WIP

apps/server/package.json

@@ -37,6 +37,7 @@
     "@fastify/cookie": "^11.0.2",
     "@fastify/multipart": "^9.0.3",
     "@fastify/static": "^8.2.0",
+    "@langchain/textsplitters": "^0.1.0",
     "@nestjs/bullmq": "^11.0.2",
     "@nestjs/common": "^11.1.3",
     "@nestjs/config": "^4.0.2",
@@ -78,6 +79,7 @@
     "passport-jwt": "^4.0.1",
     "pg": "^8.16.0",
     "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) {
@@ -181,10 +182,22 @@ export class PersistenceExtension implements Extension {
     }
 
     this.contributors.get(documentName).add(userId);
+
+    console.log('embedd me')
+    const pageId = getPageId(documentName);
+
+    await this.aiQueue.add(QueueJob.GENERATE_PAGE_EMBEDDINGS, {
+      pageId: pageId,
+    });
   }
 
   async afterUnloadDocument(data: afterUnloadDocumentPayload) {
     const documentName = data.documentName;
+    const pageId = getPageId(documentName);
+
     this.contributors.delete(documentName);
+
+    // should only queue embed after unload// should delay so we dont embed always
+
   }
 }

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

@@ -63,6 +63,7 @@ export class PageRepo {
     pageId: string,
     opts?: {
       includeContent?: boolean;
+      includeText?: boolean;
       includeYdoc?: boolean;
       includeSpace?: boolean;
       includeCreator?: boolean;
@@ -79,6 +80,7 @@ export class PageRepo {
       .selectFrom('pages')
       .select(this.baseFields)
       .$if(opts?.includeContent, (qb) => qb.select('content'))
+      .$if(opts?.includeText, (qb) => qb.select('textContent'))
       .$if(opts?.includeYdoc, (qb) => qb.select('ydoc'))
       .$if(opts?.includeHasChildren, (qb) =>
         qb.select((eb) => this.withHasChildren(eb)),

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

@@ -0,0 +1,45 @@
+import {
+  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 { Embeddings } 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: Embeddings;
+  pageHistory: PageHistory;
+  pages: Pages;
+  shares: Shares;
+  spaceMembers: SpaceMembers;
+  spaces: Spaces;
+  userMfa: UserMfa;
+  users: Users;
+  userTokens: UserTokens;
+  workspaceInvitations: WorkspaceInvitations;
+  workspaces: Workspaces;
+}

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

@@ -0,0 +1,17 @@
+import { Json, Timestamp, Generated } from '@docmost/db/types/db';
+
+// page_embeddings type
+export interface Embeddings {
+  id: Generated<string>;
+  pageId: string;
+  spaceId: string;
+  workspaceId: string;
+  embedding: number[] | Buffer | string;
+  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

@@ -20,6 +20,7 @@ import {
   FileTasks,
   UserMfa as _UserMFA,
 } from './db';
+import { Embeddings } from '@docmost/db/types/embeddings.types';
 
 // Workspace
 export type Workspace = Selectable<Workspaces>;
@@ -119,3 +120,8 @@ export type UpdatableFileTask = Updateable<Omit<FileTasks, 'id'>>;
 export type UserMFA = Selectable<_UserMFA>;
 export type InsertableUserMFA = Insertable<_UserMFA>;
 export type UpdatableUserMFA = Updateable<Omit<_UserMFA, 'id'>>;
+
+// Page Embedding
+export type PageEmbedding = Selectable<Embeddings>;
+export type InsertablePageEmbedding = Insertable<Embeddings>;
+export type UpdatablePageEmbedding = Updateable<Omit<Embeddings, '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 KyselyTransaction = Transaction<DB>;
+export type KyselyDB = Kysely<DbInterface>;
+export type KyselyTransaction = Transaction<DbInterface>;

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

@@ -4,6 +4,7 @@ export enum QueueName {
   GENERAL_QUEUE = '{general-queue}',
   BILLING_QUEUE = '{billing-queue}',
   FILE_TASK_QUEUE = '{file-task-queue}',
+  AI_QUEUE = '{ai-queue}',
 }
 
 export enum QueueJob {
@@ -23,4 +24,7 @@ export enum QueueJob {
 
   IMPORT_TASK = 'import-task',
   EXPORT_TASK = 'export-task',
+
+  GENERATE_PAGE_EMBEDDINGS = 'generate-page-embeddings',
+  DELETE_PAGE_EMBEDDINGS = 'delete-page-embeddings',
 }

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

@@ -57,6 +57,14 @@ import { BacklinksProcessor } from './processors/backlinks.processor';
         attempts: 1,
       },
     }),
+    BullModule.registerQueue({
+      name: QueueName.AI_QUEUE,
+      defaultJobOptions: {
+        removeOnComplete: true,
+        removeOnFail: true,
+        attempts: 1,
+      },
+    }),
   ],
   exports: [BullModule],
   providers: [BacklinksProcessor],

pnpm-lock.yaml

@@ -444,6 +444,9 @@ 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@5.12.2(ws@8.18.2)(zod@3.25.56)))
       '@nestjs/bullmq':
         specifier: ^11.0.2
         version: 11.0.2(@nestjs/common@11.1.3(class-transformer@0.5.1)(class-validator@0.14.1)(reflect-metadata@0.2.2)(rxjs@7.8.2))(@nestjs/core@11.1.3)(bullmq@5.53.2)
@@ -567,6 +570,9 @@ 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
@@ -1710,6 +1716,9 @@ 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==}
 
@@ -2513,6 +2522,16 @@ 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==}
 
@@ -4391,6 +4410,9 @@ 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==}
 
@@ -5232,6 +5254,9 @@ packages:
   console-control-strings@1.1.0:
     resolution: {integrity: sha512-ty/fTekppD2fIwRvnZAVdeOiGd1c7YXEixbgJTNzqcxJWKQnjJ/V1bNEEE6hygpM3WjwHFUVK6HTjWSzV4a8sQ==}
 
+  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'}
@@ -5954,6 +5979,9 @@ 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'}
@@ -6856,6 +6884,9 @@ 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==}
 
@@ -7017,6 +7048,23 @@ 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==}
 
@@ -7444,6 +7492,10 @@ 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}
@@ -7698,6 +7750,10 @@ 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'}
@@ -7722,6 +7778,18 @@ 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'}
@@ -7886,6 +7954,10 @@ 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==}
 
@@ -8504,6 +8576,10 @@ 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'}
@@ -8684,6 +8760,9 @@ packages:
     resolution: {integrity: sha512-bzyZ1e88w9O1iNJbKnOlvYTrWPDl46O1bG0D3XInv+9tkPrxrN8jUUTiFlDkkmKWgn1M6CfIA13SuGqOa9Korw==}
     engines: {node: '>=14'}
 
+  simple-wcswidth@1.1.2:
+    resolution: {integrity: sha512-j7piyCjAeTDSjzTSQ7DokZtMNwNlEAyxqSZeCS+CXH7fJ4jx3FuJ/mTW3mE+6JLs4VJBbcll0Kjn+KXI5t21Iw==}
+
   sisteransi@1.0.5:
     resolution: {integrity: sha512-bLGGlR1QxBcynn2d5YmDX4MGjlZvy2MRBDRNHLJ8VI6l6+9FUiyTFNJ0IveOSP0bcXgVDPRcfGqA0pjaqUpfVg==}
 
@@ -9292,6 +9371,10 @@ 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
@@ -9678,6 +9761,11 @@ packages:
     resolution: {integrity: sha512-dtZ0aQSFyZmoJS0m06/xBN1SazUBPL5HpzlAcs/KcRW0rzadYw12deQBjeMhGKMMeGEp7bA9vmikMLaO4exBcg==}
     engines: {node: '>=14.13.1'}
 
+  zod-to-json-schema@3.24.6:
+    resolution: {integrity: sha512-h/z3PKvcTcTetyjl1fkj79MHNEjm+HpD6NXheWjzOekY7kV+lwDYnHw+ivHkijnCSMz1yJaWBD9vu/Fcmk+vEg==}
+    peerDependencies:
+      zod: ^3.24.1
+
   zod@3.25.56:
     resolution: {integrity: sha512-rd6eEF3BTNvQnR2e2wwolfTmUTnp70aUTqr0oaGbHifzC3BKJsoV+Gat8vxUMR1hwOKBs6El+qWehrHbCpW6SQ==}
 
@@ -11459,6 +11547,8 @@ 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
@@ -12325,6 +12415,31 @@ snapshots:
     dependencies:
       buffer: 6.0.3
 
+  '@langchain/core@0.3.72(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.2)(zod@3.25.56))':
+    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@5.12.2(ws@8.18.2)(zod@3.25.56))
+      mustache: 4.2.0
+      p-queue: 6.6.2
+      p-retry: 4.6.2
+      uuid: 10.0.0
+      zod: 3.25.56
+      zod-to-json-schema: 3.24.6(zod@3.25.56)
+    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@5.12.2(ws@8.18.2)(zod@3.25.56)))':
+    dependencies:
+      '@langchain/core': 0.3.72(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.2)(zod@3.25.56))
+      js-tiktoken: 1.0.21
+
   '@lifeomic/attempt@3.0.3': {}
 
   '@lukeed/csprng@1.1.0': {}
@@ -14293,6 +14408,8 @@ 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
@@ -15327,6 +15444,10 @@ snapshots:
 
   console-control-strings@1.1.0: {}
 
+  console-table-printer@2.14.6:
+    dependencies:
+      simple-wcswidth: 1.1.2
+
   content-disposition@0.5.4:
     dependencies:
       safe-buffer: 5.2.1
@@ -16234,6 +16355,8 @@ snapshots:
 
   eventemitter2@6.4.9: {}
 
+  eventemitter3@4.0.7: {}
+
   events@3.3.0: {}
 
   execa@5.1.1:
@@ -17371,6 +17494,10 @@ 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:
@@ -17532,6 +17659,19 @@ snapshots:
       vscode-languageserver-textdocument: 1.0.12
       vscode-uri: 3.0.8
 
+  langsmith@0.3.61(@opentelemetry/api@1.9.0)(openai@5.12.2(ws@8.18.2)(zod@3.25.56)):
+    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: 5.12.2(ws@8.18.2)(zod@3.25.56)
+
   layout-base@1.0.2: {}
 
   layout-base@2.0.1: {}
@@ -18049,6 +18189,8 @@ snapshots:
       glur: 1.1.2
       object-assign: 4.1.1
 
+  mustache@4.2.0: {}
+
   mute-stream@2.0.0: {}
 
   nanoid@3.3.11: {}
@@ -18331,6 +18473,8 @@ snapshots:
     dependencies:
       '@noble/hashes': 1.7.1
 
+  p-finally@1.0.0: {}
+
   p-limit@2.3.0:
     dependencies:
       p-try: 2.2.0
@@ -18353,6 +18497,20 @@ 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: {}
@@ -18511,6 +18669,8 @@ snapshots:
     dependencies:
       split2: 4.2.0
 
+  pgvector@0.2.1: {}
+
   pica@7.1.1:
     dependencies:
       glur: 1.1.2
@@ -19175,6 +19335,8 @@ snapshots:
 
   ret@0.5.0: {}
 
+  retry@0.13.1: {}
+
   reusify@1.0.4: {}
 
   rfdc@1.3.1: {}
@@ -19379,6 +19541,8 @@ snapshots:
 
   signal-exit@4.1.0: {}
 
+  simple-wcswidth@1.1.2: {}
+
   sisteransi@1.0.5: {}
 
   slash@3.0.0: {}
@@ -20026,6 +20190,8 @@ snapshots:
 
   utils-merge@1.0.1: {}
 
+  uuid@10.0.0: {}
+
   uuid@11.1.0: {}
 
   uuid@9.0.1: {}
@@ -20375,6 +20541,10 @@ snapshots:
       css-what: 6.1.0
       entities: 5.0.0
 
+  zod-to-json-schema@3.24.6(zod@3.25.56):
+    dependencies:
+      zod: 3.25.56
+
   zod@3.25.56: {}
 
   zustand@4.5.6(@types/react@18.3.12)(react@18.3.1):