Input.displayName = "Input";
diff --git a/frontend/src/app/globals.css b/frontend/src/app/globals.css
index 565966a1..34e36a27 100644
--- a/frontend/src/app/globals.css
+++ b/frontend/src/app/globals.css
@@ -32,32 +32,23 @@
     --ring: 0 0% 0%;
     --placeholder-foreground: 240 5% 65%;
 
-    --accent-emerald-foreground: 161.4 93.5% 30.4%;
-    --accent-pink-foreground: 333.3 71.4% 50.6%;
-    --accent-amber-foreground: 26 90.5% 37.1%;
-
-    /* Status Colors */
-    --status-red: #ef4444;
-    --status-yellow: #eab308;
-    --status-green: #4ade80;
-    --status-blue: #2563eb;
+    --accent-amber: 48 96% 88%; /* amber-100 #fef3c7 */
+    --accent-amber-foreground: 26 90.5% 37.1%; /* amber-700 #b45309 */
+    --accent-emerald: 152 76% 90%; /* emerald-100 #d1fae5 */
+    --accent-emerald-foreground: 161.4 93.5% 30.4%; /* emerald-600 #059669 */
+    --accent-red: 0 93.5% 94.1%; /* red-100 #fee2e2 */
+    --accent-red-foreground: 0 72.2% 50.6%; /* red-600 #dc2626 */
+    --accent-indigo: 226.7 100% 94.9%; /* indigo-100 #e0e7ff */
+    --accent-indigo-foreground: 243.4 75.4% 58.6%; /* indigo-600 #4f46e5 */
+    --accent-pink: 320.6 76.1% 95.5%; /* pink-100 #fce7f3 */
+    --accent-pink-foreground: 333.3 71.4% 50.6%; /* pink-600 #db2777 */
+    --accent-purple: 270 100% 95.5%; /* purple-100 #f3e8ff */
+    --accent-purple-foreground: 262.1 83.3% 57.8%; /* purple-600 #7c3aed */
 
     /* Component Colors */
     --component-icon: #d8598a;
     --flow-icon: #2f67d0;
 
-    /* Data Type Colors */
-    --datatype-blue: 221.2 83.2% 53.3%;
-    --datatype-blue-foreground: 214.3 94.6% 92.7%;
-    --datatype-yellow: 40.6 96.1% 40.4%;
-    --datatype-yellow-foreground: 54.9 96.7% 88%;
-    --datatype-red: 0 72.2% 50.6%;
-    --datatype-red-foreground: 0 93.3% 94.1%;
-    --datatype-emerald: 161.4 93.5% 30.4%;
-    --datatype-emerald-foreground: 149.3 80.4% 90%;
-    --datatype-violet: 262.1 83.3% 57.8%;
-    --datatype-violet-foreground: 251.4 91.3% 95.5%;
-
     /* Warning */
     --warning: 48 96.6% 76.7%;
     --warning-foreground: 240 6% 10%;
@@ -89,21 +80,18 @@
     --ring: 0 0% 100%;
     --placeholder-foreground: 240 4% 46%;
 
-    --accent-emerald-foreground: 158.1 64.4% 51.6%;
-    --accent-pink-foreground: 328.6 85.5% 70.2%;
-    --accent-amber-foreground: 45.9 96.7% 64.5%;
-
-    /* Dark mode data type colors */
-    --datatype-blue: 211.7 96.4% 78.4%;
-    --datatype-blue-foreground: 221.2 83.2% 53.3%;
-    --datatype-yellow: 50.4 97.8% 63.5%;
-    --datatype-yellow-foreground: 40.6 96.1% 40.4%;
-    --datatype-red: 0 93.5% 81.8%;
-    --datatype-red-foreground: 0 72.2% 50.6%;
-    --datatype-emerald: 156.2 71.6% 66.9%;
-    --datatype-emerald-foreground: 161.4 93.5% 30.4%;
-    --datatype-violet: 252.5 94.7% 85.1%;
-    --datatype-violet-foreground: 262.1 83.3% 57.8%;
+    --accent-amber: 23 88% 27%; /* amber-900 #78350f */
+    --accent-amber-foreground: 45.9 96.7% 64.5%; /* amber-300 #fcd34d */
+    --accent-emerald: 164.3 88% 16.1%; /* emerald-900 #064e3b */
+    --accent-emerald-foreground: 156.2 71.6% 66.9%; /* emerald-400 #34d399 */
+    --accent-red: 0 75% 30%; /* red-900 #7f1d1d */
+    --accent-red-foreground: 0 93.5% 81.8%; /* red-400 #f87171 */
+    --accent-indigo: 239 46% 34.5%; /* indigo-900 #312e81 */
+    --accent-indigo-foreground: 234.5 89.5% 74.9%; /* indigo-400 #818cf8 */
+    --accent-pink: 327.4 70.7% 31.4%; /* pink-900 #831843 */
+    --accent-pink-foreground: 328.6 85.5% 70.2%; /* pink-400 #f472b6 */
+    --accent-purple: 261.2 67.8% 34.3%; /* purple-900 #4c1d95 */
+    --accent-purple-foreground: 255.1 89.5% 76.3%; /* purple-400 #a78bfa */
 
     --warning: 45.9 96.7% 64.5%;
     --warning-foreground: 240 6% 10%;
diff --git a/frontend/src/app/knowledge/page.tsx b/frontend/src/app/knowledge/page.tsx
index 5155f4e2..13724a37 100644
--- a/frontend/src/app/knowledge/page.tsx
+++ b/frontend/src/app/knowledge/page.tsx
@@ -20,6 +20,7 @@ import { KnowledgeActionsDropdown } from "@/components/knowledge-actions-dropdow
 import { StatusBadge } from "@/components/ui/status-badge";
 import { DeleteConfirmationDialog } from "../../../components/confirmation-dialog";
 import { useDeleteDocument } from "../api/mutations/useDeleteDocument";
+import { filterAccentClasses } from "@/components/knowledge-filter-panel";
 
 // Function to get the appropriate icon for a connector type
 function getSourceIcon(connectorType?: string) {
@@ -55,7 +56,7 @@ function SearchPage() {
 
   const { data = [], isFetching } = useGetSearchQuery(
     parsedFilterData?.query || "*",
-    parsedFilterData,
+    parsedFilterData
   );
 
   const handleTableSearch = (e: ChangeEvent<HTMLInputElement>) => {
@@ -80,7 +81,7 @@ function SearchPage() {
     return (
       taskFile.status !== "active" &&
       !backendFiles.some(
-        (backendFile) => backendFile.filename === taskFile.filename,
+        (backendFile) => backendFile.filename === taskFile.filename
       )
     );
   });
@@ -106,8 +107,8 @@ function SearchPage() {
             onClick={() => {
               router.push(
                 `/knowledge/chunks?filename=${encodeURIComponent(
-                  data?.filename ?? "",
-                )}`,
+                  data?.filename ?? ""
+                )}`
               );
             }}
           >
@@ -201,7 +202,7 @@ function SearchPage() {
     try {
       // Delete each file individually since the API expects one filename at a time
       const deletePromises = selectedRows.map((row) =>
-        deleteDocumentMutation.mutateAsync({ filename: row.filename }),
+        deleteDocumentMutation.mutateAsync({ filename: row.filename })
       );
 
       await Promise.all(deletePromises);
@@ -209,7 +210,7 @@ function SearchPage() {
       toast.success(
         `Successfully deleted ${selectedRows.length} document${
           selectedRows.length > 1 ? "s" : ""
-        }`,
+        }`
       );
       setSelectedRows([]);
       setShowBulkDeleteDialog(false);
@@ -222,7 +223,7 @@ function SearchPage() {
       toast.error(
         error instanceof Error
           ? error.message
-          : "Failed to delete some documents",
+          : "Failed to delete some documents"
       );
     }
   };
@@ -251,9 +252,13 @@ function SearchPage() {
         {/* Search Input Area */}
         <div className="flex-shrink-0 mb-6 xl:max-w-[75%]">
           <form className="flex gap-3">
-            <div className="primary-input min-h-10 !flex items-center flex-nowrap gap-2 focus-within:border-foreground transition-colors !py-0">
+            <div className="primary-input min-h-10 !flex items-center flex-nowrap focus-within:border-foreground transition-colors !p-[0.3rem]">
               {selectedFilter?.name && (
-                <div className="flex items-center gap-1 bg-blue-500/20 text-blue-400 px-1.5 py-0.5 rounded max-w-[300px]">
+                <div
+                  className={`flex items-center gap-1 h-full px-1.5 py-0.5 rounded max-w-[300px] ${
+                    filterAccentClasses[parsedFilterData?.color || ""]
+                  }`}
+                >
                   <span className="truncate">{selectedFilter?.name}</span>
                   <X
                     aria-label="Remove filter"
@@ -263,7 +268,7 @@ function SearchPage() {
                 </div>
               )}
               <input
-                className="bg-transparent w-full h-full focus:outline-none focus-visible:outline-none placeholder:font-mono"
+                className="bg-transparent w-full h-full ml-2 focus:outline-none focus-visible:outline-none placeholder:font-mono"
                 name="search-query"
                 id="search-query"
                 type="text"
diff --git a/frontend/src/contexts/knowledge-filter-context.tsx b/frontend/src/contexts/knowledge-filter-context.tsx
index c08cb543..18fc9a05 100644
--- a/frontend/src/contexts/knowledge-filter-context.tsx
+++ b/frontend/src/contexts/knowledge-filter-context.tsx
@@ -27,6 +27,9 @@ export interface ParsedQueryData {
   };
   limit: number;
   scoreThreshold: number;
+  // Optional visual metadata for UI
+  color?: "zinc" | "pink" | "purple" | "indigo" | "emerald" | "amber" | "red";
+  icon?: string; // lucide icon key we store in the UI mapping
 }
 
 interface KnowledgeFilterContextType {
@@ -38,6 +41,9 @@ interface KnowledgeFilterContextType {
   openPanel: () => void;
   closePanel: () => void;
   closePanelOnly: () => void;
+  createMode: boolean;
+  startCreateMode: () => void;
+  endCreateMode: () => void;
 }
 
 const KnowledgeFilterContext = createContext<
@@ -66,11 +72,13 @@ export function KnowledgeFilterProvider({
   const [parsedFilterData, setParsedFilterData] =
     useState<ParsedQueryData | null>(null);
   const [isPanelOpen, setIsPanelOpen] = useState(false);
+  const [createMode, setCreateMode] = useState(false);
 
   const setSelectedFilter = (filter: KnowledgeFilter | null) => {
     setSelectedFilterState(filter);
 
     if (filter) {
+      setCreateMode(false);
       try {
         const parsed = JSON.parse(filter.query_data) as ParsedQueryData;
         setParsedFilterData(parsed);
@@ -96,6 +104,7 @@ export function KnowledgeFilterProvider({
   };
 
   const closePanel = () => {
+    setCreateMode(false);
     setSelectedFilter(null); // This will also close the panel
   };
 
@@ -103,6 +112,30 @@ export function KnowledgeFilterProvider({
     setIsPanelOpen(false); // Close panel but keep filter selected
   };
 
+  const startCreateMode = () => {
+    // Initialize defaults
+    setCreateMode(true);
+    setSelectedFilterState(null);
+    setParsedFilterData({
+      query: "",
+      filters: {
+        data_sources: ["*"],
+        document_types: ["*"],
+        owners: ["*"],
+        connector_types: ["*"],
+      },
+      limit: 10,
+      scoreThreshold: 0,
+      color: "zinc",
+      icon: "Filter",
+    });
+    setIsPanelOpen(true);
+  };
+
+  const endCreateMode = () => {
+    setCreateMode(false);
+  };
+
   const value: KnowledgeFilterContextType = {
     selectedFilter,
     parsedFilterData,
@@ -112,6 +145,9 @@ export function KnowledgeFilterProvider({
     openPanel,
     closePanel,
     closePanelOnly,
+    createMode,
+    startCreateMode,
+    endCreateMode,
   };
 
   return (
diff --git a/frontend/tailwind.config.ts b/frontend/tailwind.config.ts
index 2ba7b7ba..d2dca200 100644
--- a/frontend/tailwind.config.ts
+++ b/frontend/tailwind.config.ts
@@ -109,14 +109,29 @@ const config = {
           DEFAULT: "hsl(var(--accent))",
           foreground: "hsl(var(--accent-foreground))",
         },
-        "accent-emerald-foreground": {
-          DEFAULT: "hsl(var(--accent-emerald-foreground))",
+        "accent-emerald": {
+          DEFAULT: "hsl(var(--accent-emerald))",
+          foreground: "hsl(var(--accent-emerald-foreground))",
         },
-        "accent-pink-foreground": {
-          DEFAULT: "hsl(var(--accent-pink-foreground))",
+        "accent-pink": {
+          DEFAULT: "hsl(var(--accent-pink))",
+          foreground: "hsl(var(--accent-pink-foreground))",
         },
-        "accent-amber-foreground": {
-          DEFAULT: "hsl(var(--accent-amber-foreground))",
+        "accent-amber": {
+          DEFAULT: "hsl(var(--accent-amber))",
+          foreground: "hsl(var(--accent-amber-foreground))",
+        },
+        "accent-purple": {
+          DEFAULT: "hsl(var(--accent-purple))",
+          foreground: "hsl(var(--accent-purple-foreground))",
+        },
+        "accent-indigo": {
+          DEFAULT: "hsl(var(--accent-indigo))",
+          foreground: "hsl(var(--accent-indigo-foreground))",
+        },
+        "accent-red": {
+          DEFAULT: "hsl(var(--accent-red))",
+          foreground: "hsl(var(--accent-red-foreground))",
         },
         popover: {
           DEFAULT: "hsl(var(--popover))",
@@ -126,33 +141,9 @@ const config = {
           DEFAULT: "hsl(var(--card))",
           foreground: "hsl(var(--card-foreground))",
         },
-        "status-blue": "var(--status-blue)",
-        "status-green": "var(--status-green)",
-        "status-red": "var(--status-red)",
-        "status-yellow": "var(--status-yellow)",
         "component-icon": "var(--component-icon)",
         "flow-icon": "var(--flow-icon)",
         "placeholder-foreground": "hsl(var(--placeholder-foreground))",
-        "datatype-blue": {
-          DEFAULT: "hsl(var(--datatype-blue))",
-          foreground: "hsl(var(--datatype-blue-foreground))",
-        },
-        "datatype-yellow": {
-          DEFAULT: "hsl(var(--datatype-yellow))",
-          foreground: "hsl(var(--datatype-yellow-foreground))",
-        },
-        "datatype-red": {
-          DEFAULT: "hsl(var(--datatype-red))",
-          foreground: "hsl(var(--datatype-red-foreground))",
-        },
-        "datatype-emerald": {
-          DEFAULT: "hsl(var(--datatype-emerald))",
-          foreground: "hsl(var(--datatype-emerald-foreground))",
-        },
-        "datatype-violet": {
-          DEFAULT: "hsl(var(--datatype-violet))",
-          foreground: "hsl(var(--datatype-violet-foreground))",
-        },
         warning: {
           DEFAULT: "hsl(var(--warning))",
           foreground: "hsl(var(--warning-foreground))",

From 2341bf4700b3779bc5402577ebd39192d47e9cd3 Mon Sep 17 00:00:00 2001
From: Mike Fortman <michael.fortman@datastax.com>
Date: Mon, 29 Sep 2025 16:40:29 -0500
Subject: [PATCH 03/23] Update docling preset options

---
 config.yaml                                   |   4 +-
 .../mutations/useUpdateFlowSettingMutation.ts |   4 +-
 .../app/api/queries/useGetSettingsQuery.ts    |   4 +-
 frontend/src/app/settings/page.tsx            | 165 ++++++++--------
 frontend/src/lib/constants.ts                 |   4 +-
 src/api/settings.py                           | 179 +++++++++++-------
 src/config/config_manager.py                  |   4 +-
 7 files changed, 211 insertions(+), 153 deletions(-)

diff --git a/config.yaml b/config.yaml
index 3bafb8bd..cd2e929b 100644
--- a/config.yaml
+++ b/config.yaml
@@ -21,7 +21,9 @@ knowledge:
   # Overlap between chunks
   chunk_overlap: 200
   # Docling preset setting
-  doclingPresets: standard
+  ocr: false
+  picture_descriptions: false
+  table_structure: false
 
 # AI agent configuration
 agent:
diff --git a/frontend/src/app/api/mutations/useUpdateFlowSettingMutation.ts b/frontend/src/app/api/mutations/useUpdateFlowSettingMutation.ts
index 5f196ebd..e789af48 100644
--- a/frontend/src/app/api/mutations/useUpdateFlowSettingMutation.ts
+++ b/frontend/src/app/api/mutations/useUpdateFlowSettingMutation.ts
@@ -8,7 +8,9 @@ interface UpdateFlowSettingVariables {
   llm_model?: string;
   system_prompt?: string;
   embedding_model?: string;
-  doclingPresets?: string;
+  table_structure?: boolean;
+  ocr?: boolean;
+  picture_descriptions?: boolean;
   chunk_size?: number;
   chunk_overlap?: number;
 }
diff --git a/frontend/src/app/api/queries/useGetSettingsQuery.ts b/frontend/src/app/api/queries/useGetSettingsQuery.ts
index cf1b4ec2..d2d5a15d 100644
--- a/frontend/src/app/api/queries/useGetSettingsQuery.ts
+++ b/frontend/src/app/api/queries/useGetSettingsQuery.ts
@@ -13,7 +13,9 @@ export interface KnowledgeSettings {
   embedding_model?: string;
   chunk_size?: number;
   chunk_overlap?: number;
-  doclingPresets?: string;
+  table_structure?: boolean;
+  ocr?: boolean;
+  picture_descriptions?: boolean;
 }
 
 export interface Settings {
diff --git a/frontend/src/app/settings/page.tsx b/frontend/src/app/settings/page.tsx
index a63d91d3..3e6ff092 100644
--- a/frontend/src/app/settings/page.tsx
+++ b/frontend/src/app/settings/page.tsx
@@ -22,9 +22,9 @@ import {
   CardTitle,
 } from "@/components/ui/card";
 import { Checkbox } from "@/components/ui/checkbox";
+import { Switch } from "@/components/ui/switch";
 import { Input } from "@/components/ui/input";
 import { Label } from "@/components/ui/label";
-import { RadioGroup, RadioGroupItem } from "@/components/ui/radio-group";
 import {
   Select,
   SelectContent,
@@ -39,11 +39,6 @@ import { DEFAULT_AGENT_SETTINGS, DEFAULT_KNOWLEDGE_SETTINGS, UI_CONSTANTS } from
 import { getFallbackModels, type ModelProvider } from "./helpers/model-helpers";
 import { ModelSelectItems } from "./helpers/model-select-item";
 import { LabelWrapper } from "@/components/label-wrapper";
-import {
-  Tooltip,
-  TooltipContent,
-  TooltipTrigger,
-} from "@radix-ui/react-tooltip";
 
 const { MAX_SYSTEM_PROMPT_CHARS } = UI_CONSTANTS;
 
@@ -112,7 +107,9 @@ function KnowledgeSourcesPage() {
   const [systemPrompt, setSystemPrompt] = useState<string>("");
   const [chunkSize, setChunkSize] = useState<number>(1024);
   const [chunkOverlap, setChunkOverlap] = useState<number>(50);
-  const [processingMode, setProcessingMode] = useState<string>("standard");
+  const [tableStructure, setTableStructure] = useState<boolean>(false);
+  const [ocr, setOcr] = useState<boolean>(false);
+  const [pictureDescriptions, setPictureDescriptions] = useState<boolean>(false);
 
   // Fetch settings using React Query
   const { data: settings = {} } = useGetSettingsQuery({
@@ -195,12 +192,24 @@ function KnowledgeSourcesPage() {
     }
   }, [settings.knowledge?.chunk_overlap]);
 
-  // Sync processing mode with settings data
+  // Sync docling settings with settings data
   useEffect(() => {
-    if (settings.knowledge?.doclingPresets) {
-      setProcessingMode(settings.knowledge.doclingPresets);
+    if (settings.knowledge?.table_structure !== undefined) {
+      setTableStructure(settings.knowledge.table_structure);
     }
-  }, [settings.knowledge?.doclingPresets]);
+  }, [settings.knowledge?.table_structure]);
+
+  useEffect(() => {
+    if (settings.knowledge?.ocr !== undefined) {
+      setOcr(settings.knowledge.ocr);
+    }
+  }, [settings.knowledge?.ocr]);
+
+  useEffect(() => {
+    if (settings.knowledge?.picture_descriptions !== undefined) {
+      setPictureDescriptions(settings.knowledge.picture_descriptions);
+    }
+  }, [settings.knowledge?.picture_descriptions]);
 
   // Update model selection immediately
   const handleModelChange = (newModel: string) => {
@@ -231,11 +240,20 @@ function KnowledgeSourcesPage() {
     debouncedUpdate({ chunk_overlap: numValue });
   };
 
-  // Update processing mode
-  const handleProcessingModeChange = (mode: string) => {
-    setProcessingMode(mode);
-    // Update the configuration setting (backend will also update the flow automatically)
-    debouncedUpdate({ doclingPresets: mode });
+  // Update docling settings
+  const handleTableStructureChange = (checked: boolean) => {
+    setTableStructure(checked);
+    updateFlowSettingMutation.mutate({ table_structure: checked });
+  };
+
+  const handleOcrChange = (checked: boolean) => {
+    setOcr(checked);
+    updateFlowSettingMutation.mutate({ ocr: checked });
+  };
+
+  const handlePictureDescriptionsChange = (checked: boolean) => {
+    setPictureDescriptions(checked);
+    updateFlowSettingMutation.mutate({ picture_descriptions: checked });
   };
 
   // Helper function to get connector icon
@@ -569,7 +587,9 @@ function KnowledgeSourcesPage() {
         // Only reset form values if the API call was successful
         setChunkSize(DEFAULT_KNOWLEDGE_SETTINGS.chunk_size);
         setChunkOverlap(DEFAULT_KNOWLEDGE_SETTINGS.chunk_overlap);
-        setProcessingMode(DEFAULT_KNOWLEDGE_SETTINGS.processing_mode);
+        setTableStructure(false);
+        setOcr(false);
+        setPictureDescriptions(false);
         closeDialog(); // Close after successful completion
       })
       .catch((error) => {
@@ -1064,75 +1084,60 @@ function KnowledgeSourcesPage() {
               </div>
             </div>
             <div className="space-y-3">
-              <Label className="text-base font-medium">Ingestion presets</Label>
-              <RadioGroup
-                value={processingMode}
-                onValueChange={handleProcessingModeChange}
-                className="space-y-3"
-              >
-                <div className="flex items-center space-x-3">
-                  <RadioGroupItem value="standard" id="standard" />
-                  <div className="flex-1">
-                    <Label
-                      htmlFor="standard"
-                      className="text-base font-medium cursor-pointer"
-                    >
-                      No OCR
-                    </Label>
-                    <div className="text-sm text-muted-foreground">
-                      Fast ingest for documents with selectable text. Images are
-                      ignored.
-                    </div>
+              <div className="flex items-center justify-between">
+                <div className="flex-1">
+                  <Label
+                    htmlFor="table-structure"
+                    className="text-base font-medium cursor-pointer pb-3"
+                  >
+                    Table Structure
+                  </Label>
+                  <div className="text-sm text-muted-foreground">
+                    Capture table structure during ingest.
                   </div>
                 </div>
-                <div className="flex items-center space-x-3">
-                  <RadioGroupItem value="ocr" id="ocr" />
-                  <div className="flex-1">
-                    <Label
-                      htmlFor="ocr"
-                      className="text-base font-medium cursor-pointer"
-                    >
-                      OCR
-                    </Label>
-                    <div className="text-sm text-muted-foreground">
-                      Extracts text from images and scanned pages.
-                    </div>
+                <Switch
+                  id="table-structure"
+                  checked={tableStructure}
+                  onCheckedChange={handleTableStructureChange}
+                />
+              </div>
+              <div className="flex items-center justify-between">
+                <div className="flex-1">
+                  <Label
+                    htmlFor="ocr"
+                    className="text-base font-medium cursor-pointer pb-3"
+                  >
+                    OCR
+                  </Label>
+                  <div className="text-sm text-muted-foreground">
+                    Extracts text from images/PDFs. Ingest is slower when enabled.
                   </div>
                 </div>
-                <div className="flex items-center space-x-3">
-                  <RadioGroupItem
-                    value="picture_description"
-                    id="picture_description"
-                  />
-                  <div className="flex-1">
-                    <Label
-                      htmlFor="picture_description"
-                      className="text-base font-medium cursor-pointer"
-                    >
-                      OCR + Captions
-                    </Label>
-                    <div className="text-sm text-muted-foreground">
-                      Extracts text from images and scanned pages. Generates
-                      short image captions.
-                    </div>
+                <Switch
+                  id="ocr"
+                  checked={ocr}
+                  onCheckedChange={handleOcrChange}
+                />
+              </div>
+              <div className="flex items-center justify-between">
+                <div className="flex-1">
+                  <Label
+                    htmlFor="picture-descriptions"
+                    className="text-base font-medium cursor-pointer pb-3"
+                  >
+                    Picture Descriptions
+                  </Label>
+                  <div className="text-sm text-muted-foreground">
+                    Adds captions for images. Ingest is slower when enabled.
                   </div>
                 </div>
-                <div className="flex items-center space-x-3">
-                  <RadioGroupItem value="VLM" id="VLM" />
-                  <div className="flex-1">
-                    <Label
-                      htmlFor="VLM"
-                      className="text-base font-medium cursor-pointer"
-                    >
-                      VLM
-                    </Label>
-                    <div className="text-sm text-muted-foreground">
-                      Extracts text from layout-aware parsing of text, tables,
-                      and sections.
-                    </div>
-                  </div>
-                </div>
-              </RadioGroup>
+                <Switch
+                  id="picture-descriptions"
+                  checked={pictureDescriptions}
+                  onCheckedChange={handlePictureDescriptionsChange}
+                />
+              </div>
             </div>
           </div>
         </CardContent>
diff --git a/frontend/src/lib/constants.ts b/frontend/src/lib/constants.ts
index 9c6ea7b0..8e7770fb 100644
--- a/frontend/src/lib/constants.ts
+++ b/frontend/src/lib/constants.ts
@@ -12,7 +12,9 @@ export const DEFAULT_AGENT_SETTINGS = {
 export const DEFAULT_KNOWLEDGE_SETTINGS = {
   chunk_size: 1000,
   chunk_overlap: 200,
-  processing_mode: "standard"
+  table_structure: false,
+  ocr: false,
+  picture_descriptions: false
 } as const;
 
 /**
diff --git a/src/api/settings.py b/src/api/settings.py
index c2c7cbd0..a99cce61 100644
--- a/src/api/settings.py
+++ b/src/api/settings.py
@@ -17,35 +17,30 @@ logger = get_logger(__name__)
 
 
 # Docling preset configurations
-def get_docling_preset_configs():
-    """Get docling preset configurations with platform-specific settings"""
+def get_docling_preset_configs(table_structure=False, ocr=False, picture_descriptions=False):
+    """Get docling preset configurations based on toggle settings
+
+    Args:
+        table_structure: Enable table structure parsing (default: False)
+        ocr: Enable OCR for text extraction from images (default: False)
+        picture_descriptions: Enable picture descriptions/captions (default: False)
+    """
     is_macos = platform.system() == "Darwin"
 
-    return {
-        "standard": {"do_ocr": False},
-        "ocr": {"do_ocr": True, "ocr_engine": "ocrmac" if is_macos else "easyocr"},
-        "picture_description": {
-            "do_ocr": True,
-            "ocr_engine": "ocrmac" if is_macos else "easyocr",
-            "do_picture_classification": True,
-            "do_picture_description": True,
-            "picture_description_local": {
-                "repo_id": "HuggingFaceTB/SmolVLM-256M-Instruct",
-                "prompt": "Describe this image in a few sentences.",
-            },
-        },
-        "VLM": {
-            "pipeline": "vlm",
-            "vlm_pipeline_model_local": {
-                "repo_id": "ds4sd/SmolDocling-256M-preview-mlx-bf16"
-                if is_macos
-                else "ds4sd/SmolDocling-256M-preview",
-                "response_format": "doctags",
-                "inference_framework": "mlx",
-            },
-        },
+    config = {
+        "do_ocr": ocr,
+        "ocr_engine": "ocrmac" if is_macos else "easyocr",
+        "do_table_structure": table_structure,
+        "do_picture_classification": picture_descriptions,
+        "do_picture_description": picture_descriptions,
+        "picture_description_local": {
+            "repo_id": "HuggingFaceTB/SmolVLM-256M-Instruct",
+            "prompt": "Describe this image in a few sentences.",
+        }
     }
 
+    return config
+
 
 async def get_settings(request, session_manager):
     """Get application settings"""
@@ -71,7 +66,9 @@ async def get_settings(request, session_manager):
                 "embedding_model": knowledge_config.embedding_model,
                 "chunk_size": knowledge_config.chunk_size,
                 "chunk_overlap": knowledge_config.chunk_overlap,
-                "doclingPresets": knowledge_config.doclingPresets,
+                "table_structure": knowledge_config.table_structure,
+                "ocr": knowledge_config.ocr,
+                "picture_descriptions": knowledge_config.picture_descriptions,
             },
             "agent": {
                 "llm_model": agent_config.llm_model,
@@ -178,7 +175,9 @@ async def update_settings(request, session_manager):
             "system_prompt",
             "chunk_size",
             "chunk_overlap",
-            "doclingPresets",
+            "table_structure",
+            "ocr",
+            "picture_descriptions",
             "embedding_model",
         }
 
@@ -255,32 +254,68 @@ async def update_settings(request, session_manager):
                 # Don't fail the entire settings update if flow update fails
                 # The config will still be saved
 
-        if "doclingPresets" in body:
-            preset_configs = get_docling_preset_configs()
-            valid_presets = list(preset_configs.keys())
-            if body["doclingPresets"] not in valid_presets:
+        if "table_structure" in body:
+            if not isinstance(body["table_structure"], bool):
                 return JSONResponse(
-                    {
-                        "error": f"doclingPresets must be one of: {', '.join(valid_presets)}"
-                    },
-                    status_code=400,
+                    {"error": "table_structure must be a boolean"}, status_code=400
                 )
-            current_config.knowledge.doclingPresets = body["doclingPresets"]
+            current_config.knowledge.table_structure = body["table_structure"]
             config_updated = True
 
-            # Also update the flow with the new docling preset
+            # Also update the flow with the new docling settings
             try:
                 flows_service = _get_flows_service()
-                await flows_service.update_flow_docling_preset(
-                    body["doclingPresets"], preset_configs[body["doclingPresets"]]
-                )
-                logger.info(
-                    f"Successfully updated docling preset in flow to '{body['doclingPresets']}'"
+                preset_config = get_docling_preset_configs(
+                    table_structure=body["table_structure"],
+                    ocr=current_config.knowledge.ocr,
+                    picture_descriptions=current_config.knowledge.picture_descriptions
                 )
+                await flows_service.update_flow_docling_preset("custom", preset_config)
+                logger.info(f"Successfully updated table_structure setting in flow")
             except Exception as e:
-                logger.error(f"Failed to update docling preset in flow: {str(e)}")
-                # Don't fail the entire settings update if flow update fails
-                # The config will still be saved
+                logger.error(f"Failed to update docling settings in flow: {str(e)}")
+
+        if "ocr" in body:
+            if not isinstance(body["ocr"], bool):
+                return JSONResponse(
+                    {"error": "ocr must be a boolean"}, status_code=400
+                )
+            current_config.knowledge.ocr = body["ocr"]
+            config_updated = True
+
+            # Also update the flow with the new docling settings
+            try:
+                flows_service = _get_flows_service()
+                preset_config = get_docling_preset_configs(
+                    table_structure=current_config.knowledge.table_structure,
+                    ocr=body["ocr"],
+                    picture_descriptions=current_config.knowledge.picture_descriptions
+                )
+                await flows_service.update_flow_docling_preset("custom", preset_config)
+                logger.info(f"Successfully updated ocr setting in flow")
+            except Exception as e:
+                logger.error(f"Failed to update docling settings in flow: {str(e)}")
+
+        if "picture_descriptions" in body:
+            if not isinstance(body["picture_descriptions"], bool):
+                return JSONResponse(
+                    {"error": "picture_descriptions must be a boolean"}, status_code=400
+                )
+            current_config.knowledge.picture_descriptions = body["picture_descriptions"]
+            config_updated = True
+
+            # Also update the flow with the new docling settings
+            try:
+                flows_service = _get_flows_service()
+                preset_config = get_docling_preset_configs(
+                    table_structure=current_config.knowledge.table_structure,
+                    ocr=current_config.knowledge.ocr,
+                    picture_descriptions=body["picture_descriptions"]
+                )
+                await flows_service.update_flow_docling_preset("custom", preset_config)
+                logger.info(f"Successfully updated picture_descriptions setting in flow")
+            except Exception as e:
+                logger.error(f"Failed to update docling settings in flow: {str(e)}")
 
         if "chunk_size" in body:
             if not isinstance(body["chunk_size"], int) or body["chunk_size"] <= 0:
@@ -624,48 +659,56 @@ def _get_flows_service():
 
 
 async def update_docling_preset(request, session_manager):
-    """Update docling preset in the ingest flow"""
+    """Update docling settings in the ingest flow - deprecated endpoint, use /settings instead"""
     try:
         # Parse request body
         body = await request.json()
 
-        # Validate preset parameter
-        if "preset" not in body:
-            return JSONResponse(
-                {"error": "preset parameter is required"}, status_code=400
-            )
+        # Support old preset-based API for backwards compatibility
+        if "preset" in body:
+            # Map old presets to new toggle settings
+            preset_map = {
+                "standard": {"table_structure": False, "ocr": False, "picture_descriptions": False},
+                "ocr": {"table_structure": False, "ocr": True, "picture_descriptions": False},
+                "picture_description": {"table_structure": False, "ocr": True, "picture_descriptions": True},
+                "VLM": {"table_structure": False, "ocr": False, "picture_descriptions": False},
+            }
 
-        preset = body["preset"]
-        preset_configs = get_docling_preset_configs()
+            preset = body["preset"]
+            if preset not in preset_map:
+                return JSONResponse(
+                    {"error": f"Invalid preset '{preset}'. Valid presets: {', '.join(preset_map.keys())}"},
+                    status_code=400,
+                )
 
-        if preset not in preset_configs:
-            valid_presets = list(preset_configs.keys())
-            return JSONResponse(
-                {
-                    "error": f"Invalid preset '{preset}'. Valid presets: {', '.join(valid_presets)}"
-                },
-                status_code=400,
-            )
+            settings = preset_map[preset]
+        else:
+            # Support new toggle-based API
+            settings = {
+                "table_structure": body.get("table_structure", False),
+                "ocr": body.get("ocr", False),
+                "picture_descriptions": body.get("picture_descriptions", False),
+            }
 
         # Get the preset configuration
-        preset_config = preset_configs[preset]
+        preset_config = get_docling_preset_configs(**settings)
 
         # Use the helper function to update the flow
         flows_service = _get_flows_service()
-        await flows_service.update_flow_docling_preset(preset, preset_config)
+        await flows_service.update_flow_docling_preset("custom", preset_config)
 
-        logger.info(f"Successfully updated docling preset to '{preset}' in ingest flow")
+        logger.info(f"Successfully updated docling settings in ingest flow")
 
         return JSONResponse(
             {
-                "message": f"Successfully updated docling preset to '{preset}'",
-                "preset": preset,
+                "message": f"Successfully updated docling settings",
+                "settings": settings,
                 "preset_config": preset_config,
             }
         )
 
     except Exception as e:
-        logger.error("Failed to update docling preset", error=str(e))
+        logger.error("Failed to update docling settings", error=str(e))
         return JSONResponse(
-            {"error": f"Failed to update docling preset: {str(e)}"}, status_code=500
+            {"error": f"Failed to update docling settings: {str(e)}"}, status_code=500
         )
diff --git a/src/config/config_manager.py b/src/config/config_manager.py
index 0b814470..6e891c5c 100644
--- a/src/config/config_manager.py
+++ b/src/config/config_manager.py
@@ -27,7 +27,9 @@ class KnowledgeConfig:
     embedding_model: str = "text-embedding-3-small"
     chunk_size: int = 1000
     chunk_overlap: int = 200
-    doclingPresets: str = "standard"
+    table_structure: bool = False
+    ocr: bool = False
+    picture_descriptions: bool = False
 
 
 @dataclass

From f6bb375860fc821af56ac278939e5d34e5c89300 Mon Sep 17 00:00:00 2001
From: Mendon Kissling <59585235+mendonk@users.noreply.github.com>
Date: Tue, 30 Sep 2025 09:51:42 -0400
Subject: [PATCH 04/23] init

---
 docs/docs/core-components/ingestion.mdx | 23 +++++++++++++++++++++++
 1 file changed, 23 insertions(+)
 create mode 100644 docs/docs/core-components/ingestion.mdx

diff --git a/docs/docs/core-components/ingestion.mdx b/docs/docs/core-components/ingestion.mdx
new file mode 100644
index 00000000..d240d53e
--- /dev/null
+++ b/docs/docs/core-components/ingestion.mdx
@@ -0,0 +1,23 @@
+---
+title: Docling Ingestion
+slug: /ingestion
+---
+
+import Icon from "@site/src/components/icon/icon";
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+import PartialModifyFlows from '@site/docs/_partial-modify-flows.mdx';
+
+OpenRAG uses [Docling](https://docling-project.github.io/docling/) for its document ingestion pipeline.
+More specifically, OpenRAG uses [Docling Serve](https://github.com/docling-project/docling-serve), which starts a `docling-serve` process on your local machine and runs Docling ingestion through an API service.
+
+OpenRAG chose Docling for its support for a wide variety of file formats, high performance, and advanced understanding of tables and images.
+
+## Docling ingestion settings
+
+These settings control the Docling ingestion parameters.
+
+OpenRAG will warn you if `docling-serve` is not running.
+To start or stop `docling-serve` or any other native services, in the TUI main menu, click **Start Native Services** or **Stop Native Services**.
+
+## Use OpenRAG default ingestion instead of Docling
\ No newline at end of file

From 7d8bc4be211ed708226521c3da72a1c000cebb3a Mon Sep 17 00:00:00 2001
From: Mendon Kissling <59585235+mendonk@users.noreply.github.com>
Date: Tue, 30 Sep 2025 10:57:05 -0400
Subject: [PATCH 05/23] slug

---
 docs/docs/support/troubleshoot.mdx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/docs/support/troubleshoot.mdx b/docs/docs/support/troubleshoot.mdx
index bf18e2f7..57dcb4d3 100644
--- a/docs/docs/support/troubleshoot.mdx
+++ b/docs/docs/support/troubleshoot.mdx
@@ -1,6 +1,6 @@
 ---
 title: Troubleshoot
-slug: /reference/troubleshoot
+slug: /support/troubleshoot
 ---
 
 import Tabs from '@theme/Tabs';

From bf871b9cd728518aaac51c77aa511de698cde890 Mon Sep 17 00:00:00 2001
From: phact <estevezsebastian@gmail.com>
Date: Tue, 30 Sep 2025 11:46:17 -0400
Subject: [PATCH 06/23] use Dockerfile.langflow

---
 .github/workflows/build-langflow-responses.yml | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/build-langflow-responses.yml b/.github/workflows/build-langflow-responses.yml
index 8d9264e2..0f9d3d08 100644
--- a/.github/workflows/build-langflow-responses.yml
+++ b/.github/workflows/build-langflow-responses.yml
@@ -19,11 +19,8 @@ jobs:
     runs-on: ${{ matrix.runs-on }}
 
     steps:
-      - name: Checkout langflow load_flows_autologin_false branch
+      - name: Checkout
         uses: actions/checkout@v4
-        with:
-          repository: langflow-ai/langflow
-          ref: load_flows_autologin_false
 
       - name: Set up Docker Buildx
         uses: docker/setup-buildx-action@v3
@@ -38,6 +35,7 @@ jobs:
         uses: docker/build-push-action@v5
         with:
           context: .
+          file: ./Dockerfile.langflow
           platforms: ${{ matrix.platform }}
           push: true
           tags: phact/langflow:responses-${{ matrix.arch }}

From 70a75ee63ddafff47ef5681fe140af01766125a4 Mon Sep 17 00:00:00 2001
From: Cole Goldsmith <cole.b.goldsmith@gmail.com>
Date: Tue, 30 Sep 2025 11:22:37 -0500
Subject: [PATCH 07/23] fix accent color variables

---
 frontend/components/filter-icon-popover.tsx   | 179 +++++++++---------
 frontend/components/knowledge-filter-list.tsx | 128 +++----------
 .../components/knowledge-filter-panel.tsx     |  12 +-
 .../src/app/api/queries/useGetSearchQuery.ts  |   2 +-
 frontend/src/app/globals.css                  |  51 +++--
 frontend/src/app/knowledge/page.tsx           |   2 +-
 frontend/src/components/ui/status-badge.tsx   |  12 +-
 7 files changed, 154 insertions(+), 232 deletions(-)

diff --git a/frontend/components/filter-icon-popover.tsx b/frontend/components/filter-icon-popover.tsx
index 4bc181e7..84cd4a6b 100644
--- a/frontend/components/filter-icon-popover.tsx
+++ b/frontend/components/filter-icon-popover.tsx
@@ -1,78 +1,78 @@
 "use client";
 
 import React, { type SVGProps } from "react";
-import { Button } from "@/components/ui/button";
 import {
   Popover,
   PopoverContent,
   PopoverTrigger,
 } from "@/components/ui/popover";
 import {
-  Filter as FilterIcon,
-  Star,
+  File,
   Book,
-  FileText,
-  Folder,
-  Globe,
-  Calendar,
-  User,
-  Users,
-  Tag,
-  Briefcase,
-  Building2,
-  Cog,
+  Scroll,
+  Library,
+  Map,
+  FileImage,
+  Layers3,
   Database,
-  Cpu,
-  Bot,
-  MessageSquare,
-  Search,
+  Folder,
+  Archive,
+  MessagesSquare,
+  SquareStack,
+  Ghost,
+  Gem,
+  Swords,
+  Bolt,
   Shield,
-  Lock,
-  Key,
-  Link,
-  Mail,
-  Phone,
+  Hammer,
+  Globe,
+  HardDrive,
+  Upload,
+  Cable,
+  ShoppingCart,
+  ShoppingBag,
   Check,
+  Plus,
 } from "lucide-react";
 import { filterAccentClasses } from "./knowledge-filter-panel";
+import { cn } from "@/lib/utils";
 
 const ICON_MAP = {
-  Filter: FilterIcon,
-  Star,
-  Book,
-  FileText,
-  Folder,
-  Globe,
-  Calendar,
-  User,
-  Users,
-  Tag,
-  Briefcase,
-  Building2,
-  Cog,
-  Database,
-  Cpu,
-  Bot,
-  MessageSquare,
-  Search,
-  Shield,
-  Lock,
-  Key,
-  Link,
-  Mail,
-  Phone,
+  file: File,
+  book: Book,
+  scroll: Scroll,
+  library: Library,
+  map: Map,
+  image: FileImage,
+  layers3: Layers3,
+  database: Database,
+  folder: Folder,
+  archive: Archive,
+  messagesSquare: MessagesSquare,
+  squareStack: SquareStack,
+  ghost: Ghost,
+  gem: Gem,
+  swords: Swords,
+  bolt: Bolt,
+  shield: Shield,
+  hammer: Hammer,
+  globe: Globe,
+  hardDrive: HardDrive,
+  upload: Upload,
+  cable: Cable,
+  shoppingCart: ShoppingCart,
+  shoppingBag: ShoppingBag,
 } as const;
 
 export type IconKey = keyof typeof ICON_MAP;
 
-function iconKeyToComponent(
-  key: string
-): React.ComponentType<SVGProps<SVGSVGElement>> {
+export function iconKeyToComponent(
+  key?: string
+): React.ComponentType<SVGProps<SVGSVGElement>> | undefined {
+  if (!key) return undefined;
   return (
-    (ICON_MAP as Record<string, React.ComponentType<SVGProps<SVGSVGElement>>>)[
-      key
-    ] || FilterIcon
-  );
+    ICON_MAP as Record<string, React.ComponentType<SVGProps<SVGSVGElement>>>
+  )[key];
 }
 
 const COLORS = [
@@ -87,21 +87,21 @@ const COLORS = [
 export type FilterColor = (typeof COLORS)[number];
 
 const colorSwatchClasses = {
-  zinc: "bg-muted-foreground",
-  pink: "bg-accent-pink-foreground",
-  purple: "bg-accent-purple-foreground",
-  indigo: "bg-accent-indigo-foreground",
-  emerald: "bg-accent-emerald-foreground",
-  amber: "bg-accent-amber-foreground",
-  red: "bg-accent-red-foreground",
-  "": "bg-muted-foreground",
+  zinc: "bg-muted-foreground text-accent-foreground",
+  pink: "bg-accent-pink-foreground text-accent-pink",
+  purple: "bg-accent-purple-foreground text-accent-purple",
+  indigo: "bg-accent-indigo-foreground text-accent-indigo",
+  emerald: "bg-accent-emerald-foreground text-accent-emerald",
+  amber: "bg-accent-amber-foreground text-accent-amber",
+  red: "bg-accent-red-foreground text-accent-red",
+  "": "bg-muted-foreground text-accent-foreground",
 };
 
 export interface FilterIconPopoverProps {
   color: FilterColor;
-  iconKey: IconKey | string;
+  iconKey?: IconKey | undefined;
   onColorChange: (c: FilterColor) => void;
-  onIconChange: (k: IconKey) => void;
+  onIconChange: (k: IconKey | undefined) => void;
   triggerClassName?: string;
 }
 
@@ -116,56 +116,55 @@ export function FilterIconPopover({
   return (
     <Popover>
       <PopoverTrigger asChild>
-        <Button
-          type="button"
-          variant="outline"
-          size="icon"
-          className={"h-8 w-8 p-0 " + (triggerClassName || "")}
+        <button
+          className={cn(
+            "h-10 w-10 min-w-10 min-h-10 rounded-sm flex items-center justify-center transition-colors",
+            filterAccentClasses[color || ""],
+            triggerClassName
+          )}
         >
-          <span
-            className={
-              filterAccentClasses[color || ""] +
-              " inline-flex items-center justify-center rounded h-6 w-6"
-            }
-          >
-            <Icon className="h-3.5 w-3.5" />
-          </span>
-        </Button>
+          {Icon && <Icon className="h-5 w-5" />}
+          {!Icon && <Plus className="h-5 w-5" />}
+        </button>
       </PopoverTrigger>
       <PopoverContent className="w-80" align="start">
-        <div className="space-y-3">
+        <div className="space-y-4">
           <div className="grid grid-cols-7 items-center gap-2">
             {COLORS.map((c) => (
               <button
                 key={c}
                 type="button"
                 onClick={() => onColorChange(c)}
-                className={
-                    
-                  "flex items-center justify-center h-6 w-6 rounded-sm transition-colors " +
+                className={cn(
+                  "flex items-center justify-center h-6 w-6 rounded-sm transition-colors",
                   colorSwatchClasses[c || ""]
-                }
+                )}
                 aria-label={c}
               >
                 {c === color && <Check className="h-3.5 w-3.5" />}
               </button>
             ))}
           </div>
-          <div className="text-xs font-medium text-muted-foreground mt-2">
-            Icon
-          </div>
           <div className="grid grid-cols-6 gap-2">
-            {(Object.keys(ICON_MAP) as IconKey[]).map((k) => {
-              const OptIcon = ICON_MAP[k];
+            {Object.keys(ICON_MAP).map((k: string) => {
+              const OptIcon = ICON_MAP[k as IconKey];
               const active = iconKey === k;
               return (
                 <button
                   key={k}
                   type="button"
-                  onClick={() => onIconChange(k)}
+                  onClick={() => {
+                    if (active) {
+                      onIconChange(undefined);
+                    } else {
+                      onIconChange(k as IconKey);
+                    }
+                  }}
                   className={
-                    "h-8 w-8 inline-flex items-center justify-center rounded border " +
-                    (active ? "border-foreground" : "border-border")
+                    "h-8 w-8 inline-flex items-center hover:text-foreground justify-center rounded border " +
+                    (active
+                      ? "border-muted-foreground text-foreground"
+                      : "border-0 text-muted-foreground")
                   }
                   aria-label={k}
                 >
diff --git a/frontend/components/knowledge-filter-list.tsx b/frontend/components/knowledge-filter-list.tsx
index f277518f..bf78ac8b 100644
--- a/frontend/components/knowledge-filter-list.tsx
+++ b/frontend/components/knowledge-filter-list.tsx
@@ -2,73 +2,19 @@
 
 import { useState } from "react";
 import { Button } from "@/components/ui/button";
-import {
-  Filter as FilterIcon,
-  Loader2,
-  Plus,
-  X,
-  Star,
-  Book,
-  FileText,
-  Folder,
-  Globe,
-  Calendar,
-  User,
-  Users,
-  Tag,
-  Briefcase,
-  Building2,
-  Cog,
-  Database,
-  Cpu,
-  Bot,
-  MessageSquare,
-  Search,
-  Shield,
-  Lock,
-  Key,
-  Link,
-  Mail,
-  Phone,
-} from "lucide-react";
+import { Loader2, Plus, X } from "lucide-react";
 import { cn } from "@/lib/utils";
 import {
   useGetFiltersSearchQuery,
   type KnowledgeFilter,
 } from "@/src/app/api/queries/useGetFiltersSearchQuery";
 import { useKnowledgeFilter } from "@/src/contexts/knowledge-filter-context";
-import type { SVGProps } from "react";
-
-const ICON_MAP = {
-  Filter: FilterIcon,
-  Star,
-  Book,
-  FileText,
-  Folder,
-  Globe,
-  Calendar,
-  User,
-  Users,
-  Tag,
-  Briefcase,
-  Building2,
-  Cog,
-  Database,
-  Cpu,
-  Bot,
-  MessageSquare,
-  Search,
-  Shield,
-  Lock,
-  Key,
-  Link,
-  Mail,
-  Phone,
-} as const;
-
-function iconKeyToComponent(key: string): React.ComponentType<SVGProps<SVGSVGElement>> {
-  return (ICON_MAP as Record<string, React.ComponentType<SVGProps<SVGSVGElement>>>)[key] || FilterIcon;
-}
+import {
+  FilterColor,
+  IconKey,
+  iconKeyToComponent,
+} from "./filter-icon-popover";
+import { filterAccentClasses } from "./knowledge-filter-panel";
 
 interface ParsedQueryData {
   query: string;
@@ -79,8 +25,8 @@ interface ParsedQueryData {
   };
   limit: number;
   scoreThreshold: number;
-  color?: "zinc" | "pink" | "purple" | "indigo" | "emerald" | "amber" | "red";
-  icon?: string;
+  color?: FilterColor;
+  icon?: IconKey;
 }
 
 interface KnowledgeFilterListProps {
@@ -103,6 +49,10 @@ export function KnowledgeFilterList({
   const filters = data || [];
 
   const handleFilterSelect = (filter: KnowledgeFilter) => {
+    if (filter.id === selectedFilter?.id) {
+      onFilterSelect(null);
+      return;
+    }
     onFilterSelect(filter);
   };
 
@@ -150,35 +100,24 @@ export function KnowledgeFilterList({
               className={cn(
                 "flex items-center gap-3 px-3 py-2 w-full rounded-lg hover:bg-accent hover:text-accent-foreground cursor-pointer group transition-colors",
                 selectedFilter?.id === filter.id &&
-                  "bg-accent text-accent-foreground"
+                  "active bg-accent text-accent-foreground"
               )}
             >
               <div className="flex flex-col gap-1 flex-1 min-w-0">
                 <div className="flex items-center gap-2">
                   {(() => {
                     const parsed = parseQueryData(filter.query_data);
-                    const color = (parsed.color || "zinc") as
-                      | "zinc"
-                      | "pink"
-                      | "purple"
-                      | "indigo"
-                      | "emerald"
-                      | "amber"
-                      | "red";
-                    const Icon = iconKeyToComponent(parsed.icon || "Filter");
-                    const colorMap = {
-                      zinc: "bg-zinc-500/20 text-zinc-500",
-                      pink: "bg-pink-500/20 text-pink-500",
-                      purple: "bg-purple-500/20 text-purple-500",
-                      indigo: "bg-indigo-500/20 text-indigo-500",
-                      emerald: "bg-emerald-500/20 text-emerald-500",
-                      amber: "bg-amber-500/20 text-amber-500",
-                      red: "bg-red-500/20 text-red-500",
-                    } as const;
-                    const colorClasses = colorMap[color];
+                    const Icon = iconKeyToComponent(parsed.icon);
                     return (
-                      <div className={`flex items-center justify-center ${colorClasses} w-5 h-5 rounded`}>
-                        <Icon className="h-3 w-3" />
+                      <div
+                        className={cn(
+                          "flex items-center justify-center w-5 h-5 rounded transition-colors",
+                          filterAccentClasses[parsed.color || ""],
+                          parsed.color === "zinc" &&
+                            "group-hover:bg-background group-[.active]:bg-background"
+                        )}
+                      >
+                        {Icon && <Icon className="h-3 w-3" />}
                       </div>
                     );
                   })()}
@@ -187,19 +126,19 @@ export function KnowledgeFilterList({
                   </div>
                 </div>
                 {filter.description && (
-                  <div className="text-xs text-muted-foreground group-hover:text-accent-foreground/70 line-clamp-2">
+                  <div className="text-xs text-muted-foreground line-clamp-2">
                     {filter.description}
                   </div>
                 )}
                 <div className="flex items-center gap-2">
-                  <div className="text-xs text-muted-foreground group-hover:text-accent-foreground/70">
+                  <div className="text-xs text-muted-foreground">
                     {new Date(filter.created_at).toLocaleDateString(undefined, {
                       month: "short",
                       day: "numeric",
                       year: "numeric",
                     })}
                   </div>
-                  <span className="text-xs bg-muted text-muted-foreground px-1 py-0.5 rounded-sm">
+                  <span className="text-xs bg-muted text-muted-foreground px-1 py-0.5 rounded-sm group-hover:bg-background group-[.active]:bg-background transition-colors">
                     {(() => {
                       const dataSources = parseQueryData(filter.query_data)
                         .filters.data_sources;
@@ -210,19 +149,6 @@ export function KnowledgeFilterList({
                   </span>
                 </div>
               </div>
-              {selectedFilter?.id === filter.id && (
-                <Button
-                  variant="ghost"
-                  size="sm"
-                  className="px-0"
-                  onClick={(e) => {
-                    e.stopPropagation();
-                    onFilterSelect(null);
-                  }}
-                >
-                  <X className="h-4 w-4 flex-shrink-0 opacity-0 group-hover:opacity-100 text-muted-foreground" />
-                </Button>
-              )}
             </div>
           ))
         )}
diff --git a/frontend/components/knowledge-filter-panel.tsx b/frontend/components/knowledge-filter-panel.tsx
index e1dee832..53441c8f 100644
--- a/frontend/components/knowledge-filter-panel.tsx
+++ b/frontend/components/knowledge-filter-panel.tsx
@@ -14,7 +14,7 @@ import { useDeleteFilter } from "@/app/api/mutations/useDeleteFilter";
 import { useUpdateFilter } from "@/app/api/mutations/useUpdateFilter";
 import { useCreateFilter } from "@/app/api/mutations/useCreateFilter";
 import { useGetSearchAggregations } from "@/src/app/api/queries/useGetSearchAggregations";
-import { FilterIconPopover } from "@/components/filter-icon-popover";
+import { FilterIconPopover, IconKey } from "@/components/filter-icon-popover";
 
 interface FacetBucket {
   key: string;
@@ -32,14 +32,14 @@ export const filterAccentClasses: Record<
   "zinc" | "pink" | "purple" | "indigo" | "emerald" | "amber" | "red" | "",
   string
 > = {
-  zinc: "bg-accent text-accent-foreground",
+  zinc: "bg-accent text-muted-foreground",
   pink: "bg-accent-pink text-accent-pink-foreground",
   purple: "bg-accent-purple text-accent-purple-foreground",
   indigo: "bg-accent-indigo text-accent-indigo-foreground",
   emerald: "bg-accent-emerald text-accent-emerald-foreground",
   amber: "bg-accent-amber text-accent-amber-foreground",
   red: "bg-accent-red text-accent-red-foreground",
-  "": "bg-accent text-accent-foreground",
+  "": "bg-accent text-muted-foreground",
 };
 
 export function KnowledgeFilterPanel() {
@@ -62,7 +62,7 @@ export function KnowledgeFilterPanel() {
   const [color, setColor] = useState<
     "zinc" | "pink" | "purple" | "indigo" | "emerald" | "amber" | "red"
   >("zinc");
-  const [iconKey, setIconKey] = useState<string>("Filter");
+  const [iconKey, setIconKey] = useState<IconKey>();
 
   // Filter configuration states (mirror search page exactly)
   const [query, setQuery] = useState("");
@@ -108,7 +108,7 @@ export function KnowledgeFilterPanel() {
       setName(selectedFilter.name);
       setDescription(selectedFilter.description || "");
       setColor(parsedFilterData.color || "zinc");
-      setIconKey(parsedFilterData.icon || "Filter");
+      setIconKey(parsedFilterData.icon as IconKey);
     }
   }, [selectedFilter, parsedFilterData]);
 
@@ -122,7 +122,7 @@ export function KnowledgeFilterPanel() {
       setName("");
       setDescription("");
       setColor(parsedFilterData.color || "zinc");
-      setIconKey(parsedFilterData.icon || "Filter");
+      setIconKey(parsedFilterData.icon as IconKey);
     }
   }, [createMode, parsedFilterData]);
 
diff --git a/frontend/src/app/api/queries/useGetSearchQuery.ts b/frontend/src/app/api/queries/useGetSearchQuery.ts
index 37798ce5..5383178d 100644
--- a/frontend/src/app/api/queries/useGetSearchQuery.ts
+++ b/frontend/src/app/api/queries/useGetSearchQuery.ts
@@ -179,7 +179,7 @@ export const useGetSearchQuery = (
 
   const queryResult = useQuery(
     {
-      queryKey: ["search", effectiveQuery],
+      queryKey: ["search", queryData],
       placeholderData: (prev) => prev,
       queryFn: getFiles,
       ...options,
diff --git a/frontend/src/app/globals.css b/frontend/src/app/globals.css
index 34e36a27..9ad84489 100644
--- a/frontend/src/app/globals.css
+++ b/frontend/src/app/globals.css
@@ -32,18 +32,18 @@
     --ring: 0 0% 0%;
     --placeholder-foreground: 240 5% 65%;
 
-    --accent-amber: 48 96% 88%; /* amber-100 #fef3c7 */
-    --accent-amber-foreground: 26 90.5% 37.1%; /* amber-700 #b45309 */
-    --accent-emerald: 152 76% 90%; /* emerald-100 #d1fae5 */
-    --accent-emerald-foreground: 161.4 93.5% 30.4%; /* emerald-600 #059669 */
-    --accent-red: 0 93.5% 94.1%; /* red-100 #fee2e2 */
-    --accent-red-foreground: 0 72.2% 50.6%; /* red-600 #dc2626 */
-    --accent-indigo: 226.7 100% 94.9%; /* indigo-100 #e0e7ff */
-    --accent-indigo-foreground: 243.4 75.4% 58.6%; /* indigo-600 #4f46e5 */
-    --accent-pink: 320.6 76.1% 95.5%; /* pink-100 #fce7f3 */
-    --accent-pink-foreground: 333.3 71.4% 50.6%; /* pink-600 #db2777 */
-    --accent-purple: 270 100% 95.5%; /* purple-100 #f3e8ff */
-    --accent-purple-foreground: 262.1 83.3% 57.8%; /* purple-600 #7c3aed */
+    --accent-amber: 48, 96%, 89%; /* amber-100 #fef3c7 */
+    --accent-amber-foreground: 26, 90%, 37%; /* amber-700 #b45309 */
+    --accent-emerald: 149, 80%, 90%; /* emerald-100 #d1fae5 */
+    --accent-emerald-foreground: 161, 94%, 30%; /* emerald-600 #059669 */
+    --accent-red: 0, 93%, 94%; /* red-100 #fee2e2 */
+    --accent-red-foreground: 0, 72%, 51%; /* red-600 #dc2626 */
+    --accent-indigo: 226, 100%, 94%; /* indigo-100 #e0e7ff */
+    --accent-indigo-foreground: 243, 75%, 59%; /* indigo-600 #4f46e5 */
+    --accent-pink: 326, 78%, 95%; /* pink-100 #fce7f3 */
+    --accent-pink-foreground: 333, 71%, 51%; /* pink-600 #db2777 */
+    --accent-purple: 269, 100%, 95%; /* purple-100 #f3e8ff */
+    --accent-purple-foreground: 271, 81%, 56%; /* purple-600 #7c3aed */
 
     /* Component Colors */
     --component-icon: #d8598a;
@@ -80,21 +80,18 @@
     --ring: 0 0% 100%;
     --placeholder-foreground: 240 4% 46%;
 
-    --accent-amber: 23 88% 27%; /* amber-900 #78350f */
-    --accent-amber-foreground: 45.9 96.7% 64.5%; /* amber-300 #fcd34d */
-    --accent-emerald: 164.3 88% 16.1%; /* emerald-900 #064e3b */
-    --accent-emerald-foreground: 156.2 71.6% 66.9%; /* emerald-400 #34d399 */
-    --accent-red: 0 75% 30%; /* red-900 #7f1d1d */
-    --accent-red-foreground: 0 93.5% 81.8%; /* red-400 #f87171 */
-    --accent-indigo: 239 46% 34.5%; /* indigo-900 #312e81 */
-    --accent-indigo-foreground: 234.5 89.5% 74.9%; /* indigo-400 #818cf8 */
-    --accent-pink: 327.4 70.7% 31.4%; /* pink-900 #831843 */
-    --accent-pink-foreground: 328.6 85.5% 70.2%; /* pink-400 #f472b6 */
-    --accent-purple: 261.2 67.8% 34.3%; /* purple-900 #4c1d95 */
-    --accent-purple-foreground: 255.1 89.5% 76.3%; /* purple-400 #a78bfa */
-
-    --warning: 45.9 96.7% 64.5%;
-    --warning-foreground: 240 6% 10%;
+    --accent-amber: 22, 78%, 26%; /* amber-900 #78350f */
+    --accent-amber-foreground: 46, 97%, 65%; /* amber-300 #fcd34d */
+    --accent-emerald: 164, 86%, 16%; /* emerald-900 #064e3b */
+    --accent-emerald-foreground: 158, 64%, 52%; /* emerald-400 #34d399 */
+    --accent-red: 0, 63%, 31%; /* red-900 #7f1d1d */
+    --accent-red-foreground: 0, 91%, 71%; /* red-400 #f87171 */
+    --accent-indigo: 242, 47%, 34%; /* indigo-900 #312e81 */
+    --accent-indigo-foreground: 234, 89%, 74%; /* indigo-400 #818cf8 */
+    --accent-pink: 336, 69%, 30%; /* pink-900 #831843 */
+    --accent-pink-foreground: 329, 86%, 70%; /* pink-400 #f472b6 */
+    --accent-purple: 274, 66%, 32%; /* purple-900 #4c1d95 */
+    --accent-purple-foreground: 270, 95%, 75%; /* purple-400 #a78bfa */
   }
 
   * {
diff --git a/frontend/src/app/knowledge/page.tsx b/frontend/src/app/knowledge/page.tsx
index 13724a37..73d661ec 100644
--- a/frontend/src/app/knowledge/page.tsx
+++ b/frontend/src/app/knowledge/page.tsx
@@ -147,7 +147,7 @@ function SearchPage() {
       initialFlex: 0.5,
       cellRenderer: ({ value }: CustomCellRendererProps<File>) => {
         return (
-          <span className="text-xs text-green-400 bg-green-400/20 px-2 py-1 rounded">
+          <span className="text-xs text-accent-emerald-foreground bg-accent-emerald px-2 py-1 rounded">
             {value?.toFixed(2) ?? "-"}
           </span>
         );
diff --git a/frontend/src/components/ui/status-badge.tsx b/frontend/src/components/ui/status-badge.tsx
index f0f63241..d3b1a323 100644
--- a/frontend/src/components/ui/status-badge.tsx
+++ b/frontend/src/components/ui/status-badge.tsx
@@ -16,27 +16,27 @@ interface StatusBadgeProps {
 const statusConfig = {
   processing: {
     label: "Processing",
-    className: "text-muted-foreground dark:text-muted-foreground ",
+    className: "text-muted-foreground ",
   },
   active: {
     label: "Active",
-    className: "text-emerald-600 dark:text-emerald-400 ",
+    className: "text-accent-emerald-foreground ",
   },
   unavailable: {
     label: "Unavailable",
-    className: "text-red-600 dark:text-red-400 ",
+    className: "text-accent-red-foreground ",
   },
   failed: {
     label: "Failed",
-    className: "text-red-600 dark:text-red-400 ",
+    className: "text-accent-red-foreground ",
   },
   hidden: {
     label: "Hidden",
-    className: "text-zinc-400 dark:text-zinc-500 ",
+    className: "text-muted-foreground ",
   },
   sync: {
     label: "Sync",
-    className: "text-amber-700 dark:text-amber-300 underline",
+    className: "text-accent-amber-foreground underline",
   },
 };
 

From ef98a5a826f05a19a18a22745df1afc2bca1ecac Mon Sep 17 00:00:00 2001
From: Cole Goldsmith <cole.b.goldsmith@gmail.com>
Date: Tue, 30 Sep 2025 12:02:00 -0500
Subject: [PATCH 08/23] change color of filter in chat

---
 frontend/src/app/chat/page.tsx | 125 ++++++++++++++++-----------------
 1 file changed, 62 insertions(+), 63 deletions(-)

diff --git a/frontend/src/app/chat/page.tsx b/frontend/src/app/chat/page.tsx
index 072567ba..db4af2dd 100644
--- a/frontend/src/app/chat/page.tsx
+++ b/frontend/src/app/chat/page.tsx
@@ -26,6 +26,7 @@ import { useTask } from "@/contexts/task-context";
 import { useLoadingStore } from "@/stores/loadingStore";
 import { useGetNudgesQuery } from "../api/queries/useGetNudgesQuery";
 import Nudges from "./nudges";
+import { filterAccentClasses } from "@/components/knowledge-filter-panel";
 
 interface Message {
   role: "user" | "assistant";
@@ -194,7 +195,7 @@ function ChatPage() {
           "Upload failed with status:",
           response.status,
           "Response:",
-          errorText,
+          errorText
         );
         throw new Error("Failed to process document");
       }
@@ -448,7 +449,7 @@ function ChatPage() {
       console.log(
         "Loading conversation with",
         conversationData.messages.length,
-        "messages",
+        "messages"
       );
       // Convert backend message format to frontend Message interface
       const convertedMessages: Message[] = conversationData.messages.map(
@@ -576,7 +577,7 @@ function ChatPage() {
                       ) === "string"
                         ? toolCall.function?.arguments || toolCall.arguments
                         : JSON.stringify(
-                            toolCall.function?.arguments || toolCall.arguments,
+                            toolCall.function?.arguments || toolCall.arguments
                           ),
                     result: toolCall.result,
                     status: "completed",
@@ -595,7 +596,7 @@ function ChatPage() {
           }
 
           return message;
-        },
+        }
       );
 
       setMessages(convertedMessages);
@@ -684,7 +685,7 @@ function ChatPage() {
       console.log(
         "Chat page received file upload error event:",
         filename,
-        error,
+        error
       );
 
       // Replace the last message with error message
@@ -698,37 +699,37 @@ function ChatPage() {
 
     window.addEventListener(
       "fileUploadStart",
-      handleFileUploadStart as EventListener,
+      handleFileUploadStart as EventListener
     );
     window.addEventListener(
       "fileUploaded",
-      handleFileUploaded as EventListener,
+      handleFileUploaded as EventListener
     );
     window.addEventListener(
       "fileUploadComplete",
-      handleFileUploadComplete as EventListener,
+      handleFileUploadComplete as EventListener
     );
     window.addEventListener(
       "fileUploadError",
-      handleFileUploadError as EventListener,
+      handleFileUploadError as EventListener
     );
 
     return () => {
       window.removeEventListener(
         "fileUploadStart",
-        handleFileUploadStart as EventListener,
+        handleFileUploadStart as EventListener
       );
       window.removeEventListener(
         "fileUploaded",
-        handleFileUploaded as EventListener,
+        handleFileUploaded as EventListener
       );
       window.removeEventListener(
         "fileUploadComplete",
-        handleFileUploadComplete as EventListener,
+        handleFileUploadComplete as EventListener
       );
       window.removeEventListener(
         "fileUploadError",
-        handleFileUploadError as EventListener,
+        handleFileUploadError as EventListener
       );
     };
   }, [endpoint, setPreviousResponseIds]);
@@ -755,7 +756,7 @@ function ChatPage() {
   }, [isFilterDropdownOpen]);
 
   const { data: nudges = [], cancel: cancelNudges } = useGetNudgesQuery(
-    previousResponseIds[endpoint],
+    previousResponseIds[endpoint]
   );
 
   const handleSSEStream = async (userMessage: Message) => {
@@ -860,7 +861,7 @@ function ChatPage() {
                 console.log(
                   "Received chunk:",
                   chunk.type || chunk.object,
-                  chunk,
+                  chunk
                 );
 
                 // Extract response ID if present
@@ -876,14 +877,14 @@ function ChatPage() {
                   if (chunk.delta.function_call) {
                     console.log(
                       "Function call in delta:",
-                      chunk.delta.function_call,
+                      chunk.delta.function_call
                     );
 
                     // Check if this is a new function call
                     if (chunk.delta.function_call.name) {
                       console.log(
                         "New function call:",
-                        chunk.delta.function_call.name,
+                        chunk.delta.function_call.name
                       );
                       const functionCall: FunctionCall = {
                         name: chunk.delta.function_call.name,
@@ -899,7 +900,7 @@ function ChatPage() {
                     else if (chunk.delta.function_call.arguments) {
                       console.log(
                         "Function call arguments delta:",
-                        chunk.delta.function_call.arguments,
+                        chunk.delta.function_call.arguments
                       );
                       const lastFunctionCall =
                         currentFunctionCalls[currentFunctionCalls.length - 1];
@@ -911,14 +912,14 @@ function ChatPage() {
                           chunk.delta.function_call.arguments;
                         console.log(
                           "Accumulated arguments:",
-                          lastFunctionCall.argumentsString,
+                          lastFunctionCall.argumentsString
                         );
 
                         // Try to parse arguments if they look complete
                         if (lastFunctionCall.argumentsString.includes("}")) {
                           try {
                             const parsed = JSON.parse(
-                              lastFunctionCall.argumentsString,
+                              lastFunctionCall.argumentsString
                             );
                             lastFunctionCall.arguments = parsed;
                             lastFunctionCall.status = "completed";
@@ -926,7 +927,7 @@ function ChatPage() {
                           } catch (e) {
                             console.log(
                               "Arguments not yet complete or invalid JSON:",
-                              e,
+                              e
                             );
                           }
                         }
@@ -959,7 +960,7 @@ function ChatPage() {
                         else if (toolCall.function.arguments) {
                           console.log(
                             "Tool call arguments delta:",
-                            toolCall.function.arguments,
+                            toolCall.function.arguments
                           );
                           const lastFunctionCall =
                             currentFunctionCalls[
@@ -973,7 +974,7 @@ function ChatPage() {
                               toolCall.function.arguments;
                             console.log(
                               "Accumulated tool arguments:",
-                              lastFunctionCall.argumentsString,
+                              lastFunctionCall.argumentsString
                             );
 
                             // Try to parse arguments if they look complete
@@ -982,7 +983,7 @@ function ChatPage() {
                             ) {
                               try {
                                 const parsed = JSON.parse(
-                                  lastFunctionCall.argumentsString,
+                                  lastFunctionCall.argumentsString
                                 );
                                 lastFunctionCall.arguments = parsed;
                                 lastFunctionCall.status = "completed";
@@ -990,7 +991,7 @@ function ChatPage() {
                               } catch (e) {
                                 console.log(
                                   "Tool arguments not yet complete or invalid JSON:",
-                                  e,
+                                  e
                                 );
                               }
                             }
@@ -1022,7 +1023,7 @@ function ChatPage() {
                           console.log(
                             "Error parsing function call on finish:",
                             fc,
-                            e,
+                            e
                           );
                         }
                       }
@@ -1038,12 +1039,12 @@ function ChatPage() {
                   console.log(
                     "🟢 CREATING function call (added):",
                     chunk.item.id,
-                    chunk.item.tool_name || chunk.item.name,
+                    chunk.item.tool_name || chunk.item.name
                   );
 
                   // Try to find an existing pending call to update (created by earlier deltas)
                   let existing = currentFunctionCalls.find(
-                    (fc) => fc.id === chunk.item.id,
+                    (fc) => fc.id === chunk.item.id
                   );
                   if (!existing) {
                     existing = [...currentFunctionCalls]
@@ -1052,7 +1053,7 @@ function ChatPage() {
                         (fc) =>
                           fc.status === "pending" &&
                           !fc.id &&
-                          fc.name === (chunk.item.tool_name || chunk.item.name),
+                          fc.name === (chunk.item.tool_name || chunk.item.name)
                       );
                   }
 
@@ -1065,7 +1066,7 @@ function ChatPage() {
                       chunk.item.inputs || existing.arguments;
                     console.log(
                       "🟢 UPDATED existing pending function call with id:",
-                      existing.id,
+                      existing.id
                     );
                   } else {
                     const functionCall: FunctionCall = {
@@ -1083,7 +1084,7 @@ function ChatPage() {
                       currentFunctionCalls.map((fc) => ({
                         id: fc.id,
                         name: fc.name,
-                      })),
+                      }))
                     );
                   }
                 }
@@ -1094,7 +1095,7 @@ function ChatPage() {
                 ) {
                   console.log(
                     "Function args delta (Realtime API):",
-                    chunk.delta,
+                    chunk.delta
                   );
                   const lastFunctionCall =
                     currentFunctionCalls[currentFunctionCalls.length - 1];
@@ -1105,7 +1106,7 @@ function ChatPage() {
                     lastFunctionCall.argumentsString += chunk.delta || "";
                     console.log(
                       "Accumulated arguments (Realtime API):",
-                      lastFunctionCall.argumentsString,
+                      lastFunctionCall.argumentsString
                     );
                   }
                 }
@@ -1116,26 +1117,26 @@ function ChatPage() {
                 ) {
                   console.log(
                     "Function args done (Realtime API):",
-                    chunk.arguments,
+                    chunk.arguments
                   );
                   const lastFunctionCall =
                     currentFunctionCalls[currentFunctionCalls.length - 1];
                   if (lastFunctionCall) {
                     try {
                       lastFunctionCall.arguments = JSON.parse(
-                        chunk.arguments || "{}",
+                        chunk.arguments || "{}"
                       );
                       lastFunctionCall.status = "completed";
                       console.log(
                         "Parsed function arguments (Realtime API):",
-                        lastFunctionCall.arguments,
+                        lastFunctionCall.arguments
                       );
                     } catch (e) {
                       lastFunctionCall.arguments = { raw: chunk.arguments };
                       lastFunctionCall.status = "error";
                       console.log(
                         "Error parsing function arguments (Realtime API):",
-                        e,
+                        e
                       );
                     }
                   }
@@ -1149,14 +1150,14 @@ function ChatPage() {
                   console.log(
                     "🔵 UPDATING function call (done):",
                     chunk.item.id,
-                    chunk.item.tool_name || chunk.item.name,
+                    chunk.item.tool_name || chunk.item.name
                   );
                   console.log(
                     "🔵 Looking for existing function calls:",
                     currentFunctionCalls.map((fc) => ({
                       id: fc.id,
                       name: fc.name,
-                    })),
+                    }))
                   );
 
                   // Find existing function call by ID or name
@@ -1164,14 +1165,14 @@ function ChatPage() {
                     (fc) =>
                       fc.id === chunk.item.id ||
                       fc.name === chunk.item.tool_name ||
-                      fc.name === chunk.item.name,
+                      fc.name === chunk.item.name
                   );
 
                   if (functionCall) {
                     console.log(
                       "🔵 FOUND existing function call, updating:",
                       functionCall.id,
-                      functionCall.name,
+                      functionCall.name
                     );
                     // Update existing function call with completion data
                     functionCall.status =
@@ -1194,7 +1195,7 @@ function ChatPage() {
                       "🔴 WARNING: Could not find existing function call to update:",
                       chunk.item.id,
                       chunk.item.tool_name,
-                      chunk.item.name,
+                      chunk.item.name
                     );
                   }
                 }
@@ -1215,7 +1216,7 @@ function ChatPage() {
                       fc.name === chunk.item.name ||
                       fc.name === chunk.item.type ||
                       fc.name.includes(chunk.item.type.replace("_call", "")) ||
-                      chunk.item.type.includes(fc.name),
+                      chunk.item.type.includes(fc.name)
                   );
 
                   if (functionCall) {
@@ -1259,12 +1260,12 @@ function ChatPage() {
                     "🟡 CREATING tool call (added):",
                     chunk.item.id,
                     chunk.item.tool_name || chunk.item.name,
-                    chunk.item.type,
+                    chunk.item.type
                   );
 
                   // Dedupe by id or pending with same name
                   let existing = currentFunctionCalls.find(
-                    (fc) => fc.id === chunk.item.id,
+                    (fc) => fc.id === chunk.item.id
                   );
                   if (!existing) {
                     existing = [...currentFunctionCalls]
@@ -1276,7 +1277,7 @@ function ChatPage() {
                           fc.name ===
                             (chunk.item.tool_name ||
                               chunk.item.name ||
-                              chunk.item.type),
+                              chunk.item.type)
                       );
                   }
 
@@ -1292,7 +1293,7 @@ function ChatPage() {
                       chunk.item.inputs || existing.arguments;
                     console.log(
                       "🟡 UPDATED existing pending tool call with id:",
-                      existing.id,
+                      existing.id
                     );
                   } else {
                     const functionCall = {
@@ -1313,7 +1314,7 @@ function ChatPage() {
                         id: fc.id,
                         name: fc.name,
                         type: fc.type,
-                      })),
+                      }))
                     );
                   }
                 }
@@ -1591,7 +1592,7 @@ function ChatPage() {
 
   const handleForkConversation = (
     messageIndex: number,
-    event?: React.MouseEvent,
+    event?: React.MouseEvent
   ) => {
     // Prevent any default behavior and stop event propagation
     if (event) {
@@ -1656,7 +1657,7 @@ function ChatPage() {
 
   const renderFunctionCalls = (
     functionCalls: FunctionCall[],
-    messageIndex?: number,
+    messageIndex?: number
   ) => {
     if (!functionCalls || functionCalls.length === 0) return null;
 
@@ -2024,7 +2025,7 @@ function ChatPage() {
                         <div className="flex-1 min-w-0">
                           {renderFunctionCalls(
                             message.functionCalls || [],
-                            index,
+                            index
                           )}
                           <MarkdownRenderer chatMessage={message.content} />
                         </div>
@@ -2053,7 +2054,7 @@ function ChatPage() {
                     <div className="flex-1">
                       {renderFunctionCalls(
                         streamingMessage.functionCalls,
-                        messages.length,
+                        messages.length
                       )}
                       <MarkdownRenderer
                         chatMessage={streamingMessage.content}
@@ -2115,9 +2116,7 @@ function ChatPage() {
                 <div className="flex items-center gap-2 px-4 pt-3 pb-1">
                   <span
                     className={`inline-flex items-center gap-1 px-2 py-1 rounded-full text-xs font-medium transition-colors ${
-                      isFilterHighlighted
-                        ? "bg-blue-500/40 text-blue-300 ring-2 ring-blue-400/50"
-                        : "bg-blue-500/20 text-blue-400"
+                      filterAccentClasses[parsedFilterData?.color || ""]
                     }`}
                   >
                     @filter:{selectedFilter.name}
@@ -2127,7 +2126,7 @@ function ChatPage() {
                         setSelectedFilter(null);
                         setIsFilterHighlighted(false);
                       }}
-                      className="ml-1 hover:bg-blue-500/30 rounded-full p-0.5"
+                      className="ml-1 rounded-full p-0.5"
                     >
                       <X className="h-3 w-3" />
                     </button>
@@ -2196,7 +2195,7 @@ function ChatPage() {
                     const filteredFilters = availableFilters.filter((filter) =>
                       filter.name
                         .toLowerCase()
-                        .includes(filterSearchTerm.toLowerCase()),
+                        .includes(filterSearchTerm.toLowerCase())
                     );
 
                     if (e.key === "Escape") {
@@ -2214,7 +2213,7 @@ function ChatPage() {
                     if (e.key === "ArrowDown") {
                       e.preventDefault();
                       setSelectedFilterIndex((prev) =>
-                        prev < filteredFilters.length - 1 ? prev + 1 : 0,
+                        prev < filteredFilters.length - 1 ? prev + 1 : 0
                       );
                       return;
                     }
@@ -2222,7 +2221,7 @@ function ChatPage() {
                     if (e.key === "ArrowUp") {
                       e.preventDefault();
                       setSelectedFilterIndex((prev) =>
-                        prev > 0 ? prev - 1 : filteredFilters.length - 1,
+                        prev > 0 ? prev - 1 : filteredFilters.length - 1
                       );
                       return;
                     }
@@ -2240,7 +2239,7 @@ function ChatPage() {
                       ) {
                         e.preventDefault();
                         handleFilterSelect(
-                          filteredFilters[selectedFilterIndex],
+                          filteredFilters[selectedFilterIndex]
                         );
                         return;
                       }
@@ -2259,7 +2258,7 @@ function ChatPage() {
                       ) {
                         e.preventDefault();
                         handleFilterSelect(
-                          filteredFilters[selectedFilterIndex],
+                          filteredFilters[selectedFilterIndex]
                         );
                         return;
                       }
@@ -2339,7 +2338,7 @@ function ChatPage() {
                         .filter((filter) =>
                           filter.name
                             .toLowerCase()
-                            .includes(filterSearchTerm.toLowerCase()),
+                            .includes(filterSearchTerm.toLowerCase())
                         )
                         .map((filter, index) => (
                           <button
@@ -2365,7 +2364,7 @@ function ChatPage() {
                       {availableFilters.filter((filter) =>
                         filter.name
                           .toLowerCase()
-                          .includes(filterSearchTerm.toLowerCase()),
+                          .includes(filterSearchTerm.toLowerCase())
                       ).length === 0 &&
                         filterSearchTerm && (
                           <div className="px-2 py-3 text-sm text-muted-foreground">

From a3fe879eba59b1ce65f2ab65893a263cd200549a Mon Sep 17 00:00:00 2001
From: Mike Fortman <michael.fortman@datastax.com>
Date: Tue, 30 Sep 2025 12:20:09 -0500
Subject: [PATCH 09/23] design feedback

---
 frontend/components/ui/switch.tsx     |  4 ++--
 frontend/src/app/settings/page.tsx    |  8 ++++----
 frontend/src/components/ui/switch.tsx | 29 ---------------------------
 3 files changed, 6 insertions(+), 35 deletions(-)
 delete mode 100644 frontend/src/components/ui/switch.tsx

diff --git a/frontend/components/ui/switch.tsx b/frontend/components/ui/switch.tsx
index 12187e8f..9d78fcfd 100644
--- a/frontend/components/ui/switch.tsx
+++ b/frontend/components/ui/switch.tsx
@@ -11,7 +11,7 @@ const Switch = React.forwardRef<
 >(({ className, ...props }, ref) => (
   <SwitchPrimitives.Root
     className={cn(
-      "peer inline-flex h-6 w-11 shrink-0 cursor-pointer items-center rounded-full border-2 border-transparent transition-colors focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 focus-visible:ring-offset-background disabled:cursor-not-allowed disabled:opacity-50 data-[state=checked]:bg-primary data-[state=unchecked]:bg-input",
+      "peer inline-flex h-6 w-11 shrink-0 cursor-pointer items-center rounded-full border-2 border-transparent transition-colors focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 focus-visible:ring-offset-background disabled:cursor-not-allowed disabled:opacity-50 data-[state=checked]:bg-primary data-[state=unchecked]:bg-muted",
       className
     )}
     {...props}
@@ -19,7 +19,7 @@ const Switch = React.forwardRef<
   >
     <SwitchPrimitives.Thumb
       className={cn(
-        "pointer-events-none block h-5 w-5 rounded-full bg-background shadow-lg ring-0 transition-transform data-[state=checked]:translate-x-5 data-[state=unchecked]:translate-x-0"
+        "pointer-events-none block h-5 w-5 rounded-full bg-background shadow-lg ring-0 transition-transform data-[state=checked]:translate-x-5 data-[state=unchecked]:translate-x-0 data-[state=unchecked]:bg-primary"
       )}
     />
   </SwitchPrimitives.Root>
diff --git a/frontend/src/app/settings/page.tsx b/frontend/src/app/settings/page.tsx
index 3e6ff092..cc439f53 100644
--- a/frontend/src/app/settings/page.tsx
+++ b/frontend/src/app/settings/page.tsx
@@ -1083,8 +1083,8 @@ function KnowledgeSourcesPage() {
                 </div>
               </div>
             </div>
-            <div className="space-y-3">
-              <div className="flex items-center justify-between">
+            <div className="">
+              <div className="flex items-center justify-between py-3 border-b border-border">
                 <div className="flex-1">
                   <Label
                     htmlFor="table-structure"
@@ -1102,7 +1102,7 @@ function KnowledgeSourcesPage() {
                   onCheckedChange={handleTableStructureChange}
                 />
               </div>
-              <div className="flex items-center justify-between">
+              <div className="flex items-center justify-between py-3 border-b border-border">
                 <div className="flex-1">
                   <Label
                     htmlFor="ocr"
@@ -1120,7 +1120,7 @@ function KnowledgeSourcesPage() {
                   onCheckedChange={handleOcrChange}
                 />
               </div>
-              <div className="flex items-center justify-between">
+              <div className="flex items-center justify-between py-3">
                 <div className="flex-1">
                   <Label
                     htmlFor="picture-descriptions"
diff --git a/frontend/src/components/ui/switch.tsx b/frontend/src/components/ui/switch.tsx
deleted file mode 100644
index b7f4d8a1..00000000
--- a/frontend/src/components/ui/switch.tsx
+++ /dev/null
@@ -1,29 +0,0 @@
-"use client"
-
-import * as React from "react"
-import * as SwitchPrimitives from "@radix-ui/react-switch"
-
-import { cn } from "@/lib/utils"
-
-const Switch = React.forwardRef<
-  React.ElementRef<typeof SwitchPrimitives.Root>,
-  React.ComponentPropsWithoutRef<typeof SwitchPrimitives.Root>
->(({ className, ...props }, ref) => (
-  <SwitchPrimitives.Root
-    className={cn(
-      "peer inline-flex h-6 w-11 shrink-0 cursor-pointer items-center rounded-full border-2 border-transparent transition-colors focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 focus-visible:ring-offset-background disabled:cursor-not-allowed disabled:opacity-50 data-[state=checked]:bg-primary data-[state=unchecked]:bg-input",
-      className
-    )}
-    {...props}
-    ref={ref}
-  >
-    <SwitchPrimitives.Thumb
-      className={cn(
-        "pointer-events-none block h-5 w-5 rounded-full bg-background shadow-lg ring-0 transition-transform data-[state=checked]:translate-x-5 data-[state=unchecked]:translate-x-0"
-      )}
-    />
-  </SwitchPrimitives.Root>
-))
-Switch.displayName = SwitchPrimitives.Root.displayName
-
-export { Switch }
\ No newline at end of file

From 60cb732ce24840396b098f2acfd4bb9c5fb9e195 Mon Sep 17 00:00:00 2001
From: Cole Goldsmith <cole.b.goldsmith@gmail.com>
Date: Tue, 30 Sep 2025 13:29:43 -0500
Subject: [PATCH 10/23] make filter icon required

---
 frontend/components/filter-icon-popover.tsx   | 47 +++++++------------
 frontend/components/knowledge-filter-list.tsx | 10 ++--
 .../components/knowledge-filter-panel.tsx     | 30 ++++++------
 frontend/src/app/chat/page.tsx                |  2 +-
 frontend/src/app/globals.css                  |  8 ++--
 frontend/src/app/knowledge/page.tsx           |  2 +-
 .../src/contexts/knowledge-filter-context.tsx | 10 ++--
 7 files changed, 48 insertions(+), 61 deletions(-)

diff --git a/frontend/components/filter-icon-popover.tsx b/frontend/components/filter-icon-popover.tsx
index 84cd4a6b..c0ce416b 100644
--- a/frontend/components/filter-icon-popover.tsx
+++ b/frontend/components/filter-icon-popover.tsx
@@ -7,7 +7,6 @@ import {
   PopoverTrigger,
 } from "@/components/ui/popover";
 import {
-  File,
   Book,
   Scroll,
   Library,
@@ -32,13 +31,13 @@ import {
   ShoppingCart,
   ShoppingBag,
   Check,
-  Plus,
+  Filter,
 } from "lucide-react";
 import { filterAccentClasses } from "./knowledge-filter-panel";
 import { cn } from "@/lib/utils";
 
 const ICON_MAP = {
-  file: File,
+  filter: Filter,
   book: Book,
   scroll: Scroll,
   library: Library,
@@ -87,21 +86,20 @@ const COLORS = [
 export type FilterColor = (typeof COLORS)[number];
 
 const colorSwatchClasses = {
-  zinc: "bg-muted-foreground text-accent-foreground",
-  pink: "bg-accent-pink-foreground text-accent-pink",
-  purple: "bg-accent-purple-foreground text-accent-purple",
-  indigo: "bg-accent-indigo-foreground text-accent-indigo",
-  emerald: "bg-accent-emerald-foreground text-accent-emerald",
-  amber: "bg-accent-amber-foreground text-accent-amber",
-  red: "bg-accent-red-foreground text-accent-red",
-  "": "bg-muted-foreground text-accent-foreground",
+  zinc: "bg-muted-foreground",
+  pink: "bg-accent-pink-foreground",
+  purple: "bg-accent-purple-foreground",
+  indigo: "bg-accent-indigo-foreground",
+  emerald: "bg-accent-emerald-foreground",
+  amber: "bg-accent-amber-foreground",
+  red: "bg-accent-red-foreground",
 };
 
 export interface FilterIconPopoverProps {
   color: FilterColor;
-  iconKey?: IconKey | undefined;
+  iconKey: IconKey;
   onColorChange: (c: FilterColor) => void;
-  onIconChange: (k: IconKey | undefined) => void;
+  onIconChange: (k: IconKey) => void;
   triggerClassName?: string;
 }
 
@@ -118,13 +116,12 @@ export function FilterIconPopover({
       <PopoverTrigger asChild>
         <button
           className={cn(
-            "h-10 w-10 min-w-10 min-h-10 rounded-sm flex items-center justify-center transition-colors",
-            filterAccentClasses[color || ""],
+            "h-10 w-10 min-w-10 min-h-10 rounded-md flex items-center justify-center transition-colors",
+            filterAccentClasses[color],
             triggerClassName
           )}
         >
           {Icon && <Icon className="h-5 w-5" />}
-          {!Icon && <Plus className="h-5 w-5" />}
         </button>
       </PopoverTrigger>
       <PopoverContent className="w-80" align="start">
@@ -136,8 +133,8 @@ export function FilterIconPopover({
                 type="button"
                 onClick={() => onColorChange(c)}
                 className={cn(
-                  "flex items-center justify-center h-6 w-6 rounded-sm transition-colors",
-                  colorSwatchClasses[c || ""]
+                  "flex items-center justify-center h-6 w-6 rounded-sm transition-colors text-primary",
+                  colorSwatchClasses[c]
                 )}
                 aria-label={c}
               >
@@ -153,18 +150,10 @@ export function FilterIconPopover({
                 <button
                   key={k}
                   type="button"
-                  onClick={() => {
-                    if (active) {
-                      onIconChange(undefined);
-                    } else {
-                      onIconChange(k as IconKey);
-                    }
-                  }}
+                  onClick={() => onIconChange(k as IconKey)}
                   className={
-                    "h-8 w-8 inline-flex items-center hover:text-foreground justify-center rounded border " +
-                    (active
-                      ? "border-muted-foreground text-foreground"
-                      : "border-0 text-muted-foreground")
+                    "h-8 w-8 inline-flex items-center hover:text-foreground justify-center rounded " +
+                    (active ? "bg-muted text-primary" : "text-muted-foreground")
                   }
                   aria-label={k}
                 >
diff --git a/frontend/components/knowledge-filter-list.tsx b/frontend/components/knowledge-filter-list.tsx
index bf78ac8b..bac0e5ca 100644
--- a/frontend/components/knowledge-filter-list.tsx
+++ b/frontend/components/knowledge-filter-list.tsx
@@ -2,7 +2,7 @@
 
 import { useState } from "react";
 import { Button } from "@/components/ui/button";
-import { Loader2, Plus, X } from "lucide-react";
+import { Loader2, Plus } from "lucide-react";
 import { cn } from "@/lib/utils";
 import {
   useGetFiltersSearchQuery,
@@ -25,8 +25,8 @@ interface ParsedQueryData {
   };
   limit: number;
   scoreThreshold: number;
-  color?: FilterColor;
-  icon?: IconKey;
+  color: FilterColor;
+  icon: IconKey;
 }
 
 interface KnowledgeFilterListProps {
@@ -106,13 +106,13 @@ export function KnowledgeFilterList({
               <div className="flex flex-col gap-1 flex-1 min-w-0">
                 <div className="flex items-center gap-2">
                   {(() => {
-                    const parsed = parseQueryData(filter.query_data);
+                    const parsed = parseQueryData(filter.query_data) as ParsedQueryData;
                     const Icon = iconKeyToComponent(parsed.icon);
                     return (
                       <div
                         className={cn(
                           "flex items-center justify-center w-5 h-5 rounded transition-colors",
-                          filterAccentClasses[parsed.color || ""],
+                          filterAccentClasses[parsed.color],
                           parsed.color === "zinc" &&
                             "group-hover:bg-background group-[.active]:bg-background"
                         )}
diff --git a/frontend/components/knowledge-filter-panel.tsx b/frontend/components/knowledge-filter-panel.tsx
index 53441c8f..0425fba9 100644
--- a/frontend/components/knowledge-filter-panel.tsx
+++ b/frontend/components/knowledge-filter-panel.tsx
@@ -14,7 +14,11 @@ import { useDeleteFilter } from "@/app/api/mutations/useDeleteFilter";
 import { useUpdateFilter } from "@/app/api/mutations/useUpdateFilter";
 import { useCreateFilter } from "@/app/api/mutations/useCreateFilter";
 import { useGetSearchAggregations } from "@/src/app/api/queries/useGetSearchAggregations";
-import { FilterIconPopover, IconKey } from "@/components/filter-icon-popover";
+import {
+  FilterColor,
+  FilterIconPopover,
+  IconKey,
+} from "@/components/filter-icon-popover";
 
 interface FacetBucket {
   key: string;
@@ -28,18 +32,14 @@ interface AvailableFacets {
   connector_types: FacetBucket[];
 }
 
-export const filterAccentClasses: Record<
-  "zinc" | "pink" | "purple" | "indigo" | "emerald" | "amber" | "red" | "",
-  string
-> = {
-  zinc: "bg-accent text-muted-foreground",
+export const filterAccentClasses: Record<FilterColor, string> = {
+  zinc: "bg-muted text-muted-foreground",
   pink: "bg-accent-pink text-accent-pink-foreground",
   purple: "bg-accent-purple text-accent-purple-foreground",
   indigo: "bg-accent-indigo text-accent-indigo-foreground",
   emerald: "bg-accent-emerald text-accent-emerald-foreground",
   amber: "bg-accent-amber text-accent-amber-foreground",
   red: "bg-accent-red text-accent-red-foreground",
-  "": "bg-accent text-muted-foreground",
 };
 
 export function KnowledgeFilterPanel() {
@@ -59,10 +59,8 @@ export function KnowledgeFilterPanel() {
   const [name, setName] = useState("");
   const [description, setDescription] = useState("");
   const [isSaving, setIsSaving] = useState(false);
-  const [color, setColor] = useState<
-    "zinc" | "pink" | "purple" | "indigo" | "emerald" | "amber" | "red"
-  >("zinc");
-  const [iconKey, setIconKey] = useState<IconKey>();
+  const [color, setColor] = useState<FilterColor>("zinc");
+  const [iconKey, setIconKey] = useState<IconKey>("filter");
 
   // Filter configuration states (mirror search page exactly)
   const [query, setQuery] = useState("");
@@ -107,8 +105,8 @@ export function KnowledgeFilterPanel() {
       setScoreThreshold(parsedFilterData.scoreThreshold || 0);
       setName(selectedFilter.name);
       setDescription(selectedFilter.description || "");
-      setColor(parsedFilterData.color || "zinc");
-      setIconKey(parsedFilterData.icon as IconKey);
+      setColor(parsedFilterData.color);
+      setIconKey(parsedFilterData.icon);
     }
   }, [selectedFilter, parsedFilterData]);
 
@@ -121,8 +119,8 @@ export function KnowledgeFilterPanel() {
       setScoreThreshold(parsedFilterData.scoreThreshold || 0);
       setName("");
       setDescription("");
-      setColor(parsedFilterData.color || "zinc");
-      setIconKey(parsedFilterData.icon as IconKey);
+      setColor(parsedFilterData.color);
+      setIconKey(parsedFilterData.icon);
     }
   }, [createMode, parsedFilterData]);
 
@@ -268,7 +266,7 @@ export function KnowledgeFilterPanel() {
                   color={color}
                   iconKey={iconKey}
                   onColorChange={setColor}
-                  onIconChange={(k) => setIconKey(k)}
+                  onIconChange={setIconKey}
                 />
                 <Input
                   id="filter-name"
diff --git a/frontend/src/app/chat/page.tsx b/frontend/src/app/chat/page.tsx
index db4af2dd..5ae746bf 100644
--- a/frontend/src/app/chat/page.tsx
+++ b/frontend/src/app/chat/page.tsx
@@ -2116,7 +2116,7 @@ function ChatPage() {
                 <div className="flex items-center gap-2 px-4 pt-3 pb-1">
                   <span
                     className={`inline-flex items-center gap-1 px-2 py-1 rounded-full text-xs font-medium transition-colors ${
-                      filterAccentClasses[parsedFilterData?.color || ""]
+                      filterAccentClasses[parsedFilterData?.color || "zinc"]
                     }`}
                   >
                     @filter:{selectedFilter.name}
diff --git a/frontend/src/app/globals.css b/frontend/src/app/globals.css
index 9ad84489..3d929b8b 100644
--- a/frontend/src/app/globals.css
+++ b/frontend/src/app/globals.css
@@ -27,6 +27,8 @@
     --accent-foreground: 0 0% 0%;
     --destructive: 0 72% 51%;
     --destructive-foreground: 0 0% 100%;
+    --warning: 48, 96%, 89%;
+    --warning-foreground: 26, 90%, 37%;
     --border: 240 4.8% 95.9%;
     --input: 240 6% 90%;
     --ring: 0 0% 0%;
@@ -49,10 +51,6 @@
     --component-icon: #d8598a;
     --flow-icon: #2f67d0;
 
-    /* Warning */
-    --warning: 48 96.6% 76.7%;
-    --warning-foreground: 240 6% 10%;
-
     --radius: 0.5rem;
   }
 
@@ -75,6 +73,8 @@
     --accent-foreground: 0 0% 100%;
     --destructive: 0 84% 60%;
     --destructive-foreground: 0 0% 100%;
+    --warning: 22, 78%, 26%;
+    --warning-foreground: 46, 97%, 65%;
     --border: 240 3.7% 15.9%;
     --input: 240 5% 34%;
     --ring: 0 0% 100%;
diff --git a/frontend/src/app/knowledge/page.tsx b/frontend/src/app/knowledge/page.tsx
index 73d661ec..cf35486b 100644
--- a/frontend/src/app/knowledge/page.tsx
+++ b/frontend/src/app/knowledge/page.tsx
@@ -256,7 +256,7 @@ function SearchPage() {
               {selectedFilter?.name && (
                 <div
                   className={`flex items-center gap-1 h-full px-1.5 py-0.5 rounded max-w-[300px] ${
-                    filterAccentClasses[parsedFilterData?.color || ""]
+                    filterAccentClasses[parsedFilterData?.color || "zinc"]
                   }`}
                 >
                   <span className="truncate">{selectedFilter?.name}</span>
diff --git a/frontend/src/contexts/knowledge-filter-context.tsx b/frontend/src/contexts/knowledge-filter-context.tsx
index 18fc9a05..043f6fae 100644
--- a/frontend/src/contexts/knowledge-filter-context.tsx
+++ b/frontend/src/contexts/knowledge-filter-context.tsx
@@ -1,5 +1,6 @@
 "use client";
 
+import { FilterColor, IconKey } from "@/components/filter-icon-popover";
 import React, {
   createContext,
   type ReactNode,
@@ -27,9 +28,8 @@ export interface ParsedQueryData {
   };
   limit: number;
   scoreThreshold: number;
-  // Optional visual metadata for UI
-  color?: "zinc" | "pink" | "purple" | "indigo" | "emerald" | "amber" | "red";
-  icon?: string; // lucide icon key we store in the UI mapping
+  color: FilterColor;
+  icon: IconKey;
 }
 
 interface KnowledgeFilterContextType {
@@ -54,7 +54,7 @@ export function useKnowledgeFilter() {
   const context = useContext(KnowledgeFilterContext);
   if (context === undefined) {
     throw new Error(
-      "useKnowledgeFilter must be used within a KnowledgeFilterProvider",
+      "useKnowledgeFilter must be used within a KnowledgeFilterProvider"
     );
   }
   return context;
@@ -127,7 +127,7 @@ export function KnowledgeFilterProvider({
       limit: 10,
       scoreThreshold: 0,
       color: "zinc",
-      icon: "Filter",
+      icon: "filter",
     });
     setIsPanelOpen(true);
   };

From 13e30c1b7408102cc28b6b43a6eb776e86d30b87 Mon Sep 17 00:00:00 2001
From: Mendon Kissling <59585235+mendonk@users.noreply.github.com>
Date: Tue, 30 Sep 2025 14:54:22 -0400
Subject: [PATCH 11/23] ingestion-settings

---
 docs/docs/core-components/ingestion.mdx | 37 +++++++++++++++++++++++--
 1 file changed, 35 insertions(+), 2 deletions(-)

diff --git a/docs/docs/core-components/ingestion.mdx b/docs/docs/core-components/ingestion.mdx
index d240d53e..f4820bf7 100644
--- a/docs/docs/core-components/ingestion.mdx
+++ b/docs/docs/core-components/ingestion.mdx
@@ -11,13 +11,46 @@ import PartialModifyFlows from '@site/docs/_partial-modify-flows.mdx';
 OpenRAG uses [Docling](https://docling-project.github.io/docling/) for its document ingestion pipeline.
 More specifically, OpenRAG uses [Docling Serve](https://github.com/docling-project/docling-serve), which starts a `docling-serve` process on your local machine and runs Docling ingestion through an API service.
 
+Docling ingests documents from your local machine or OAuth connectors, splits them into chunks, and stores them as separate, structured documents in the OpenSearch `documents` index.
+
 OpenRAG chose Docling for its support for a wide variety of file formats, high performance, and advanced understanding of tables and images.
 
 ## Docling ingestion settings
 
-These settings control the Docling ingestion parameters.
+These settings configure the Docling ingestion parameters, from using no OCR to using advanced vision language models.
 
 OpenRAG will warn you if `docling-serve` is not running.
 To start or stop `docling-serve` or any other native services, in the TUI main menu, click **Start Native Services** or **Stop Native Services**.
 
-## Use OpenRAG default ingestion instead of Docling
\ No newline at end of file
+**Embedding model** determines which AI model is used to create vector embeddings. The default is 
+
+**Chunk size** determines how large each text chunk is in number of characters.
+Larger chunks yield more context per chunk, but may include irrelevant information. Smaller chunks yield more precise semantic search, but may lack context. 
+The default value of `1000` characters provides a good starting point that balances these considerations.
+
+**Chunk overlap** controls the number of characters that overlap over chunk boundaries.
+Use larger overlap values for documents where context is most important, and use smaller overlap values for simpler documents, or when optimization is most important.
+The default value of 200 characters of overlap with a chunk size of 1000 (20% overlap) is suitable for general use cases. Decrease the overlap to 10% for a more efficient pipeline, or increase to 40% for more complex documents.
+
+**OCR** enables or disabled OCR processing when extracting text from images and scanned documents.
+OCR is disabled by default. This setting is best suited for processing text-based documents as quickly as possible with Docling's [`DocumentConverter`](https://docling-project.github.io/docling/reference/document_converter/). Images are ignored and not processed.
+
+Enable OCR when you are processing documents containing images with text that requires extraction, or for scanned documents.
+
+If OpenRAG detects that the local machine is running on macOS, OpenRAG uses the [ocrmac](https://www.piwheels.org/project/ocrmac/) OCR engine. Other platforms use [easyocr](https://www.jaided.ai/easyocr/).
+
+**Picture descriptions** adds image descriptions generated by the [SmolVLM-256M-Instruct](https://huggingface.co/HuggingFaceTB/SmolVLM-Instruct) model to OCR processing.
+
+**VLM (Vision Language Model)** enables or disables VLM processing.
+VLM processing is used _instead of_ OCR processing.
+It uses an LLM to understand a document's structure and return text in a structured `doctags` format.
+For more information, see [Vision models](https://docling-project.github.io/docling/usage/vision_models/).
+
+Enable a VLM when you are processing complex documents containing a mixture of text, images, tables, and charts.
+
+If OpenRAG detects that the local machine is running on macOS, OpenRAG uses the [SmolDocling-256M-preview-mlx-bf16](https://huggingface.co/ds4sd/SmolDocling-256M-preview-mlx-bf16) VLM, which includes the [MLX framework](https://ml-explore.github.io/mlx/build/html/index.html) for Apple silicon.
+Other platforms use [SmolDocling-256M-preview](https://huggingface.co/ds4sd/SmolDocling-256M-preview).
+
+## Use OpenRAG default ingestion instead of Docling
+
+If you want to use OpenRAG's built in pipeline instead of Docling, set `DISABLE_INGEST_WITH_LANGFLOW=true`.
\ No newline at end of file

From 3fdbac561a30bf002444130f2b159444d7bc6f34 Mon Sep 17 00:00:00 2001
From: Mendon Kissling <59585235+mendonk@users.noreply.github.com>
Date: Tue, 30 Sep 2025 14:59:26 -0400
Subject: [PATCH 12/23] sidebars

---
 docs/sidebars.js | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/docs/sidebars.js b/docs/sidebars.js
index 3048cb70..affab754 100644
--- a/docs/sidebars.js
+++ b/docs/sidebars.js
@@ -60,6 +60,11 @@ const sidebars = {
           type: "doc",
           id: "core-components/knowledge",
           label: "OpenSearch Knowledge"
+        },
+        {
+          type: "doc",
+          id: "core-components/ingestion",
+          label: "Docling Ingestion"
         }
       ],
     },

From e902ad59019410bc9bec160d1345dd4812ac3799 Mon Sep 17 00:00:00 2001
From: Mendon Kissling <59585235+mendonk@users.noreply.github.com>
Date: Tue, 30 Sep 2025 15:03:43 -0400
Subject: [PATCH 13/23] docs-link-to-page

---
 docs/docs/core-components/knowledge.mdx | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/docs/docs/core-components/knowledge.mdx b/docs/docs/core-components/knowledge.mdx
index 2ea5ef9f..852991a7 100644
--- a/docs/docs/core-components/knowledge.mdx
+++ b/docs/docs/core-components/knowledge.mdx
@@ -97,6 +97,10 @@ You can monitor the sync progress in the <Icon name="Bell" aria-hidden="true"/>
 
 Once processing is complete, the synced documents become available in your knowledge base and can be searched through the chat interface or Knowledge page.
 
+### Knowledge ingestion settings
+
+To configure the knowledge ingestion pipeline parameters, see [Docling Ingestion](/ingestion).
+
 ## Create knowledge filters
 
 OpenRAG includes a knowledge filter system for organizing and managing document collections.

From d015ed1b0c0f647a9fd952526bbd4a7e8b60f460 Mon Sep 17 00:00:00 2001
From: Mike Fortman <michael.fortman@datastax.com>
Date: Tue, 30 Sep 2025 14:34:55 -0500
Subject: [PATCH 14/23] add container utils (#151)

* add container utils

* added localhost url to settings

* added localhost_url as a constant

* added localhost_url to get settings query

* make ollama onboarding have localhost url by default

* make endpoint be changed in models service and in onboarding backend instead of onboarding screen

* fixed embedding dimensions to get stripped model

* make config come as localhost but global variable be set as the transformed endpoint

* remove setting ollama url since it comes from the global variable

* use localhost again on ollama

---------

Co-authored-by: Lucas Oliveira <lucas.edu.oli@hotmail.com>
---
 .../app/api/queries/useGetSettingsQuery.ts    |   1 +
 .../components/ollama-onboarding.tsx          |   2 +-
 src/api/settings.py                           |   6 +-
 src/config/settings.py                        |   3 +
 src/services/flows_service.py                 |   5 -
 src/services/models_service.py                |   3 +-
 src/utils/container_utils.py                  | 138 ++++++++++++++++++
 src/utils/embeddings.py                       |   2 +
 8 files changed, 152 insertions(+), 8 deletions(-)
 create mode 100644 src/utils/container_utils.py

diff --git a/frontend/src/app/api/queries/useGetSettingsQuery.ts b/frontend/src/app/api/queries/useGetSettingsQuery.ts
index d2d5a15d..0f090299 100644
--- a/frontend/src/app/api/queries/useGetSettingsQuery.ts
+++ b/frontend/src/app/api/queries/useGetSettingsQuery.ts
@@ -37,6 +37,7 @@ export interface Settings {
     separator?: string;
     embeddingModel?: string;
   };
+  localhost_url?: string;
 }
 
 export const useGetSettingsQuery = (
diff --git a/frontend/src/app/onboarding/components/ollama-onboarding.tsx b/frontend/src/app/onboarding/components/ollama-onboarding.tsx
index 0aaf991f..b40e6714 100644
--- a/frontend/src/app/onboarding/components/ollama-onboarding.tsx
+++ b/frontend/src/app/onboarding/components/ollama-onboarding.tsx
@@ -19,7 +19,7 @@ export function OllamaOnboarding({
   sampleDataset: boolean;
   setSampleDataset: (dataset: boolean) => void;
 }) {
-  const [endpoint, setEndpoint] = useState("http://localhost:11434");
+  const [endpoint, setEndpoint] = useState(`http://localhost:11434`);
   const [showConnecting, setShowConnecting] = useState(false);
   const debouncedEndpoint = useDebouncedValue(endpoint, 500);
 
diff --git a/src/api/settings.py b/src/api/settings.py
index a99cce61..a3fdeee3 100644
--- a/src/api/settings.py
+++ b/src/api/settings.py
@@ -1,6 +1,7 @@
 import json
 import platform
 from starlette.responses import JSONResponse
+from utils.container_utils import transform_localhost_url
 from utils.logging_config import get_logger
 from config.settings import (
     LANGFLOW_URL,
@@ -8,6 +9,7 @@ from config.settings import (
     LANGFLOW_INGEST_FLOW_ID,
     LANGFLOW_PUBLIC_URL,
     DOCLING_COMPONENT_ID,
+    LOCALHOST_URL,
     clients,
     get_openrag_config,
     config_manager,
@@ -74,6 +76,7 @@ async def get_settings(request, session_manager):
                 "llm_model": agent_config.llm_model,
                 "system_prompt": agent_config.system_prompt,
             },
+            "localhost_url": LOCALHOST_URL,
         }
 
         # Only expose edit URLs when a public URL is configured
@@ -570,7 +573,8 @@ async def onboarding(request, flows_service):
 
                     # Set base URL for Ollama provider
                     if provider == "ollama" and "endpoint" in body:
-                        endpoint = body["endpoint"]
+                        endpoint = transform_localhost_url(body["endpoint"])
+
                         await clients._create_langflow_global_variable(
                             "OLLAMA_BASE_URL", endpoint, modify=True
                         )
diff --git a/src/config/settings.py b/src/config/settings.py
index 517bf2df..fc6a9ec9 100644
--- a/src/config/settings.py
+++ b/src/config/settings.py
@@ -9,6 +9,7 @@ from openai import AsyncOpenAI
 from opensearchpy import AsyncOpenSearch
 from opensearchpy._async.http_aiohttp import AIOHttpConnection
 
+from utils.container_utils import get_container_host
 from utils.document_processing import create_document_converter
 from utils.logging_config import get_logger
 
@@ -575,6 +576,8 @@ OLLAMA_LLM_TEXT_COMPONENT_ID = os.getenv(
 # Docling component ID for ingest flow
 DOCLING_COMPONENT_ID = os.getenv("DOCLING_COMPONENT_ID", "DoclingRemote-78KoX")
 
+LOCALHOST_URL = get_container_host() or "localhost"
+
 # Global clients instance
 clients = AppClients()
 
diff --git a/src/services/flows_service.py b/src/services/flows_service.py
index 7397cf6b..164fc122 100644
--- a/src/services/flows_service.py
+++ b/src/services/flows_service.py
@@ -836,10 +836,5 @@ class FlowsService:
                 template["url"]["value"] = endpoint
                 template["url"]["options"] = [endpoint]
                 updated = True
-            elif provider == "ollama" and "base_url" in template:
-                # Ollama uses "base_url" field
-                template["base_url"]["value"] = endpoint
-                # Note: base_url is typically a MessageTextInput, not dropdown, so no options field
-                updated = True
 
         return updated
diff --git a/src/services/models_service.py b/src/services/models_service.py
index 35a54895..a90a74f4 100644
--- a/src/services/models_service.py
+++ b/src/services/models_service.py
@@ -1,5 +1,6 @@
 import httpx
 from typing import Dict, List
+from utils.container_utils import transform_localhost_url
 from utils.logging_config import get_logger
 
 logger = get_logger(__name__)
@@ -95,7 +96,7 @@ class ModelsService:
         """Fetch available models from Ollama API with tool calling capabilities for language models"""
         try:
             # Use provided endpoint or default
-            ollama_url = endpoint
+            ollama_url = transform_localhost_url(endpoint)
 
             # API endpoints
             tags_url = f"{ollama_url}/api/tags"
diff --git a/src/utils/container_utils.py b/src/utils/container_utils.py
new file mode 100644
index 00000000..a18d9f1c
--- /dev/null
+++ b/src/utils/container_utils.py
@@ -0,0 +1,138 @@
+"""Utilities for detecting and working with container environments."""
+
+import os
+from pathlib import Path
+
+
+def detect_container_environment() -> str | None:
+    """Detect if running in a container and return the appropriate container type.
+
+    Returns:
+        'docker' if running in Docker, 'podman' if running in Podman, None otherwise.
+    """
+    # Check for .dockerenv file (Docker)
+    if Path("/.dockerenv").exists():
+        return "docker"
+
+    # Check cgroup for container indicators
+    try:
+        with Path("/proc/self/cgroup").open() as f:
+            content = f.read()
+            if "docker" in content:
+                return "docker"
+            if "podman" in content:
+                return "podman"
+    except (FileNotFoundError, PermissionError):
+        pass
+
+    # Check environment variables (lowercase 'container' is the standard for Podman)
+    if os.getenv("container") == "podman":  # noqa: SIM112
+        return "podman"
+
+    return None
+
+
+def get_container_host() -> str | None:
+    """Get the hostname to access host services from within a container.
+
+    Tries multiple methods to find the correct hostname:
+    1. host.containers.internal (Podman) or host.docker.internal (Docker)
+    2. Gateway IP from routing table (fallback for Linux)
+
+    Returns:
+        The hostname or IP to use, or None if not in a container.
+    """
+    import socket
+
+    # Check if we're in a container first
+    container_type = detect_container_environment()
+    if not container_type:
+        return None
+
+    # Try container-specific hostnames first based on detected type
+    if container_type == "podman":
+        # Podman: try host.containers.internal first
+        try:
+            socket.getaddrinfo("host.containers.internal", None)
+        except socket.gaierror:
+            pass
+        else:
+            return "host.containers.internal"
+
+        # Fallback to host.docker.internal (for Podman Desktop on macOS)
+        try:
+            socket.getaddrinfo("host.docker.internal", None)
+        except socket.gaierror:
+            pass
+        else:
+            return "host.docker.internal"
+    else:
+        # Docker: try host.docker.internal first
+        try:
+            socket.getaddrinfo("host.docker.internal", None)
+        except socket.gaierror:
+            pass
+        else:
+            return "host.docker.internal"
+
+        # Fallback to host.containers.internal (unlikely but possible)
+        try:
+            socket.getaddrinfo("host.containers.internal", None)
+        except socket.gaierror:
+            pass
+        else:
+            return "host.containers.internal"
+
+    # Fallback: try to get gateway IP from routing table (Linux containers)
+    try:
+        with Path("/proc/net/route").open() as f:
+            for line in f:
+                fields = line.strip().split()
+                min_field_count = 3  # Minimum fields needed: interface, destination, gateway
+                if len(fields) >= min_field_count and fields[1] == "00000000":  # Default route
+                    # Gateway is in hex format (little-endian)
+                    gateway_hex = fields[2]
+                    # Convert hex to IP address
+                    # The hex is in little-endian format, so we read it backwards in pairs
+                    octets = [gateway_hex[i : i + 2] for i in range(0, 8, 2)]
+                    return ".".join(str(int(octet, 16)) for octet in reversed(octets))
+    except (FileNotFoundError, PermissionError, IndexError, ValueError):
+        pass
+
+    return None
+
+
+def transform_localhost_url(url: str) -> str:
+    """Transform localhost URLs to container-accessible hosts when running in a container.
+
+    Automatically detects if running inside a container and finds the appropriate host
+    address to replace localhost/127.0.0.1. Tries in order:
+    - host.docker.internal (if resolvable)
+    - host.containers.internal (if resolvable)
+    - Gateway IP from routing table (fallback)
+
+    Args:
+        url: The original URL
+
+    Returns:
+        Transformed URL with container-accessible host if applicable, otherwise the original URL.
+
+    Example:
+        >>> transform_localhost_url("http://localhost:5001")
+        # Returns "http://host.docker.internal:5001" if running in Docker and hostname resolves
+        # Returns "http://172.17.0.1:5001" if running in Docker on Linux (gateway IP fallback)
+        # Returns "http://localhost:5001" if not in a container
+    """
+    container_host = get_container_host()
+
+    if not container_host:
+        return url
+
+    # Replace localhost and 127.0.0.1 with the container host
+    localhost_patterns = ["localhost", "127.0.0.1"]
+
+    for pattern in localhost_patterns:
+        if pattern in url:
+            return url.replace(pattern, container_host)
+
+    return url
diff --git a/src/utils/embeddings.py b/src/utils/embeddings.py
index f3c902e7..b0ec035f 100644
--- a/src/utils/embeddings.py
+++ b/src/utils/embeddings.py
@@ -10,6 +10,8 @@ def get_embedding_dimensions(model_name: str) -> int:
     # Check all model dictionaries
     all_models = {**OPENAI_EMBEDDING_DIMENSIONS, **OLLAMA_EMBEDDING_DIMENSIONS, **WATSONX_EMBEDDING_DIMENSIONS}
 
+    model_name = model_name.lower().strip().split(":")[0]
+
     if model_name in all_models:
         dimensions = all_models[model_name]
         logger.info(f"Found dimensions for model '{model_name}': {dimensions}")

From aee0a7e04fdcd77cc15d06899ddd13386d77d2f0 Mon Sep 17 00:00:00 2001
From: Mendon Kissling <59585235+mendonk@users.noreply.github.com>
Date: Tue, 30 Sep 2025 16:10:25 -0400
Subject: [PATCH 15/23] replace-openrag-logo

---
 docs/static/img/logo-openrag.svg | 12 ++++++++++++
 docs/static/img/logo.svg         |  1 -
 2 files changed, 12 insertions(+), 1 deletion(-)
 create mode 100644 docs/static/img/logo-openrag.svg
 delete mode 100644 docs/static/img/logo.svg

diff --git a/docs/static/img/logo-openrag.svg b/docs/static/img/logo-openrag.svg
new file mode 100644
index 00000000..d4fc8b10
--- /dev/null
+++ b/docs/static/img/logo-openrag.svg
@@ -0,0 +1,12 @@
+<svg width="91" height="17" viewBox="0 0 91 17" fill="none" xmlns="http://www.w3.org/2000/svg">
+<path d="M15.3782 8.70898H17.971C18.4797 8.70898 18.8919 9.12113 18.8919 9.62988V11.1592C18.8917 11.6677 18.4795 12.0799 17.971 12.0801H15.7093C15.4653 12.0802 15.2315 12.1772 15.0589 12.3496L11.178 16.2295C11.0055 16.4023 10.7709 16.4998 10.5267 16.5H8.66045C8.42029 16.5 8.18993 16.4058 8.01787 16.2383C7.84582 16.0707 7.74583 15.8426 7.73955 15.6025L7.69951 14.041C7.69637 13.9182 7.71819 13.7961 7.76299 13.6816C7.80785 13.5671 7.87441 13.4621 7.96026 13.374C8.04612 13.2859 8.14963 13.2167 8.26299 13.1689C8.37619 13.1213 8.49757 13.0957 8.62041 13.0957H10.2259C10.4706 13.0957 10.7047 12.9996 10.8772 12.8271L14.7259 8.97852C14.8985 8.8057 15.133 8.7082 15.3772 8.70801L15.3782 8.70898Z" fill="currentColor"/>
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+<path d="M10.2718 0C10.7804 0 11.1935 0.412308 11.1937 0.920898V2.4502C11.1937 2.95895 10.7805 3.37109 10.2718 3.37109H8.01006C7.76596 3.37115 7.53139 3.4681 7.35869 3.64062L3.47881 7.52148C3.30619 7.6943 3.0717 7.7918 2.82744 7.79199H0.961232C0.721272 7.7917 0.490437 7.69782 0.318654 7.53027C0.147031 7.36274 0.0475743 7.1343 0.0413098 6.89453L0.000294141 5.33301C-0.00282599 5.21017 0.0189131 5.08803 0.0637707 4.97363C0.108675 4.85919 0.176151 4.75497 0.262013 4.66699C0.347881 4.57901 0.450451 4.50861 0.563771 4.46094C0.67693 4.41338 0.798444 4.38857 0.921193 4.38867H2.52666C2.77123 4.38867 3.00482 4.29146 3.17803 4.11914L7.02666 0.270508C7.1121 0.184878 7.21379 0.116737 7.32549 0.0703125C7.43722 0.0239119 7.55705 0.000112036 7.67803 0H10.2718Z" fill="currentColor"/>
+</svg>
diff --git a/docs/static/img/logo.svg b/docs/static/img/logo.svg
deleted file mode 100644
index 249f6888..00000000
--- a/docs/static/img/logo.svg
+++ /dev/null
@@ -1 +0,0 @@
-<svg xmlns="http://www.w3.org/2000/svg" width="24" height="22" viewBox="0 0 24 22" fill="currentColor" class="h-6 w-6"><path d="M13.0486 0.462158H9.75399C9.44371 0.462158 9.14614 0.586082 8.92674 0.806667L4.03751 5.72232C3.81811 5.9429 3.52054 6.06682 3.21026 6.06682H1.16992C0.511975 6.06682 -0.0165756 6.61212 0.000397655 7.2734L0.0515933 9.26798C0.0679586 9.90556 0.586745 10.4139 1.22111 10.4139H3.59097C3.90124 10.4139 4.19881 10.2899 4.41821 10.0694L9.34823 5.11269C9.56763 4.89211 9.8652 4.76818 10.1755 4.76818H13.0486C13.6947 4.76818 14.2185 4.24157 14.2185 3.59195V1.63839C14.2185 0.988773 13.6947 0.462158 13.0486 0.462158Z"></path><path d="M19.5355 11.5862H22.8301C23.4762 11.5862 24 12.1128 24 12.7624V14.716C24 15.3656 23.4762 15.8922 22.8301 15.8922H19.957C19.6467 15.8922 19.3491 16.0161 19.1297 16.2367L14.1997 21.1934C13.9803 21.414 13.6827 21.5379 13.3725 21.5379H11.0026C10.3682 21.5379 9.84945 21.0296 9.83309 20.392L9.78189 18.3974C9.76492 17.7361 10.2935 17.1908 10.9514 17.1908H12.9918C13.302 17.1908 13.5996 17.0669 13.819 16.8463L18.7082 11.9307C18.9276 11.7101 19.2252 11.5862 19.5355 11.5862Z"></path><path d="M19.5355 2.9796L22.8301 2.9796C23.4762 2.9796 24 3.50622 24 4.15583V6.1094C24 6.75901 23.4762 7.28563 22.8301 7.28563H19.957C19.6467 7.28563 19.3491 7.40955 19.1297 7.63014L14.1997 12.5868C13.9803 12.8074 13.6827 12.9313 13.3725 12.9313H10.493C10.1913 12.9313 9.90126 13.0485 9.68346 13.2583L4.14867 18.5917C3.93087 18.8016 3.64085 18.9187 3.33917 18.9187H1.32174C0.675616 18.9187 0.151832 18.3921 0.151832 17.7425V15.7343C0.151832 15.0846 0.675616 14.558 1.32174 14.558H3.32468C3.63496 14.558 3.93253 14.4341 4.15193 14.2135L9.40827 8.92878C9.62767 8.70819 9.92524 8.58427 10.2355 8.58427H12.9918C13.302 8.58427 13.5996 8.46034 13.819 8.23976L18.7082 3.32411C18.9276 3.10353 19.2252 2.9796 19.5355 2.9796Z"></path></svg> 
\ No newline at end of file

From 2462b17f64cf89e6facef4f78ca940bd7798c0ae Mon Sep 17 00:00:00 2001
From: Lucas Oliveira <62335616+lucaseduoli@users.noreply.github.com>
Date: Tue, 30 Sep 2025 17:49:42 -0300
Subject: [PATCH 16/23] fixed button inside of button, turning it into a div
 (#157)

---
 frontend/components/navigation.tsx | 20 ++++++++++++--------
 1 file changed, 12 insertions(+), 8 deletions(-)

diff --git a/frontend/components/navigation.tsx b/frontend/components/navigation.tsx
index 339b7d22..c193b9f6 100644
--- a/frontend/components/navigation.tsx
+++ b/frontend/components/navigation.tsx
@@ -456,20 +456,24 @@ export function Navigation({
                             </div>
                           </div>
                           <DropdownMenu>
-                            <DropdownMenuTrigger asChild>
-                              <button
-                                type="button"
-                                className="opacity-0 group-hover:opacity-100 data-[state=open]:opacity-100 data-[state=open]:text-foreground transition-opacity p-1 hover:bg-accent rounded text-muted-foreground hover:text-foreground ml-2 flex-shrink-0"
+                            <DropdownMenuTrigger disabled={loading || deleteSessionMutation.isPending} asChild>
+                              <div
+                                className="opacity-0 group-hover:opacity-100 data-[state=open]:opacity-100 data-[state=open]:text-foreground transition-opacity p-1 hover:bg-accent rounded text-muted-foreground hover:text-foreground ml-2 flex-shrink-0 cursor-pointer"
                                 title="More options"
-                                disabled={
-                                  loading || deleteSessionMutation.isPending
-                                }
+                                role="button"
+                                tabIndex={0}
                                 onClick={(e) => {
                                   e.stopPropagation();
                                 }}
+                                onKeyDown={(e) => {
+                                  if (e.key === 'Enter' || e.key === ' ') {
+                                    e.preventDefault();
+                                    e.stopPropagation();
+                                  }
+                                }}
                               >
                                 <EllipsisVertical className="h-4 w-4" />
-                              </button>
+                              </div>
                             </DropdownMenuTrigger>
                             <DropdownMenuContent
                               side="bottom"

From f8f89ffa18dcc5d8fd4912c4a4d3ec0ec75cb603 Mon Sep 17 00:00:00 2001
From: Mendon Kissling <59585235+mendonk@users.noreply.github.com>
Date: Tue, 30 Sep 2025 17:00:19 -0400
Subject: [PATCH 17/23] dark-and-light-mode-svgs

---
 docs/docusaurus.config.js              |  7 ++++---
 docs/static/img/logo-openrag-dark.svg  | 12 ++++++++++++
 docs/static/img/logo-openrag-light.svg | 12 ++++++++++++
 3 files changed, 28 insertions(+), 3 deletions(-)
 create mode 100644 docs/static/img/logo-openrag-dark.svg
 create mode 100644 docs/static/img/logo-openrag-light.svg

diff --git a/docs/docusaurus.config.js b/docs/docusaurus.config.js
index c4175c09..25c51f6a 100644
--- a/docs/docusaurus.config.js
+++ b/docs/docusaurus.config.js
@@ -65,12 +65,13 @@ const config = {
     /** @type {import('@docusaurus/preset-classic').ThemeConfig} */
     ({
       // Replace with your project's social card
-      image: 'img/docusaurus-social-card.jpg',
+      // image: 'img/docusaurus-social-card.jpg',
       navbar: {
-        title: 'OpenRAG',
+        // title: 'OpenRAG',
         logo: {
           alt: 'OpenRAG Logo',
-          src: 'img/logo.svg',
+          src: "img/logo-openrag-light.svg",
+          srcDark: "img/logo-openrag-dark.svg",
           href: '/',
         },
         items: [
diff --git a/docs/static/img/logo-openrag-dark.svg b/docs/static/img/logo-openrag-dark.svg
new file mode 100644
index 00000000..c8ccfa30
--- /dev/null
+++ b/docs/static/img/logo-openrag-dark.svg
@@ -0,0 +1,12 @@
+<svg width="91" height="17" viewBox="0 0 91 17" fill="none" xmlns="http://www.w3.org/2000/svg">
+<path d="M15.3782 8.70898H17.971C18.4797 8.70898 18.8919 9.12113 18.8919 9.62988V11.1592C18.8917 11.6677 18.4795 12.0799 17.971 12.0801H15.7093C15.4653 12.0802 15.2315 12.1772 15.0589 12.3496L11.178 16.2295C11.0055 16.4023 10.7709 16.4998 10.5267 16.5H8.66045C8.42029 16.5 8.18993 16.4058 8.01787 16.2383C7.84582 16.0707 7.74583 15.8426 7.73955 15.6025L7.69951 14.041C7.69637 13.9182 7.71819 13.7961 7.76299 13.6816C7.80785 13.5671 7.87441 13.4621 7.96026 13.374C8.04612 13.2859 8.14963 13.2167 8.26299 13.1689C8.37619 13.1213 8.49757 13.0957 8.62041 13.0957H10.2259C10.4706 13.0957 10.7047 12.9996 10.8772 12.8271L14.7259 8.97852C14.8985 8.8057 15.133 8.7082 15.3772 8.70801L15.3782 8.70898Z" fill="#ffffff"/>
+<path fill-rule="evenodd" clip-rule="evenodd" d="M86.7757 5.51465C87.2231 5.51465 87.5909 5.59075 87.8792 5.74316C88.1709 5.89231 88.4031 6.07303 88.5755 6.28516C88.7476 6.49373 88.8786 6.69056 88.9681 6.87598H89.0677V5.61328H90.8431V13.374C90.8431 14.027 90.6869 14.5676 90.3753 14.9951C90.0638 15.4225 89.6379 15.742 89.098 15.9541C88.5577 16.1662 87.9442 16.2725 87.2581 16.2725C86.6119 16.2725 86.057 16.1844 85.5931 16.0088C85.1291 15.8365 84.7556 15.6051 84.4739 15.3135C84.1922 15.0218 83.9964 14.6984 83.887 14.3438L85.5081 13.9512C85.581 14.1003 85.6873 14.2478 85.8265 14.3936C85.9657 14.5426 86.1528 14.6656 86.388 14.7617C86.6266 14.8611 86.9272 14.9102 87.2884 14.9102C87.7986 14.9101 88.2213 14.7866 88.556 14.5381C88.8907 14.2928 89.0579 13.8877 89.0579 13.3242V11.8779H88.9681C88.8753 12.0634 88.7396 12.2538 88.5608 12.4492C88.3852 12.6447 88.1513 12.8088 87.8597 12.9414C87.5713 13.074 87.2083 13.1406 86.7708 13.1406C86.1842 13.1406 85.6524 13.0026 85.1751 12.7275C84.7012 12.4492 84.323 12.0354 84.0413 11.4854C83.7629 10.9319 83.6244 10.239 83.6243 9.40723C83.6243 8.56875 83.7629 7.86086 84.0413 7.28418C84.323 6.70418 84.7027 6.26509 85.18 5.9668C85.6572 5.66521 86.1891 5.51467 86.7757 5.51465ZM87.2728 6.99121C86.8719 6.99125 86.5372 7.09505 86.2689 7.30371C86.0004 7.5125 85.7983 7.79951 85.6624 8.16406C85.5265 8.52533 85.4583 8.93676 85.4583 9.39746C85.4583 9.86461 85.5266 10.2738 85.6624 10.625C85.8016 10.973 86.0053 11.2449 86.2737 11.4404C86.5455 11.6326 86.8785 11.7285 87.2728 11.7285C87.6539 11.7285 87.9789 11.6358 88.2474 11.4502C88.5158 11.2646 88.7195 10.9974 88.8587 10.6494C88.9978 10.3016 89.0676 9.88434 89.0677 9.39746C89.0677 8.91687 88.9979 8.49506 88.8587 8.13379C88.7228 7.77274 88.5206 7.49272 88.2523 7.29395C87.9871 7.09183 87.6605 6.99121 87.2728 6.99121Z" fill="#ffffff"/>
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+<path d="M17.971 1.9707C18.4797 1.9707 18.8919 2.38286 18.8919 2.8916V4.4209C18.8917 4.92943 18.4795 5.34165 17.971 5.3418H15.7093C15.4653 5.34187 15.2315 5.43897 15.0589 5.61133L11.178 9.49219C11.0925 9.57784 10.9901 9.64602 10.8782 9.69238C10.7665 9.73866 10.6466 9.76269 10.5257 9.7627H8.25908C8.02163 9.76263 7.79292 9.85436 7.62139 10.0186L3.26592 14.1934C3.09404 14.3584 2.86541 14.4492 2.62822 14.4492H1.04033C0.531592 14.4492 0.119435 14.0364 0.119435 13.5283V11.957C0.119435 11.4483 0.53256 11.0361 1.04131 11.0361H2.61651C2.86124 11.0361 3.09629 10.9398 3.26885 10.7666L7.40557 6.62891C7.57818 6.4561 7.81269 6.3586 8.05693 6.3584H10.2269C10.4709 6.35836 10.7057 6.26209 10.8782 6.08887L14.7269 2.24121C14.8995 2.06855 15.1341 1.97089 15.3782 1.9707H17.971Z" fill="#ffffff"/>
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From 16f14b7923170c7cacb5a500f523a3e1de086488 Mon Sep 17 00:00:00 2001
From: Mendon Kissling <59585235+mendonk@users.noreply.github.com>
Date: Tue, 30 Sep 2025 17:02:21 -0400
Subject: [PATCH 18/23] remove-original-svg

---
 docs/static/img/logo-openrag.svg | 12 ------------
 1 file changed, 12 deletions(-)
 delete mode 100644 docs/static/img/logo-openrag.svg

diff --git a/docs/static/img/logo-openrag.svg b/docs/static/img/logo-openrag.svg
deleted file mode 100644
index d4fc8b10..00000000
--- a/docs/static/img/logo-openrag.svg
+++ /dev/null
@@ -1,12 +0,0 @@
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From 279674700cc5314ea7ca2fa5bda73f84614c69bb Mon Sep 17 00:00:00 2001
From: Mendon Kissling <59585235+mendonk@users.noreply.github.com>
Date: Tue, 30 Sep 2025 20:51:17 -0400
Subject: [PATCH 19/23] updated-logos-from-design

---
 docs/static/img/logo-openrag-dark.svg  | 26 +++++++++++++++-----------
 docs/static/img/logo-openrag-light.svg | 26 +++++++++++++++-----------
 2 files changed, 30 insertions(+), 22 deletions(-)

diff --git a/docs/static/img/logo-openrag-dark.svg b/docs/static/img/logo-openrag-dark.svg
index c8ccfa30..351243f5 100644
--- a/docs/static/img/logo-openrag-dark.svg
+++ b/docs/static/img/logo-openrag-dark.svg
@@ -1,12 +1,16 @@
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index 2277c041..6a43c60d 100644
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From 6773ff85cca5b8093c65644dff7a6f4a4d7cb170 Mon Sep 17 00:00:00 2001
From: Mendon Kissling <59585235+mendonk@users.noreply.github.com>
Date: Wed, 1 Oct 2025 10:04:34 -0400
Subject: [PATCH 20/23] docs-setup-versioning-but-dont-enable

---
 docs/VERSIONING_SETUP.md  | 111 ++++++++++++++++++++++++++++++++++++++
 docs/docusaurus.config.js |  10 ++++
 2 files changed, 121 insertions(+)
 create mode 100644 docs/VERSIONING_SETUP.md

diff --git a/docs/VERSIONING_SETUP.md b/docs/VERSIONING_SETUP.md
new file mode 100644
index 00000000..17a8c8f6
--- /dev/null
+++ b/docs/VERSIONING_SETUP.md
@@ -0,0 +1,111 @@
+# Docusaurus versioning setup
+
+Docs versioning is currently **DISABLED** but configured and ready to enable.
+The configuration is found in `docusaurus.config.js` with commented-out sections.
+
+To enable versioning, do the following:
+
+1. Open `docusaurus.config.js`
+2. Find the versioning configuration section (around line 57)
+3. Uncomment the versioning configuration:
+
+```javascript
+docs: {
+  // ... other config
+  lastVersion: 'current', // Use 'current' to make ./docs the latest version
+  versions: {
+    current: {
+      label: 'Next (unreleased)',
+      path: 'next',
+    },
+  },
+  onlyIncludeVersions: ['current'], // Limit versions for faster builds
+},
+```
+
+## Create docs versions
+
+See the [Docusaurus docs](https://docusaurus.io/docs/versioning) for more info.
+
+1. Use the Docusaurus CLI command to create a version.
+You can use `yarn` instead of `npm`.
+```bash
+# Create version 1.0.0 from current docs
+npm run docusaurus docs:version 1.0.0
+```
+
+This command will:
+- Copy the full `docs/` folder contents into `versioned_docs/version-1.0.0/`
+- Create a versioned sidebar file at `versioned_sidebars/version-1.0.0-sidebars.json`
+- Append the new version to `versions.json`
+
+3. After creating a version, update the Docusaurus configuration to include multiple versions.
+`lastVersion:'1.0.0'` makes the '1.0.0' release the `latest` version.
+`current` is the work-in-progress docset, accessible at `/docs/next`.
+To remove a version, remove it from `onlyIncludeVersions`.
+
+```javascript
+docs: {
+  // ... other config
+  lastVersion: '1.0.0', // Make 1.0.0 the latest version
+  versions: {
+    current: {
+      label: 'Next (unreleased)',
+      path: 'next',
+    },
+    '1.0.0': {
+      label: '1.0.0',
+      path: '1.0.0',
+    },
+  },
+  onlyIncludeVersions: ['current', '1.0.0'], // Include both versions
+},
+```
+
+4. Test the deployment locally.
+
+```bash
+npm run build
+npm run serve
+```
+
+5. To add subsequent versions, repeat the process, first running the CLI command then updating `docusaurus.config.js`.
+
+```bash
+# Create version 2.0.0 from current docs
+npm run docusaurus docs:version 2.0.0
+```
+
+After creating a new version, update `docusaurus.config.js`.
+
+```javascript
+docs: {
+  lastVersion: '2.0.0', // Make 2.0.0 the latest version
+  versions: {
+    current: {
+      label: 'Next (unreleased)',
+      path: 'next',
+    },
+    '2.0.0': {
+      label: '2.0.0',
+      path: '2.0.0',
+    },
+    '1.0.0': {
+      label: '1.0.0',
+      path: '1.0.0',
+    },
+  },
+  onlyIncludeVersions: ['current', '2.0.0', '1.0.0'], // Include all versions
+},
+```
+
+## Disable versioning
+
+1. Remove the `versions` configuration from `docusaurus.config.js`.
+2. Delete the `docs/versioned_docs/` and `docs/versioned_sidebars/` directories.
+3. Delete `docs/versions.json`.
+
+## References
+
+- [Official Docusaurus Versioning Documentation](https://docusaurus.io/docs/versioning)
+- [Docusaurus Versioning Best Practices](https://docusaurus.io/docs/versioning#recommended-practices)
\ No newline at end of file
diff --git a/docs/docusaurus.config.js b/docs/docusaurus.config.js
index c4175c09..92a3d6dd 100644
--- a/docs/docusaurus.config.js
+++ b/docs/docusaurus.config.js
@@ -53,6 +53,16 @@ const config = {
           editUrl:
             'https://github.com/openrag/openrag/tree/main/docs/',
           routeBasePath: '/',
+          // Versioning configuration - see VERSIONING_SETUP.md
+          // To enable versioning, uncomment the following lines:
+          // lastVersion: 'current',
+          // versions: {
+          //   current: {
+          //     label: 'Next (unreleased)',
+          //     path: 'next',
+          //   },
+          // },
+          // onlyIncludeVersions: ['current'],
         },
         theme: {
           customCss: './src/css/custom.css',

From 37bd1880b36e46895e593c83ac9e1f0d993aabb0 Mon Sep 17 00:00:00 2001
From: Mendon Kissling <59585235+mendonk@users.noreply.github.com>
Date: Wed, 1 Oct 2025 10:41:34 -0400
Subject: [PATCH 21/23] openrag-defaults

---
 docs/docs/core-components/ingestion.mdx | 20 +++++++-------------
 1 file changed, 7 insertions(+), 13 deletions(-)

diff --git a/docs/docs/core-components/ingestion.mdx b/docs/docs/core-components/ingestion.mdx
index f4820bf7..cb1c28be 100644
--- a/docs/docs/core-components/ingestion.mdx
+++ b/docs/docs/core-components/ingestion.mdx
@@ -22,7 +22,7 @@ These settings configure the Docling ingestion parameters, from using no OCR to
 OpenRAG will warn you if `docling-serve` is not running.
 To start or stop `docling-serve` or any other native services, in the TUI main menu, click **Start Native Services** or **Stop Native Services**.
 
-**Embedding model** determines which AI model is used to create vector embeddings. The default is 
+**Embedding model** determines which AI model is used to create vector embeddings. The default is `text-embedding-3-small`. `
 
 **Chunk size** determines how large each text chunk is in number of characters.
 Larger chunks yield more context per chunk, but may include irrelevant information. Smaller chunks yield more precise semantic search, but may lack context. 
@@ -35,22 +35,16 @@ The default value of 200 characters of overlap with a chunk size of 1000 (20% ov
 **OCR** enables or disabled OCR processing when extracting text from images and scanned documents.
 OCR is disabled by default. This setting is best suited for processing text-based documents as quickly as possible with Docling's [`DocumentConverter`](https://docling-project.github.io/docling/reference/document_converter/). Images are ignored and not processed.
 
-Enable OCR when you are processing documents containing images with text that requires extraction, or for scanned documents.
+Enable OCR when you are processing documents containing images with text that requires extraction, or for scanned documents. Enabling OCR can slow ingestion performance.
 
 If OpenRAG detects that the local machine is running on macOS, OpenRAG uses the [ocrmac](https://www.piwheels.org/project/ocrmac/) OCR engine. Other platforms use [easyocr](https://www.jaided.ai/easyocr/).
 
-**Picture descriptions** adds image descriptions generated by the [SmolVLM-256M-Instruct](https://huggingface.co/HuggingFaceTB/SmolVLM-Instruct) model to OCR processing.
+**Picture descriptions** adds image descriptions generated by the [SmolVLM-256M-Instruct](https://huggingface.co/HuggingFaceTB/SmolVLM-Instruct) model to OCR processing. Enabling picture descriptions can slow ingestion performance.
 
-**VLM (Vision Language Model)** enables or disables VLM processing.
-VLM processing is used _instead of_ OCR processing.
-It uses an LLM to understand a document's structure and return text in a structured `doctags` format.
-For more information, see [Vision models](https://docling-project.github.io/docling/usage/vision_models/).
+## Use OpenRAG default ingestion instead of Docling serve
 
-Enable a VLM when you are processing complex documents containing a mixture of text, images, tables, and charts.
+If you want to use OpenRAG's built-in pipeline instead of Docling serve, set `DISABLE_INGEST_WITH_LANGFLOW=true` in [Environment variables](/configure/configuration#ingestion-configuration).
 
-If OpenRAG detects that the local machine is running on macOS, OpenRAG uses the [SmolDocling-256M-preview-mlx-bf16](https://huggingface.co/ds4sd/SmolDocling-256M-preview-mlx-bf16) VLM, which includes the [MLX framework](https://ml-explore.github.io/mlx/build/html/index.html) for Apple silicon.
-Other platforms use [SmolDocling-256M-preview](https://huggingface.co/ds4sd/SmolDocling-256M-preview).
+The built-in pipeline still uses the Docling processor, but uses it directly without the Docling Serve API.
 
-## Use OpenRAG default ingestion instead of Docling
-
-If you want to use OpenRAG's built in pipeline instead of Docling, set `DISABLE_INGEST_WITH_LANGFLOW=true`.
\ No newline at end of file
+For more information, see [`processors.py` in the OpenRAG repository](https://github.com/langflow-ai/openrag/blob/main/src/models/processors.py#L58).
\ No newline at end of file

From 60c61d6519408c822a5de00318e4eb23dcba78fc Mon Sep 17 00:00:00 2001
From: Mendon Kissling <59585235+mendonk@users.noreply.github.com>
Date: Wed, 1 Oct 2025 10:51:06 -0400
Subject: [PATCH 22/23] remove-vlm

---
 docs/docs/core-components/ingestion.mdx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/docs/core-components/ingestion.mdx b/docs/docs/core-components/ingestion.mdx
index cb1c28be..9491652d 100644
--- a/docs/docs/core-components/ingestion.mdx
+++ b/docs/docs/core-components/ingestion.mdx
@@ -17,7 +17,7 @@ OpenRAG chose Docling for its support for a wide variety of file formats, high p
 
 ## Docling ingestion settings
 
-These settings configure the Docling ingestion parameters, from using no OCR to using advanced vision language models.
+These settings configure the Docling ingestion parameters.
 
 OpenRAG will warn you if `docling-serve` is not running.
 To start or stop `docling-serve` or any other native services, in the TUI main menu, click **Start Native Services** or **Stop Native Services**.

From 7370ad3bf71107e78b44f8ddc0a0235f3129cdff Mon Sep 17 00:00:00 2001
From: Mendon Kissling <59585235+mendonk@users.noreply.github.com>
Date: Wed, 1 Oct 2025 11:07:40 -0400
Subject: [PATCH 23/23] Apply suggestion from @mfortman11

Co-authored-by: Mike Fortman <michael.fortman@datastax.com>
---
 docs/docs/core-components/ingestion.mdx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/docs/core-components/ingestion.mdx b/docs/docs/core-components/ingestion.mdx
index 9491652d..7e5afb20 100644
--- a/docs/docs/core-components/ingestion.mdx
+++ b/docs/docs/core-components/ingestion.mdx
@@ -22,7 +22,7 @@ These settings configure the Docling ingestion parameters.
 OpenRAG will warn you if `docling-serve` is not running.
 To start or stop `docling-serve` or any other native services, in the TUI main menu, click **Start Native Services** or **Stop Native Services**.
 
-**Embedding model** determines which AI model is used to create vector embeddings. The default is `text-embedding-3-small`. `
+**Embedding model** determines which AI model is used to create vector embeddings. The default is `text-embedding-3-small`.
 
 **Chunk size** determines how large each text chunk is in number of characters.
 Larger chunks yield more context per chunk, but may include irrelevant information. Smaller chunks yield more precise semantic search, but may lack context.