feat(EE): AI vector search (#1691)

* WIP

* AI module - init

* WIP

* sync

* WIP

* refactor naming

* new columns

* sync

* sync

* fix search bug

* stream response

* WIP

* feat embeddings sync

* refine

* Add workspaceId to page events

* refine

* WIP

* add translation string

* sync

* reset ai answer on query change

* hide AI search in cloud

* capture streaming error

* sync

apps/client/package.json

@@ -57,7 +57,7 @@
     "socket.io-client": "^4.8.1",
     "tippy.js": "^6.3.7",
     "tiptap-extension-global-drag-handle": "^0.1.18",
-    "zod": "^3.25.56"
+    "zod": "^3.25.76"
   },
   "devDependencies": {
     "@eslint/js": "^9.16.0",

apps/client/public/locales/en-US/translation.json

@@ -555,6 +555,18 @@
   "This action cannot be undone. Any applications using this API key will stop working.": "This action cannot be undone. Any applications using this API key will stop working.",
   "Update API key": "Update API key",
   "Manage API keys for all users in the workspace": "Manage API keys for all users in the workspace",
+  "AI settings": "AI settings",
+  "AI search": "AI search",
+  "AI Answer": "AI Answer",
+  "Ask AI": "Ask AI",
+  "AI is thinking...": "AI is thinking...",
+  "Ask a question...": "Ask a question...",
+  "AI-powered search (Ask AI)": "AI-powered search (Ask AI)",
+  "AI search uses vector embeddings to provide semantic search capabilities across your workspace content.": "AI search uses vector embeddings to provide semantic search capabilities across your workspace content.",
+  "Toggle AI search": "Toggle AI search",
+  "Sources": "Sources",
+  "Ask AI not available for attachments": "Ask AI not available for attachments",
+  "No answer available": "No answer available",
   "Background color": "Background color",
   "Highlight color": "Highlight color",
   "Remove color": "Remove color"

apps/client/src/App.tsx

@@ -37,6 +37,7 @@ import { MfaSetupRequiredPage } from "@/ee/mfa/pages/mfa-setup-required-page";
 import SpaceTrash from "@/pages/space/space-trash.tsx";
 import UserApiKeys from "@/ee/api-key/pages/user-api-keys";
 import WorkspaceApiKeys from "@/ee/api-key/pages/workspace-api-keys";
+import AiSettings from "@/ee/ai/pages/ai-settings.tsx";
 
 export default function App() {
   const { t } = useTranslation();
@@ -107,6 +108,7 @@ export default function App() {
             <Route path={"spaces"} element={<Spaces />} />
             <Route path={"sharing"} element={<Shares />} />
             <Route path={"security"} element={<Security />} />
+            <Route path={"ai"} element={<AiSettings />} />
             {!isCloud() && <Route path={"license"} element={<License />} />}
             {isCloud() && <Route path={"billing"} element={<Billing />} />}
           </Route>

apps/client/src/components/settings/settings-sidebar.tsx

@@ -12,13 +12,14 @@ import {
   IconLock,
   IconKey,
   IconWorld,
+  IconSparkles,
 } from "@tabler/icons-react";
 import { Link, useLocation } from "react-router-dom";
 import classes from "./settings.module.css";
 import { useTranslation } from "react-i18next";
 import { isCloud } from "@/lib/config.ts";
 import useUserRole from "@/hooks/use-user-role.tsx";
-import { useAtom } from "jotai/index";
+import { useAtom } from "jotai";
 import { workspaceAtom } from "@/features/user/atoms/current-user-atom.ts";
 import {
   prefetchApiKeyManagement,
@@ -109,6 +110,13 @@ const groupedData: DataGroup[] = [
         isAdmin: true,
         showDisabledInNonEE: true,
       },
+      {
+        label: "AI settings",
+        icon: IconSparkles,
+        path: "/settings/ai",
+        isAdmin: true,
+        isSelfhosted: true,
+      },
     ],
   },
   {

apps/client/src/ee/ai/components/ai-search-result.tsx

@@ -0,0 +1,113 @@
+import React, { useMemo } from "react";
+import { Paper, Text, Group, Stack, Loader, Box } from "@mantine/core";
+import { IconSparkles, IconFileText } from "@tabler/icons-react";
+import { Link } from "react-router-dom";
+import { IAiSearchResponse } from "../services/ai-search-service.ts";
+import { buildPageUrl } from "@/features/page/page.utils.ts";
+import { markdownToHtml } from "@docmost/editor-ext";
+import DOMPurify from "dompurify";
+import { useTranslation } from "react-i18next";
+
+interface AiSearchResultProps {
+  result?: IAiSearchResponse;
+  isLoading?: boolean;
+  streamingAnswer?: string;
+  streamingSources?: any[];
+}
+
+export function AiSearchResult({
+  result,
+  isLoading,
+  streamingAnswer = "",
+  streamingSources = [],
+}: AiSearchResultProps) {
+  const { t } = useTranslation();
+
+  // Use streaming data if available, otherwise fall back to result
+  const answer = streamingAnswer || result?.answer || "";
+  const sources =
+    streamingSources.length > 0 ? streamingSources : result?.sources || [];
+
+  // Deduplicate sources by pageId, keeping the one with highest similarity
+  const deduplicatedSources = useMemo(() => {
+    if (!sources || sources.length === 0) return [];
+
+    const pageMap = new Map();
+    sources.forEach((source) => {
+      const existing = pageMap.get(source.pageId);
+      if (!existing || source.similarity > existing.similarity) {
+        pageMap.set(source.pageId, source);
+      }
+    });
+
+    return Array.from(pageMap.values());
+  }, [sources]);
+
+  if (isLoading && !answer) {
+    return (
+      <Paper p="md" radius="md" withBorder>
+        <Group>
+          <Loader size="sm" />
+          <Text size="sm">{t("AI is thinking...")}</Text>
+        </Group>
+      </Paper>
+    );
+  }
+
+  if (!answer && !isLoading) {
+    return null;
+  }
+
+  return (
+    <Stack gap="md" p="md">
+      <Paper p="md" radius="md" withBorder>
+        <Group gap="xs" mb="sm">
+          <IconSparkles size={20} color="var(--mantine-color-blue-6)" />
+          <Text fw={600} size="sm">
+            {t("AI Answer")}
+          </Text>
+          {isLoading && <Loader size="xs" />}
+        </Group>
+        <div
+          dangerouslySetInnerHTML={{
+            __html: DOMPurify.sanitize(markdownToHtml(answer) as string),
+          }}
+        />
+      </Paper>
+
+      {deduplicatedSources.length > 0 && (
+        <Stack gap="xs">
+          <Text size="xs" fw={600} c="dimmed">
+            {t("Sources")}
+          </Text>
+          {deduplicatedSources.map((source) => (
+            <Box
+              key={source.pageId}
+              component={Link}
+              to={buildPageUrl(source.spaceSlug, source.slugId, source.title)}
+              style={{
+                textDecoration: "none",
+                color: "inherit",
+                display: "block",
+              }}
+            >
+              <Paper
+                p="xs"
+                radius="sm"
+                withBorder
+                style={{ cursor: "pointer" }}
+              >
+                <Group gap="xs">
+                  <IconFileText size={16} />
+                  <Text size="sm" truncate>
+                    {source.title}
+                  </Text>
+                </Group>
+              </Paper>
+            </Box>
+          ))}
+        </Stack>
+      )}
+    </Stack>
+  );
+}

apps/client/src/ee/ai/components/enable-ai-search.tsx

@@ -0,0 +1,69 @@
+import { Group, Text, Switch, MantineSize, Title } from "@mantine/core";
+import { useAtom } from "jotai";
+import { workspaceAtom } from "@/features/user/atoms/current-user-atom.ts";
+import React, { useState } from "react";
+import { useTranslation } from "react-i18next";
+import { updateWorkspace } from "@/features/workspace/services/workspace-service.ts";
+import { notifications } from "@mantine/notifications";
+import { isCloud } from "@/lib/config.ts";
+import useLicense from "@/ee/hooks/use-license.tsx";
+
+export default function EnableAiSearch() {
+  const { t } = useTranslation();
+
+  return (
+    <>
+      <Group justify="space-between" wrap="nowrap" gap="xl">
+        <div>
+          <Text size="md">{t("AI-powered search (Ask AI)")}</Text>
+          <Text size="sm" c="dimmed">
+            {t(
+              "AI search uses vector embeddings to provide semantic search capabilities across your workspace content.",
+            )}
+          </Text>
+        </div>
+
+        <AiSearchToggle />
+      </Group>
+    </>
+  );
+}
+
+interface AiSearchToggleProps {
+  size?: MantineSize;
+  label?: string;
+}
+export function AiSearchToggle({ size, label }: AiSearchToggleProps) {
+  const { t } = useTranslation();
+  const [workspace, setWorkspace] = useAtom(workspaceAtom);
+  const [checked, setChecked] = useState(workspace?.settings?.ai?.search);
+  const { hasLicenseKey } = useLicense();
+
+  const hasAccess = isCloud() || (!isCloud() && hasLicenseKey);
+
+  const handleChange = async (event: React.ChangeEvent<HTMLInputElement>) => {
+    const value = event.currentTarget.checked;
+    try {
+      const updatedWorkspace = await updateWorkspace({ aiSearch: value });
+      setChecked(value);
+      setWorkspace(updatedWorkspace);
+    } catch (err) {
+      notifications.show({
+        message: err?.response?.data?.message,
+        color: "red",
+      });
+    }
+  };
+
+  return (
+    <Switch
+      size={size}
+      label={label}
+      labelPosition="left"
+      defaultChecked={checked}
+      onChange={handleChange}
+      disabled={!hasAccess}
+      aria-label={t("Toggle AI search")}
+    />
+  );
+}

apps/client/src/ee/ai/hooks/use-ai-search.ts

@@ -0,0 +1,46 @@
+import { useMutation, UseMutationResult } from "@tanstack/react-query";
+import { useState, useCallback } from "react";
+import { askAi, IAiSearchResponse } from "@/ee/ai/services/ai-search-service.ts";
+import { IPageSearchParams } from "@/features/search/types/search.types.ts";
+
+// @ts-ignore
+interface UseAiSearchResult extends UseMutationResult<IAiSearchResponse, Error, IPageSearchParams> {
+  streamingAnswer: string;
+  streamingSources: any[];
+  clearStreaming: () => void;
+}
+
+export function useAiSearch(): UseAiSearchResult {
+  const [streamingAnswer, setStreamingAnswer] = useState("");
+  const [streamingSources, setStreamingSources] = useState<any[]>([]);
+
+  const clearStreaming = useCallback(() => {
+    setStreamingAnswer("");
+    setStreamingSources([]);
+  }, []);
+
+  const mutation = useMutation({
+    mutationFn: async (params: IPageSearchParams & { contentType?: string }) => {
+      setStreamingAnswer("");
+      setStreamingSources([]);
+
+      const { contentType, ...apiParams } = params;
+
+      return await askAi(apiParams, (chunk) => {
+        if (chunk.content) {
+          setStreamingAnswer((prev) => prev + chunk.content);
+        }
+        if (chunk.sources) {
+          setStreamingSources(chunk.sources);
+        }
+      });
+    },
+  });
+
+  return {
+    ...mutation,
+    streamingAnswer,
+    streamingSources,
+    clearStreaming,
+  };
+}

apps/client/src/ee/ai/hooks/use-ai.ts

@@ -0,0 +1,61 @@
+import { useState, useCallback, useRef } from "react";
+import { useAiGenerateStreamMutation } from "@/ee/ai/queries/ai-query.ts";
+import { AiGenerateDto } from "@/ee/ai/types/ai.types.ts";
+
+export function useAiStream() {
+  const [content, setContent] = useState("");
+  const [isStreaming, setIsStreaming] = useState(false);
+  const abortControllerRef = useRef<AbortController | null>(null);
+  const mutation = useAiGenerateStreamMutation();
+
+  const startStream = useCallback(
+    async (data: AiGenerateDto) => {
+      setContent("");
+      setIsStreaming(true);
+
+      try {
+        const controller = await mutation.mutateAsync({
+          ...data,
+          onChunk: (chunk) => {
+            setContent((prev) => prev + chunk.content);
+          },
+          onError: (error) => {
+            console.error("AI stream error:", error);
+            setIsStreaming(false);
+          },
+          onComplete: () => {
+            setIsStreaming(false);
+          },
+        });
+
+        abortControllerRef.current = controller;
+      } catch (error) {
+        console.error("Failed to start stream:", error);
+        setIsStreaming(false);
+      }
+    },
+    [mutation]
+  );
+
+  const stopStream = useCallback(() => {
+    if (abortControllerRef.current) {
+      abortControllerRef.current.abort();
+      abortControllerRef.current = null;
+      setIsStreaming(false);
+    }
+  }, []);
+
+  const resetContent = useCallback(() => {
+    setContent("");
+  }, []);
+
+  return {
+    content,
+    isStreaming,
+    startStream,
+    stopStream,
+    resetContent,
+    isLoading: mutation.isPending,
+    error: mutation.error,
+  };
+}

apps/client/src/ee/ai/pages/ai-settings.tsx

@@ -0,0 +1,46 @@
+import { Helmet } from "react-helmet-async";
+import { getAppName, isCloud } from "@/lib/config.ts";
+import SettingsTitle from "@/components/settings/settings-title.tsx";
+import React from "react";
+import useUserRole from "@/hooks/use-user-role.tsx";
+import { useTranslation } from "react-i18next";
+import useLicense from "@/ee/hooks/use-license.tsx";
+import EnableAiSearch from "@/ee/ai/components/enable-ai-search.tsx";
+import { Alert } from "@mantine/core";
+import { IconInfoCircle } from "@tabler/icons-react";
+
+export default function AiSettings() {
+  const { t } = useTranslation();
+  const { isAdmin } = useUserRole();
+  const { hasLicenseKey } = useLicense();
+
+  if (!isAdmin) {
+    return null;
+  }
+
+  const hasAccess = isCloud() || (!isCloud() && hasLicenseKey);
+
+  return (
+    <>
+      <Helmet>
+        <title>AI - {getAppName()}</title>
+      </Helmet>
+      <SettingsTitle title={t("AI settings")} />
+
+      {!hasAccess && (
+        <Alert
+          icon={<IconInfoCircle />}
+          title={t("Enterprise feature")}
+          color="blue"
+          mb="lg"
+        >
+          {t(
+            "AI is only available in the Docmost enterprise edition. Contact sales@docmost.com.",
+          )}
+        </Alert>
+      )}
+
+      <EnableAiSearch />
+    </>
+  );
+}

apps/client/src/ee/ai/queries/ai-query.ts

@@ -0,0 +1,44 @@
+import {
+  useMutation,
+  UseMutationResult,
+  useQuery,
+  UseQueryResult,
+} from "@tanstack/react-query";
+import {
+  generateAiContent,
+  generateAiContentStream,
+} from "@/ee/ai/services/ai-service.ts";
+import {
+  AiConfigResponse,
+  AiContentResponse,
+  AiGenerateDto,
+  AiStreamChunk,
+  AiStreamError,
+} from "@/ee/ai/types/ai.types.ts";
+
+export function useAiGenerateMutation(): UseMutationResult<
+  AiContentResponse,
+  Error,
+  AiGenerateDto
+> {
+  return useMutation({
+    mutationFn: (data: AiGenerateDto) => generateAiContent(data),
+  });
+}
+
+interface StreamCallbacks {
+  onChunk: (chunk: AiStreamChunk) => void;
+  onError?: (error: AiStreamError) => void;
+  onComplete?: () => void;
+}
+
+export function useAiGenerateStreamMutation(): UseMutationResult<
+  AbortController,
+  Error,
+  AiGenerateDto & StreamCallbacks
+> {
+  return useMutation({
+    mutationFn: ({ onChunk, onError, onComplete, ...data }) =>
+      generateAiContentStream(data, onChunk, onError, onComplete),
+  });
+}

apps/client/src/ee/ai/services/ai-search-service.ts

@@ -0,0 +1,79 @@
+import api from "@/lib/api-client.ts";
+import { IPageSearchParams } from "@/features/search/types/search.types.ts";
+
+export interface IAiSearchResponse {
+  answer: string;
+  sources?: Array<{
+    pageId: string;
+    title: string;
+    slugId: string;
+    spaceSlug: string;
+    similarity: number;
+    distance: number;
+    chunkIndex: number;
+    excerpt: string;
+  }>;
+}
+
+export async function askAi(
+  params: IPageSearchParams,
+  onChunk?: (chunk: { content?: string; sources?: any[] }) => void,
+): Promise<IAiSearchResponse> {
+  const response = await fetch("/api/ai/ask", {
+    method: "POST",
+    headers: {
+      "Content-Type": "application/json",
+    },
+    credentials: "include",
+    body: JSON.stringify(params),
+  });
+
+  if (!response.ok) {
+    throw new Error(`HTTP error! status: ${response.status}`);
+  }
+
+  const reader = response.body?.getReader();
+  const decoder = new TextDecoder();
+
+  let answer = "";
+  let sources: any[] = [];
+
+  if (reader) {
+    while (true) {
+      const { done, value } = await reader.read();
+      if (done) break;
+
+      const chunk = decoder.decode(value);
+      const lines = chunk.split("\n");
+
+      for (const line of lines) {
+        if (line.startsWith("data: ")) {
+          const data = line.slice(6);
+          if (data === "[DONE]") break;
+
+          try {
+            const parsed = JSON.parse(data);
+            if (parsed.error) {
+              throw new Error(parsed.error);
+            }
+            if (parsed.content) {
+              answer += parsed.content;
+              onChunk?.({ content: parsed.content });
+            }
+            if (parsed.sources) {
+              sources = parsed.sources;
+              onChunk?.({ sources: parsed.sources });
+            }
+          } catch (e) {
+            if (e instanceof Error) {
+              throw e;
+            }
+            // Skip invalid JSON
+          }
+        }
+      }
+    }
+  }
+
+  return { answer, sources };
+}

apps/client/src/ee/ai/services/ai-service.ts

@@ -0,0 +1,89 @@
+import api from "@/lib/api-client.ts";
+import {
+  AiGenerateDto,
+  AiContentResponse,
+  AiStreamChunk,
+  AiStreamError,
+} from "@/ee/ai/types/ai.types.ts";
+
+export async function generateAiContent(
+  data: AiGenerateDto,
+): Promise<AiContentResponse> {
+  const req = await api.post<AiContentResponse>("/ai/generate", data);
+  return req.data;
+}
+
+export async function generateAiContentStream(
+  data: AiGenerateDto,
+  onChunk: (chunk: AiStreamChunk) => void,
+  onError?: (error: AiStreamError) => void,
+  onComplete?: () => void,
+): Promise<AbortController> {
+  const abortController = new AbortController();
+  try {
+    const response = await fetch("/api/ai/generate/stream", {
+      method: "POST",
+      headers: {
+        "Content-Type": "application/json",
+      },
+      body: JSON.stringify(data),
+      signal: abortController.signal,
+      credentials: "include", // This ensures cookies are sent, matching axios withCredentials
+    });
+
+    if (!response.ok) {
+      throw new Error(`HTTP error! status: ${response.status}`);
+    }
+
+    const reader = response.body?.getReader();
+    const decoder = new TextDecoder();
+
+    if (!reader) {
+      throw new Error("Response body is not readable");
+    }
+
+    const processStream = async () => {
+      try {
+        while (true) {
+          const { done, value } = await reader.read();
+          if (done) break;
+
+          const chunk = decoder.decode(value, { stream: true });
+          const lines = chunk.split("\n");
+
+          for (const line of lines) {
+            if (line.startsWith("data: ")) {
+              const data = line.slice(6);
+              if (data === "[DONE]") {
+                onComplete?.();
+                return;
+              }
+              try {
+                const parsed = JSON.parse(data);
+                if (parsed.error) {
+                  onError?.(parsed);
+                } else {
+                  onChunk(parsed);
+                }
+              } catch (e) {
+                // Ignore parse errors for incomplete chunks
+              }
+            }
+          }
+        }
+      } catch (error) {
+        if (error.name !== "AbortError") {
+          onError?.({ error: error.message });
+        }
+      } finally {
+        reader.releaseLock();
+      }
+    };
+
+    processStream();
+  } catch (error) {
+    onError?.({ error: error.message });
+  }
+
+  return abortController;
+}

apps/client/src/ee/ai/types/ai.types.ts

@@ -0,0 +1,40 @@
+export enum AiAction {
+  IMPROVE_WRITING = "improve_writing",
+  FIX_SPELLING_GRAMMAR = "fix_spelling_grammar",
+  MAKE_SHORTER = "make_shorter",
+  MAKE_LONGER = "make_longer",
+  SIMPLIFY = "simplify",
+  CHANGE_TONE = "change_tone",
+  SUMMARIZE = "summarize",
+  CONTINUE_WRITING = "continue_writing",
+  TRANSLATE = "translate",
+  CUSTOM = "custom",
+}
+
+export interface AiGenerateDto {
+  action?: AiAction;
+  content: string;
+  prompt?: string;
+}
+
+export interface AiContentResponse {
+  content: string;
+  usage?: {
+    promptTokens: number;
+    completionTokens: number;
+    totalTokens: number;
+  };
+}
+
+export interface AiConfigResponse {
+  configured: boolean;
+  availableActions: AiAction[];
+}
+
+export interface AiStreamChunk {
+  content: string;
+}
+
+export interface AiStreamError {
+  error: string;
+}

apps/client/src/ee/licence/components/oss-details.tsx

@@ -11,7 +11,7 @@ export default function OssDetails() {
         withTableBorder
       >
         <Table.Caption>
-          To unlock enterprise features like SSO, MFA, Resolve comments, contact sales@docmost.com.
+          To unlock enterprise features like AI, SSO, MFA, Resolve comments, contact sales@docmost.com.
         </Table.Caption>
         <Table.Tbody>
           <Table.Tr>

apps/client/src/features/search/components/search-spotlight-filters.tsx

@@ -9,6 +9,7 @@ import {
   ScrollArea,
   Avatar,
   Group,
+  Switch,
   getDefaultZIndex,
 } from "@mantine/core";
 import {
@@ -17,6 +18,7 @@ import {
   IconFileDescription,
   IconSearch,
   IconCheck,
+  IconSparkles,
 } from "@tabler/icons-react";
 import { useTranslation } from "react-i18next";
 import { useDebouncedValue } from "@mantine/hooks";
@@ -24,15 +26,21 @@ import { useGetSpacesQuery } from "@/features/space/queries/space-query";
 import { useLicense } from "@/ee/hooks/use-license";
 import classes from "./search-spotlight-filters.module.css";
 import { isCloud } from "@/lib/config.ts";
+import { useAtom } from "jotai/index";
+import { workspaceAtom } from "@/features/user/atoms/current-user-atom.ts";
 
 interface SearchSpotlightFiltersProps {
   onFiltersChange?: (filters: any) => void;
+  onAskClick?: () => void;
   spaceId?: string;
+  isAiMode?: boolean;
 }
 
 export function SearchSpotlightFilters({
   onFiltersChange,
+  onAskClick,
   spaceId,
+  isAiMode = false,
 }: SearchSpotlightFiltersProps) {
   const { t } = useTranslation();
   const { hasLicenseKey } = useLicense();
@@ -42,6 +50,7 @@ export function SearchSpotlightFilters({
   const [spaceSearchQuery, setSpaceSearchQuery] = useState("");
   const [debouncedSpaceQuery] = useDebouncedValue(spaceSearchQuery, 300);
   const [contentType, setContentType] = useState<string | null>("page");
+  const [workspace] = useAtom(workspaceAtom);
 
   const { data: spacesData } = useGetSpacesQuery({
     page: 1,
@@ -120,6 +129,31 @@ export function SearchSpotlightFilters({
 
   return (
     <div className={classes.filtersContainer}>
+      {workspace?.settings?.ai?.search === true && (
+        <div
+          style={{
+            display: "flex",
+            alignItems: "center",
+            height: "32px",
+            paddingLeft: "8px",
+            paddingRight: "8px",
+          }}
+        >
+          <Switch
+            checked={isAiMode}
+            onChange={(event) => onAskClick()}
+            label={t("Ask AI")}
+            size="sm"
+            color="blue"
+            labelPosition="left"
+            styles={{
+              root: { display: "flex", alignItems: "center" },
+              label: { paddingRight: "8px", fontSize: "13px", fontWeight: 500 },
+            }}
+          />
+        </div>
+      )}
+
       <Menu
         shadow="md"
         width={250}
@@ -231,7 +265,7 @@ export function SearchSpotlightFilters({
                 contentType !== option.value &&
                 handleFilterChange("contentType", option.value)
               }
-              disabled={option.disabled}
+              disabled={option.disabled || (isAiMode && option.value === "attachment")}
             >
               <Group flex="1" gap="xs">
                 <div>
@@ -241,6 +275,11 @@ export function SearchSpotlightFilters({
                       {t("Enterprise")}
                     </Badge>
                   )}
+                  {!option.disabled && isAiMode && option.value === "attachment" && (
+                    <Text size="xs" mt={4}>
+                      {t("Ask AI not available for attachments")}
+                    </Text>
+                  )}
                 </div>
                 {contentType === option.value && <IconCheck size={20} />}
               </Group>

apps/client/src/features/search/components/search-spotlight.tsx

@@ -1,12 +1,16 @@
 import { Spotlight } from "@mantine/spotlight";
-import { IconSearch } from "@tabler/icons-react";
+import { IconSearch, IconSparkles } from "@tabler/icons-react";
-import React, { useState, useMemo } from "react";
+import { Group, Button } from "@mantine/core";
+import React, { useState, useMemo, useEffect } from "react";
 import { useDebouncedValue } from "@mantine/hooks";
 import { useTranslation } from "react-i18next";
+import { notifications } from "@mantine/notifications";
 import { searchSpotlightStore } from "../constants.ts";
 import { SearchSpotlightFilters } from "./search-spotlight-filters.tsx";
 import { useUnifiedSearch } from "../hooks/use-unified-search.ts";
+import { useAiSearch } from "../../../ee/ai/hooks/use-ai-search.ts";
 import { SearchResultItem } from "./search-result-item.tsx";
+import { AiSearchResult } from "../../../ee/ai/components/ai-search-result.tsx";
 import { useLicense } from "@/ee/hooks/use-license.tsx";
 import { isCloud } from "@/lib/config.ts";
 
@@ -24,6 +28,7 @@ export function SearchSpotlight({ spaceId }: SearchSpotlightProps) {
   }>({
     contentType: "page",
   });
+  const [isAiMode, setIsAiMode] = useState(false);
 
   // Build unified search params
   const searchParams = useMemo(() => {
@@ -40,7 +45,42 @@ export function SearchSpotlight({ spaceId }: SearchSpotlightProps) {
     return params;
   }, [debouncedSearchQuery, filters]);
 
-  const { data: searchResults, isLoading } = useUnifiedSearch(searchParams);
+  const { data: searchResults, isLoading } = useUnifiedSearch(
+    searchParams,
+    !isAiMode // Disable regular search when in AI mode
+  );
+  const {
+    //@ts-ignore
+    data: aiSearchResult,
+    //@ts-ignore
+    isPending: isAiLoading,
+    //@ts-ignore
+    mutate: triggerAiSearchMutation,
+    //@ts-ignore
+    reset: resetAiMutation,
+    //@ts-ignore
+    error: aiSearchError,
+    streamingAnswer,
+    streamingSources,
+    clearStreaming,
+  } = useAiSearch();
+
+  // Clear streaming state and mutation data when query changes (user is typing a new query)
+  useEffect(() => {
+    clearStreaming();
+    resetAiMutation();
+  }, [query, clearStreaming, resetAiMutation]);
+
+  // Show error notification when AI search fails
+  useEffect(() => {
+    if (aiSearchError) {
+      notifications.show({
+        message: aiSearchError.message || t("AI search failed. Please try again."),
+        color: "red",
+        position: "top-center"
+      });
+    }
+  }, [aiSearchError, t]);
 
   // Determine result type for rendering
   const isAttachmentSearch =
@@ -59,6 +99,16 @@ export function SearchSpotlight({ spaceId }: SearchSpotlightProps) {
     setFilters(newFilters);
   };
 
+  const handleAskClick = () => {
+    setIsAiMode(!isAiMode);
+  };
+
+  const handleAiSearchTrigger = () => {
+    if (query.trim() && isAiMode) {
+      triggerAiSearchMutation(searchParams);
+    }
+  };
+
   return (
     <>
       <Spotlight.Root
@@ -72,10 +122,30 @@ export function SearchSpotlight({ spaceId }: SearchSpotlightProps) {
           backgroundOpacity: 0.55,
         }}
       >
-        <Spotlight.Search
+        <Group gap="xs" px="sm" pt="sm" pb="xs">
-          placeholder={t("Search...")}
+          <Spotlight.Search
-          leftSection={<IconSearch size={20} stroke={1.5} />}
+            placeholder={isAiMode ? t("Ask a question...") : t("Search...")}
-        />
+            leftSection={<IconSearch size={20} stroke={1.5} />}
+            style={{ flex: 1 }}
+            onKeyDown={(e) => {
+              if (e.key === "Enter" && isAiMode && query.trim() && !isAiLoading) {
+                e.preventDefault();
+                handleAiSearchTrigger();
+              }
+            }}
+          />
+          {isAiMode && hasLicenseKey && (
+            <Button
+              size="xs"
+              leftSection={<IconSparkles size={16} />}
+              onClick={handleAiSearchTrigger}
+              disabled={!query.trim()}
+              loading={isAiLoading}
+            >
+              Ask
+            </Button>
+          )}
+        </Group>
 
         <div
           style={{
@@ -84,20 +154,43 @@ export function SearchSpotlight({ spaceId }: SearchSpotlightProps) {
         >
           <SearchSpotlightFilters
             onFiltersChange={handleFiltersChange}
+            onAskClick={handleAskClick}
             spaceId={spaceId}
+            isAiMode={isAiMode}
           />
         </div>
 
         <Spotlight.ActionsList>
-          {query.length === 0 && resultItems.length === 0 && (
+          {isAiMode ? (
-            <Spotlight.Empty>{t("Start typing to search...")}</Spotlight.Empty>
+            <>
-          )}
+              {query.length === 0 && (
+                <Spotlight.Empty>{t("Ask a question...")}</Spotlight.Empty>
+              )}
+              {query.length > 0 && (isAiLoading || aiSearchResult || streamingAnswer) && (
+                <AiSearchResult
+                  result={aiSearchResult}
+                  isLoading={isAiLoading}
+                  streamingAnswer={streamingAnswer}
+                  streamingSources={streamingSources}
+                />
+              )}
+              {query.length > 0 && !isAiLoading && !aiSearchResult && (
+                <Spotlight.Empty>{t("No answer available")}</Spotlight.Empty>
+              )}
+            </>
+          ) : (
+            <>
+              {query.length === 0 && resultItems.length === 0 && (
+                <Spotlight.Empty>{t("Start typing to search...")}</Spotlight.Empty>
+              )}
 
-          {query.length > 0 && !isLoading && resultItems.length === 0 && (
+              {query.length > 0 && !isLoading && resultItems.length === 0 && (
-            <Spotlight.Empty>{t("No results found...")}</Spotlight.Empty>
+                <Spotlight.Empty>{t("No results found...")}</Spotlight.Empty>
-          )}
+              )}
 
-          {resultItems.length > 0 && <>{resultItems}</>}
+              {resultItems.length > 0 && <>{resultItems}</>}
+            </>
+          )}
         </Spotlight.ActionsList>
       </Spotlight.Root>
     </>

apps/client/src/features/search/hooks/use-unified-search.ts

@@ -19,6 +19,7 @@ export interface UseUnifiedSearchParams extends IPageSearchParams {
 
 export function useUnifiedSearch(
   params: UseUnifiedSearchParams,
+  enabled: boolean = true,
 ): UseQueryResult<UnifiedSearchResult[], Error> {
   const { hasLicenseKey } = useLicense();
 
@@ -38,6 +39,6 @@ export function useUnifiedSearch(
         return await searchPage(backendParams);
       }
     },
-    enabled: !!params.query,
+    enabled: !!params.query && enabled,
   });
 }

apps/client/src/features/workspace/services/workspace-service.ts

@@ -42,7 +42,7 @@ export async function deleteWorkspaceMember(data: {
   await api.post("/workspace/members/delete", data);
 }
 
-export async function updateWorkspace(data: Partial<IWorkspace>) {
+export async function updateWorkspace(data: Partial<IWorkspace> & { aiSearch?: boolean }) {
   const req = await api.post<IWorkspace>("/workspace/update", data);
   return req.data;
 }

apps/client/src/features/workspace/types/workspace.types.ts

@@ -9,7 +9,7 @@ export interface IWorkspace {
   defaultSpaceId: string;
   customDomain: string;
   enableInvite: boolean;
-  settings: any;
+  settings: IWorkspaceSettings;
   status: string;
   enforceSso: boolean;
   stripeCustomerId: string;
@@ -24,6 +24,14 @@ export interface IWorkspace {
   enforceMfa?: boolean;
 }
 
+export interface IWorkspaceSettings {
+  ai?: IWorkspaceAiSettings;
+}
+
+export interface IWorkspaceAiSettings {
+  search?: boolean;
+}
+
 export interface ICreateInvite {
   role: string;
   emails: string[];

apps/client/src/main.tsx

@@ -51,7 +51,7 @@ root.render(
     <MantineProvider theme={theme} cssVariablesResolver={mantineCssResolver}>
       <ModalsProvider>
         <QueryClientProvider client={queryClient}>
-          <Notifications position="bottom-center" limit={3} />
+          <Notifications position="bottom-center" limit={3} zIndex={10000} />
           <HelmetProvider>
             <PostHogProvider client={posthog}>
               <App />

apps/server/package.json

@@ -30,6 +30,9 @@
     "test:e2e": "jest --config test/jest-e2e.json"
   },
   "dependencies": {
+    "@ai-sdk/azure": "^2.0.47",
+    "@ai-sdk/google": "^2.0.18",
+    "@ai-sdk/openai": "^2.0.46",
     "@aws-sdk/client-s3": "3.701.0",
     "@aws-sdk/lib-storage": "3.701.0",
     "@aws-sdk/s3-request-presigner": "3.701.0",
@@ -37,6 +40,7 @@
     "@fastify/cookie": "^11.0.2",
     "@fastify/multipart": "^9.0.3",
     "@fastify/static": "^8.2.0",
+    "@langchain/textsplitters": "^0.1.0",
     "@nestjs-labs/nestjs-ioredis": "^11.0.4",
     "@nestjs/bullmq": "^11.0.4",
     "@nestjs/common": "^11.1.9",
@@ -55,6 +59,8 @@
     "@react-email/components": "0.0.28",
     "@react-email/render": "1.0.2",
     "@socket.io/redis-adapter": "^8.3.0",
+    "ai": "^5.0.65",
+    "ai-sdk-ollama": "^0.12.0",
     "bcrypt": "^6.0.0",
     "bullmq": "^5.65.0",
     "cache-manager": "^6.4.3",
@@ -82,6 +88,7 @@
     "pdfjs-dist": "^5.4.394",
     "pg": "^8.16.3",
     "pg-tsquery": "^8.4.2",
+    "pgvector": "^0.2.1",
     "postmark": "^4.0.5",
     "react": "^18.3.1",
     "reflect-metadata": "^0.2.2",

apps/server/src/collaboration/extensions/persistence.extension.ts

@@ -35,6 +35,7 @@ export class PersistenceExtension implements Extension {
     @InjectKysely() private readonly db: KyselyDB,
     private eventEmitter: EventEmitter2,
     @InjectQueue(QueueName.GENERAL_QUEUE) private generalQueue: Queue,
+    @InjectQueue(QueueName.AI_QUEUE) private aiQueue: Queue,
   ) {}
 
   async onLoadDocument(data: onLoadDocumentPayload) {
@@ -168,6 +169,11 @@ export class PersistenceExtension implements Extension {
         workspaceId: page.workspaceId,
         mentions: pageMentions,
       } as IPageBacklinkJob);
+
+      await this.aiQueue.add(QueueJob.PAGE_CONTENT_UPDATED, {
+        pageIds: [pageId],
+        workspaceId: page.workspaceId,
+      });
     }
   }
 

apps/server/src/common/events/event.contants.ts

@@ -2,7 +2,17 @@ export enum EventName {
   COLLAB_PAGE_UPDATED = 'collab.page.updated',
   PAGE_CREATED = 'page.created',
   PAGE_UPDATED = 'page.updated',
+  PAGE_CONTENT_UPDATED = 'page-content-updated',
+  PAGE_MOVED_TO_SPACE = 'page-moved-to-space',
   PAGE_DELETED = 'page.deleted',
   PAGE_SOFT_DELETED = 'page.soft_deleted',
   PAGE_RESTORED = 'page.restored',
+
+  SPACE_CREATED = 'space.created',
+  SPACE_UPDATED = 'space.updated',
+  SPACE_DELETED = 'space.deleted',
+
+  WORKSPACE_CREATED = 'workspace.created',
+  WORKSPACE_UPDATED = 'workspace.updated',
+  WORKSPACE_DELETED = 'workspace.deleted',
 }

apps/server/src/core/page/page.controller.ts

@@ -1,23 +1,23 @@
 import {
-  Controller,
+  BadRequestException,
-  Post,
   Body,
+  Controller,
+  ForbiddenException,
   HttpCode,
   HttpStatus,
-  UseGuards,
-  ForbiddenException,
   NotFoundException,
-  BadRequestException,
+  Post,
+  UseGuards,
 } from '@nestjs/common';
 import { PageService } from './services/page.service';
 import { CreatePageDto } from './dto/create-page.dto';
 import { UpdatePageDto } from './dto/update-page.dto';
 import { MovePageDto, MovePageToSpaceDto } from './dto/move-page.dto';
 import {
+  DeletePageDto,
   PageHistoryIdDto,
   PageIdDto,
   PageInfoDto,
-  DeletePageDto,
 } from './dto/page.dto';
 import { PageHistoryService } from './services/page-history.service';
 import { AuthUser } from '../../common/decorators/auth-user.decorator';
@@ -106,7 +106,11 @@ export class PageController {
 
   @HttpCode(HttpStatus.OK)
   @Post('delete')
-  async delete(@Body() deletePageDto: DeletePageDto, @AuthUser() user: User) {
+  async delete(
+    @Body() deletePageDto: DeletePageDto,
+    @AuthUser() user: User,
+    @AuthWorkspace() workspace: Workspace,
+  ) {
     const page = await this.pageRepo.findById(deletePageDto.pageId);
 
     if (!page) {
@@ -122,19 +126,27 @@ export class PageController {
           'Only space admins can permanently delete pages',
         );
       }
-      await this.pageService.forceDelete(deletePageDto.pageId);
+      await this.pageService.forceDelete(deletePageDto.pageId, workspace.id);
     } else {
       // Soft delete requires page manage permissions
       if (ability.cannot(SpaceCaslAction.Manage, SpaceCaslSubject.Page)) {
         throw new ForbiddenException();
       }
-      await this.pageService.remove(deletePageDto.pageId, user.id);
+      await this.pageService.removePage(
+        deletePageDto.pageId,
+        user.id,
+        workspace.id,
+      );
     }
   }
 
   @HttpCode(HttpStatus.OK)
   @Post('restore')
-  async restore(@Body() pageIdDto: PageIdDto, @AuthUser() user: User) {
+  async restore(
+    @Body() pageIdDto: PageIdDto,
+    @AuthUser() user: User,
+    @AuthWorkspace() workspace: Workspace,
+  ) {
     const page = await this.pageRepo.findById(pageIdDto.pageId);
 
     if (!page) {
@@ -146,13 +158,11 @@ export class PageController {
       throw new ForbiddenException();
     }
 
-    await this.pageRepo.restorePage(pageIdDto.pageId);
+    await this.pageRepo.restorePage(pageIdDto.pageId, workspace.id);
 
-    // Return the restored page data with hasChildren info
+    return this.pageRepo.findById(pageIdDto.pageId, {
-    const restoredPage = await this.pageRepo.findById(pageIdDto.pageId, {
       includeHasChildren: true,
     });
-    return restoredPage;
   }
 
   @HttpCode(HttpStatus.OK)

apps/server/src/core/page/services/page.service.ts

@@ -51,6 +51,7 @@ export class PageService {
     @InjectKysely() private readonly db: KyselyDB,
     private readonly storageService: StorageService,
     @InjectQueue(QueueName.ATTACHMENT_QUEUE) private attachmentQueue: Queue,
+    @InjectQueue(QueueName.AI_QUEUE) private aiQueue: Queue,
     private eventEmitter: EventEmitter2,
   ) {}
 
@@ -255,6 +256,11 @@ export class PageService {
           pageIds,
           trx,
         );
+
+        await this.aiQueue.add(QueueJob.PAGE_MOVED_TO_SPACE, {
+          pageId: pageIds,
+          workspaceId: rootPage.workspaceId
+        });
       }
     });
   }
@@ -393,6 +399,7 @@ export class PageService {
     const insertedPageIds = insertablePages.map((page) => page.id);
     this.eventEmitter.emit(EventName.PAGE_CREATED, {
       pageIds: insertedPageIds,
+      workspaceId: authUser.workspaceId,
     });
 
     //TODO: best to handle this in a queue
@@ -580,7 +587,7 @@ export class PageService {
     return await this.pageRepo.getDeletedPagesInSpace(spaceId, pagination);
   }
 
-  async forceDelete(pageId: string): Promise<void> {
+  async forceDelete(pageId: string, workspaceId: string): Promise<void> {
     // Get all descendant IDs (including the page itself) using recursive CTE
     const descendants = await this.db
       .withRecursive('page_descendants', (db) =>
@@ -623,11 +630,16 @@ export class PageService {
       await this.db.deleteFrom('pages').where('id', 'in', pageIds).execute();
       this.eventEmitter.emit(EventName.PAGE_DELETED, {
         pageIds: pageIds,
+        workspaceId,
       });
     }
   }
 
-  async remove(pageId: string, userId: string): Promise<void> {
+  async removePage(
-    await this.pageRepo.removePage(pageId, userId);
+    pageId: string,
+    userId: string,
+    workspaceId: string,
+  ): Promise<void> {
+    await this.pageRepo.removePage(pageId, userId, workspaceId);
   }
 }

apps/server/src/core/search/search.service.ts

@@ -62,7 +62,7 @@ export class SearchService {
       )
       .where('deletedAt', 'is', null)
       .orderBy('rank', 'desc')
-      .limit(searchParams.limit | 20)
+      .limit(searchParams.limit | 25)
       .offset(searchParams.offset || 0);
 
     if (!searchParams.shareId) {

apps/server/src/core/workspace/dto/update-workspace.dto.ts

@@ -22,4 +22,12 @@ export class UpdateWorkspaceDto extends PartialType(CreateWorkspaceDto) {
   @IsOptional()
   @IsBoolean()
   restrictApiToAdmins: boolean;
+
+  @IsOptional()
+  @IsBoolean()
+  aiSearch: boolean;
+
+  @IsOptional()
+  @IsBoolean()
+  generativeAi: boolean;
 }

apps/server/src/core/workspace/services/workspace.service.ts

@@ -33,6 +33,7 @@ import { InjectQueue } from '@nestjs/bullmq';
 import { QueueJob, QueueName } from '../../../integrations/queue/constants';
 import { Queue } from 'bullmq';
 import { generateRandomSuffixNumbers } from '../../../common/helpers';
+import { isPageEmbeddingsTableExists } from '@docmost/db/helpers/helpers';
 
 @Injectable()
 export class WorkspaceService {
@@ -50,6 +51,7 @@ export class WorkspaceService {
     @InjectKysely() private readonly db: KyselyDB,
     @InjectQueue(QueueName.ATTACHMENT_QUEUE) private attachmentQueue: Queue,
     @InjectQueue(QueueName.BILLING_QUEUE) private billingQueue: Queue,
+    @InjectQueue(QueueName.AI_QUEUE) private aiQueue: Queue,
   ) {}
 
   async findById(workspaceId: string) {
@@ -312,6 +314,51 @@ export class WorkspaceService {
       delete updateWorkspaceDto.restrictApiToAdmins;
     }
 
+    if (typeof updateWorkspaceDto.aiSearch !== 'undefined') {
+      await this.workspaceRepo.updateAiSettings(
+        workspaceId,
+        'search',
+        updateWorkspaceDto.aiSearch,
+      );
+
+      if (updateWorkspaceDto.aiSearch) {
+        const tableExists = await isPageEmbeddingsTableExists(this.db);
+        if (!tableExists) {
+          throw new BadRequestException(
+            'Failed to activate. Make sure pgvector postgres extension is installed.',
+          );
+        }
+
+        await this.aiQueue.add(QueueJob.WORKSPACE_CREATE_EMBEDDINGS, {
+          workspaceId,
+        });
+      } else {
+        // Schedule deletion after 24 hours
+        const deleteJobId = `ai-search-disabled-${workspaceId}`;
+        await this.aiQueue.add(
+          QueueJob.WORKSPACE_DELETE_EMBEDDINGS,
+          { workspaceId },
+          {
+            jobId: deleteJobId,
+            delay: 24 * 60 * 60 * 1000,
+            removeOnComplete: true,
+            removeOnFail: true,
+          },
+        );
+      }
+
+      delete updateWorkspaceDto.aiSearch;
+    }
+
+    if (typeof updateWorkspaceDto.generativeAi !== 'undefined') {
+      await this.workspaceRepo.updateAiSettings(
+        workspaceId,
+        'generative',
+        updateWorkspaceDto.generativeAi,
+      );
+      delete updateWorkspaceDto.generativeAi;
+    }
+
     await this.workspaceRepo.updateWorkspace(updateWorkspaceDto, workspaceId);
 
     const workspace = await this.workspaceRepo.findById(workspaceId, {

apps/server/src/database/helpers/helpers.ts

@@ -0,0 +1,22 @@
+import { sql } from 'kysely';
+import { KyselyDB } from '@docmost/db/types/kysely.types';
+
+export async function isPageEmbeddingsTableExists(db: KyselyDB) {
+  return tableExists({ db, tableName: 'page_embeddings' });
+}
+
+export async function tableExists(opts: {
+  db: KyselyDB;
+  tableName: string;
+}): Promise<boolean> {
+  const { db, tableName } = opts;
+  const result = await sql<{ exists: boolean }>`
+      SELECT EXISTS (
+        SELECT 1 FROM information_schema.tables
+        WHERE table_schema = COALESCE(current_schema(), 'public')
+        AND table_name = ${tableName}
+      ) as exists
+    `.execute(db);
+
+  return result.rows[0]?.exists ?? false;
+}

apps/server/src/database/listeners/page.listener.ts

@@ -4,9 +4,11 @@ import { EventName } from '../../common/events/event.contants';
 import { InjectQueue } from '@nestjs/bullmq';
 import { QueueJob, QueueName } from '../../integrations/queue/constants';
 import { Queue } from 'bullmq';
+import { EnvironmentService } from '../../integrations/environment/environment.service';
 
 export class PageEvent {
   pageIds: string[];
+  workspaceId: string;
 }
 
 @Injectable()
@@ -14,36 +16,65 @@ export class PageListener {
   private readonly logger = new Logger(PageListener.name);
 
   constructor(
+    private readonly environmentService: EnvironmentService,
     @InjectQueue(QueueName.SEARCH_QUEUE) private searchQueue: Queue,
+    @InjectQueue(QueueName.AI_QUEUE) private aiQueue: Queue,
   ) {}
 
   @OnEvent(EventName.PAGE_CREATED)
   async handlePageCreated(event: PageEvent) {
-    const { pageIds } = event;
+    const { pageIds, workspaceId } = event;
-    await this.searchQueue.add(QueueJob.PAGE_CREATED, { pageIds });
+    if (this.isTypesense()) {
+      await this.searchQueue.add(QueueJob.PAGE_CREATED, {
+        pageIds,
+      });
+    }
+
+    await this.aiQueue.add(QueueJob.PAGE_CREATED, { pageIds, workspaceId });
   }
 
   @OnEvent(EventName.PAGE_UPDATED)
   async handlePageUpdated(event: PageEvent) {
     const { pageIds } = event;
+
     await this.searchQueue.add(QueueJob.PAGE_UPDATED, { pageIds });
   }
 
   @OnEvent(EventName.PAGE_DELETED)
   async handlePageDeleted(event: PageEvent) {
-    const { pageIds } = event;
+    const { pageIds, workspaceId } = event;
-    await this.searchQueue.add(QueueJob.PAGE_DELETED, { pageIds });
+    if (this.isTypesense()) {
+      await this.searchQueue.add(QueueJob.PAGE_DELETED, { pageIds });
+    }
+
+    await this.aiQueue.add(QueueJob.PAGE_DELETED, { pageIds, workspaceId });
   }
 
   @OnEvent(EventName.PAGE_SOFT_DELETED)
   async handlePageSoftDeleted(event: PageEvent) {
-    const { pageIds } = event;
+    const { pageIds, workspaceId } = event;
-    await this.searchQueue.add(QueueJob.PAGE_SOFT_DELETED, { pageIds });
+
+    if (this.isTypesense()) {
+      await this.searchQueue.add(QueueJob.PAGE_SOFT_DELETED, { pageIds });
+    }
+
+    await this.aiQueue.add(QueueJob.PAGE_SOFT_DELETED, {
+      pageIds,
+      workspaceId,
+    });
   }
 
   @OnEvent(EventName.PAGE_RESTORED)
   async handlePageRestored(event: PageEvent) {
-    const { pageIds } = event;
+    const { pageIds, workspaceId } = event;
-    await this.searchQueue.add(QueueJob.PAGE_RESTORED, { pageIds });
+    if (this.isTypesense()) {
+      await this.searchQueue.add(QueueJob.PAGE_RESTORED, { pageIds });
+    }
+
+    await this.aiQueue.add(QueueJob.PAGE_RESTORED, { pageIds, workspaceId });
+  }
+
+  isTypesense(): boolean {
+    return this.environmentService.getSearchDriver() === 'typesense';
   }
 }

apps/server/src/database/listeners/space.listener.ts

@@ -0,0 +1,36 @@
+import { Injectable, Logger } from '@nestjs/common';
+import { OnEvent } from '@nestjs/event-emitter';
+import { EventName } from '../../common/events/event.contants';
+import { InjectQueue } from '@nestjs/bullmq';
+import { QueueJob, QueueName } from '../../integrations/queue/constants';
+import { Queue } from 'bullmq';
+import { EnvironmentService } from '../../integrations/environment/environment.service';
+
+export class SpaceEvent {
+  spaceId: string;
+}
+
+@Injectable()
+export class SpaceListener {
+  private readonly logger = new Logger(SpaceListener.name);
+
+  constructor(
+    private readonly environmentService: EnvironmentService,
+    @InjectQueue(QueueName.SEARCH_QUEUE) private searchQueue: Queue,
+    @InjectQueue(QueueName.AI_QUEUE) private aiQueue: Queue,
+  ) {}
+
+  @OnEvent(EventName.SPACE_DELETED)
+  async handleSpaceDeleted(event: SpaceEvent) {
+    const { spaceId } = event;
+    if (this.isTypesense()) {
+      await this.searchQueue.add(QueueJob.SPACE_DELETED, { spaceId });
+    }
+
+    await this.aiQueue.add(QueueJob.SPACE_DELETED, { spaceId });
+  }
+
+  isTypesense(): boolean {
+    return this.environmentService.getSearchDriver() === 'typesense';
+  }
+}

apps/server/src/database/listeners/workspace.listener.ts

@@ -0,0 +1,36 @@
+import { Injectable, Logger } from '@nestjs/common';
+import { OnEvent } from '@nestjs/event-emitter';
+import { EventName } from '../../common/events/event.contants';
+import { InjectQueue } from '@nestjs/bullmq';
+import { QueueJob, QueueName } from '../../integrations/queue/constants';
+import { Queue } from 'bullmq';
+import { EnvironmentService } from '../../integrations/environment/environment.service';
+
+export class WorkspaceEvent {
+  workspaceId: string;
+}
+
+@Injectable()
+export class WorkspaceListener {
+  private readonly logger = new Logger(WorkspaceListener.name);
+
+  constructor(
+    private readonly environmentService: EnvironmentService,
+    @InjectQueue(QueueName.SEARCH_QUEUE) private searchQueue: Queue,
+    @InjectQueue(QueueName.AI_QUEUE) private aiQueue: Queue,
+  ) {}
+
+  @OnEvent(EventName.WORKSPACE_DELETED)
+  async handlePageDeleted(event: WorkspaceEvent) {
+    const { workspaceId } = event;
+    if (this.isTypesense()) {
+      await this.searchQueue.add(QueueJob.WORKSPACE_DELETED, { workspaceId });
+    }
+
+    await this.aiQueue.add(QueueJob.WORKSPACE_DELETED, { workspaceId });
+  }
+
+  isTypesense(): boolean {
+    return this.environmentService.getSearchDriver() === 'typesense';
+  }
+}

apps/server/src/database/repos/page/page.repo.ts

@@ -125,6 +125,7 @@ export class PageRepo {
 
     this.eventEmitter.emit(EventName.PAGE_UPDATED, {
       pageIds: pageIds,
+      workspaceId: updatePageData.workspaceId,
     });
 
     return result;
@@ -143,6 +144,7 @@ export class PageRepo {
 
     this.eventEmitter.emit(EventName.PAGE_CREATED, {
       pageIds: [result.id],
+      workspaceId: result.workspaceId,
     });
 
     return result;
@@ -160,7 +162,11 @@ export class PageRepo {
     await query.execute();
   }
 
-  async removePage(pageId: string, deletedById: string): Promise<void> {
+  async removePage(
+    pageId: string,
+    deletedById: string,
+    workspaceId: string,
+  ): Promise<void> {
     const currentDate = new Date();
 
     const descendants = await this.db
@@ -195,13 +201,15 @@ export class PageRepo {
 
         await trx.deleteFrom('shares').where('pageId', 'in', pageIds).execute();
       });
+
       this.eventEmitter.emit(EventName.PAGE_SOFT_DELETED, {
         pageIds: pageIds,
+        workspaceId,
       });
     }
   }
 
-  async restorePage(pageId: string): Promise<void> {
+  async restorePage(pageId: string, workspaceId: string): Promise<void> {
     // First, check if the page being restored has a deleted parent
     const pageToRestore = await this.db
       .selectFrom('pages')
@@ -263,6 +271,7 @@ export class PageRepo {
     }
     this.eventEmitter.emit(EventName.PAGE_RESTORED, {
       pageIds: pageIds,
+      workspaceId: workspaceId,
     });
   }
 

apps/server/src/database/repos/space/space.repo.ts

@@ -12,10 +12,15 @@ import { PaginationOptions } from '../../pagination/pagination-options';
 import { executeWithPagination } from '@docmost/db/pagination/pagination';
 import { DB } from '@docmost/db/types/db';
 import { validate as isValidUUID } from 'uuid';
+import { EventEmitter2 } from '@nestjs/event-emitter';
+import { EventName } from '../../../common/events/event.contants';
 
 @Injectable()
 export class SpaceRepo {
-  constructor(@InjectKysely() private readonly db: KyselyDB) {}
+  constructor(
+    @InjectKysely() private readonly db: KyselyDB,
+    private eventEmitter: EventEmitter2,
+  ) {}
 
   async findById(
     spaceId: string,
@@ -110,7 +115,11 @@ export class SpaceRepo {
 
     if (pagination.query) {
       query = query.where((eb) =>
-        eb(sql`f_unaccent(name)`, 'ilike', sql`f_unaccent(${'%' + pagination.query + '%'})`).or(
+        eb(
+          sql`f_unaccent(name)`,
+          'ilike',
+          sql`f_unaccent(${'%' + pagination.query + '%'})`,
+        ).or(
           sql`f_unaccent(description)`,
           'ilike',
           sql`f_unaccent(${'%' + pagination.query + '%'})`,
@@ -155,5 +164,9 @@ export class SpaceRepo {
       .where('id', '=', spaceId)
       .where('workspaceId', '=', workspaceId)
       .execute();
+
+    this.eventEmitter.emit(EventName.SPACE_DELETED, {
+      spaceId,
+    });
   }
 }

apps/server/src/database/repos/workspace/workspace.repo.ts

@@ -175,4 +175,22 @@ export class WorkspaceRepo {
       .returning(this.baseFields)
       .executeTakeFirst();
   }
+
+  async updateAiSettings(
+    workspaceId: string,
+    prefKey: string,
+    prefValue: string | boolean,
+  ) {
+    return this.db
+      .updateTable('workspaces')
+      .set({
+        settings: sql`COALESCE(settings, '{}'::jsonb)
+                || jsonb_build_object('ai', COALESCE(settings->'ai', '{}'::jsonb) 
+                || jsonb_build_object('${sql.raw(prefKey)}', ${sql.lit(prefValue)}))`,
+        updatedAt: new Date(),
+      })
+      .where('id', '=', workspaceId)
+      .returning(this.baseFields)
+      .executeTakeFirst();
+  }
 }

apps/server/src/database/types/db.interface.ts

@@ -0,0 +1,47 @@
+import {
+  ApiKeys,
+  Attachments,
+  AuthAccounts,
+  AuthProviders,
+  Backlinks,
+  Billing,
+  Comments,
+  FileTasks,
+  Groups,
+  GroupUsers,
+  PageHistory,
+  Pages,
+  Shares,
+  SpaceMembers,
+  Spaces,
+  UserMfa,
+  Users,
+  UserTokens,
+  WorkspaceInvitations,
+  Workspaces,
+} from '@docmost/db/types/db';
+import { PageEmbeddings } from '@docmost/db/types/embeddings.types';
+
+export interface DbInterface {
+  attachments: Attachments;
+  authAccounts: AuthAccounts;
+  authProviders: AuthProviders;
+  backlinks: Backlinks;
+  billing: Billing;
+  comments: Comments;
+  fileTasks: FileTasks;
+  groups: Groups;
+  groupUsers: GroupUsers;
+  pageEmbeddings: PageEmbeddings;
+  pageHistory: PageHistory;
+  pages: Pages;
+  shares: Shares;
+  spaceMembers: SpaceMembers;
+  spaces: Spaces;
+  userMfa: UserMfa;
+  users: Users;
+  userTokens: UserTokens;
+  workspaceInvitations: WorkspaceInvitations;
+  workspaces: Workspaces;
+  apiKeys: ApiKeys;
+}

apps/server/src/database/types/embeddings.types.ts

@@ -0,0 +1,20 @@
+import { Json, Timestamp, Generated } from '@docmost/db/types/db';
+
+// embeddings type
+export interface PageEmbeddings {
+  id: Generated<string>;
+  pageId: string;
+  spaceId: string;
+  modelName: string;
+  modelDimensions: number;
+  workspaceId: string;
+  attachmentId: string;
+  embedding: number[];
+  chunkIndex: Generated<number>;
+  chunkStart: Generated<number>;
+  chunkLength: Generated<number>;
+  metadata: Generated<Json>;
+  createdAt: Generated<Timestamp>;
+  updatedAt: Generated<Timestamp>;
+  deletedAt: Timestamp | null;
+}

apps/server/src/database/types/entity.types.ts

@@ -21,6 +21,7 @@ import {
   UserMfa as _UserMFA,
   ApiKeys,
 } from './db';
+import { PageEmbeddings } from '@docmost/db/types/embeddings.types';
 
 // Workspace
 export type Workspace = Selectable<Workspaces>;
@@ -125,3 +126,8 @@ export type UpdatableUserMFA = Updateable<Omit<_UserMFA, 'id'>>;
 export type ApiKey = Selectable<ApiKeys>;
 export type InsertableApiKey = Insertable<ApiKeys>;
 export type UpdatableApiKey = Updateable<Omit<ApiKeys, 'id'>>;
+
+// Page Embedding
+export type PageEmbedding = Selectable<PageEmbeddings>;
+export type InsertablePageEmbedding = Insertable<PageEmbeddings>;
+export type UpdatablePageEmbedding = Updateable<Omit<PageEmbeddings, 'id'>>;

apps/server/src/database/types/kysely.types.ts

@@ -1,5 +1,5 @@
-import { DB } from './db';
 import { Kysely, Transaction } from 'kysely';
+import { DbInterface } from '@docmost/db/types/db.interface';
 
-export type KyselyDB = Kysely<DB>;
+export type KyselyDB = Kysely<DbInterface>;
-export type KyselyTransaction = Transaction<DB>;
+export type KyselyTransaction = Transaction<DbInterface>;

apps/server/src/integrations/environment/environment.service.ts

@@ -10,6 +10,10 @@ export class EnvironmentService {
     return this.configService.get<string>('NODE_ENV', 'development');
   }
 
+  isDevelopment(): boolean {
+    return this.getNodeEnv() === 'development';
+  }
+
   getAppUrl(): string {
     const rawUrl =
       this.configService.get<string>('APP_URL') ||
@@ -231,6 +235,46 @@ export class EnvironmentService {
   }
 
   getTypesenseLocale(): string {
-    return this.configService.get<string>('TYPESENSE_LOCALE', 'en').toLowerCase();
+    return this.configService
+      .get<string>('TYPESENSE_LOCALE', 'en')
+      .toLowerCase();
+  }
+
+  getAiDriver(): string {
+    return this.configService.get<string>('AI_DRIVER');
+  }
+
+  getAiEmbeddingModel(): string {
+    return this.configService.get<string>('AI_EMBEDDING_MODEL');
+  }
+
+  getAiCompletionModel(): string {
+    return this.configService.get<string>('AI_COMPLETION_MODEL');
+  }
+
+  getAiEmbeddingDimension(): number {
+    return parseInt(
+      this.configService.get<string>('AI_EMBEDDING_DIMENSION'),
+      10,
+    );
+  }
+
+  getOpenAiApiKey(): string {
+    return this.configService.get<string>('OPENAI_API_KEY');
+  }
+
+  getOpenAiApiUrl(): string {
+    return this.configService.get<string>('OPENAI_API_URL');
+  }
+
+  getGeminiApiKey(): string {
+    return this.configService.get<string>('GEMINI_API_KEY');
+  }
+
+  getOllamaApiUrl(): string {
+    return this.configService.get<string>(
+      'OLLAMA_API_URL',
+      'http://localhost:11434',
+    );
   }
 }

apps/server/src/integrations/environment/environment.validation.ts

@@ -93,6 +93,7 @@ export class EnvironmentVariables {
 
   @IsOptional()
   @ValidateIf((obj) => obj.SEARCH_DRIVER === 'typesense')
+  @IsNotEmpty()
   @IsString()
   TYPESENSE_API_KEY: string;
 
@@ -101,6 +102,53 @@ export class EnvironmentVariables {
   @IsISO6391()
   @IsString()
   TYPESENSE_LOCALE: string;
+
+  @IsOptional()
+  @ValidateIf((obj) => obj.AI_DRIVER)
+  @IsIn(['openai', 'gemini', 'ollama'])
+  @IsString()
+  AI_DRIVER: string;
+
+  @IsOptional()
+  @ValidateIf((obj) => obj.AI_DRIVER)
+  @IsString()
+  @IsNotEmpty()
+  AI_EMBEDDING_MODEL: string;
+
+  @IsOptional()
+  @ValidateIf((obj) => obj.AI_EMBEDDING_DIMENSION)
+  @IsIn(['768', '1024', '1536'])
+  @IsString()
+  AI_EMBEDDING_DIMENSION: string;
+
+
+  @IsOptional()
+  @ValidateIf((obj) => obj.AI_DRIVER)
+  @IsString()
+  @IsNotEmpty()
+  AI_COMPLETION_MODEL: string;
+
+  @IsOptional()
+  @ValidateIf((obj) => obj.AI_DRIVER && obj.AI_DRIVER === 'openai')
+  @IsString()
+  @IsNotEmpty()
+  OPENAI_API_KEY: string;
+
+  @IsOptional()
+  @ValidateIf((obj) => obj.AI_DRIVER && obj.OPENAI_API_URL && obj.AI_DRIVER === 'openai')
+  @IsUrl({ protocols: ['http', 'https'], require_tld: false })
+  OPENAI_API_URL: string;
+
+  @IsOptional()
+  @ValidateIf((obj) => obj.AI_DRIVER && obj.AI_DRIVER === 'gemini')
+  @IsString()
+  @IsNotEmpty()
+  GEMINI_API_KEY: string;
+
+  @IsOptional()
+  @ValidateIf((obj) => obj.AI_DRIVER && obj.AI_DRIVER === 'ollama')
+  @IsUrl({ protocols: ['http', 'https'], require_tld: false })
+  OLLAMA_API_URL: string;
 }
 
 export function validate(config: Record<string, any>) {

apps/server/src/integrations/import/services/file-import-task.service.ts

@@ -473,6 +473,7 @@ export class FileImportTaskService {
         if (validPageIds.size > 0) {
           this.eventEmitter.emit(EventName.PAGE_CREATED, {
             pageIds: Array.from(validPageIds),
+            workspaceId: fileTask.workspaceId,
           });
         }
 

apps/server/src/integrations/queue/constants/queue.constants.ts

@@ -5,6 +5,7 @@ export enum QueueName {
   BILLING_QUEUE = '{billing-queue}',
   FILE_TASK_QUEUE = '{file-task-queue}',
   SEARCH_QUEUE = '{search-queue}',
+  AI_QUEUE = '{ai-queue}',
 }
 
 export enum QueueJob {
@@ -13,7 +14,6 @@ export enum QueueJob {
   ATTACHMENT_INDEX_CONTENT = 'attachment-index-content',
   ATTACHMENT_INDEXING = 'attachment-indexing',
   DELETE_PAGE_ATTACHMENTS = 'delete-page-attachments',
-  PAGE_CONTENT_UPDATE = 'page-content-update',
 
   DELETE_USER_AVATARS = 'delete-user-avatars',
 
@@ -39,8 +39,23 @@ export enum QueueJob {
   TYPESENSE_FLUSH = 'typesense-flush',
 
   PAGE_CREATED = 'page-created',
+  PAGE_CONTENT_UPDATED = 'page-content-updated',
+  PAGE_MOVED_TO_SPACE = 'page-moved-to-space',
   PAGE_UPDATED = 'page-updated',
   PAGE_SOFT_DELETED = 'page-soft-deleted',
   PAGE_RESTORED = 'page-restored',
   PAGE_DELETED = 'page-deleted',
+
+  SPACE_CREATED = 'space-created',
+  SPACE_UPDATED = 'space-updated',
+  SPACE_DELETED = 'space-deleted',
+
+  WORKSPACE_CREATED = 'workspace-created',
+  WORKSPACE_SPACE_UPDATED = 'workspace-updated',
+  WORKSPACE_DELETED = 'workspace-deleted',
+  WORKSPACE_CREATE_EMBEDDINGS = 'workspace-create-embeddings',
+  WORKSPACE_DELETE_EMBEDDINGS = 'workspace-delete-embeddings',
+
+  GENERATE_PAGE_EMBEDDINGS = 'generate-page-embeddings',
+  DELETE_PAGE_EMBEDDINGS = 'delete-page-embeddings',
 }

apps/server/src/integrations/queue/queue.module.ts

@@ -65,6 +65,14 @@ import { BacklinksProcessor } from './processors/backlinks.processor';
         attempts: 2,
       },
     }),
+    BullModule.registerQueue({
+      name: QueueName.AI_QUEUE,
+      defaultJobOptions: {
+        removeOnComplete: true,
+        removeOnFail: true,
+        attempts: 1,
+      },
+    }),
   ],
   exports: [BullModule],
   providers: [BacklinksProcessor],

pnpm-lock.yaml

@@ -307,7 +307,7 @@ importers:
         version: 3.3.0
       mantine-form-zod-resolver:
         specifier: ^1.3.0
-        version: 1.3.0(@mantine/form@8.1.3(react@18.3.1))(zod@3.25.56)
+        version: 1.3.0(@mantine/form@8.1.3(react@18.3.1))(zod@3.25.76)
       mermaid:
         specifier: ^11.11.0
         version: 11.11.0
@@ -357,8 +357,8 @@ importers:
         specifier: ^0.1.18
         version: 0.1.18
       zod:
-        specifier: ^3.25.56
+        specifier: ^3.25.76
-        version: 3.25.56
+        version: 3.25.76
     devDependencies:
       '@eslint/js':
         specifier: ^9.16.0
@@ -429,6 +429,15 @@ importers:
 
   apps/server:
     dependencies:
+      '@ai-sdk/azure':
+        specifier: ^2.0.47
+        version: 2.0.47(zod@3.25.76)
+      '@ai-sdk/google':
+        specifier: ^2.0.18
+        version: 2.0.18(zod@3.25.76)
+      '@ai-sdk/openai':
+        specifier: ^2.0.46
+        version: 2.0.46(zod@3.25.76)
       '@aws-sdk/client-s3':
         specifier: 3.701.0
         version: 3.701.0
@@ -450,6 +459,9 @@ importers:
       '@fastify/static':
         specifier: ^8.2.0
         version: 8.2.0
+      '@langchain/textsplitters':
+        specifier: ^0.1.0
+        version: 0.1.0(@langchain/core@0.3.72(@opentelemetry/api@1.9.0)(openai@6.2.0(ws@8.18.3)(zod@3.25.76)))
       '@nestjs-labs/nestjs-ioredis':
         specifier: ^11.0.4
         version: 11.0.4(@nestjs/common@11.1.9(class-transformer@0.5.1)(class-validator@0.14.3)(reflect-metadata@0.2.2)(rxjs@7.8.2))(@nestjs/core@11.1.9)(ioredis@5.4.1)
@@ -504,6 +516,12 @@ importers:
       '@socket.io/redis-adapter':
         specifier: ^8.3.0
         version: 8.3.0(socket.io-adapter@2.5.4)
+      ai:
+        specifier: ^5.0.65
+        version: 5.0.65(zod@3.25.76)
+      ai-sdk-ollama:
+        specifier: ^0.12.0
+        version: 0.12.0(ai@5.0.65(zod@3.25.76))(zod@3.25.76)
       bcrypt:
         specifier: ^6.0.0
         version: 6.0.0
@@ -585,6 +603,9 @@ importers:
       pg-tsquery:
         specifier: ^8.4.2
         version: 8.4.2
+      pgvector:
+        specifier: ^0.2.1
+        version: 0.2.1
       postmark:
         specifier: ^4.0.5
         version: 4.0.5
@@ -730,6 +751,40 @@ packages:
   '@adobe/css-tools@4.3.3':
     resolution: {integrity: sha512-rE0Pygv0sEZ4vBWHlAgJLGDU7Pm8xoO6p3wsEceb7GYAjScrOHpEo8KK/eVkAcnSM+slAEtXjA2JpdjLp4fJQQ==}
 
+  '@ai-sdk/azure@2.0.47':
+    resolution: {integrity: sha512-rPvjnBWVTVRCDs47qfBWxXxx4i4h7itemyKux21qibB7y24rubqmZGx9lYcI5pyBL057uROhBa9Y5VVHf/ESYw==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  '@ai-sdk/gateway@1.0.36':
+    resolution: {integrity: sha512-G/CLHzyOy9mhbimSBmV+o59M7ao/NfRFrrhC+eHGp+0qT0diP3IDW5VdkPHKFmDp4Iq7wb4/yOCe7Yk2fQtSrg==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  '@ai-sdk/google@2.0.18':
+    resolution: {integrity: sha512-ycGAqouueHjU0hB6JHYmUhXYCnN67PqI8+9jCv13MbuE0g+b9w78HiPuab5ResakY0cq3ynFDvbiu8jAGo1RZQ==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  '@ai-sdk/openai@2.0.46':
+    resolution: {integrity: sha512-3FHZdiTLbjnHw0rbu1yOPW8FruHrzN6SlJYsaLSQgbxYfE5y+60Nj4Xp8/k7rtD3FmrjkKcp/XTMSbAJWfoJig==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  '@ai-sdk/provider-utils@3.0.11':
+    resolution: {integrity: sha512-4hgHj89VqyOHzGaV85TkcgvO8WjecVF35TOUVg+C56vnzpWSgdIZu/ZWZNdZ6BTrv8y0N1toBWW7XcWiRRicLg==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
+  '@ai-sdk/provider@2.0.0':
+    resolution: {integrity: sha512-6o7Y2SeO9vFKB8lArHXehNuusnpddKPk7xqL7T2/b+OvXMRIXUO1rR4wcv1hAFUAT9avGZshty3Wlua/XA7TvA==}
+    engines: {node: '>=18'}
+
   '@ampproject/remapping@2.3.0':
     resolution: {integrity: sha512-30iZtAPgz+LTIYoeivqYo853f02jBYSd5uGnGpkFV0M3xOt9aN73erkgYAmZU43x4VfqcnLxW9Kpg3R5LC4YYw==}
     engines: {node: '>=6.0.0'}
@@ -1805,6 +1860,9 @@ packages:
       '@casl/ability': ^3.0.0 || ^4.0.0 || ^5.1.0 || ^6.0.0
       react: ^16.0.0 || ^17.0.0 || ^18.0.0
 
+  '@cfworker/json-schema@4.1.1':
+    resolution: {integrity: sha512-gAmrUZSGtKc3AiBL71iNWxDsyUC5uMaKKGdvzYsBoTW/xi42JQHl7eKV2OYzCUqvc+D2RCcf7EXY2iCyFIk6og==}
+
   '@chevrotain/cst-dts-gen@11.0.3':
     resolution: {integrity: sha512-BvIKpRLeS/8UbfxXxgC33xOumsacaeCKAjAeLyOn7Pcp95HiRbrpl14S+9vaZLolnbssPIUuiUd8IvgkRyt6NQ==}
 
@@ -2754,6 +2812,16 @@ packages:
   '@keyv/serialize@1.0.3':
     resolution: {integrity: sha512-qnEovoOp5Np2JDGonIDL6Ayihw0RhnRh6vxPuHo4RDn1UOzwEo4AeIfpL6UGIrsceWrCMiVPgwRjbHu4vYFc3g==}
 
+  '@langchain/core@0.3.72':
+    resolution: {integrity: sha512-WsGWVZYnlKffj2eEfDocPNiaTRoxyYiLSQdQ7oxZvxGZBqo/90vpjbC33UGK1uPNBM4kT+pkdaol/MnvKUh8TQ==}
+    engines: {node: '>=18'}
+
+  '@langchain/textsplitters@0.1.0':
+    resolution: {integrity: sha512-djI4uw9rlkAb5iMhtLED+xJebDdAG935AdP4eRTB02R7OB/act55Bj9wsskhZsvuyQRpO4O1wQOp85s6T6GWmw==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      '@langchain/core': '>=0.2.21 <0.4.0'
+
   '@lifeomic/attempt@3.0.3':
     resolution: {integrity: sha512-GlM2AbzrErd/TmLL3E8hAHmb5Q7VhDJp35vIbyPVA5Rz55LZuRr8pwL3qrwwkVNo05gMX1J44gURKb4MHQZo7w==}
 
@@ -4047,6 +4115,9 @@ packages:
     peerDependencies:
       socket.io-adapter: ^2.5.4
 
+  '@standard-schema/spec@1.0.0':
+    resolution: {integrity: sha512-m2bOd0f2RT9k8QJx1JN85cZYyH1RqFBdlwtkSlf4tBDYLCiiZnv1fIIwacK6cqwXavOydf0NPToMQgpKq+dVlA==}
+
   '@swc/core-darwin-arm64@1.5.25':
     resolution: {integrity: sha512-YbD0SBgVJS2DM0vwJTU5m7+wOyCjHPBDMf3nCBJQzFZzOLzK11eRW7SzU2jhJHr9HI9sKcNFfN4lIC2Sj+4inA==}
     engines: {node: '>=10'}
@@ -4734,6 +4805,9 @@ packages:
   '@types/react@18.3.12':
     resolution: {integrity: sha512-D2wOSq/d6Agt28q7rSI3jhU7G6aiuzljDGZ2hTZHIkrTLUI+AF3WMeKkEZ9nN2fkBAlcktT6vcZjDFiIhMYEQw==}
 
+  '@types/retry@0.12.0':
+    resolution: {integrity: sha512-wWKOClTTiizcZhXnPY4wikVAwmdYHp8q6DmC+EJUzAMsycb7HB32Kh9RN4+0gExjmPmZSAQjgURXIGATPegAvA==}
+
   '@types/send@0.17.4':
     resolution: {integrity: sha512-x2EM6TJOybec7c52BX0ZspPodMsQUd5L6PRwOunVyVUhXiBSKf3AezDL8Dgvgt5o0UfKNfuA0eMLr2wLT4AiBA==}
 
@@ -4909,6 +4983,10 @@ packages:
   '@ucast/mongo@2.4.3':
     resolution: {integrity: sha512-XcI8LclrHWP83H+7H2anGCEeDq0n+12FU2mXCTz6/Tva9/9ddK/iacvvhCyW6cijAAOILmt0tWplRyRhVyZLsA==}
 
+  '@vercel/oidc@3.0.2':
+    resolution: {integrity: sha512-JekxQ0RApo4gS4un/iMGsIL1/k4KUBe3HmnGcDvzHuFBdQdudEJgTqcsJC7y6Ul4Yw5CeykgvQbX2XeEJd0+DA==}
+    engines: {node: '>= 20'}
+
   '@vitejs/plugin-react@5.1.1':
     resolution: {integrity: sha512-WQfkSw0QbQ5aJ2CHYw23ZGkqnRwqKHD/KYsMeTkZzPT4Jcf0DcBxBtwMJxnu6E7oxw5+JC6ZAiePgh28uJ1HBA==}
     engines: {node: ^20.19.0 || >=22.12.0}
@@ -5028,6 +5106,18 @@ packages:
     resolution: {integrity: sha512-H0TSyFNDMomMNJQBn8wFV5YC/2eJ+VXECwOadZJT554xP6cODZHPX3H9QMQECxvrgiSOP1pHjy1sMWQVYJOUOA==}
     engines: {node: '>= 14'}
 
+  ai-sdk-ollama@0.12.0:
+    resolution: {integrity: sha512-EEKIfIpkyAavrlEKlZ7nZCxTUPq4yBThBLLU3kTD4l7htpdqMjhOEyqm5DlKdQvLEW0MgCMsptw7yXbevRSfIQ==}
+    engines: {node: '>=22'}
+    peerDependencies:
+      ai: ^5.0.60
+
+  ai@5.0.65:
+    resolution: {integrity: sha512-orwsNKAoAmTwHkoy7TG/7nc65SD3hy7k+x8xVHIzfw8CibZm/U2cdbR1ZUex6H2Rpf+uoZpvyQ05FWBJNw7V8A==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4.1.8
+
   ajv-formats@2.1.1:
     resolution: {integrity: sha512-Wx0Kx52hxE7C18hkMEggYlEifqWZtYaRgouJor+WMdPnQyEK13vgEWyVNup7SoeeoLMsr4kf5h6dOW11I15MUA==}
     peerDependencies:
@@ -5573,6 +5663,9 @@ packages:
     resolution: {integrity: sha512-EiPU8G6dQG0GFHNR8ljnZFki/8a+cQwEQ+7wpxdChl02Q8HXlwEZWD5lqAF8vC2sEC3Tehr8hy7vErz88LHyUA==}
     engines: {node: ^14.18.0 || >=16.10.0}
 
+  console-table-printer@2.14.6:
+    resolution: {integrity: sha512-MCBl5HNVaFuuHW6FGbL/4fB7N/ormCy+tQ+sxTrF6QtSbSNETvPuOVbkJBhzDgYhvjWGrTma4eYJa37ZuoQsPw==}
+
   content-disposition@0.5.4:
     resolution: {integrity: sha512-FveZTNuGw04cxlAiWbzi6zTAL/lhehaWbTtgluJh4/E95DqMwTmha3KZN1aAWA8cFIhHzMZUvLevkw5Rqk+tSQ==}
     engines: {node: '>= 0.6'}
@@ -6319,10 +6412,17 @@ packages:
   eventemitter2@6.4.9:
     resolution: {integrity: sha512-JEPTiaOt9f04oa6NOkc4aH+nVp5I3wEjpHbIPqfgCdD5v5bUzy7xQqwcVO2aDQgOWhI28da57HksMrzK9HlRxg==}
 
+  eventemitter3@4.0.7:
+    resolution: {integrity: sha512-8guHBZCwKnFhYdHr2ysuRWErTwhoN2X8XELRlrRwpmfeY2jjuUN4taQMsULKUVo1K4DvZl+0pgfyoysHxvmvEw==}
+
   events@3.3.0:
     resolution: {integrity: sha512-mQw+2fkQbALzQ7V0MY0IqdnXNOeTtP4r0lN9z7AAawCXgqea7bDii20AYrIBrFd/Hx0M2Ocz6S111CaFkUcb0Q==}
     engines: {node: '>=0.8.x'}
 
+  eventsource-parser@3.0.6:
+    resolution: {integrity: sha512-Vo1ab+QXPzZ4tCa8SwIHJFaSzy4R6SHf7BY79rFBDf0idraZWAkYrDjDj8uWaSm3S2TK+hJ7/t1CEmZ7jXw+pg==}
+    engines: {node: '>=18.0.0'}
+
   execa@5.1.1:
     resolution: {integrity: sha512-8uSpZZocAZRBAPIEINJj3Lo9HyGitllczc27Eh5YYojjMFMn8yHMDMaUHE2Jqfq05D/wucwI4JGURyXt1vchyg==}
     engines: {node: '>=10'}
@@ -7228,6 +7328,9 @@ packages:
     resolution: {integrity: sha512-cEiJEAEoIbWfCZYKWhVwFuvPX1gETRYPw6LlaTKoxD3s2AkXzkCjnp6h0V77ozyqj0jakteJ4YqDJT830+lVGw==}
     engines: {node: '>=14'}
 
+  js-tiktoken@1.0.21:
+    resolution: {integrity: sha512-biOj/6M5qdgx5TKjDnFT1ymSpM5tbd3ylwDtrQvFQSu0Z7bBYko2dF+W/aUkXUPuk6IVpRxk/3Q2sHOzGlS36g==}
+
   js-tokens@4.0.0:
     resolution: {integrity: sha512-RdJUflcE3cUzKiMqQgsCu06FPu9UdIJO0beYbPhHN4k6apgJtifcoCtT9bcxOpYBtpD2kCM6Sbzg4CausW/PKQ==}
 
@@ -7277,6 +7380,9 @@ packages:
   json-schema-traverse@1.0.0:
     resolution: {integrity: sha512-NM8/P9n3XjXhIZn1lLhkFaACTOURQXjWhV4BA/RnOv8xvgqtqpAX9IO4mRQxSx1Rlo4tqzeqb0sOlruaOy3dug==}
 
+  json-schema@0.4.0:
+    resolution: {integrity: sha512-es94M3nTIfsEPisRafak+HDLfHXnKBhV3vU5eqPcS3flIWqcxJWgXHXiey3YrpaNsanY5ei1VoYEbOzijuq9BA==}
+
   json-stable-stringify-without-jsonify@1.0.1:
     resolution: {integrity: sha512-Bdboy+l7tA3OGW6FjyFHWkP5LuByj1Tk33Ljyq0axyzdk9//JSi2u3fP1QSmd1KNwq6VOKYGlAu87CisVir6Pw==}
 
@@ -7389,6 +7495,23 @@ packages:
     resolution: {integrity: sha512-QJv/h939gDpvT+9SiLVlY7tZC3xB2qK57v0J04Sh9wpMb6MP1q8gB21L3WIo8T5P1MSMg3Ep14L7KkDCFG3y4w==}
     engines: {node: '>=16.0.0'}
 
+  langsmith@0.3.61:
+    resolution: {integrity: sha512-b7Cpfj3xpWQO41G3xXeG6uzPzBcWfkEo5cK62WOcTqsKCchN2i42z7q45QQrbU6mdLwXp6pjRfnvr7wFu+Y5iQ==}
+    peerDependencies:
+      '@opentelemetry/api': '*'
+      '@opentelemetry/exporter-trace-otlp-proto': '*'
+      '@opentelemetry/sdk-trace-base': '*'
+      openai: '*'
+    peerDependenciesMeta:
+      '@opentelemetry/api':
+        optional: true
+      '@opentelemetry/exporter-trace-otlp-proto':
+        optional: true
+      '@opentelemetry/sdk-trace-base':
+        optional: true
+      openai:
+        optional: true
+
   layout-base@1.0.2:
     resolution: {integrity: sha512-8h2oVEZNktL4BH2JCOI90iD1yXwL6iNW7KcCKT2QZgQJR2vbqDsldCTPRU9NifTCqHZci57XvQQ15YTu+sTYPg==}
 
@@ -7811,6 +7934,10 @@ packages:
   multimath@2.0.0:
     resolution: {integrity: sha512-toRx66cAMJ+Ccz7pMIg38xSIrtnbozk0dchXezwQDMgQmbGpfxjtv68H+L00iFL8hxDaVjrmwAFSb3I6bg8Q2g==}
 
+  mustache@4.2.0:
+    resolution: {integrity: sha512-71ippSywq5Yb7/tVYyGbkBggbU8H3u5Rz56fH60jGFgr8uHwxs+aSKeqmluIVzM0m0kB7xQjKS6qPfd0b2ZoqQ==}
+    hasBin: true
+
   mute-stream@2.0.0:
     resolution: {integrity: sha512-WWdIxpyjEn+FhQJQQv9aQAYlHoNVdzIzUySNV1gHUPDSdZJ3yZn7pAAbQcV7B56Mvu881q9FZV+0Vx2xC44VWA==}
     engines: {node: ^18.17.0 || >=20.5.0}
@@ -8003,6 +8130,9 @@ packages:
     resolution: {integrity: sha512-IF4PcGgzAr6XXSff26Sk/+P4KZFJVuHAJZj3wgO3vX2bMdNVp/QXTP3P7CEm9V1IdG8lDLY3HhiqpsE/nOwpPw==}
     engines: {node: ^10.13.0 || >=12.0.0}
 
+  ollama@0.6.0:
+    resolution: {integrity: sha512-FHjdU2Ok5x2HZsxPui/MBJZ5J+HzmxoWYa/p9wk736eT+uAhS8nvIICar5YgwlG5MFNjDR6UA5F3RSKq+JseOA==}
+
   on-exit-leak-free@2.1.2:
     resolution: {integrity: sha512-0eJJY6hXLGf1udHwfNftBqH+g73EU4B504nZeKpz1sYRKafAghwxEJunB2O7rDZkL4PGfsMVnTXZ2EjibbqcsA==}
     engines: {node: '>=14.0.0'}
@@ -8021,6 +8151,18 @@ packages:
     resolution: {integrity: sha512-7x81NCL719oNbsq/3mh+hVrAWmFuEYUqrq/Iw3kUzH8ReypT9QQ0BLoJS7/G9k6N81XjW4qHWtjWwe/9eLy1EQ==}
     engines: {node: '>=12'}
 
+  openai@6.2.0:
+    resolution: {integrity: sha512-qqjzHls7F5xkXNGy9P1Ei1rorI5LWupUUFWP66zPU8FlZbiITX8SFcHMKNZg/NATJ0LpIZcMUFxSwQmdeQPwSw==}
+    hasBin: true
+    peerDependencies:
+      ws: ^8.18.0
+      zod: ^3.25 || ^4.0
+    peerDependenciesMeta:
+      ws:
+        optional: true
+      zod:
+        optional: true
+
   openid-client@5.7.1:
     resolution: {integrity: sha512-jDBPgSVfTnkIh71Hg9pRvtJc6wTwqjRkN88+gCFtYWrlP4Yx2Dsrow8uPi3qLr/aeymPF3o2+dS+wOpglK04ew==}
 
@@ -8052,6 +8194,10 @@ packages:
   otpauth@9.4.0:
     resolution: {integrity: sha512-fHIfzIG5RqCkK9cmV8WU+dPQr9/ebR5QOwGZn2JAr1RQF+lmAuLL2YdtdqvmBjNmgJlYk3KZ4a0XokaEhg1Jsw==}
 
+  p-finally@1.0.0:
+    resolution: {integrity: sha512-LICb2p9CB7FS+0eR1oqWnHhp0FljGLZCWBE9aix0Uye9W8LTQPwMTYVGWQWIw9RdQiDg4+epXQODwIYJtSJaow==}
+    engines: {node: '>=4'}
+
   p-limit@2.3.0:
     resolution: {integrity: sha512-//88mFWSJx8lxCzwdAABTJL2MyWB12+eIY7MDL2SqLmAkeKU9qxRvWuSyTjm3FUmpBEMuFfckAIqEaVGUDxb6w==}
     engines: {node: '>=6'}
@@ -8076,6 +8222,18 @@ packages:
     resolution: {integrity: sha512-y3b8Kpd8OAN444hxfBbFfj1FY/RjtTd8tzYwhUqNYXx0fXx2iX4maP4Qr6qhIKbQXI02wTLAda4fYUbDagTUFw==}
     engines: {node: '>=6'}
 
+  p-queue@6.6.2:
+    resolution: {integrity: sha512-RwFpb72c/BhQLEXIZ5K2e+AhgNVmIejGlTgiB9MzZ0e93GRvqZ7uSi0dvRF7/XIXDeNkra2fNHBxTyPDGySpjQ==}
+    engines: {node: '>=8'}
+
+  p-retry@4.6.2:
+    resolution: {integrity: sha512-312Id396EbJdvRONlngUx0NydfrIQ5lsYu0znKVUzVvArzEIt08V1qhtyESbGVd1FGX7UKtiFp5uwKZdM8wIuQ==}
+    engines: {node: '>=8'}
+
+  p-timeout@3.2.0:
+    resolution: {integrity: sha512-rhIwUycgwwKcP9yTOOFK/AKsAopjjCakVqLHePO3CC6Mir1Z99xT+R63jZxAT5lFZLa2inS5h+ZS2GvR99/FBg==}
+    engines: {node: '>=8'}
+
   p-try@2.2.0:
     resolution: {integrity: sha512-R4nPAVTAU0B9D35/Gk3uJf/7XYbQcyohSKdvAxIRSNghFl4e71hVoGnBNQz9cWaXxO2I10KTC+3jMdvvoKw6dQ==}
     engines: {node: '>=6'}
@@ -8239,6 +8397,10 @@ packages:
   pgpass@1.0.5:
     resolution: {integrity: sha512-FdW9r/jQZhSeohs1Z3sI1yxFQNFvMcnmfuj4WBMUTxOrAyLMaTcE1aAMBiTlbMNaXvBCQuVi0R7hd8udDSP7ug==}
 
+  pgvector@0.2.1:
+    resolution: {integrity: sha512-nKaQY9wtuiidwLMdVIce1O3kL0d+FxrigCVzsShnoqzOSaWWWOvuctb/sYwlai5cTwwzRSNa+a/NtN2kVZGNJw==}
+    engines: {node: '>= 18'}
+
   pica@7.1.1:
     resolution: {integrity: sha512-WY73tMvNzXWEld2LicT9Y260L43isrZ85tPuqRyvtkljSDLmnNFQmZICt4xUJMVulmcc6L9O7jbBrtx3DOz/YQ==}
 
@@ -8856,6 +9018,10 @@ packages:
     resolution: {integrity: sha512-I1XxrZSQ+oErkRR4jYbAyEEu2I0avBvvMM5JN+6EBprOGRCs63ENqZ3vjavq8fBw2+62G5LF5XelKwuJpcvcxw==}
     engines: {node: '>=10'}
 
+  retry@0.13.1:
+    resolution: {integrity: sha512-XQBQ3I8W1Cge0Seh+6gjj03LbmRFWuoszgK9ooCpwYIrhhoO80pfq4cUkU5DkknwfOfFteRwlZ56PYOGYyFWdg==}
+    engines: {node: '>= 4'}
+
   reusify@1.0.4:
     resolution: {integrity: sha512-U9nH88a3fc/ekCF1l0/UP1IosiuIjyTh7hBvXVMHYgVcfGvt897Xguj2UOLDeI5BG2m7/uwyaLVT6fbtCwTyzw==}
     engines: {iojs: '>=1.0.0', node: '>=0.10.0'}
@@ -9043,6 +9209,9 @@ packages:
   simple-swizzle@0.2.4:
     resolution: {integrity: sha512-nAu1WFPQSMNr2Zn9PGSZK9AGn4t/y97lEm+MXTtUDwfP0ksAIX4nO+6ruD9Jwut4C49SB1Ws+fbXsm/yScWOHw==}
 
+  simple-wcswidth@1.1.2:
+    resolution: {integrity: sha512-j7piyCjAeTDSjzTSQ7DokZtMNwNlEAyxqSZeCS+CXH7fJ4jx3FuJ/mTW3mE+6JLs4VJBbcll0Kjn+KXI5t21Iw==}
+
   sisteransi@1.0.5:
     resolution: {integrity: sha512-bLGGlR1QxBcynn2d5YmDX4MGjlZvy2MRBDRNHLJ8VI6l6+9FUiyTFNJ0IveOSP0bcXgVDPRcfGqA0pjaqUpfVg==}
 
@@ -9666,6 +9835,10 @@ packages:
     resolution: {integrity: sha512-pMZTvIkT1d+TFGvDOqodOclx0QWkkgi6Tdoa8gC8ffGAAqz9pzPTZWAybbsHHoED/ztMtkv/VoYTYyShUn81hA==}
     engines: {node: '>= 0.4.0'}
 
+  uuid@10.0.0:
+    resolution: {integrity: sha512-8XkAphELsDnEGrDxUOHB3RGvXz6TeuYSGEZBOjtTtPm2lwhGBjLgOzLHB63IUWfBpNucQjND6d3AOudO+H3RWQ==}
+    hasBin: true
+
   uuid@11.1.0:
     resolution: {integrity: sha512-0/A9rDy9P7cJ+8w1c9WD9V//9Wj15Ce2MPz8Ri6032usz+NfePxx5AcN3bN+r6ZL6jEo066/yNYB3tn4pQEx+A==}
     hasBin: true
@@ -9817,6 +9990,9 @@ packages:
     resolution: {integrity: sha512-6qN4hJdMwfYBtE3YBTTHhoeuUrDBPZmbQaxWAqSALV/MeEnR5z1xd8UKud2RAkFoPkmB+hli1TZSnyi84xz1vQ==}
     engines: {node: '>=18'}
 
+  whatwg-fetch@3.6.20:
+    resolution: {integrity: sha512-EqhiFU6daOA8kpjOWTL0olhVOF3i7OrFzSYiGsEMB8GcXS+RrzauAERX65xMeNWVqxA6HXH2m69Z9LaKKdisfg==}
+
   whatwg-mimetype@3.0.0:
     resolution: {integrity: sha512-nt+N2dzIutVRxARx1nghPKGv1xHikU7HKdfafKkLNLindmPU/ch3U31NOCGGA/dmPcmb1VlofO0vnKAcsm0o/Q==}
     engines: {node: '>=12'}
@@ -10057,8 +10233,13 @@ packages:
     resolution: {integrity: sha512-dtZ0aQSFyZmoJS0m06/xBN1SazUBPL5HpzlAcs/KcRW0rzadYw12deQBjeMhGKMMeGEp7bA9vmikMLaO4exBcg==}
     engines: {node: '>=14.13.1'}
 
-  zod@3.25.56:
+  zod-to-json-schema@3.24.6:
-    resolution: {integrity: sha512-rd6eEF3BTNvQnR2e2wwolfTmUTnp70aUTqr0oaGbHifzC3BKJsoV+Gat8vxUMR1hwOKBs6El+qWehrHbCpW6SQ==}
+    resolution: {integrity: sha512-h/z3PKvcTcTetyjl1fkj79MHNEjm+HpD6NXheWjzOekY7kV+lwDYnHw+ivHkijnCSMz1yJaWBD9vu/Fcmk+vEg==}
+    peerDependencies:
+      zod: ^3.24.1
+
+  zod@3.25.76:
+    resolution: {integrity: sha512-gzUt/qt81nXsFGKIFcC3YnfEAx5NkunCfnDlvuBSSFS02bcXu4Lmea0AFIUwbLWxWPx3d9p8S5QoaujKcNQxcQ==}
 
   zustand@4.5.6:
     resolution: {integrity: sha512-ibr/n1hBzLLj5Y+yUcU7dYw8p6WnIVzdJbnX+1YpaScvZVF2ziugqHs+LAmHw4lWO9c/zRj+K1ncgWDQuthEdQ==}
@@ -10081,6 +10262,43 @@ snapshots:
 
   '@adobe/css-tools@4.3.3': {}
 
+  '@ai-sdk/azure@2.0.47(zod@3.25.76)':
+    dependencies:
+      '@ai-sdk/openai': 2.0.46(zod@3.25.76)
+      '@ai-sdk/provider': 2.0.0
+      '@ai-sdk/provider-utils': 3.0.11(zod@3.25.76)
+      zod: 3.25.76
+
+  '@ai-sdk/gateway@1.0.36(zod@3.25.76)':
+    dependencies:
+      '@ai-sdk/provider': 2.0.0
+      '@ai-sdk/provider-utils': 3.0.11(zod@3.25.76)
+      '@vercel/oidc': 3.0.2
+      zod: 3.25.76
+
+  '@ai-sdk/google@2.0.18(zod@3.25.76)':
+    dependencies:
+      '@ai-sdk/provider': 2.0.0
+      '@ai-sdk/provider-utils': 3.0.11(zod@3.25.76)
+      zod: 3.25.76
+
+  '@ai-sdk/openai@2.0.46(zod@3.25.76)':
+    dependencies:
+      '@ai-sdk/provider': 2.0.0
+      '@ai-sdk/provider-utils': 3.0.11(zod@3.25.76)
+      zod: 3.25.76
+
+  '@ai-sdk/provider-utils@3.0.11(zod@3.25.76)':
+    dependencies:
+      '@ai-sdk/provider': 2.0.0
+      '@standard-schema/spec': 1.0.0
+      eventsource-parser: 3.0.6
+      zod: 3.25.76
+
+  '@ai-sdk/provider@2.0.0':
+    dependencies:
+      json-schema: 0.4.0
+
   '@ampproject/remapping@2.3.0':
     dependencies:
       '@jridgewell/gen-mapping': 0.3.5
@@ -11940,6 +12158,8 @@ snapshots:
       '@casl/ability': 6.7.2
       react: 18.3.1
 
+  '@cfworker/json-schema@4.1.1': {}
+
   '@chevrotain/cst-dts-gen@11.0.3':
     dependencies:
       '@chevrotain/gast': 11.0.3
@@ -12926,6 +13146,31 @@ snapshots:
     dependencies:
       buffer: 6.0.3
 
+  '@langchain/core@0.3.72(@opentelemetry/api@1.9.0)(openai@6.2.0(ws@8.18.3)(zod@3.25.76))':
+    dependencies:
+      '@cfworker/json-schema': 4.1.1
+      ansi-styles: 5.2.0
+      camelcase: 6.3.0
+      decamelize: 1.2.0
+      js-tiktoken: 1.0.21
+      langsmith: 0.3.61(@opentelemetry/api@1.9.0)(openai@6.2.0(ws@8.18.3)(zod@3.25.76))
+      mustache: 4.2.0
+      p-queue: 6.6.2
+      p-retry: 4.6.2
+      uuid: 10.0.0
+      zod: 3.25.76
+      zod-to-json-schema: 3.24.6(zod@3.25.76)
+    transitivePeerDependencies:
+      - '@opentelemetry/api'
+      - '@opentelemetry/exporter-trace-otlp-proto'
+      - '@opentelemetry/sdk-trace-base'
+      - openai
+
+  '@langchain/textsplitters@0.1.0(@langchain/core@0.3.72(@opentelemetry/api@1.9.0)(openai@6.2.0(ws@8.18.3)(zod@3.25.76)))':
+    dependencies:
+      '@langchain/core': 0.3.72(@opentelemetry/api@1.9.0)(openai@6.2.0(ws@8.18.3)(zod@3.25.76))
+      js-tiktoken: 1.0.21
+
   '@lifeomic/attempt@3.0.3': {}
 
   '@lukeed/csprng@1.1.0': {}
@@ -13423,8 +13668,7 @@ snapshots:
 
   '@one-ini/wasm@0.1.1': {}
 
-  '@opentelemetry/api@1.9.0':
+  '@opentelemetry/api@1.9.0': {}
-    optional: true
 
   '@pinojs/redact@0.4.0': {}
 
@@ -14222,6 +14466,8 @@ snapshots:
     transitivePeerDependencies:
       - supports-color
 
+  '@standard-schema/spec@1.0.0': {}
+
   '@swc/core-darwin-arm64@1.5.25':
     optional: true
 
@@ -14959,6 +15205,8 @@ snapshots:
       '@types/prop-types': 15.7.11
       csstype: 3.1.3
 
+  '@types/retry@0.12.0': {}
+
   '@types/send@0.17.4':
     dependencies:
       '@types/mime': 1.3.5
@@ -15195,6 +15443,8 @@ snapshots:
     dependencies:
       '@ucast/core': 1.10.2
 
+  '@vercel/oidc@3.0.2': {}
+
   '@vitejs/plugin-react@5.1.1(vite@7.2.4(@types/node@22.19.1)(jiti@1.21.0)(less@4.2.0)(terser@5.39.0)(tsx@4.19.3)(yaml@2.7.0))':
     dependencies:
       '@babel/core': 7.28.5
@@ -15331,6 +15581,23 @@ snapshots:
     transitivePeerDependencies:
       - supports-color
 
+  ai-sdk-ollama@0.12.0(ai@5.0.65(zod@3.25.76))(zod@3.25.76):
+    dependencies:
+      '@ai-sdk/provider': 2.0.0
+      '@ai-sdk/provider-utils': 3.0.11(zod@3.25.76)
+      ai: 5.0.65(zod@3.25.76)
+      ollama: 0.6.0
+    transitivePeerDependencies:
+      - zod
+
+  ai@5.0.65(zod@3.25.76):
+    dependencies:
+      '@ai-sdk/gateway': 1.0.36(zod@3.25.76)
+      '@ai-sdk/provider': 2.0.0
+      '@ai-sdk/provider-utils': 3.0.11(zod@3.25.76)
+      '@opentelemetry/api': 1.9.0
+      zod: 3.25.76
+
   ajv-formats@2.1.1(ajv@8.12.0):
     optionalDependencies:
       ajv: 8.12.0
@@ -15993,6 +16260,10 @@ snapshots:
 
   consola@3.4.0: {}
 
+  console-table-printer@2.14.6:
+    dependencies:
+      simple-wcswidth: 1.1.2
+
   content-disposition@0.5.4:
     dependencies:
       safe-buffer: 5.2.1
@@ -16925,8 +17196,12 @@ snapshots:
 
   eventemitter2@6.4.9: {}
 
+  eventemitter3@4.0.7: {}
+
   events@3.3.0: {}
 
+  eventsource-parser@3.0.6: {}
+
   execa@5.1.1:
     dependencies:
       cross-spawn: 7.0.6
@@ -18112,6 +18387,10 @@ snapshots:
 
   js-cookie@3.0.5: {}
 
+  js-tiktoken@1.0.21:
+    dependencies:
+      base64-js: 1.5.1
+
   js-tokens@4.0.0: {}
 
   js-yaml@3.14.1:
@@ -18169,6 +18448,8 @@ snapshots:
 
   json-schema-traverse@1.0.0: {}
 
+  json-schema@0.4.0: {}
+
   json-stable-stringify-without-jsonify@1.0.1: {}
 
   json5@2.2.3: {}
@@ -18273,6 +18554,19 @@ snapshots:
       vscode-languageserver-textdocument: 1.0.12
       vscode-uri: 3.0.8
 
+  langsmith@0.3.61(@opentelemetry/api@1.9.0)(openai@6.2.0(ws@8.18.3)(zod@3.25.76)):
+    dependencies:
+      '@types/uuid': 10.0.0
+      chalk: 4.1.2
+      console-table-printer: 2.14.6
+      p-queue: 6.6.2
+      p-retry: 4.6.2
+      semver: 7.7.2
+      uuid: 10.0.0
+    optionalDependencies:
+      '@opentelemetry/api': 1.9.0
+      openai: 6.2.0(ws@8.18.3)(zod@3.25.76)
+
   layout-base@1.0.2: {}
 
   layout-base@2.0.1: {}
@@ -18470,10 +18764,10 @@ snapshots:
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       xmlbuilder: 10.1.1
 
-  mantine-form-zod-resolver@1.3.0(@mantine/form@8.1.3(react@18.3.1))(zod@3.25.56):
+  mantine-form-zod-resolver@1.3.0(@mantine/form@8.1.3(react@18.3.1))(zod@3.25.76):
     dependencies:
       '@mantine/form': 8.1.3(react@18.3.1)
-      zod: 3.25.56
+      zod: 3.25.76
 
   markdown-it@14.1.0:
     dependencies:
@@ -18806,6 +19100,8 @@ snapshots:
       glur: 1.1.2
       object-assign: 4.1.1
 
+  mustache@4.2.0: {}
+
   mute-stream@2.0.0: {}
 
   nanoid@3.3.11: {}
@@ -19007,6 +19303,10 @@ snapshots:
 
   oidc-token-hash@5.0.3: {}
 
+  ollama@0.6.0:
+    dependencies:
+      whatwg-fetch: 3.6.20
+
   on-exit-leak-free@2.1.2: {}
 
   once@1.4.0:
@@ -19025,6 +19325,12 @@ snapshots:
       is-docker: 2.2.1
       is-wsl: 2.2.0
 
+  openai@6.2.0(ws@8.18.3)(zod@3.25.76):
+    optionalDependencies:
+      ws: 8.18.3
+      zod: 3.25.76
+    optional: true
+
   openid-client@5.7.1:
     dependencies:
       jose: 4.15.9
@@ -19076,6 +19382,8 @@ snapshots:
     dependencies:
       '@noble/hashes': 1.7.1
 
+  p-finally@1.0.0: {}
+
   p-limit@2.3.0:
     dependencies:
       p-try: 2.2.0
@@ -19098,6 +19406,20 @@ snapshots:
 
   p-map@2.1.0: {}
 
+  p-queue@6.6.2:
+    dependencies:
+      eventemitter3: 4.0.7
+      p-timeout: 3.2.0
+
+  p-retry@4.6.2:
+    dependencies:
+      '@types/retry': 0.12.0
+      retry: 0.13.1
+
+  p-timeout@3.2.0:
+    dependencies:
+      p-finally: 1.0.0
+
   p-try@2.2.0: {}
 
   package-json-from-dist@1.0.0: {}
@@ -19258,6 +19580,8 @@ snapshots:
     dependencies:
       split2: 4.2.0
 
+  pgvector@0.2.1: {}
+
   pica@7.1.1:
     dependencies:
       glur: 1.1.2
@@ -19919,6 +20243,8 @@ snapshots:
 
   ret@0.5.0: {}
 
+  retry@0.13.1: {}
+
   reusify@1.0.4: {}
 
   rfdc@1.3.1: {}
@@ -20158,6 +20484,8 @@ snapshots:
     dependencies:
       is-arrayish: 0.3.4
 
+  simple-wcswidth@1.1.2: {}
+
   sisteransi@1.0.5: {}
 
   slash@3.0.0: {}
@@ -20814,6 +21142,8 @@ snapshots:
 
   utils-merge@1.0.1: {}
 
+  uuid@10.0.0: {}
+
   uuid@11.1.0: {}
 
   uuid@9.0.1: {}
@@ -20944,6 +21274,8 @@ snapshots:
     dependencies:
       iconv-lite: 0.6.3
 
+  whatwg-fetch@3.6.20: {}
+
   whatwg-mimetype@3.0.0: {}
 
   whatwg-mimetype@4.0.0: {}
@@ -21164,7 +21496,11 @@ snapshots:
       css-what: 6.1.0
       entities: 5.0.0
 
-  zod@3.25.56: {}
+  zod-to-json-schema@3.24.6(zod@3.25.76):
+    dependencies:
+      zod: 3.25.76
+
+  zod@3.25.76: {}
 
   zustand@4.5.6(@types/react@18.3.12)(react@18.3.1):
     dependencies: