From ded3cd8876501c1daa67d54bbb4b02d2b85efc3d Mon Sep 17 00:00:00 2001
From: Danny Avila <danny@librechat.ai>
Date: Mon, 10 Mar 2025 17:23:46 -0400
Subject: [PATCH 01/12] =?UTF-8?q?=F0=9F=94=8D=20feat:=20Mistral=20OCR=20AP?=
 =?UTF-8?q?I=20/=20Upload=20Files=20as=20Text=20(#6274)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
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* refactor: move `loadAuthValues` to `~/services/Tools/credentials`

* feat: add createAxiosInstance function to configure axios with proxy support

* WIP: First pass mistral ocr

* refactor: replace getConvoFiles with getToolFiles for improved file retrieval logic

* refactor: improve document formatting in encodeAndFormat function

* refactor: remove unused resendFiles parameter from buildOptions function (this option comes from the agent config)

* fix: update getFiles call to include files with `text` property as well

* refactor: move file handling to `initializeAgentOptions`

* refactor: enhance addImageURLs method to handle OCR text and improve message formatting

* refactor: update message formatting to handle OCR text in various content types

* refactor: remove unused resendFiles property from compactAgentsSchema

* fix: add error handling for Mistral OCR document upload and logging

* refactor: integrate OCR capability into file upload options and configuration

* refactor: skip processing for text source files in delete request, as they are directly tied to database

* feat: add metadata field to ExtendedFile type and update PanelColumns and PanelTable components for localization and metadata handling

* fix: source icon styling

* wip: first pass, frontend file context agent resources

* refactor: add hover card with contextual information for File Context (OCR) in FileContext component

* feat: enhance file processing by integrating file retrieval for OCR resources in agent initialization

* feat: implement OCR config; fix: agent resource deletion for ocr files

* feat: enhance agent initialization by adding OCR capability check in resource priming

* ci: fix `~/config` module mock

* ci: add OCR property expectation in AppService tests

* refactor: simplify OCR config loading by removing environment variable extraction, to be done when OCR is actually performed

* ci: add unit test to ensure environment variable references are not parsed in OCR config

* refactor: disable base64 image inclusion in OCR request

* refactor: enhance OCR configuration handling by validating environment variables and providing defaults

* refactor: use file stream from disk for mistral ocr api
---
 api/app/clients/BaseClient.js                 |  10 +-
 api/app/clients/tools/util/handleTools.js     |  41 +-
 api/app/clients/tools/util/index.js           |   3 +-
 api/config/index.js                           |  16 +
 api/models/Conversation.js                    |  52 +-
 api/models/File.js                            |   6 +-
 api/server/controllers/agents/callbacks.js    |   2 +-
 api/server/controllers/agents/client.js       |  27 +-
 api/server/controllers/tools.js               |   3 +-
 api/server/middleware/buildEndpointOption.js  |  11 +-
 api/server/routes/files/files.js              |   2 +-
 api/server/services/AppService.js             |   9 +-
 api/server/services/AppService.spec.js        |  30 +
 api/server/services/Endpoints/agents/build.js |  12 +-
 .../services/Endpoints/agents/initialize.js   |  68 +-
 api/server/services/Files/MistralOCR/crud.js  | 207 +++++
 .../services/Files/MistralOCR/crud.spec.js    | 737 ++++++++++++++++++
 api/server/services/Files/MistralOCR/index.js |   5 +
 api/server/services/Files/images/encode.js    |   8 +
 api/server/services/Files/process.js          |  54 +-
 api/server/services/Files/strategies.js       |  23 +
 api/server/services/Tools/credentials.js      |  56 ++
 api/server/utils/handleText.js                |   1 +
 api/test/__mocks__/logger.js                  |   3 +
 api/typedefs.js                               |  48 ++
 client/src/common/agents-types.ts             |   1 +
 client/src/common/types.ts                    |   1 +
 .../Chat/Input/Files/AttachFileMenu.tsx       |  13 +-
 .../Chat/Input/Files/DragDropModal.tsx        |   8 +-
 .../Chat/Input/Files/FilePreview.tsx          |   7 +-
 .../Chat/Input/Files/SourceIcon.tsx           |  41 +-
 .../SidePanel/Agents/AgentConfig.tsx          |  29 +-
 .../SidePanel/Agents/FileContext.tsx          | 128 +++
 .../SidePanel/Files/PanelColumns.tsx          |  11 +-
 .../SidePanel/Files/PanelFileCell.tsx         |   1 -
 .../components/SidePanel/Files/PanelTable.tsx |   1 +
 client/src/data-provider/Files/mutations.ts   |   5 +-
 client/src/locales/en/translation.json        |   7 +-
 client/src/utils/forms.tsx                    |  16 +-
 package-lock.json                             |   2 +-
 packages/data-provider/package.json           |   2 +-
 packages/data-provider/src/config.ts          |  17 +-
 packages/data-provider/src/index.ts           |   1 +
 packages/data-provider/src/ocr.ts             |  14 +
 packages/data-provider/src/schemas.ts         |   1 -
 .../data-provider/src/types/assistants.ts     |   6 +-
 packages/data-provider/src/types/files.ts     |   2 +
 packages/data-schemas/src/schema/file.ts      |   4 +
 48 files changed, 1621 insertions(+), 131 deletions(-)
 create mode 100644 api/server/services/Files/MistralOCR/crud.js
 create mode 100644 api/server/services/Files/MistralOCR/crud.spec.js
 create mode 100644 api/server/services/Files/MistralOCR/index.js
 create mode 100644 api/server/services/Tools/credentials.js
 create mode 100644 client/src/components/SidePanel/Agents/FileContext.tsx
 create mode 100644 packages/data-provider/src/ocr.ts

diff --git a/api/app/clients/BaseClient.js b/api/app/clients/BaseClient.js
index 61b39a8f6d..77e14c07d0 100644
--- a/api/app/clients/BaseClient.js
+++ b/api/app/clients/BaseClient.js
@@ -1121,9 +1121,13 @@ class BaseClient {
         return message;
       }
 
-      const files = await getFiles({
-        file_id: { $in: fileIds },
-      });
+      const files = await getFiles(
+        {
+          file_id: { $in: fileIds },
+        },
+        {},
+        {},
+      );
 
       await this.addImageURLs(message, files, this.visionMode);
 
diff --git a/api/app/clients/tools/util/handleTools.js b/api/app/clients/tools/util/handleTools.js
index ae19a158ee..063d6e0327 100644
--- a/api/app/clients/tools/util/handleTools.js
+++ b/api/app/clients/tools/util/handleTools.js
@@ -21,6 +21,7 @@ const {
 } = require('../');
 const { primeFiles: primeCodeFiles } = require('~/server/services/Files/Code/process');
 const { createFileSearchTool, primeFiles: primeSearchFiles } = require('./fileSearch');
+const { loadAuthValues } = require('~/server/services/Tools/credentials');
 const { createMCPTool } = require('~/server/services/MCP');
 const { loadSpecs } = require('./loadSpecs');
 const { logger } = require('~/config');
@@ -90,45 +91,6 @@ const validateTools = async (user, tools = []) => {
   }
 };
 
-const loadAuthValues = async ({ userId, authFields, throwError = true }) => {
-  let authValues = {};
-
-  /**
-   * Finds the first non-empty value for the given authentication field, supporting alternate fields.
-   * @param {string[]} fields Array of strings representing the authentication fields. Supports alternate fields delimited by "||".
-   * @returns {Promise<{ authField: string, authValue: string} | null>} An object containing the authentication field and value, or null if not found.
-   */
-  const findAuthValue = async (fields) => {
-    for (const field of fields) {
-      let value = process.env[field];
-      if (value) {
-        return { authField: field, authValue: value };
-      }
-      try {
-        value = await getUserPluginAuthValue(userId, field, throwError);
-      } catch (err) {
-        if (field === fields[fields.length - 1] && !value) {
-          throw err;
-        }
-      }
-      if (value) {
-        return { authField: field, authValue: value };
-      }
-    }
-    return null;
-  };
-
-  for (let authField of authFields) {
-    const fields = authField.split('||');
-    const result = await findAuthValue(fields);
-    if (result) {
-      authValues[result.authField] = result.authValue;
-    }
-  }
-
-  return authValues;
-};
-
 /** @typedef {typeof import('@langchain/core/tools').Tool} ToolConstructor */
 /** @typedef {import('@langchain/core/tools').Tool} Tool */
 
@@ -348,7 +310,6 @@ const loadTools = async ({
 
 module.exports = {
   loadToolWithAuth,
-  loadAuthValues,
   validateTools,
   loadTools,
 };
diff --git a/api/app/clients/tools/util/index.js b/api/app/clients/tools/util/index.js
index 73d10270b6..ea67bb4ced 100644
--- a/api/app/clients/tools/util/index.js
+++ b/api/app/clients/tools/util/index.js
@@ -1,9 +1,8 @@
-const { validateTools, loadTools, loadAuthValues } = require('./handleTools');
+const { validateTools, loadTools } = require('./handleTools');
 const handleOpenAIErrors = require('./handleOpenAIErrors');
 
 module.exports = {
   handleOpenAIErrors,
-  loadAuthValues,
   validateTools,
   loadTools,
 };
diff --git a/api/config/index.js b/api/config/index.js
index aaf8bb2764..dd765efb8e 100644
--- a/api/config/index.js
+++ b/api/config/index.js
@@ -1,3 +1,4 @@
+const axios = require('axios');
 const { EventSource } = require('eventsource');
 const { Time, CacheKeys } = require('librechat-data-provider');
 const logger = require('./winston');
@@ -47,9 +48,24 @@ const sendEvent = (res, event) => {
   res.write(`event: message\ndata: ${JSON.stringify(event)}\n\n`);
 };
 
+function createAxiosInstance() {
+  const instance = axios.create();
+
+  if (process.env.proxy) {
+    const url = new URL(process.env.proxy);
+    instance.defaults.proxy = {
+      host: url.hostname,
+      protocol: url.protocol.replace(':', ''),
+    };
+  }
+
+  return instance;
+}
+
 module.exports = {
   logger,
   sendEvent,
   getMCPManager,
+  createAxiosInstance,
   getFlowStateManager,
 };
diff --git a/api/models/Conversation.js b/api/models/Conversation.js
index 9e51926ebc..f609b96c5c 100644
--- a/api/models/Conversation.js
+++ b/api/models/Conversation.js
@@ -15,19 +15,6 @@ const searchConversation = async (conversationId) => {
     throw new Error('Error searching conversation');
   }
 };
-/**
- * Searches for a conversation by conversationId and returns associated file ids.
- * @param {string} conversationId - The conversation's ID.
- * @returns {Promise<string[] | null>}
- */
-const getConvoFiles = async (conversationId) => {
-  try {
-    return (await Conversation.findOne({ conversationId }, 'files').lean())?.files ?? [];
-  } catch (error) {
-    logger.error('[getConvoFiles] Error getting conversation files', error);
-    throw new Error('Error getting conversation files');
-  }
-};
 
 /**
  * Retrieves a single conversation for a given user and conversation ID.
@@ -73,9 +60,46 @@ const deleteNullOrEmptyConversations = async () => {
   }
 };
 
+/**
+ * Retrieves files from a conversation that have either embedded=true
+ * or a metadata.fileIdentifier. Simplified and efficient query.
+ *
+ * @param {string} conversationId - The conversation ID
+ * @returns {Promise<MongoFile[]>} - Filtered array of matching file objects
+ */
+const getToolFiles = async (conversationId) => {
+  try {
+    const [result] = await Conversation.aggregate([
+      { $match: { conversationId } },
+      {
+        $project: {
+          files: {
+            $filter: {
+              input: '$files',
+              as: 'file',
+              cond: {
+                $or: [
+                  { $eq: ['$$file.embedded', true] },
+                  { $ifNull: ['$$file.metadata.fileIdentifier', false] },
+                ],
+              },
+            },
+          },
+          _id: 0,
+        },
+      },
+    ]).exec();
+
+    return result?.files || [];
+  } catch (error) {
+    logger.error('[getConvoEmbeddedFiles] Error fetching embedded files:', error);
+    throw new Error('Error fetching embedded files');
+  }
+};
+
 module.exports = {
   Conversation,
-  getConvoFiles,
+  getToolFiles,
   searchConversation,
   deleteNullOrEmptyConversations,
   /**
diff --git a/api/models/File.js b/api/models/File.js
index 870a18a7c8..3d62f27abb 100644
--- a/api/models/File.js
+++ b/api/models/File.js
@@ -17,11 +17,13 @@ const findFileById = async (file_id, options = {}) => {
  * Retrieves files matching a given filter, sorted by the most recently updated.
  * @param {Object} filter - The filter criteria to apply.
  * @param {Object} [_sortOptions] - Optional sort parameters.
+ * @param {Object|String} [selectFields={ text: 0 }] - Fields to include/exclude in the query results.
+ *                                                   Default excludes the 'text' field.
  * @returns {Promise<Array<IMongoFile>>} A promise that resolves to an array of file documents.
  */
-const getFiles = async (filter, _sortOptions) => {
+const getFiles = async (filter, _sortOptions, selectFields = { text: 0 }) => {
   const sortOptions = { updatedAt: -1, ..._sortOptions };
-  return await File.find(filter).sort(sortOptions).lean();
+  return await File.find(filter).select(selectFields).sort(sortOptions).lean();
 };
 
 /**
diff --git a/api/server/controllers/agents/callbacks.js b/api/server/controllers/agents/callbacks.js
index 45beefe7e6..6622ec3815 100644
--- a/api/server/controllers/agents/callbacks.js
+++ b/api/server/controllers/agents/callbacks.js
@@ -10,8 +10,8 @@ const {
   ChatModelStreamHandler,
 } = require('@librechat/agents');
 const { processCodeOutput } = require('~/server/services/Files/Code/process');
+const { loadAuthValues } = require('~/server/services/Tools/credentials');
 const { saveBase64Image } = require('~/server/services/Files/process');
-const { loadAuthValues } = require('~/app/clients/tools/util');
 const { logger, sendEvent } = require('~/config');
 
 /** @typedef {import('@librechat/agents').Graph} Graph */
diff --git a/api/server/controllers/agents/client.js b/api/server/controllers/agents/client.js
index 628b62e5ea..d591fe3247 100644
--- a/api/server/controllers/agents/client.js
+++ b/api/server/controllers/agents/client.js
@@ -223,14 +223,23 @@ class AgentClient extends BaseClient {
     };
   }
 
+  /**
+   *
+   * @param {TMessage} message
+   * @param {Array<MongoFile>} attachments
+   * @returns {Promise<Array<Partial<MongoFile>>>}
+   */
   async addImageURLs(message, attachments) {
-    const { files, image_urls } = await encodeAndFormat(
+    const { files, text, image_urls } = await encodeAndFormat(
       this.options.req,
       attachments,
       this.options.agent.provider,
       VisionModes.agents,
     );
     message.image_urls = image_urls.length ? image_urls : undefined;
+    if (text && text.length) {
+      message.ocr = text;
+    }
     return files;
   }
 
@@ -308,7 +317,21 @@ class AgentClient extends BaseClient {
         assistantName: this.options?.modelLabel,
       });
 
-      const needsTokenCount = this.contextStrategy && !orderedMessages[i].tokenCount;
+      if (message.ocr && i !== orderedMessages.length - 1) {
+        if (typeof formattedMessage.content === 'string') {
+          formattedMessage.content = message.ocr + '\n' + formattedMessage.content;
+        } else {
+          const textPart = formattedMessage.content.find((part) => part.type === 'text');
+          textPart
+            ? (textPart.text = message.ocr + '\n' + textPart.text)
+            : formattedMessage.content.unshift({ type: 'text', text: message.ocr });
+        }
+      } else if (message.ocr && i === orderedMessages.length - 1) {
+        systemContent = [systemContent, message.ocr].join('\n');
+      }
+
+      const needsTokenCount =
+        (this.contextStrategy && !orderedMessages[i].tokenCount) || message.ocr;
 
       /* If tokens were never counted, or, is a Vision request and the message has files, count again */
       if (needsTokenCount || (this.isVisionModel && (message.image_urls || message.files))) {
diff --git a/api/server/controllers/tools.js b/api/server/controllers/tools.js
index 1c5330af35..b37b6fcb8c 100644
--- a/api/server/controllers/tools.js
+++ b/api/server/controllers/tools.js
@@ -10,7 +10,8 @@ const {
 const { processFileURL, uploadImageBuffer } = require('~/server/services/Files/process');
 const { processCodeOutput } = require('~/server/services/Files/Code/process');
 const { createToolCall, getToolCallsByConvo } = require('~/models/ToolCall');
-const { loadAuthValues, loadTools } = require('~/app/clients/tools/util');
+const { loadAuthValues } = require('~/server/services/Tools/credentials');
+const { loadTools } = require('~/app/clients/tools/util');
 const { checkAccess } = require('~/server/middleware');
 const { getMessage } = require('~/models/Message');
 const { logger } = require('~/config');
diff --git a/api/server/middleware/buildEndpointOption.js b/api/server/middleware/buildEndpointOption.js
index a0ce754a1c..041864b025 100644
--- a/api/server/middleware/buildEndpointOption.js
+++ b/api/server/middleware/buildEndpointOption.js
@@ -10,7 +10,6 @@ const openAI = require('~/server/services/Endpoints/openAI');
 const agents = require('~/server/services/Endpoints/agents');
 const custom = require('~/server/services/Endpoints/custom');
 const google = require('~/server/services/Endpoints/google');
-const { getConvoFiles } = require('~/models/Conversation');
 const { handleError } = require('~/server/utils');
 
 const buildFunction = {
@@ -87,16 +86,8 @@ async function buildEndpointOption(req, res, next) {
 
     // TODO: use `getModelsConfig` only when necessary
     const modelsConfig = await getModelsConfig(req);
-    const { resendFiles = true } = req.body.endpointOption;
     req.body.endpointOption.modelsConfig = modelsConfig;
-    if (isAgents && resendFiles && req.body.conversationId) {
-      const fileIds = await getConvoFiles(req.body.conversationId);
-      const requestFiles = req.body.files ?? [];
-      if (requestFiles.length || fileIds.length) {
-        req.body.endpointOption.attachments = processFiles(requestFiles, fileIds);
-      }
-    } else if (req.body.files) {
-      // hold the promise
+    if (req.body.files && !isAgents) {
       req.body.endpointOption.attachments = processFiles(req.body.files);
     }
     next();
diff --git a/api/server/routes/files/files.js b/api/server/routes/files/files.js
index c320f7705b..c371b8e28e 100644
--- a/api/server/routes/files/files.js
+++ b/api/server/routes/files/files.js
@@ -16,7 +16,7 @@ const {
 } = require('~/server/services/Files/process');
 const { getStrategyFunctions } = require('~/server/services/Files/strategies');
 const { getOpenAIClient } = require('~/server/controllers/assistants/helpers');
-const { loadAuthValues } = require('~/app/clients/tools/util');
+const { loadAuthValues } = require('~/server/services/Tools/credentials');
 const { getAgent } = require('~/models/Agent');
 const { getFiles } = require('~/models/File');
 const { logger } = require('~/config');
diff --git a/api/server/services/AppService.js b/api/server/services/AppService.js
index d194d31a6b..1accd7eba6 100644
--- a/api/server/services/AppService.js
+++ b/api/server/services/AppService.js
@@ -1,4 +1,9 @@
-const { FileSources, EModelEndpoint, getConfigDefaults } = require('librechat-data-provider');
+const {
+  FileSources,
+  EModelEndpoint,
+  loadOCRConfig,
+  getConfigDefaults,
+} = require('librechat-data-provider');
 const { checkVariables, checkHealth, checkConfig, checkAzureVariables } = require('./start/checks');
 const { azureAssistantsDefaults, assistantsConfigSetup } = require('./start/assistants');
 const { initializeFirebase } = require('./Files/Firebase/initialize');
@@ -25,6 +30,7 @@ const AppService = async (app) => {
   const config = (await loadCustomConfig()) ?? {};
   const configDefaults = getConfigDefaults();
 
+  const ocr = loadOCRConfig(config.ocr);
   const filteredTools = config.filteredTools;
   const includedTools = config.includedTools;
   const fileStrategy = config.fileStrategy ?? configDefaults.fileStrategy;
@@ -57,6 +63,7 @@ const AppService = async (app) => {
   const interfaceConfig = await loadDefaultInterface(config, configDefaults);
 
   const defaultLocals = {
+    ocr,
     paths,
     fileStrategy,
     socialLogins,
diff --git a/api/server/services/AppService.spec.js b/api/server/services/AppService.spec.js
index 61ac80fc6c..e47bfe7d5d 100644
--- a/api/server/services/AppService.spec.js
+++ b/api/server/services/AppService.spec.js
@@ -120,6 +120,7 @@ describe('AppService', () => {
         },
       },
       paths: expect.anything(),
+      ocr: expect.anything(),
       imageOutputType: expect.any(String),
       fileConfig: undefined,
       secureImageLinks: undefined,
@@ -588,4 +589,33 @@ describe('AppService updating app.locals and issuing warnings', () => {
       );
     });
   });
+
+  it('should not parse environment variable references in OCR config', async () => {
+    // Mock custom configuration with env variable references in OCR config
+    const mockConfig = {
+      ocr: {
+        apiKey: '${OCR_API_KEY_CUSTOM_VAR_NAME}',
+        baseURL: '${OCR_BASEURL_CUSTOM_VAR_NAME}',
+        strategy: 'mistral_ocr',
+        mistralModel: 'mistral-medium',
+      },
+    };
+
+    require('./Config/loadCustomConfig').mockImplementationOnce(() => Promise.resolve(mockConfig));
+
+    // Set actual environment variables with different values
+    process.env.OCR_API_KEY_CUSTOM_VAR_NAME = 'actual-api-key';
+    process.env.OCR_BASEURL_CUSTOM_VAR_NAME = 'https://actual-ocr-url.com';
+
+    // Initialize app
+    const app = { locals: {} };
+    await AppService(app);
+
+    // Verify that the raw string references were preserved and not interpolated
+    expect(app.locals.ocr).toBeDefined();
+    expect(app.locals.ocr.apiKey).toEqual('${OCR_API_KEY_CUSTOM_VAR_NAME}');
+    expect(app.locals.ocr.baseURL).toEqual('${OCR_BASEURL_CUSTOM_VAR_NAME}');
+    expect(app.locals.ocr.strategy).toEqual('mistral_ocr');
+    expect(app.locals.ocr.mistralModel).toEqual('mistral-medium');
+  });
 });
diff --git a/api/server/services/Endpoints/agents/build.js b/api/server/services/Endpoints/agents/build.js
index 027937e7fd..999cdc16be 100644
--- a/api/server/services/Endpoints/agents/build.js
+++ b/api/server/services/Endpoints/agents/build.js
@@ -2,15 +2,8 @@ const { loadAgent } = require('~/models/Agent');
 const { logger } = require('~/config');
 
 const buildOptions = (req, endpoint, parsedBody) => {
-  const {
-    spec,
-    iconURL,
-    agent_id,
-    instructions,
-    maxContextTokens,
-    resendFiles = true,
-    ...model_parameters
-  } = parsedBody;
+  const { spec, iconURL, agent_id, instructions, maxContextTokens, ...model_parameters } =
+    parsedBody;
   const agentPromise = loadAgent({
     req,
     agent_id,
@@ -24,7 +17,6 @@ const buildOptions = (req, endpoint, parsedBody) => {
     iconURL,
     endpoint,
     agent_id,
-    resendFiles,
     instructions,
     maxContextTokens,
     model_parameters,
diff --git a/api/server/services/Endpoints/agents/initialize.js b/api/server/services/Endpoints/agents/initialize.js
index 1cf8ad7a67..11c8dc6fc4 100644
--- a/api/server/services/Endpoints/agents/initialize.js
+++ b/api/server/services/Endpoints/agents/initialize.js
@@ -2,6 +2,7 @@ const { createContentAggregator, Providers } = require('@librechat/agents');
 const {
   EModelEndpoint,
   getResponseSender,
+  AgentCapabilities,
   providerEndpointMap,
 } = require('librechat-data-provider');
 const {
@@ -15,10 +16,13 @@ const initCustom = require('~/server/services/Endpoints/custom/initialize');
 const initGoogle = require('~/server/services/Endpoints/google/initialize');
 const generateArtifactsPrompt = require('~/app/clients/prompts/artifacts');
 const { getCustomEndpointConfig } = require('~/server/services/Config');
+const { processFiles } = require('~/server/services/Files/process');
 const { loadAgentTools } = require('~/server/services/ToolService');
 const AgentClient = require('~/server/controllers/agents/client');
+const { getToolFiles } = require('~/models/Conversation');
 const { getModelMaxTokens } = require('~/utils');
 const { getAgent } = require('~/models/Agent');
+const { getFiles } = require('~/models/File');
 const { logger } = require('~/config');
 
 const providerConfigMap = {
@@ -34,20 +38,38 @@ const providerConfigMap = {
 };
 
 /**
- *
+ * @param {ServerRequest} req
  * @param {Promise<Array<MongoFile | null>> | undefined} _attachments
  * @param {AgentToolResources | undefined} _tool_resources
  * @returns {Promise<{ attachments: Array<MongoFile | undefined> | undefined, tool_resources: AgentToolResources | undefined }>}
  */
-const primeResources = async (_attachments, _tool_resources) => {
+const primeResources = async (req, _attachments, _tool_resources) => {
   try {
+    /** @type {Array<MongoFile | undefined> | undefined} */
+    let attachments;
+    const tool_resources = _tool_resources ?? {};
+    const isOCREnabled = (req.app.locals?.[EModelEndpoint.agents]?.capabilities ?? []).includes(
+      AgentCapabilities.ocr,
+    );
+    if (tool_resources.ocr?.file_ids && isOCREnabled) {
+      const context = await getFiles(
+        {
+          file_id: { $in: tool_resources.ocr.file_ids },
+        },
+        {},
+        {},
+      );
+      attachments = (attachments ?? []).concat(context);
+    }
     if (!_attachments) {
-      return { attachments: undefined, tool_resources: _tool_resources };
+      return { attachments, tool_resources };
     }
     /** @type {Array<MongoFile | undefined> | undefined} */
     const files = await _attachments;
-    const attachments = [];
-    const tool_resources = _tool_resources ?? {};
+    if (!attachments) {
+      /** @type {Array<MongoFile | undefined>} */
+      attachments = [];
+    }
 
     for (const file of files) {
       if (!file) {
@@ -82,7 +104,6 @@ const primeResources = async (_attachments, _tool_resources) => {
  * @param {ServerResponse} params.res
  * @param {Agent} params.agent
  * @param {object} [params.endpointOption]
- * @param {AgentToolResources} [params.tool_resources]
  * @param {boolean} [params.isInitialAgent]
  * @returns {Promise<Agent>}
  */
@@ -91,9 +112,28 @@ const initializeAgentOptions = async ({
   res,
   agent,
   endpointOption,
-  tool_resources,
   isInitialAgent = false,
 }) => {
+  let currentFiles;
+  const requestFiles = req.body.files ?? [];
+  if (
+    isInitialAgent &&
+    req.body.conversationId != null &&
+    agent.model_parameters?.resendFiles === true
+  ) {
+    const fileIds = (await getToolFiles(req.body.conversationId)).map((f) => f.file_id);
+    if (requestFiles.length || fileIds.length) {
+      currentFiles = await processFiles(requestFiles, fileIds);
+    }
+  } else if (isInitialAgent && requestFiles.length) {
+    currentFiles = await processFiles(requestFiles);
+  }
+
+  const { attachments, tool_resources } = await primeResources(
+    req,
+    currentFiles,
+    agent.tool_resources,
+  );
   const { tools, toolContextMap } = await loadAgentTools({
     req,
     res,
@@ -160,6 +200,7 @@ const initializeAgentOptions = async ({
   return {
     ...agent,
     tools,
+    attachments,
     toolContextMap,
     maxContextTokens:
       agent.max_context_tokens ??
@@ -197,11 +238,6 @@ const initializeClient = async ({ req, res, endpointOption }) => {
     throw new Error('Agent not found');
   }
 
-  const { attachments, tool_resources } = await primeResources(
-    endpointOption.attachments,
-    primaryAgent.tool_resources,
-  );
-
   const agentConfigs = new Map();
 
   // Handle primary agent
@@ -210,7 +246,6 @@ const initializeClient = async ({ req, res, endpointOption }) => {
     res,
     agent: primaryAgent,
     endpointOption,
-    tool_resources,
     isInitialAgent: true,
   });
 
@@ -240,18 +275,19 @@ const initializeClient = async ({ req, res, endpointOption }) => {
 
   const client = new AgentClient({
     req,
-    agent: primaryConfig,
     sender,
-    attachments,
     contentParts,
+    agentConfigs,
     eventHandlers,
     collectedUsage,
     artifactPromises,
+    agent: primaryConfig,
     spec: endpointOption.spec,
     iconURL: endpointOption.iconURL,
-    agentConfigs,
     endpoint: EModelEndpoint.agents,
+    attachments: primaryConfig.attachments,
     maxContextTokens: primaryConfig.maxContextTokens,
+    resendFiles: primaryConfig.model_parameters?.resendFiles ?? true,
   });
 
   return { client };
diff --git a/api/server/services/Files/MistralOCR/crud.js b/api/server/services/Files/MistralOCR/crud.js
new file mode 100644
index 0000000000..cef8297519
--- /dev/null
+++ b/api/server/services/Files/MistralOCR/crud.js
@@ -0,0 +1,207 @@
+// ~/server/services/Files/MistralOCR/crud.js
+const fs = require('fs');
+const path = require('path');
+const FormData = require('form-data');
+const { FileSources, envVarRegex, extractEnvVariable } = require('librechat-data-provider');
+const { loadAuthValues } = require('~/server/services/Tools/credentials');
+const { logger, createAxiosInstance } = require('~/config');
+const { logAxiosError } = require('~/utils');
+
+const axios = createAxiosInstance();
+
+/**
+ * Uploads a document to Mistral API using file streaming to avoid loading the entire file into memory
+ *
+ * @param {Object} params Upload parameters
+ * @param {string} params.filePath The path to the file on disk
+ * @param {string} [params.fileName] Optional filename to use (defaults to the name from filePath)
+ * @param {string} params.apiKey Mistral API key
+ * @param {string} [params.baseURL=https://api.mistral.ai/v1] Mistral API base URL
+ * @returns {Promise<Object>} The response from Mistral API
+ */
+async function uploadDocumentToMistral({
+  filePath,
+  fileName = '',
+  apiKey,
+  baseURL = 'https://api.mistral.ai/v1',
+}) {
+  const form = new FormData();
+  form.append('purpose', 'ocr');
+  const actualFileName = fileName || path.basename(filePath);
+  const fileStream = fs.createReadStream(filePath);
+  form.append('file', fileStream, { filename: actualFileName });
+
+  return axios
+    .post(`${baseURL}/files`, form, {
+      headers: {
+        Authorization: `Bearer ${apiKey}`,
+        ...form.getHeaders(),
+      },
+      maxBodyLength: Infinity,
+      maxContentLength: Infinity,
+    })
+    .then((res) => res.data)
+    .catch((error) => {
+      logger.error('Error uploading document to Mistral:', error.message);
+      throw error;
+    });
+}
+
+async function getSignedUrl({
+  apiKey,
+  fileId,
+  expiry = 24,
+  baseURL = 'https://api.mistral.ai/v1',
+}) {
+  return axios
+    .get(`${baseURL}/files/${fileId}/url?expiry=${expiry}`, {
+      headers: {
+        Authorization: `Bearer ${apiKey}`,
+      },
+    })
+    .then((res) => res.data)
+    .catch((error) => {
+      logger.error('Error fetching signed URL:', error.message);
+      throw error;
+    });
+}
+
+/**
+ * @param {Object} params
+ * @param {string} params.apiKey
+ * @param {string} params.documentUrl
+ * @param {string} [params.baseURL]
+ * @returns {Promise<OCRResult>}
+ */
+async function performOCR({
+  apiKey,
+  documentUrl,
+  model = 'mistral-ocr-latest',
+  baseURL = 'https://api.mistral.ai/v1',
+}) {
+  return axios
+    .post(
+      `${baseURL}/ocr`,
+      {
+        model,
+        include_image_base64: false,
+        document: {
+          type: 'document_url',
+          document_url: documentUrl,
+        },
+      },
+      {
+        headers: {
+          'Content-Type': 'application/json',
+          Authorization: `Bearer ${apiKey}`,
+        },
+      },
+    )
+    .then((res) => res.data)
+    .catch((error) => {
+      logger.error('Error performing OCR:', error.message);
+      throw error;
+    });
+}
+
+function extractVariableName(str) {
+  const match = str.match(envVarRegex);
+  return match ? match[1] : null;
+}
+
+const uploadMistralOCR = async ({ req, file, file_id, entity_id }) => {
+  try {
+    /** @type {TCustomConfig['ocr']} */
+    const ocrConfig = req.app.locals?.ocr;
+
+    const apiKeyConfig = ocrConfig.apiKey || '';
+    const baseURLConfig = ocrConfig.baseURL || '';
+
+    const isApiKeyEnvVar = envVarRegex.test(apiKeyConfig);
+    const isBaseURLEnvVar = envVarRegex.test(baseURLConfig);
+
+    const isApiKeyEmpty = !apiKeyConfig.trim();
+    const isBaseURLEmpty = !baseURLConfig.trim();
+
+    let apiKey, baseURL;
+
+    if (isApiKeyEnvVar || isBaseURLEnvVar || isApiKeyEmpty || isBaseURLEmpty) {
+      const apiKeyVarName = isApiKeyEnvVar ? extractVariableName(apiKeyConfig) : 'OCR_API_KEY';
+      const baseURLVarName = isBaseURLEnvVar ? extractVariableName(baseURLConfig) : 'OCR_BASEURL';
+
+      const authValues = await loadAuthValues({
+        userId: req.user.id,
+        authFields: [baseURLVarName, apiKeyVarName],
+        optional: new Set([baseURLVarName]),
+      });
+
+      apiKey = authValues[apiKeyVarName];
+      baseURL = authValues[baseURLVarName];
+    } else {
+      apiKey = apiKeyConfig;
+      baseURL = baseURLConfig;
+    }
+
+    const mistralFile = await uploadDocumentToMistral({
+      filePath: file.path,
+      fileName: file.originalname,
+      apiKey,
+      baseURL,
+    });
+
+    const modelConfig = ocrConfig.mistralModel || '';
+    const model = envVarRegex.test(modelConfig)
+      ? extractEnvVariable(modelConfig)
+      : modelConfig.trim() || 'mistral-ocr-latest';
+
+    const signedUrlResponse = await getSignedUrl({
+      apiKey,
+      baseURL,
+      fileId: mistralFile.id,
+    });
+
+    const ocrResult = await performOCR({
+      apiKey,
+      baseURL,
+      model,
+      documentUrl: signedUrlResponse.url,
+    });
+
+    let aggregatedText = '';
+    const images = [];
+    ocrResult.pages.forEach((page, index) => {
+      if (ocrResult.pages.length > 1) {
+        aggregatedText += `# PAGE ${index + 1}\n`;
+      }
+
+      aggregatedText += page.markdown + '\n\n';
+
+      if (page.images && page.images.length > 0) {
+        page.images.forEach((image) => {
+          if (image.image_base64) {
+            images.push(image.image_base64);
+          }
+        });
+      }
+    });
+
+    return {
+      filename: file.originalname,
+      bytes: aggregatedText.length * 4,
+      filepath: FileSources.mistral_ocr,
+      text: aggregatedText,
+      images,
+    };
+  } catch (error) {
+    const message = 'Error uploading document to Mistral OCR API';
+    logAxiosError({ error, message });
+    throw new Error(message);
+  }
+};
+
+module.exports = {
+  uploadDocumentToMistral,
+  uploadMistralOCR,
+  getSignedUrl,
+  performOCR,
+};
diff --git a/api/server/services/Files/MistralOCR/crud.spec.js b/api/server/services/Files/MistralOCR/crud.spec.js
new file mode 100644
index 0000000000..80ac6f73a4
--- /dev/null
+++ b/api/server/services/Files/MistralOCR/crud.spec.js
@@ -0,0 +1,737 @@
+const fs = require('fs');
+
+const mockAxios = {
+  interceptors: {
+    request: { use: jest.fn(), eject: jest.fn() },
+    response: { use: jest.fn(), eject: jest.fn() },
+  },
+  create: jest.fn().mockReturnValue({
+    defaults: {
+      proxy: null,
+    },
+    get: jest.fn().mockResolvedValue({ data: {} }),
+    post: jest.fn().mockResolvedValue({ data: {} }),
+    put: jest.fn().mockResolvedValue({ data: {} }),
+    delete: jest.fn().mockResolvedValue({ data: {} }),
+  }),
+  get: jest.fn().mockResolvedValue({ data: {} }),
+  post: jest.fn().mockResolvedValue({ data: {} }),
+  put: jest.fn().mockResolvedValue({ data: {} }),
+  delete: jest.fn().mockResolvedValue({ data: {} }),
+  reset: jest.fn().mockImplementation(function () {
+    this.get.mockClear();
+    this.post.mockClear();
+    this.put.mockClear();
+    this.delete.mockClear();
+    this.create.mockClear();
+  }),
+};
+
+jest.mock('axios', () => mockAxios);
+jest.mock('fs');
+jest.mock('~/utils', () => ({
+  logAxiosError: jest.fn(),
+}));
+jest.mock('~/config', () => ({
+  logger: {
+    error: jest.fn(),
+  },
+  createAxiosInstance: () => mockAxios,
+}));
+jest.mock('~/server/services/Tools/credentials', () => ({
+  loadAuthValues: jest.fn(),
+}));
+
+const { uploadDocumentToMistral, uploadMistralOCR, getSignedUrl, performOCR } = require('./crud');
+
+describe('MistralOCR Service', () => {
+  afterEach(() => {
+    mockAxios.reset();
+    jest.clearAllMocks();
+  });
+
+  describe('uploadDocumentToMistral', () => {
+    beforeEach(() => {
+      // Create a more complete mock for file streams that FormData can work with
+      const mockReadStream = {
+        on: jest.fn().mockImplementation(function (event, handler) {
+          // Simulate immediate 'end' event to make FormData complete processing
+          if (event === 'end') {
+            handler();
+          }
+          return this;
+        }),
+        pipe: jest.fn().mockImplementation(function () {
+          return this;
+        }),
+        pause: jest.fn(),
+        resume: jest.fn(),
+        emit: jest.fn(),
+        once: jest.fn(),
+        destroy: jest.fn(),
+      };
+
+      fs.createReadStream = jest.fn().mockReturnValue(mockReadStream);
+
+      // Mock FormData's append to avoid actual stream processing
+      jest.mock('form-data', () => {
+        const mockFormData = function () {
+          return {
+            append: jest.fn(),
+            getHeaders: jest
+              .fn()
+              .mockReturnValue({ 'content-type': 'multipart/form-data; boundary=---boundary' }),
+            getBuffer: jest.fn().mockReturnValue(Buffer.from('mock-form-data')),
+            getLength: jest.fn().mockReturnValue(100),
+          };
+        };
+        return mockFormData;
+      });
+    });
+
+    it('should upload a document to Mistral API using file streaming', async () => {
+      const mockResponse = { data: { id: 'file-123', purpose: 'ocr' } };
+      mockAxios.post.mockResolvedValueOnce(mockResponse);
+
+      const result = await uploadDocumentToMistral({
+        filePath: '/path/to/test.pdf',
+        fileName: 'test.pdf',
+        apiKey: 'test-api-key',
+      });
+
+      // Check that createReadStream was called with the correct file path
+      expect(fs.createReadStream).toHaveBeenCalledWith('/path/to/test.pdf');
+
+      // Since we're mocking FormData, we'll just check that axios was called correctly
+      expect(mockAxios.post).toHaveBeenCalledWith(
+        'https://api.mistral.ai/v1/files',
+        expect.anything(),
+        expect.objectContaining({
+          headers: expect.objectContaining({
+            Authorization: 'Bearer test-api-key',
+          }),
+          maxBodyLength: Infinity,
+          maxContentLength: Infinity,
+        }),
+      );
+      expect(result).toEqual(mockResponse.data);
+    });
+
+    it('should handle errors during document upload', async () => {
+      const errorMessage = 'API error';
+      mockAxios.post.mockRejectedValueOnce(new Error(errorMessage));
+
+      await expect(
+        uploadDocumentToMistral({
+          filePath: '/path/to/test.pdf',
+          fileName: 'test.pdf',
+          apiKey: 'test-api-key',
+        }),
+      ).rejects.toThrow();
+
+      const { logger } = require('~/config');
+      expect(logger.error).toHaveBeenCalledWith(
+        expect.stringContaining('Error uploading document to Mistral:'),
+        expect.any(String),
+      );
+    });
+  });
+
+  describe('getSignedUrl', () => {
+    it('should fetch signed URL from Mistral API', async () => {
+      const mockResponse = { data: { url: 'https://document-url.com' } };
+      mockAxios.get.mockResolvedValueOnce(mockResponse);
+
+      const result = await getSignedUrl({
+        fileId: 'file-123',
+        apiKey: 'test-api-key',
+      });
+
+      expect(mockAxios.get).toHaveBeenCalledWith(
+        'https://api.mistral.ai/v1/files/file-123/url?expiry=24',
+        {
+          headers: {
+            Authorization: 'Bearer test-api-key',
+          },
+        },
+      );
+      expect(result).toEqual(mockResponse.data);
+    });
+
+    it('should handle errors when fetching signed URL', async () => {
+      const errorMessage = 'API error';
+      mockAxios.get.mockRejectedValueOnce(new Error(errorMessage));
+
+      await expect(
+        getSignedUrl({
+          fileId: 'file-123',
+          apiKey: 'test-api-key',
+        }),
+      ).rejects.toThrow();
+
+      const { logger } = require('~/config');
+      expect(logger.error).toHaveBeenCalledWith('Error fetching signed URL:', errorMessage);
+    });
+  });
+
+  describe('performOCR', () => {
+    it('should perform OCR using Mistral API', async () => {
+      const mockResponse = {
+        data: {
+          pages: [{ markdown: 'Page 1 content' }, { markdown: 'Page 2 content' }],
+        },
+      };
+      mockAxios.post.mockResolvedValueOnce(mockResponse);
+
+      const result = await performOCR({
+        apiKey: 'test-api-key',
+        documentUrl: 'https://document-url.com',
+        model: 'mistral-ocr-latest',
+      });
+
+      expect(mockAxios.post).toHaveBeenCalledWith(
+        'https://api.mistral.ai/v1/ocr',
+        {
+          model: 'mistral-ocr-latest',
+          include_image_base64: false,
+          document: {
+            type: 'document_url',
+            document_url: 'https://document-url.com',
+          },
+        },
+        {
+          headers: {
+            'Content-Type': 'application/json',
+            Authorization: 'Bearer test-api-key',
+          },
+        },
+      );
+      expect(result).toEqual(mockResponse.data);
+    });
+
+    it('should handle errors during OCR processing', async () => {
+      const errorMessage = 'OCR processing error';
+      mockAxios.post.mockRejectedValueOnce(new Error(errorMessage));
+
+      await expect(
+        performOCR({
+          apiKey: 'test-api-key',
+          documentUrl: 'https://document-url.com',
+        }),
+      ).rejects.toThrow();
+
+      const { logger } = require('~/config');
+      expect(logger.error).toHaveBeenCalledWith('Error performing OCR:', errorMessage);
+    });
+  });
+
+  describe('uploadMistralOCR', () => {
+    beforeEach(() => {
+      const mockReadStream = {
+        on: jest.fn().mockImplementation(function (event, handler) {
+          if (event === 'end') {
+            handler();
+          }
+          return this;
+        }),
+        pipe: jest.fn().mockImplementation(function () {
+          return this;
+        }),
+        pause: jest.fn(),
+        resume: jest.fn(),
+        emit: jest.fn(),
+        once: jest.fn(),
+        destroy: jest.fn(),
+      };
+
+      fs.createReadStream = jest.fn().mockReturnValue(mockReadStream);
+    });
+
+    it('should process OCR for a file with standard configuration', async () => {
+      // Setup mocks
+      const { loadAuthValues } = require('~/server/services/Tools/credentials');
+      loadAuthValues.mockResolvedValue({
+        OCR_API_KEY: 'test-api-key',
+        OCR_BASEURL: 'https://api.mistral.ai/v1',
+      });
+
+      // Mock file upload response
+      mockAxios.post.mockResolvedValueOnce({
+        data: { id: 'file-123', purpose: 'ocr' },
+      });
+
+      // Mock signed URL response
+      mockAxios.get.mockResolvedValueOnce({
+        data: { url: 'https://signed-url.com' },
+      });
+
+      // Mock OCR response with text and images
+      mockAxios.post.mockResolvedValueOnce({
+        data: {
+          pages: [
+            {
+              markdown: 'Page 1 content',
+              images: [{ image_base64: 'base64image1' }],
+            },
+            {
+              markdown: 'Page 2 content',
+              images: [{ image_base64: 'base64image2' }],
+            },
+          ],
+        },
+      });
+
+      const req = {
+        user: { id: 'user123' },
+        app: {
+          locals: {
+            ocr: {
+              // Use environment variable syntax to ensure loadAuthValues is called
+              apiKey: '${OCR_API_KEY}',
+              baseURL: '${OCR_BASEURL}',
+              mistralModel: 'mistral-medium',
+            },
+          },
+        },
+      };
+
+      const file = {
+        path: '/tmp/upload/file.pdf',
+        originalname: 'document.pdf',
+      };
+
+      const result = await uploadMistralOCR({
+        req,
+        file,
+        file_id: 'file123',
+        entity_id: 'entity123',
+      });
+
+      expect(fs.createReadStream).toHaveBeenCalledWith('/tmp/upload/file.pdf');
+
+      expect(loadAuthValues).toHaveBeenCalledWith({
+        userId: 'user123',
+        authFields: ['OCR_BASEURL', 'OCR_API_KEY'],
+        optional: expect.any(Set),
+      });
+
+      // Verify OCR result
+      expect(result).toEqual({
+        filename: 'document.pdf',
+        bytes: expect.any(Number),
+        filepath: 'mistral_ocr',
+        text: expect.stringContaining('# PAGE 1'),
+        images: ['base64image1', 'base64image2'],
+      });
+    });
+
+    it('should process variable references in configuration', async () => {
+      // Setup mocks with environment variables
+      const { loadAuthValues } = require('~/server/services/Tools/credentials');
+      loadAuthValues.mockResolvedValue({
+        CUSTOM_API_KEY: 'custom-api-key',
+        CUSTOM_BASEURL: 'https://custom-api.mistral.ai/v1',
+      });
+
+      // Mock API responses
+      mockAxios.post.mockResolvedValueOnce({
+        data: { id: 'file-123', purpose: 'ocr' },
+      });
+      mockAxios.get.mockResolvedValueOnce({
+        data: { url: 'https://signed-url.com' },
+      });
+      mockAxios.post.mockResolvedValueOnce({
+        data: {
+          pages: [{ markdown: 'Content from custom API' }],
+        },
+      });
+
+      const req = {
+        user: { id: 'user123' },
+        app: {
+          locals: {
+            ocr: {
+              apiKey: '${CUSTOM_API_KEY}',
+              baseURL: '${CUSTOM_BASEURL}',
+              mistralModel: '${CUSTOM_MODEL}',
+            },
+          },
+        },
+      };
+
+      // Set environment variable for model
+      process.env.CUSTOM_MODEL = 'mistral-large';
+
+      const file = {
+        path: '/tmp/upload/file.pdf',
+        originalname: 'document.pdf',
+      };
+
+      const result = await uploadMistralOCR({
+        req,
+        file,
+        file_id: 'file123',
+        entity_id: 'entity123',
+      });
+
+      expect(fs.createReadStream).toHaveBeenCalledWith('/tmp/upload/file.pdf');
+
+      // Verify that custom environment variables were extracted and used
+      expect(loadAuthValues).toHaveBeenCalledWith({
+        userId: 'user123',
+        authFields: ['CUSTOM_BASEURL', 'CUSTOM_API_KEY'],
+        optional: expect.any(Set),
+      });
+
+      // Check that mistral-large was used in the OCR API call
+      expect(mockAxios.post).toHaveBeenCalledWith(
+        expect.anything(),
+        expect.objectContaining({
+          model: 'mistral-large',
+        }),
+        expect.anything(),
+      );
+
+      expect(result.text).toEqual('Content from custom API\n\n');
+    });
+
+    it('should fall back to default values when variables are not properly formatted', async () => {
+      const { loadAuthValues } = require('~/server/services/Tools/credentials');
+      loadAuthValues.mockResolvedValue({
+        OCR_API_KEY: 'default-api-key',
+        OCR_BASEURL: undefined, // Testing optional parameter
+      });
+
+      mockAxios.post.mockResolvedValueOnce({
+        data: { id: 'file-123', purpose: 'ocr' },
+      });
+      mockAxios.get.mockResolvedValueOnce({
+        data: { url: 'https://signed-url.com' },
+      });
+      mockAxios.post.mockResolvedValueOnce({
+        data: {
+          pages: [{ markdown: 'Default API result' }],
+        },
+      });
+
+      const req = {
+        user: { id: 'user123' },
+        app: {
+          locals: {
+            ocr: {
+              // Use environment variable syntax to ensure loadAuthValues is called
+              apiKey: '${INVALID_FORMAT}', // Using valid env var format but with an invalid name
+              baseURL: '${OCR_BASEURL}', // Using valid env var format
+              mistralModel: 'mistral-ocr-latest', // Plain string value
+            },
+          },
+        },
+      };
+
+      const file = {
+        path: '/tmp/upload/file.pdf',
+        originalname: 'document.pdf',
+      };
+
+      await uploadMistralOCR({
+        req,
+        file,
+        file_id: 'file123',
+        entity_id: 'entity123',
+      });
+
+      expect(fs.createReadStream).toHaveBeenCalledWith('/tmp/upload/file.pdf');
+
+      // Should use the default values
+      expect(loadAuthValues).toHaveBeenCalledWith({
+        userId: 'user123',
+        authFields: ['OCR_BASEURL', 'INVALID_FORMAT'],
+        optional: expect.any(Set),
+      });
+
+      // Should use the default model when not using environment variable format
+      expect(mockAxios.post).toHaveBeenCalledWith(
+        expect.anything(),
+        expect.objectContaining({
+          model: 'mistral-ocr-latest',
+        }),
+        expect.anything(),
+      );
+    });
+
+    it('should handle API errors during OCR process', async () => {
+      const { loadAuthValues } = require('~/server/services/Tools/credentials');
+      loadAuthValues.mockResolvedValue({
+        OCR_API_KEY: 'test-api-key',
+      });
+
+      // Mock file upload to fail
+      mockAxios.post.mockRejectedValueOnce(new Error('Upload failed'));
+
+      const req = {
+        user: { id: 'user123' },
+        app: {
+          locals: {
+            ocr: {
+              apiKey: 'OCR_API_KEY',
+              baseURL: 'OCR_BASEURL',
+            },
+          },
+        },
+      };
+
+      const file = {
+        path: '/tmp/upload/file.pdf',
+        originalname: 'document.pdf',
+      };
+
+      await expect(
+        uploadMistralOCR({
+          req,
+          file,
+          file_id: 'file123',
+          entity_id: 'entity123',
+        }),
+      ).rejects.toThrow('Error uploading document to Mistral OCR API');
+      expect(fs.createReadStream).toHaveBeenCalledWith('/tmp/upload/file.pdf');
+
+      const { logAxiosError } = require('~/utils');
+      expect(logAxiosError).toHaveBeenCalled();
+    });
+
+    it('should handle single page documents without page numbering', async () => {
+      const { loadAuthValues } = require('~/server/services/Tools/credentials');
+      loadAuthValues.mockResolvedValue({
+        OCR_API_KEY: 'test-api-key',
+        OCR_BASEURL: 'https://api.mistral.ai/v1', // Make sure this is included
+      });
+
+      // Clear all previous mocks
+      mockAxios.post.mockClear();
+      mockAxios.get.mockClear();
+
+      // 1. First mock: File upload response
+      mockAxios.post.mockImplementationOnce(() =>
+        Promise.resolve({ data: { id: 'file-123', purpose: 'ocr' } }),
+      );
+
+      // 2. Second mock: Signed URL response
+      mockAxios.get.mockImplementationOnce(() =>
+        Promise.resolve({ data: { url: 'https://signed-url.com' } }),
+      );
+
+      // 3. Third mock: OCR response
+      mockAxios.post.mockImplementationOnce(() =>
+        Promise.resolve({
+          data: {
+            pages: [{ markdown: 'Single page content' }],
+          },
+        }),
+      );
+
+      const req = {
+        user: { id: 'user123' },
+        app: {
+          locals: {
+            ocr: {
+              apiKey: 'OCR_API_KEY',
+              baseURL: 'OCR_BASEURL',
+              mistralModel: 'mistral-ocr-latest',
+            },
+          },
+        },
+      };
+
+      const file = {
+        path: '/tmp/upload/file.pdf',
+        originalname: 'single-page.pdf',
+      };
+
+      const result = await uploadMistralOCR({
+        req,
+        file,
+        file_id: 'file123',
+        entity_id: 'entity123',
+      });
+
+      expect(fs.createReadStream).toHaveBeenCalledWith('/tmp/upload/file.pdf');
+
+      // Verify that single page documents don't include page numbering
+      expect(result.text).not.toContain('# PAGE');
+      expect(result.text).toEqual('Single page content\n\n');
+    });
+
+    it('should use literal values in configuration when provided directly', async () => {
+      const { loadAuthValues } = require('~/server/services/Tools/credentials');
+      // We'll still mock this but it should not be used for literal values
+      loadAuthValues.mockResolvedValue({});
+
+      // Clear all previous mocks
+      mockAxios.post.mockClear();
+      mockAxios.get.mockClear();
+
+      // 1. First mock: File upload response
+      mockAxios.post.mockImplementationOnce(() =>
+        Promise.resolve({ data: { id: 'file-123', purpose: 'ocr' } }),
+      );
+
+      // 2. Second mock: Signed URL response
+      mockAxios.get.mockImplementationOnce(() =>
+        Promise.resolve({ data: { url: 'https://signed-url.com' } }),
+      );
+
+      // 3. Third mock: OCR response
+      mockAxios.post.mockImplementationOnce(() =>
+        Promise.resolve({
+          data: {
+            pages: [{ markdown: 'Processed with literal config values' }],
+          },
+        }),
+      );
+
+      const req = {
+        user: { id: 'user123' },
+        app: {
+          locals: {
+            ocr: {
+              // Direct values that should be used as-is, without variable substitution
+              apiKey: 'actual-api-key-value',
+              baseURL: 'https://direct-api-url.mistral.ai/v1',
+              mistralModel: 'mistral-direct-model',
+            },
+          },
+        },
+      };
+
+      const file = {
+        path: '/tmp/upload/file.pdf',
+        originalname: 'direct-values.pdf',
+      };
+
+      const result = await uploadMistralOCR({
+        req,
+        file,
+        file_id: 'file123',
+        entity_id: 'entity123',
+      });
+
+      expect(fs.createReadStream).toHaveBeenCalledWith('/tmp/upload/file.pdf');
+
+      // Verify the correct URL was used with the direct baseURL value
+      expect(mockAxios.post).toHaveBeenCalledWith(
+        'https://direct-api-url.mistral.ai/v1/files',
+        expect.any(Object),
+        expect.objectContaining({
+          headers: expect.objectContaining({
+            Authorization: 'Bearer actual-api-key-value',
+          }),
+        }),
+      );
+
+      // Check the OCR call was made with the direct model value
+      expect(mockAxios.post).toHaveBeenCalledWith(
+        'https://direct-api-url.mistral.ai/v1/ocr',
+        expect.objectContaining({
+          model: 'mistral-direct-model',
+        }),
+        expect.any(Object),
+      );
+
+      // Verify the result
+      expect(result.text).toEqual('Processed with literal config values\n\n');
+
+      // Verify loadAuthValues was never called since we used direct values
+      expect(loadAuthValues).not.toHaveBeenCalled();
+    });
+
+    it('should handle empty configuration values and use defaults', async () => {
+      const { loadAuthValues } = require('~/server/services/Tools/credentials');
+      // Set up the mock values to be returned by loadAuthValues
+      loadAuthValues.mockResolvedValue({
+        OCR_API_KEY: 'default-from-env-key',
+        OCR_BASEURL: 'https://default-from-env.mistral.ai/v1',
+      });
+
+      // Clear all previous mocks
+      mockAxios.post.mockClear();
+      mockAxios.get.mockClear();
+
+      // 1. First mock: File upload response
+      mockAxios.post.mockImplementationOnce(() =>
+        Promise.resolve({ data: { id: 'file-123', purpose: 'ocr' } }),
+      );
+
+      // 2. Second mock: Signed URL response
+      mockAxios.get.mockImplementationOnce(() =>
+        Promise.resolve({ data: { url: 'https://signed-url.com' } }),
+      );
+
+      // 3. Third mock: OCR response
+      mockAxios.post.mockImplementationOnce(() =>
+        Promise.resolve({
+          data: {
+            pages: [{ markdown: 'Content from default configuration' }],
+          },
+        }),
+      );
+
+      const req = {
+        user: { id: 'user123' },
+        app: {
+          locals: {
+            ocr: {
+              // Empty string values - should fall back to defaults
+              apiKey: '',
+              baseURL: '',
+              mistralModel: '',
+            },
+          },
+        },
+      };
+
+      const file = {
+        path: '/tmp/upload/file.pdf',
+        originalname: 'empty-config.pdf',
+      };
+
+      const result = await uploadMistralOCR({
+        req,
+        file,
+        file_id: 'file123',
+        entity_id: 'entity123',
+      });
+
+      expect(fs.createReadStream).toHaveBeenCalledWith('/tmp/upload/file.pdf');
+
+      // Verify loadAuthValues was called with the default variable names
+      expect(loadAuthValues).toHaveBeenCalledWith({
+        userId: 'user123',
+        authFields: ['OCR_BASEURL', 'OCR_API_KEY'],
+        optional: expect.any(Set),
+      });
+
+      // Verify the API calls used the default values from loadAuthValues
+      expect(mockAxios.post).toHaveBeenCalledWith(
+        'https://default-from-env.mistral.ai/v1/files',
+        expect.any(Object),
+        expect.objectContaining({
+          headers: expect.objectContaining({
+            Authorization: 'Bearer default-from-env-key',
+          }),
+        }),
+      );
+
+      // Verify the OCR model defaulted to mistral-ocr-latest
+      expect(mockAxios.post).toHaveBeenCalledWith(
+        'https://default-from-env.mistral.ai/v1/ocr',
+        expect.objectContaining({
+          model: 'mistral-ocr-latest',
+        }),
+        expect.any(Object),
+      );
+
+      // Check result
+      expect(result.text).toEqual('Content from default configuration\n\n');
+    });
+  });
+});
diff --git a/api/server/services/Files/MistralOCR/index.js b/api/server/services/Files/MistralOCR/index.js
new file mode 100644
index 0000000000..a6223d1ee5
--- /dev/null
+++ b/api/server/services/Files/MistralOCR/index.js
@@ -0,0 +1,5 @@
+const crud = require('./crud');
+
+module.exports = {
+  ...crud,
+};
diff --git a/api/server/services/Files/images/encode.js b/api/server/services/Files/images/encode.js
index 94153ffc64..707632fb6a 100644
--- a/api/server/services/Files/images/encode.js
+++ b/api/server/services/Files/images/encode.js
@@ -49,6 +49,7 @@ async function encodeAndFormat(req, files, endpoint, mode) {
   const promises = [];
   const encodingMethods = {};
   const result = {
+    text: '',
     files: [],
     image_urls: [],
   };
@@ -59,6 +60,9 @@ async function encodeAndFormat(req, files, endpoint, mode) {
 
   for (let file of files) {
     const source = file.source ?? FileSources.local;
+    if (source === FileSources.text && file.text) {
+      result.text += `${!result.text ? 'Attached document(s):\n```md' : '\n\n---\n\n'}# "${file.filename}"\n${file.text}\n`;
+    }
 
     if (!file.height) {
       promises.push([file, null]);
@@ -85,6 +89,10 @@ async function encodeAndFormat(req, files, endpoint, mode) {
     promises.push(preparePayload(req, file));
   }
 
+  if (result.text) {
+    result.text += '\n```';
+  }
+
   const detail = req.body.imageDetail ?? ImageDetail.auto;
 
   /** @type {Array<[MongoFile, string]>} */
diff --git a/api/server/services/Files/process.js b/api/server/services/Files/process.js
index 8744eb409b..1bfadc4b23 100644
--- a/api/server/services/Files/process.js
+++ b/api/server/services/Files/process.js
@@ -28,8 +28,8 @@ const { addResourceFileId, deleteResourceFileId } = require('~/server/controller
 const { addAgentResourceFile, removeAgentResourceFiles } = require('~/models/Agent');
 const { getOpenAIClient } = require('~/server/controllers/assistants/helpers');
 const { createFile, updateFileUsage, deleteFiles } = require('~/models/File');
+const { loadAuthValues } = require('~/server/services/Tools/credentials');
 const { getEndpointsConfig } = require('~/server/services/Config');
-const { loadAuthValues } = require('~/app/clients/tools/util');
 const { LB_QueueAsyncCall } = require('~/server/utils/queue');
 const { getStrategyFunctions } = require('./strategies');
 const { determineFileType } = require('~/server/utils');
@@ -162,7 +162,6 @@ const processDeleteRequest = async ({ req, files }) => {
 
   for (const file of files) {
     const source = file.source ?? FileSources.local;
-
     if (req.body.agent_id && req.body.tool_resource) {
       agentFiles.push({
         tool_resource: req.body.tool_resource,
@@ -170,6 +169,11 @@ const processDeleteRequest = async ({ req, files }) => {
       });
     }
 
+    if (source === FileSources.text) {
+      resolvedFileIds.push(file.file_id);
+      continue;
+    }
+
     if (checkOpenAIStorage(source) && !client[source]) {
       await initializeClients();
     }
@@ -521,6 +525,52 @@ const processAgentFileUpload = async ({ req, res, metadata }) => {
     if (!isFileSearchEnabled) {
       throw new Error('File search is not enabled for Agents');
     }
+  } else if (tool_resource === EToolResources.ocr) {
+    const isOCREnabled = await checkCapability(req, AgentCapabilities.ocr);
+    if (!isOCREnabled) {
+      throw new Error('OCR capability is not enabled for Agents');
+    }
+
+    const { handleFileUpload } = getStrategyFunctions(
+      req.app.locals?.ocr?.strategy ?? FileSources.mistral_ocr,
+    );
+    const { file_id, temp_file_id } = metadata;
+
+    const {
+      text,
+      bytes,
+      // TODO: OCR images support?
+      images,
+      filename,
+      filepath: ocrFileURL,
+    } = await handleFileUpload({ req, file, file_id, entity_id: agent_id });
+
+    const fileInfo = removeNullishValues({
+      text,
+      bytes,
+      file_id,
+      temp_file_id,
+      user: req.user.id,
+      type: file.mimetype,
+      filepath: ocrFileURL,
+      source: FileSources.text,
+      filename: filename ?? file.originalname,
+      model: messageAttachment ? undefined : req.body.model,
+      context: messageAttachment ? FileContext.message_attachment : FileContext.agents,
+    });
+
+    if (!messageAttachment && tool_resource) {
+      await addAgentResourceFile({
+        req,
+        file_id,
+        agent_id,
+        tool_resource,
+      });
+    }
+    const result = await createFile(fileInfo, true);
+    return res
+      .status(200)
+      .json({ message: 'Agent file uploaded and processed successfully', ...result });
   }
 
   const source =
diff --git a/api/server/services/Files/strategies.js b/api/server/services/Files/strategies.js
index ddfdd57469..128715bf3e 100644
--- a/api/server/services/Files/strategies.js
+++ b/api/server/services/Files/strategies.js
@@ -24,6 +24,7 @@ const {
 const { uploadOpenAIFile, deleteOpenAIFile, getOpenAIFileStream } = require('./OpenAI');
 const { getCodeOutputDownloadStream, uploadCodeEnvFile } = require('./Code');
 const { uploadVectors, deleteVectors } = require('./VectorDB');
+const { uploadMistralOCR } = require('./MistralOCR');
 
 /**
  * Firebase Storage Strategy Functions
@@ -127,6 +128,26 @@ const codeOutputStrategy = () => ({
   getDownloadStream: getCodeOutputDownloadStream,
 });
 
+const mistralOCRStrategy = () => ({
+  /** @type {typeof saveFileFromURL | null} */
+  saveURL: null,
+  /** @type {typeof getLocalFileURL | null} */
+  getFileURL: null,
+  /** @type {typeof saveLocalBuffer | null} */
+  saveBuffer: null,
+  /** @type {typeof processLocalAvatar | null} */
+  processAvatar: null,
+  /** @type {typeof uploadLocalImage | null} */
+  handleImageUpload: null,
+  /** @type {typeof prepareImagesLocal | null} */
+  prepareImagePayload: null,
+  /** @type {typeof deleteLocalFile | null} */
+  deleteFile: null,
+  /** @type {typeof getLocalFileStream | null} */
+  getDownloadStream: null,
+  handleFileUpload: uploadMistralOCR,
+});
+
 // Strategy Selector
 const getStrategyFunctions = (fileSource) => {
   if (fileSource === FileSources.firebase) {
@@ -141,6 +162,8 @@ const getStrategyFunctions = (fileSource) => {
     return vectorStrategy();
   } else if (fileSource === FileSources.execute_code) {
     return codeOutputStrategy();
+  } else if (fileSource === FileSources.mistral_ocr) {
+    return mistralOCRStrategy();
   } else {
     throw new Error('Invalid file source');
   }
diff --git a/api/server/services/Tools/credentials.js b/api/server/services/Tools/credentials.js
new file mode 100644
index 0000000000..b50a2460d4
--- /dev/null
+++ b/api/server/services/Tools/credentials.js
@@ -0,0 +1,56 @@
+const { getUserPluginAuthValue } = require('~/server/services/PluginService');
+
+/**
+ *
+ * @param {Object} params
+ * @param {string} params.userId
+ * @param {string[]} params.authFields
+ * @param {Set<string>} [params.optional]
+ * @param {boolean} [params.throwError]
+ * @returns
+ */
+const loadAuthValues = async ({ userId, authFields, optional, throwError = true }) => {
+  let authValues = {};
+
+  /**
+   * Finds the first non-empty value for the given authentication field, supporting alternate fields.
+   * @param {string[]} fields Array of strings representing the authentication fields. Supports alternate fields delimited by "||".
+   * @returns {Promise<{ authField: string, authValue: string} | null>} An object containing the authentication field and value, or null if not found.
+   */
+  const findAuthValue = async (fields) => {
+    for (const field of fields) {
+      let value = process.env[field];
+      if (value) {
+        return { authField: field, authValue: value };
+      }
+      try {
+        value = await getUserPluginAuthValue(userId, field, throwError);
+      } catch (err) {
+        if (optional && optional.has(field)) {
+          return { authField: field, authValue: undefined };
+        }
+        if (field === fields[fields.length - 1] && !value) {
+          throw err;
+        }
+      }
+      if (value) {
+        return { authField: field, authValue: value };
+      }
+    }
+    return null;
+  };
+
+  for (let authField of authFields) {
+    const fields = authField.split('||');
+    const result = await findAuthValue(fields);
+    if (result) {
+      authValues[result.authField] = result.authValue;
+    }
+  }
+
+  return authValues;
+};
+
+module.exports = {
+  loadAuthValues,
+};
diff --git a/api/server/utils/handleText.js b/api/server/utils/handleText.js
index 8c681d8f4e..1b9cda28d7 100644
--- a/api/server/utils/handleText.js
+++ b/api/server/utils/handleText.js
@@ -203,6 +203,7 @@ function generateConfig(key, baseURL, endpoint) {
       AgentCapabilities.artifacts,
       AgentCapabilities.actions,
       AgentCapabilities.tools,
+      AgentCapabilities.ocr,
     ];
   }
 
diff --git a/api/test/__mocks__/logger.js b/api/test/__mocks__/logger.js
index caeb004e39..549c57d5a4 100644
--- a/api/test/__mocks__/logger.js
+++ b/api/test/__mocks__/logger.js
@@ -39,7 +39,10 @@ jest.mock('winston-daily-rotate-file', () => {
 });
 
 jest.mock('~/config', () => {
+  const actualModule = jest.requireActual('~/config');
   return {
+    sendEvent: actualModule.sendEvent,
+    createAxiosInstance: actualModule.createAxiosInstance,
     logger: {
       info: jest.fn(),
       warn: jest.fn(),
diff --git a/api/typedefs.js b/api/typedefs.js
index 3045d9543b..21c4f1fecc 100644
--- a/api/typedefs.js
+++ b/api/typedefs.js
@@ -1787,3 +1787,51 @@
  * @typedef {Promise<{ message: TMessage, conversation: TConversation }> | undefined} ClientDatabaseSavePromise
  * @memberof typedefs
  */
+
+/**
+ * @exports OCRImage
+ * @typedef {Object} OCRImage
+ * @property {string} id - The identifier of the image.
+ * @property {number} top_left_x - X-coordinate of the top left corner of the image.
+ * @property {number} top_left_y - Y-coordinate of the top left corner of the image.
+ * @property {number} bottom_right_x - X-coordinate of the bottom right corner of the image.
+ * @property {number} bottom_right_y - Y-coordinate of the bottom right corner of the image.
+ * @property {string} image_base64 - Base64-encoded image data.
+ * @memberof typedefs
+ */
+
+/**
+ * @exports PageDimensions
+ * @typedef {Object} PageDimensions
+ * @property {number} dpi - The dots per inch resolution of the page.
+ * @property {number} height - The height of the page in pixels.
+ * @property {number} width - The width of the page in pixels.
+ * @memberof typedefs
+ */
+
+/**
+ * @exports OCRPage
+ * @typedef {Object} OCRPage
+ * @property {number} index - The index of the page in the document.
+ * @property {string} markdown - The extracted text content of the page in markdown format.
+ * @property {OCRImage[]} images - Array of images found on the page.
+ * @property {PageDimensions} dimensions - The dimensions of the page.
+ * @memberof typedefs
+ */
+
+/**
+ * @exports OCRUsageInfo
+ * @typedef {Object} OCRUsageInfo
+ * @property {number} pages_processed - Number of pages processed in the document.
+ * @property {number} doc_size_bytes - Size of the document in bytes.
+ * @memberof typedefs
+ */
+
+/**
+ * @exports OCRResult
+ * @typedef {Object} OCRResult
+ * @property {OCRPage[]} pages - Array of pages extracted from the document.
+ * @property {string} model - The model used for OCR processing.
+ * @property {OCRUsageInfo} usage_info - Usage information for the OCR operation.
+ * @memberof typedefs
+ */
diff --git a/client/src/common/agents-types.ts b/client/src/common/agents-types.ts
index a9c24106bc..f4b8aac9fe 100644
--- a/client/src/common/agents-types.ts
+++ b/client/src/common/agents-types.ts
@@ -5,6 +5,7 @@ import type { OptionWithIcon, ExtendedFile } from './types';
 export type TAgentOption = OptionWithIcon &
   Agent & {
     knowledge_files?: Array<[string, ExtendedFile]>;
+    context_files?: Array<[string, ExtendedFile]>;
     code_files?: Array<[string, ExtendedFile]>;
   };
 
diff --git a/client/src/common/types.ts b/client/src/common/types.ts
index 380ec573b8..f0b2b8a238 100644
--- a/client/src/common/types.ts
+++ b/client/src/common/types.ts
@@ -483,6 +483,7 @@ export interface ExtendedFile {
   attached?: boolean;
   embedded?: boolean;
   tool_resource?: string;
+  metadata?: t.TFile['metadata'];
 }
 
 export type ContextType = { navVisible: boolean; setNavVisible: (visible: boolean) => void };
diff --git a/client/src/components/Chat/Input/Files/AttachFileMenu.tsx b/client/src/components/Chat/Input/Files/AttachFileMenu.tsx
index 54a8a595c4..8841a0ae51 100644
--- a/client/src/components/Chat/Input/Files/AttachFileMenu.tsx
+++ b/client/src/components/Chat/Input/Files/AttachFileMenu.tsx
@@ -1,7 +1,7 @@
 import * as Ariakit from '@ariakit/react';
 import React, { useRef, useState, useMemo } from 'react';
-import { FileSearch, ImageUpIcon, TerminalSquareIcon } from 'lucide-react';
 import { EToolResources, EModelEndpoint } from 'librechat-data-provider';
+import { FileSearch, ImageUpIcon, TerminalSquareIcon, FileType2Icon } from 'lucide-react';
 import { FileUpload, TooltipAnchor, DropdownPopup } from '~/components/ui';
 import { useGetEndpointsQuery } from '~/data-provider';
 import { AttachmentIcon } from '~/components/svg';
@@ -49,6 +49,17 @@ const AttachFile = ({ isRTL, disabled, handleFileChange }: AttachFileProps) => {
       },
     ];
 
+    if (capabilities.includes(EToolResources.ocr)) {
+      items.push({
+        label: localize('com_ui_upload_ocr_text'),
+        onClick: () => {
+          setToolResource(EToolResources.ocr);
+          handleUploadClick();
+        },
+        icon: <FileType2Icon className="icon-md" />,
+      });
+    }
+
     if (capabilities.includes(EToolResources.file_search)) {
       items.push({
         label: localize('com_ui_upload_file_search'),
diff --git a/client/src/components/Chat/Input/Files/DragDropModal.tsx b/client/src/components/Chat/Input/Files/DragDropModal.tsx
index b252ae1a93..2abc15a45b 100644
--- a/client/src/components/Chat/Input/Files/DragDropModal.tsx
+++ b/client/src/components/Chat/Input/Files/DragDropModal.tsx
@@ -1,6 +1,6 @@
 import React, { useMemo } from 'react';
 import { EModelEndpoint, EToolResources } from 'librechat-data-provider';
-import { FileSearch, ImageUpIcon, TerminalSquareIcon } from 'lucide-react';
+import { FileSearch, ImageUpIcon, FileType2Icon, TerminalSquareIcon } from 'lucide-react';
 import OGDialogTemplate from '~/components/ui/OGDialogTemplate';
 import { useGetEndpointsQuery } from '~/data-provider';
 import useLocalize from '~/hooks/useLocalize';
@@ -50,6 +50,12 @@ const DragDropModal = ({ onOptionSelect, setShowModal, files, isVisible }: DragD
           value: EToolResources.execute_code,
           icon: <TerminalSquareIcon className="icon-md" />,
         });
+      } else if (capability === EToolResources.ocr) {
+        _options.push({
+          label: localize('com_ui_upload_ocr_text'),
+          value: EToolResources.ocr,
+          icon: <FileType2Icon className="icon-md" />,
+        });
       }
     }
 
diff --git a/client/src/components/Chat/Input/Files/FilePreview.tsx b/client/src/components/Chat/Input/Files/FilePreview.tsx
index 80933b8503..02851119af 100644
--- a/client/src/components/Chat/Input/Files/FilePreview.tsx
+++ b/client/src/components/Chat/Input/Files/FilePreview.tsx
@@ -19,7 +19,7 @@ const FilePreview = ({
   };
   className?: string;
 }) => {
-  const radius = 55; // Radius of the SVG circle
+  const radius = 55;
   const circumference = 2 * Math.PI * radius;
   const progress = useProgress(
     file?.['progress'] ?? 1,
@@ -27,16 +27,15 @@ const FilePreview = ({
     (file as ExtendedFile | undefined)?.size ?? 1,
   );
 
-  // Calculate the offset based on the loading progress
   const offset = circumference - progress * circumference;
   const circleCSSProperties = {
     transition: 'stroke-dashoffset 0.5s linear',
   };
 
   return (
-    <div className={cn('size-10 shrink-0 overflow-hidden rounded-xl', className)}>
+    <div className={cn('relative size-10 shrink-0 overflow-hidden rounded-xl', className)}>
       <FileIcon file={file} fileType={fileType} />
-      <SourceIcon source={file?.source} />
+      <SourceIcon source={file?.source} isCodeFile={!!file?.['metadata']?.fileIdentifier} />
       {progress < 1 && (
         <ProgressCircle
           circumference={circumference}
diff --git a/client/src/components/Chat/Input/Files/SourceIcon.tsx b/client/src/components/Chat/Input/Files/SourceIcon.tsx
index 9638936e9e..3af439bced 100644
--- a/client/src/components/Chat/Input/Files/SourceIcon.tsx
+++ b/client/src/components/Chat/Input/Files/SourceIcon.tsx
@@ -1,3 +1,4 @@
+import { Terminal, Type, Database } from 'lucide-react';
 import { EModelEndpoint, FileSources } from 'librechat-data-provider';
 import { MinimalIcon } from '~/components/Endpoints';
 import { cn } from '~/utils';
@@ -6,9 +7,13 @@ const sourceToEndpoint = {
   [FileSources.openai]: EModelEndpoint.openAI,
   [FileSources.azure]: EModelEndpoint.azureOpenAI,
 };
+
 const sourceToClassname = {
   [FileSources.openai]: 'bg-white/75 dark:bg-black/65',
   [FileSources.azure]: 'azure-bg-color opacity-85',
+  [FileSources.execute_code]: 'bg-black text-white opacity-85',
+  [FileSources.text]: 'bg-blue-100 dark:bg-blue-900 opacity-85 text-white',
+  [FileSources.vectordb]: 'bg-yellow-100 dark:bg-yellow-900 opacity-85 text-white',
 };
 
 const defaultClassName =
@@ -16,13 +21,41 @@ const defaultClassName =
 
 export default function SourceIcon({
   source,
+  isCodeFile,
   className = defaultClassName,
 }: {
   source?: FileSources;
+  isCodeFile?: boolean;
   className?: string;
 }) {
-  if (source === FileSources.local || source === FileSources.firebase) {
-    return null;
+  if (isCodeFile === true) {
+    return (
+      <div className={cn(className, sourceToClassname[FileSources.execute_code] ?? '')}>
+        <span className="flex items-center justify-center">
+          <Terminal className="h-3 w-3" />
+        </span>
+      </div>
+    );
+  }
+
+  if (source === FileSources.text) {
+    return (
+      <div className={cn(className, sourceToClassname[source] ?? '')}>
+        <span className="flex items-center justify-center">
+          <Type className="h-3 w-3" />
+        </span>
+      </div>
+    );
+  }
+
+  if (source === FileSources.vectordb) {
+    return (
+      <div className={cn(className, sourceToClassname[source] ?? '')}>
+        <span className="flex items-center justify-center">
+          <Database className="h-3 w-3" />
+        </span>
+      </div>
+    );
   }
 
   const endpoint = sourceToEndpoint[source ?? ''];
@@ -31,7 +64,7 @@ export default function SourceIcon({
     return null;
   }
   return (
-    <button type="button" className={cn(className, sourceToClassname[source ?? ''] ?? '')}>
+    <div className={cn(className, sourceToClassname[source ?? ''] ?? '')}>
       <span className="flex items-center justify-center">
         <MinimalIcon
           endpoint={endpoint}
@@ -40,6 +73,6 @@ export default function SourceIcon({
           iconClassName="h-3 w-3"
         />
       </span>
-    </button>
+    </div>
   );
 }
diff --git a/client/src/components/SidePanel/Agents/AgentConfig.tsx b/client/src/components/SidePanel/Agents/AgentConfig.tsx
index 9fc7674158..7ece82bed1 100644
--- a/client/src/components/SidePanel/Agents/AgentConfig.tsx
+++ b/client/src/components/SidePanel/Agents/AgentConfig.tsx
@@ -23,6 +23,7 @@ import { processAgentOption } from '~/utils';
 import AdminSettings from './AdminSettings';
 import DeleteButton from './DeleteButton';
 import AgentAvatar from './AgentAvatar';
+import FileContext from './FileContext';
 import { Spinner } from '~/components';
 import FileSearch from './FileSearch';
 import ShareAgent from './ShareAgent';
@@ -82,6 +83,10 @@ export default function AgentConfig({
     () => agentsConfig?.capabilities.includes(AgentCapabilities.artifacts) ?? false,
     [agentsConfig],
   );
+  const ocrEnabled = useMemo(
+    () => agentsConfig?.capabilities.includes(AgentCapabilities.ocr) ?? false,
+    [agentsConfig],
+  );
   const fileSearchEnabled = useMemo(
     () => agentsConfig?.capabilities.includes(AgentCapabilities.file_search) ?? false,
     [agentsConfig],
@@ -91,6 +96,26 @@ export default function AgentConfig({
     [agentsConfig],
   );
 
+  const context_files = useMemo(() => {
+    if (typeof agent === 'string') {
+      return [];
+    }
+
+    if (agent?.id !== agent_id) {
+      return [];
+    }
+
+    if (agent.context_files) {
+      return agent.context_files;
+    }
+
+    const _agent = processAgentOption({
+      agent,
+      fileMap,
+    });
+    return _agent.context_files ?? [];
+  }, [agent, agent_id, fileMap]);
+
   const knowledge_files = useMemo(() => {
     if (typeof agent === 'string') {
       return [];
@@ -334,7 +359,7 @@ export default function AgentConfig({
             </div>
           </button>
         </div>
-        {(codeEnabled || fileSearchEnabled || artifactsEnabled) && (
+        {(codeEnabled || fileSearchEnabled || artifactsEnabled || ocrEnabled) && (
           <div className="mb-4 flex w-full flex-col items-start gap-3">
             <label className="text-token-text-primary block font-medium">
               {localize('com_assistants_capabilities')}
@@ -345,6 +370,8 @@ export default function AgentConfig({
             {fileSearchEnabled && <FileSearch agent_id={agent_id} files={knowledge_files} />}
             {/* Artifacts */}
             {artifactsEnabled && <Artifacts />}
+            {/* File Context (OCR) */}
+            {ocrEnabled && <FileContext agent_id={agent_id} files={context_files} />}
           </div>
         )}
         {/* Agent Tools & Actions */}
diff --git a/client/src/components/SidePanel/Agents/FileContext.tsx b/client/src/components/SidePanel/Agents/FileContext.tsx
new file mode 100644
index 0000000000..eb0e9e9a13
--- /dev/null
+++ b/client/src/components/SidePanel/Agents/FileContext.tsx
@@ -0,0 +1,128 @@
+import { useState, useRef } from 'react';
+import {
+  EModelEndpoint,
+  EToolResources,
+  mergeFileConfig,
+  fileConfig as defaultFileConfig,
+} from 'librechat-data-provider';
+import type { ExtendedFile } from '~/common';
+import { useFileHandling, useLocalize, useLazyEffect } from '~/hooks';
+import FileRow from '~/components/Chat/Input/Files/FileRow';
+import { useGetFileConfig } from '~/data-provider';
+import { HoverCard, HoverCardContent, HoverCardPortal, HoverCardTrigger } from '~/components/ui';
+import { AttachmentIcon, CircleHelpIcon } from '~/components/svg';
+import { useChatContext } from '~/Providers';
+import { ESide } from '~/common';
+
+export default function FileContext({
+  agent_id,
+  files: _files,
+}: {
+  agent_id: string;
+  files?: [string, ExtendedFile][];
+}) {
+  const localize = useLocalize();
+  const { setFilesLoading } = useChatContext();
+  const fileInputRef = useRef<HTMLInputElement>(null);
+  const [files, setFiles] = useState<Map<string, ExtendedFile>>(new Map());
+
+  const { data: fileConfig = defaultFileConfig } = useGetFileConfig({
+    select: (data) => mergeFileConfig(data),
+  });
+
+  const { handleFileChange } = useFileHandling({
+    overrideEndpoint: EModelEndpoint.agents,
+    additionalMetadata: { agent_id, tool_resource: EToolResources.ocr },
+    fileSetter: setFiles,
+  });
+
+  useLazyEffect(
+    () => {
+      if (_files) {
+        setFiles(new Map(_files));
+      }
+    },
+    [_files],
+    750,
+  );
+
+  const endpointFileConfig = fileConfig.endpoints[EModelEndpoint.agents];
+  const isUploadDisabled = endpointFileConfig.disabled ?? false;
+
+  if (isUploadDisabled) {
+    return null;
+  }
+
+  const handleButtonClick = () => {
+    // necessary to reset the input
+    if (fileInputRef.current) {
+      fileInputRef.current.value = '';
+    }
+    fileInputRef.current?.click();
+  };
+
+  return (
+    <div className="w-full">
+      <HoverCard openDelay={50}>
+        <div className="mb-2 flex items-center gap-2">
+          <HoverCardTrigger asChild>
+            <span className="flex items-center gap-2">
+              <label className="text-token-text-primary block font-medium">
+                {localize('com_agents_file_context')}
+              </label>
+              <CircleHelpIcon className="h-4 w-4 text-text-tertiary" />
+            </span>
+          </HoverCardTrigger>
+          <HoverCardPortal>
+            <HoverCardContent side={ESide.Top} className="w-80">
+              <div className="space-y-2">
+                <p className="text-sm text-text-secondary">
+                  {localize('com_agents_file_context_info')}
+                </p>
+              </div>
+            </HoverCardContent>
+          </HoverCardPortal>
+        </div>
+      </HoverCard>
+      <div className="flex flex-col gap-3">
+        {/* File Context (OCR) Files */}
+        <FileRow
+          files={files}
+          setFiles={setFiles}
+          setFilesLoading={setFilesLoading}
+          agent_id={agent_id}
+          tool_resource={EToolResources.ocr}
+          Wrapper={({ children }) => <div className="flex flex-wrap gap-2">{children}</div>}
+        />
+        <div>
+          <button
+            type="button"
+            disabled={!agent_id}
+            className="btn btn-neutral border-token-border-light relative h-9 w-full rounded-lg font-medium"
+            onClick={handleButtonClick}
+          >
+            <div className="flex w-full items-center justify-center gap-1">
+              <AttachmentIcon className="text-token-text-primary h-4 w-4" />
+              <input
+                multiple={true}
+                type="file"
+                style={{ display: 'none' }}
+                tabIndex={-1}
+                ref={fileInputRef}
+                disabled={!agent_id}
+                onChange={handleFileChange}
+              />
+              {localize('com_ui_upload_file_context')}
+            </div>
+          </button>
+        </div>
+        {/* Disabled Message */}
+        {agent_id ? null : (
+          <div className="text-xs text-text-secondary">
+            {localize('com_agents_file_context_disabled')}
+          </div>
+        )}
+      </div>
+    </div>
+  );
+}
diff --git a/client/src/components/SidePanel/Files/PanelColumns.tsx b/client/src/components/SidePanel/Files/PanelColumns.tsx
index d8fc15f6c6..5d199dfc9a 100644
--- a/client/src/components/SidePanel/Files/PanelColumns.tsx
+++ b/client/src/components/SidePanel/Files/PanelColumns.tsx
@@ -1,21 +1,23 @@
 import { ArrowUpDown } from 'lucide-react';
 import type { ColumnDef } from '@tanstack/react-table';
 import type { TFile } from 'librechat-data-provider';
+import useLocalize from '~/hooks/useLocalize';
 import PanelFileCell from './PanelFileCell';
 import { Button } from '~/components/ui';
 import { formatDate } from '~/utils';
 
-export const columns: ColumnDef<TFile>[] = [
+export const columns: ColumnDef<TFile | undefined>[] = [
   {
     accessorKey: 'filename',
     header: ({ column }) => {
+      const localize = useLocalize();
       return (
         <Button
           variant="ghost"
           className="hover:bg-surface-hover"
           onClick={() => column.toggleSorting(column.getIsSorted() === 'asc')}
         >
-          Name
+          {localize('com_ui_name')}
           <ArrowUpDown className="ml-2 h-4 w-4" />
         </Button>
       );
@@ -31,20 +33,21 @@ export const columns: ColumnDef<TFile>[] = [
       size: '10%',
     },
     header: ({ column }) => {
+      const localize = useLocalize();
       return (
         <Button
           variant="ghost"
           className="hover:bg-surface-hover"
           onClick={() => column.toggleSorting(column.getIsSorted() === 'asc')}
         >
-          Date
+          {localize('com_ui_date')}
           <ArrowUpDown className="ml-2 h-4 w-4" />
         </Button>
       );
     },
     cell: ({ row }) => (
       <span className="flex justify-end text-xs">
-        {formatDate(row.original.updatedAt?.toString() ?? '')}
+        {formatDate(row.original?.updatedAt?.toString() ?? '')}
       </span>
     ),
   },
diff --git a/client/src/components/SidePanel/Files/PanelFileCell.tsx b/client/src/components/SidePanel/Files/PanelFileCell.tsx
index e039b8b257..2a38a57172 100644
--- a/client/src/components/SidePanel/Files/PanelFileCell.tsx
+++ b/client/src/components/SidePanel/Files/PanelFileCell.tsx
@@ -6,7 +6,6 @@ import { getFileType } from '~/utils';
 
 export default function PanelFileCell({ row }: { row: Row<TFile | undefined> }) {
   const file = row.original;
-
   return (
     <div className="flex w-full items-center gap-2">
       {file?.type.startsWith('image') === true ? (
diff --git a/client/src/components/SidePanel/Files/PanelTable.tsx b/client/src/components/SidePanel/Files/PanelTable.tsx
index 51d0c864c1..87a965a968 100644
--- a/client/src/components/SidePanel/Files/PanelTable.tsx
+++ b/client/src/components/SidePanel/Files/PanelTable.tsx
@@ -159,6 +159,7 @@ export default function DataTable<TData, TValue>({ columns, data }: DataTablePro
         filename: fileData.filename,
         source: fileData.source,
         size: fileData.bytes,
+        metadata: fileData.metadata,
       });
     },
     [addFile, fileMap, conversation, localize, showToast, fileConfig.endpoints],
diff --git a/client/src/data-provider/Files/mutations.ts b/client/src/data-provider/Files/mutations.ts
index 9f51a5e717..8ac2a5e49e 100644
--- a/client/src/data-provider/Files/mutations.ts
+++ b/client/src/data-provider/Files/mutations.ts
@@ -63,8 +63,9 @@ export const useUploadFileMutation = (
 
           const update = {};
           const prevResources = agent.tool_resources ?? {};
-          const prevResource: t.ExecuteCodeResource | t.AgentFileSearchResource = agent
-            .tool_resources?.[tool_resource] ?? {
+          const prevResource: t.ExecuteCodeResource | t.AgentFileResource = agent.tool_resources?.[
+            tool_resource
+          ] ?? {
             file_ids: [],
           };
           if (!prevResource.file_ids) {
diff --git a/client/src/locales/en/translation.json b/client/src/locales/en/translation.json
index d471d6a00a..e56024e169 100644
--- a/client/src/locales/en/translation.json
+++ b/client/src/locales/en/translation.json
@@ -11,6 +11,9 @@
   "com_agents_create_error": "There was an error creating your agent.",
   "com_agents_description_placeholder": "Optional: Describe your Agent here",
   "com_agents_enable_file_search": "Enable File Search",
+  "com_agents_file_context": "File Context (OCR)",
+  "com_agents_file_context_disabled": "Agent must be created before uploading files for File Context.",
+  "com_agents_file_context_info": "Files uploaded as \"Context\" are processed using OCR to extract text, which is then added to the Agent's instructions. Ideal for documents, images with text, or PDFs where you need the full text content of a file",
   "com_agents_file_search_disabled": "Agent must be created before uploading files for File Search.",
   "com_agents_file_search_info": "When enabled, the agent will be informed of the exact filenames listed below, allowing it to retrieve relevant context from these files.",
   "com_agents_instructions_placeholder": "The system instructions that the agent uses",
@@ -811,10 +814,12 @@
   "com_ui_upload_code_files": "Upload for Code Interpreter",
   "com_ui_upload_delay": "Uploading \"{{0}}\" is taking more time than anticipated. Please wait while the file finishes indexing for retrieval.",
   "com_ui_upload_error": "There was an error uploading your file",
+  "com_ui_upload_file_context": "Upload File Context",
   "com_ui_upload_file_search": "Upload for File Search",
   "com_ui_upload_files": "Upload files",
   "com_ui_upload_image": "Upload an image",
   "com_ui_upload_image_input": "Upload Image",
+  "com_ui_upload_ocr_text": "Upload as Text",
   "com_ui_upload_invalid": "Invalid file for upload. Must be an image not exceeding the limit",
   "com_ui_upload_invalid_var": "Invalid file for upload. Must be an image not exceeding {{0}} MB",
   "com_ui_upload_success": "Successfully uploaded file",
@@ -835,4 +840,4 @@
   "com_ui_zoom": "Zoom",
   "com_user_message": "You",
   "com_warning_resubmit_unsupported": "Resubmitting the AI message is not supported for this endpoint."
-}
\ No newline at end of file
+}
diff --git a/client/src/utils/forms.tsx b/client/src/utils/forms.tsx
index 04e52c9893..f8ccc7cb42 100644
--- a/client/src/utils/forms.tsx
+++ b/client/src/utils/forms.tsx
@@ -58,6 +58,9 @@ export const processAgentOption = ({
     label: _agent?.name ?? '',
     value: _agent?.id ?? '',
     icon: isGlobal ? <EarthIcon className="icon-md text-green-400" /> : null,
+    context_files: _agent?.tool_resources?.ocr?.file_ids
+      ? ([] as Array<[string, ExtendedFile]>)
+      : undefined,
     knowledge_files: _agent?.tool_resources?.file_search?.file_ids
       ? ([] as Array<[string, ExtendedFile]>)
       : undefined,
@@ -83,7 +86,7 @@ export const processAgentOption = ({
     const source =
       tool_resource === EToolResources.file_search
         ? FileSources.vectordb
-        : file?.source ?? FileSources.local;
+        : (file?.source ?? FileSources.local);
 
     if (file) {
       list?.push([
@@ -97,6 +100,7 @@ export const processAgentOption = ({
           height: file.height,
           size: file.bytes,
           preview: file.filepath,
+          metadata: file.metadata,
           progress: 1,
           source,
         },
@@ -117,6 +121,16 @@ export const processAgentOption = ({
     }
   };
 
+  if (agent.context_files && _agent?.tool_resources?.ocr?.file_ids) {
+    _agent.tool_resources.ocr.file_ids.forEach((file_id) =>
+      handleFile({
+        file_id,
+        list: agent.context_files,
+        tool_resource: EToolResources.ocr,
+      }),
+    );
+  }
+
   if (agent.knowledge_files && _agent?.tool_resources?.file_search?.file_ids) {
     _agent.tool_resources.file_search.file_ids.forEach((file_id) =>
       handleFile({
diff --git a/package-lock.json b/package-lock.json
index e9d9c1ef16..d7e4f93476 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -41014,7 +41014,7 @@
     },
     "packages/data-provider": {
       "name": "librechat-data-provider",
-      "version": "0.7.7",
+      "version": "0.7.71",
       "license": "ISC",
       "dependencies": {
         "axios": "^1.8.2",
diff --git a/packages/data-provider/package.json b/packages/data-provider/package.json
index 2e151fd072..5ebf9877c0 100644
--- a/packages/data-provider/package.json
+++ b/packages/data-provider/package.json
@@ -1,6 +1,6 @@
 {
   "name": "librechat-data-provider",
-  "version": "0.7.7",
+  "version": "0.7.71",
   "description": "data services for librechat apps",
   "main": "dist/index.js",
   "module": "dist/index.es.js",
diff --git a/packages/data-provider/src/config.ts b/packages/data-provider/src/config.ts
index d4c400c827..1cc0d5a785 100644
--- a/packages/data-provider/src/config.ts
+++ b/packages/data-provider/src/config.ts
@@ -168,6 +168,7 @@ export enum AgentCapabilities {
   artifacts = 'artifacts',
   actions = 'actions',
   tools = 'tools',
+  ocr = 'ocr',
 }
 
 export const defaultAssistantsVersion = {
@@ -242,6 +243,7 @@ export const agentsEndpointSChema = baseEndpointSchema.merge(
         AgentCapabilities.artifacts,
         AgentCapabilities.actions,
         AgentCapabilities.tools,
+        AgentCapabilities.ocr,
       ]),
   }),
 );
@@ -534,9 +536,22 @@ export type TStartupConfig = {
   bundlerURL?: string;
 };
 
+export enum OCRStrategy {
+  MISTRAL_OCR = 'mistral_ocr',
+  CUSTOM_OCR = 'custom_ocr',
+}
+
+export const ocrSchema = z.object({
+  mistralModel: z.string().optional(),
+  apiKey: z.string().optional().default('OCR_API_KEY'),
+  baseURL: z.string().optional().default('OCR_BASEURL'),
+  strategy: z.nativeEnum(OCRStrategy).default(OCRStrategy.MISTRAL_OCR),
+});
+
 export const configSchema = z.object({
   version: z.string(),
   cache: z.boolean().default(true),
+  ocr: ocrSchema.optional(),
   secureImageLinks: z.boolean().optional(),
   imageOutputType: z.nativeEnum(EImageOutputType).default(EImageOutputType.PNG),
   includedTools: z.array(z.string()).optional(),
@@ -1175,7 +1190,7 @@ export enum Constants {
   /** Key for the app's version. */
   VERSION = 'v0.7.7',
   /** Key for the Custom Config's version (librechat.yaml). */
-  CONFIG_VERSION = '1.2.1',
+  CONFIG_VERSION = '1.2.2',
   /** Standard value for the first message's `parentMessageId` value, to indicate no parent exists. */
   NO_PARENT = '00000000-0000-0000-0000-000000000000',
   /** Standard value for the initial conversationId before a request is sent */
diff --git a/packages/data-provider/src/index.ts b/packages/data-provider/src/index.ts
index 90b396001b..028ed07f19 100644
--- a/packages/data-provider/src/index.ts
+++ b/packages/data-provider/src/index.ts
@@ -7,6 +7,7 @@ export * from './file-config';
 export * from './artifacts';
 /* schema helpers  */
 export * from './parsers';
+export * from './ocr';
 export * from './zod';
 /* custom/dynamic configurations  */
 export * from './generate';
diff --git a/packages/data-provider/src/ocr.ts b/packages/data-provider/src/ocr.ts
new file mode 100644
index 0000000000..cfde43025b
--- /dev/null
+++ b/packages/data-provider/src/ocr.ts
@@ -0,0 +1,14 @@
+import type { TCustomConfig } from '../src/config';
+import { OCRStrategy } from '../src/config';
+
+export function loadOCRConfig(config: TCustomConfig['ocr']): TCustomConfig['ocr'] {
+  const baseURL = config?.baseURL ?? '';
+  const apiKey = config?.apiKey ?? '';
+  const mistralModel = config?.mistralModel ?? '';
+  return {
+    apiKey,
+    baseURL,
+    mistralModel,
+    strategy: config?.strategy ?? OCRStrategy.MISTRAL_OCR,
+  };
+}
diff --git a/packages/data-provider/src/schemas.ts b/packages/data-provider/src/schemas.ts
index 533d6ffc37..5be5b44453 100644
--- a/packages/data-provider/src/schemas.ts
+++ b/packages/data-provider/src/schemas.ts
@@ -1152,7 +1152,6 @@ export const compactAgentsSchema = tConversationSchema
     iconURL: true,
     greeting: true,
     agent_id: true,
-    resendFiles: true,
     instructions: true,
     additional_instructions: true,
   })
diff --git a/packages/data-provider/src/types/assistants.ts b/packages/data-provider/src/types/assistants.ts
index a351752298..7092f98ae6 100644
--- a/packages/data-provider/src/types/assistants.ts
+++ b/packages/data-provider/src/types/assistants.ts
@@ -27,6 +27,7 @@ export enum EToolResources {
   code_interpreter = 'code_interpreter',
   execute_code = 'execute_code',
   file_search = 'file_search',
+  ocr = 'ocr',
 }
 
 export type Tool = {
@@ -163,7 +164,8 @@ export type AgentModelParameters = {
 
 export interface AgentToolResources {
   execute_code?: ExecuteCodeResource;
-  file_search?: AgentFileSearchResource;
+  file_search?: AgentFileResource;
+  ocr?: Omit<AgentFileResource, 'vector_store_ids'>;
 }
 export interface ExecuteCodeResource {
   /**
@@ -177,7 +179,7 @@ export interface ExecuteCodeResource {
   files?: Array<TFile>;
 }
 
-export interface AgentFileSearchResource {
+export interface AgentFileResource {
   /**
    * The ID of the vector store attached to this agent. There
    * can be a maximum of 1 vector store attached to the agent.
diff --git a/packages/data-provider/src/types/files.ts b/packages/data-provider/src/types/files.ts
index 5985096f4c..78ef7781e8 100644
--- a/packages/data-provider/src/types/files.ts
+++ b/packages/data-provider/src/types/files.ts
@@ -8,6 +8,8 @@ export enum FileSources {
   s3 = 's3',
   vectordb = 'vectordb',
   execute_code = 'execute_code',
+  mistral_ocr = 'mistral_ocr',
+  text = 'text',
 }
 
 export const checkOpenAIStorage = (source: string) =>
diff --git a/packages/data-schemas/src/schema/file.ts b/packages/data-schemas/src/schema/file.ts
index b9fddd82d5..6d3b22a5a5 100644
--- a/packages/data-schemas/src/schema/file.ts
+++ b/packages/data-schemas/src/schema/file.ts
@@ -8,6 +8,7 @@ export interface IMongoFile extends Document {
   file_id: string;
   temp_file_id?: string;
   bytes: number;
+  text?: string;
   filename: string;
   filepath: string;
   object: 'file';
@@ -72,6 +73,9 @@ const file: Schema<IMongoFile> = new Schema(
       type: String,
       required: true,
     },
+    text: {
+      type: String,
+    },
     context: {
       type: String,
     },

From cbd5bd240561d27c97eba2c29d9b4f3bf8ece58f Mon Sep 17 00:00:00 2001
From: Marco Beretta <81851188+berry-13@users.noreply.github.com>
Date: Tue, 11 Mar 2025 18:18:27 +0100
Subject: [PATCH 02/12] =?UTF-8?q?=F0=9F=8E=A8=20a11y:=20Update=20Model=20S?=
 =?UTF-8?q?pec=20Description=20Text=20(#6294)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 client/src/components/Chat/Menus/Models/ModelSpec.tsx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/client/src/components/Chat/Menus/Models/ModelSpec.tsx b/client/src/components/Chat/Menus/Models/ModelSpec.tsx
index 44cf51a976..617680946a 100644
--- a/client/src/components/Chat/Menus/Models/ModelSpec.tsx
+++ b/client/src/components/Chat/Menus/Models/ModelSpec.tsx
@@ -75,7 +75,7 @@ const MenuItem: FC<MenuItemProps> = ({
               {showIconInMenu && <SpecIcon currentSpec={spec} endpointsConfig={endpointsConfig} />}
               <div>
                 {title}
-                <div className="text-token-text-tertiary">{description}</div>
+                <div className="text-text-secondary">{description}</div>
               </div>
             </div>
           </div>

From cf03731cc8c87e2130a504b08afb2a7109684f52 Mon Sep 17 00:00:00 2001
From: Danny Avila <danny@librechat.ai>
Date: Tue, 11 Mar 2025 14:44:54 -0400
Subject: [PATCH 03/12] =?UTF-8?q?=F0=9F=94=A7=20fix:=20Axios=20Proxy=20Usa?=
 =?UTF-8?q?ge=20And=20Bump=20`mongoose`=20(#6298)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* fix: bump mongoose to fix nested schema errors

* fix: Enhance Axios instance creation with improved proxy handling and error logging

* fix: Refactor Axios instance creation and remove proxy handling from file upload functions

* fix: Update proxy configuration in Axios instance creation and add unit tests
---
 api/config/index.js                    |  32 +++-
 api/config/index.spec.js               | 126 ++++++++++++++++
 api/package.json                       |   2 +-
 api/server/services/Files/Code/crud.js |  18 +--
 package-lock.json                      | 201 +++++++++++++++----------
 packages/data-schemas/package.json     |   2 +-
 6 files changed, 279 insertions(+), 102 deletions(-)
 create mode 100644 api/config/index.spec.js

diff --git a/api/config/index.js b/api/config/index.js
index dd765efb8e..8f23e404c8 100644
--- a/api/config/index.js
+++ b/api/config/index.js
@@ -48,15 +48,37 @@ const sendEvent = (res, event) => {
   res.write(`event: message\ndata: ${JSON.stringify(event)}\n\n`);
 };
 
+/**
+ * Creates and configures an Axios instance with optional proxy settings.
+ *
+ * @typedef {import('axios').AxiosInstance} AxiosInstance
+ * @typedef {import('axios').AxiosProxyConfig} AxiosProxyConfig
+ *
+ * @returns {AxiosInstance} A configured Axios instance
+ * @throws {Error} If there's an issue creating the Axios instance or parsing the proxy URL
+ */
 function createAxiosInstance() {
   const instance = axios.create();
 
   if (process.env.proxy) {
-    const url = new URL(process.env.proxy);
-    instance.defaults.proxy = {
-      host: url.hostname,
-      protocol: url.protocol.replace(':', ''),
-    };
+    try {
+      const url = new URL(process.env.proxy);
+
+      /** @type {AxiosProxyConfig} */
+      const proxyConfig = {
+        host: url.hostname.replace(/^\[|\]$/g, ''),
+        protocol: url.protocol.replace(':', ''),
+      };
+
+      if (url.port) {
+        proxyConfig.port = parseInt(url.port, 10);
+      }
+
+      instance.defaults.proxy = proxyConfig;
+    } catch (error) {
+      console.error('Error parsing proxy URL:', error);
+      throw new Error(`Invalid proxy URL: ${process.env.proxy}`);
+    }
   }
 
   return instance;
diff --git a/api/config/index.spec.js b/api/config/index.spec.js
new file mode 100644
index 0000000000..36ed8302f3
--- /dev/null
+++ b/api/config/index.spec.js
@@ -0,0 +1,126 @@
+const axios = require('axios');
+const { createAxiosInstance } = require('./index');
+
+// Mock axios
+jest.mock('axios', () => ({
+  interceptors: {
+    request: { use: jest.fn(), eject: jest.fn() },
+    response: { use: jest.fn(), eject: jest.fn() },
+  },
+  create: jest.fn().mockReturnValue({
+    defaults: {
+      proxy: null,
+    },
+    get: jest.fn().mockResolvedValue({ data: {} }),
+    post: jest.fn().mockResolvedValue({ data: {} }),
+    put: jest.fn().mockResolvedValue({ data: {} }),
+    delete: jest.fn().mockResolvedValue({ data: {} }),
+  }),
+  get: jest.fn().mockResolvedValue({ data: {} }),
+  post: jest.fn().mockResolvedValue({ data: {} }),
+  put: jest.fn().mockResolvedValue({ data: {} }),
+  delete: jest.fn().mockResolvedValue({ data: {} }),
+  reset: jest.fn().mockImplementation(function () {
+    this.get.mockClear();
+    this.post.mockClear();
+    this.put.mockClear();
+    this.delete.mockClear();
+    this.create.mockClear();
+  }),
+}));
+
+describe('createAxiosInstance', () => {
+  const originalEnv = process.env;
+
+  beforeEach(() => {
+    // Reset mocks
+    jest.clearAllMocks();
+    // Create a clean copy of process.env
+    process.env = { ...originalEnv };
+    // Default: no proxy
+    delete process.env.proxy;
+  });
+
+  afterAll(() => {
+    // Restore original process.env
+    process.env = originalEnv;
+  });
+
+  test('creates an axios instance without proxy when no proxy env is set', () => {
+    const instance = createAxiosInstance();
+
+    expect(axios.create).toHaveBeenCalledTimes(1);
+    expect(instance.defaults.proxy).toBeNull();
+  });
+
+  test('configures proxy correctly with hostname and protocol', () => {
+    process.env.proxy = 'http://example.com';
+
+    const instance = createAxiosInstance();
+
+    expect(axios.create).toHaveBeenCalledTimes(1);
+    expect(instance.defaults.proxy).toEqual({
+      host: 'example.com',
+      protocol: 'http',
+    });
+  });
+
+  test('configures proxy correctly with hostname, protocol and port', () => {
+    process.env.proxy = 'https://proxy.example.com:8080';
+
+    const instance = createAxiosInstance();
+
+    expect(axios.create).toHaveBeenCalledTimes(1);
+    expect(instance.defaults.proxy).toEqual({
+      host: 'proxy.example.com',
+      protocol: 'https',
+      port: 8080,
+    });
+  });
+
+  test('handles proxy URLs with authentication', () => {
+    process.env.proxy = 'http://user:pass@proxy.example.com:3128';
+
+    const instance = createAxiosInstance();
+
+    expect(axios.create).toHaveBeenCalledTimes(1);
+    expect(instance.defaults.proxy).toEqual({
+      host: 'proxy.example.com',
+      protocol: 'http',
+      port: 3128,
+      // Note: The current implementation doesn't handle auth - if needed, add this functionality
+    });
+  });
+
+  test('throws error when proxy URL is invalid', () => {
+    process.env.proxy = 'invalid-url';
+
+    expect(() => createAxiosInstance()).toThrow('Invalid proxy URL');
+    expect(axios.create).toHaveBeenCalledTimes(1);
+  });
+
+  // If you want to test the actual URL parsing more thoroughly
+  test('handles edge case proxy URLs correctly', () => {
+    // IPv6 address
+    process.env.proxy = 'http://[::1]:8080';
+
+    let instance = createAxiosInstance();
+
+    expect(instance.defaults.proxy).toEqual({
+      host: '::1',
+      protocol: 'http',
+      port: 8080,
+    });
+
+    // URL with path (which should be ignored for proxy config)
+    process.env.proxy = 'http://proxy.example.com:8080/some/path';
+
+    instance = createAxiosInstance();
+
+    expect(instance.defaults.proxy).toEqual({
+      host: 'proxy.example.com',
+      protocol: 'http',
+      port: 8080,
+    });
+  });
+});
diff --git a/api/package.json b/api/package.json
index cfc9977aaf..9197691a72 100644
--- a/api/package.json
+++ b/api/package.json
@@ -82,7 +82,7 @@
     "memorystore": "^1.6.7",
     "mime": "^3.0.0",
     "module-alias": "^2.2.3",
-    "mongoose": "^8.9.5",
+    "mongoose": "^8.12.1",
     "multer": "^1.4.5-lts.1",
     "nanoid": "^3.3.7",
     "nodemailer": "^6.9.15",
diff --git a/api/server/services/Files/Code/crud.js b/api/server/services/Files/Code/crud.js
index a467f6a29a..1360cccadb 100644
--- a/api/server/services/Files/Code/crud.js
+++ b/api/server/services/Files/Code/crud.js
@@ -1,8 +1,10 @@
-const axios = require('axios');
 const FormData = require('form-data');
 const { getCodeBaseURL } = require('@librechat/agents');
+const { createAxiosInstance } = require('~/config');
 const { logAxiosError } = require('~/utils');
 
+const axios = createAxiosInstance();
+
 const MAX_FILE_SIZE = 150 * 1024 * 1024;
 
 /**
@@ -27,13 +29,6 @@ async function getCodeOutputDownloadStream(fileIdentifier, apiKey) {
       timeout: 15000,
     };
 
-    if (process.env.PROXY) {
-      options.proxy = {
-        host: process.env.PROXY,
-        protocol: process.env.PROXY.startsWith('https') ? 'https' : 'http',
-      };
-    }
-
     const response = await axios(options);
     return response;
   } catch (error) {
@@ -79,13 +74,6 @@ async function uploadCodeEnvFile({ req, stream, filename, apiKey, entity_id = ''
       maxBodyLength: MAX_FILE_SIZE,
     };
 
-    if (process.env.PROXY) {
-      options.proxy = {
-        host: process.env.PROXY,
-        protocol: process.env.PROXY.startsWith('https') ? 'https' : 'http',
-      };
-    }
-
     const response = await axios.post(`${baseURL}/upload`, form, options);
 
     /** @type {{ message: string; session_id: string; files: Array<{ fileId: string; filename: string }> }} */
diff --git a/package-lock.json b/package-lock.json
index d7e4f93476..db80801444 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -98,7 +98,7 @@
         "memorystore": "^1.6.7",
         "mime": "^3.0.0",
         "module-alias": "^2.2.3",
-        "mongoose": "^8.9.5",
+        "mongoose": "^8.12.1",
         "multer": "^1.4.5-lts.1",
         "nanoid": "^3.3.7",
         "nodemailer": "^6.9.15",
@@ -677,7 +677,6 @@
       "version": "11.0.5",
       "resolved": "https://registry.npmjs.org/@types/whatwg-url/-/whatwg-url-11.0.5.tgz",
       "integrity": "sha512-coYR071JRaHa+xoEvvYqvnIHaVqaYrLPbsufM9BF63HkwI5Lgmy2QR8Q5K/lYDYo5AK82wOvSOS0UsLTpTG7uQ==",
-      "devOptional": true,
       "dependencies": {
         "@types/webidl-conversions": "*"
       }
@@ -691,6 +690,14 @@
         "node": ">= 14"
       }
     },
+    "api/node_modules/bson": {
+      "version": "6.10.3",
+      "resolved": "https://registry.npmjs.org/bson/-/bson-6.10.3.tgz",
+      "integrity": "sha512-MTxGsqgYTwfshYWTRdmZRC+M7FnG1b4y7RO7p2k3X24Wq0yv1m77Wsj0BzlPzd/IowgESfsruQCUToa7vbOpPQ==",
+      "engines": {
+        "node": ">=16.20.1"
+      }
+    },
     "api/node_modules/cookie-parser": {
       "version": "1.4.7",
       "resolved": "https://registry.npmjs.org/cookie-parser/-/cookie-parser-1.4.7.tgz",
@@ -880,13 +887,12 @@
       }
     },
     "api/node_modules/mongodb": {
-      "version": "6.10.0",
-      "resolved": "https://registry.npmjs.org/mongodb/-/mongodb-6.10.0.tgz",
-      "integrity": "sha512-gP9vduuYWb9ZkDM546M+MP2qKVk5ZG2wPF63OvSRuUbqCR+11ZCAE1mOfllhlAG0wcoJY5yDL/rV3OmYEwXIzg==",
-      "devOptional": true,
+      "version": "6.14.2",
+      "resolved": "https://registry.npmjs.org/mongodb/-/mongodb-6.14.2.tgz",
+      "integrity": "sha512-kMEHNo0F3P6QKDq17zcDuPeaywK/YaJVCEQRzPF3TOM/Bl9MFg64YE5Tu7ifj37qZJMhwU1tl2Ioivws5gRG5Q==",
       "dependencies": {
-        "@mongodb-js/saslprep": "^1.1.5",
-        "bson": "^6.7.0",
+        "@mongodb-js/saslprep": "^1.1.9",
+        "bson": "^6.10.3",
         "mongodb-connection-string-url": "^3.0.0"
       },
       "engines": {
@@ -894,7 +900,7 @@
       },
       "peerDependencies": {
         "@aws-sdk/credential-providers": "^3.188.0",
-        "@mongodb-js/zstd": "^1.1.0",
+        "@mongodb-js/zstd": "^1.1.0 || ^2.0.0",
         "gcp-metadata": "^5.2.0",
         "kerberos": "^2.0.1",
         "mongodb-client-encryption": ">=6.0.0 <7",
@@ -929,7 +935,6 @@
       "version": "3.0.1",
       "resolved": "https://registry.npmjs.org/mongodb-connection-string-url/-/mongodb-connection-string-url-3.0.1.tgz",
       "integrity": "sha512-XqMGwRX0Lgn05TDB4PyG2h2kKO/FfWJyCzYQbIhXUxz7ETt0I/FqHjUeqj37irJ+Dl1ZtU82uYyj14u2XsZKfg==",
-      "devOptional": true,
       "dependencies": {
         "@types/whatwg-url": "^11.0.2",
         "whatwg-url": "^13.0.0"
@@ -939,7 +944,6 @@
       "version": "4.1.1",
       "resolved": "https://registry.npmjs.org/tr46/-/tr46-4.1.1.tgz",
       "integrity": "sha512-2lv/66T7e5yNyhAAC4NaKe5nVavzuGJQVVtRYLyQ2OI8tsJ61PMLlelehb0wi2Hx6+hT/OJUWZcw8MjlSRnxvw==",
-      "devOptional": true,
       "dependencies": {
         "punycode": "^2.3.0"
       },
@@ -951,7 +955,6 @@
       "version": "7.0.0",
       "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-7.0.0.tgz",
       "integrity": "sha512-VwddBukDzu71offAQR975unBIGqfKZpM+8ZX6ySk8nYhVoo5CYaZyzt3YBvYtRtO+aoGlqxPg/B87NGVZ/fu6g==",
-      "devOptional": true,
       "engines": {
         "node": ">=12"
       }
@@ -960,7 +963,6 @@
       "version": "13.0.0",
       "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-13.0.0.tgz",
       "integrity": "sha512-9WWbymnqj57+XEuqADHrCJ2eSXzn8WXIW/YSGaZtb2WKAInQ6CHfaUUcTyyver0p8BDg5StLQq8h1vtZuwmOig==",
-      "devOptional": true,
       "dependencies": {
         "tr46": "^4.1.1",
         "webidl-conversions": "^7.0.0"
@@ -1008,6 +1010,27 @@
         "node": ">=16.20.1"
       }
     },
+    "api/node_modules/mongoose": {
+      "version": "8.12.1",
+      "resolved": "https://registry.npmjs.org/mongoose/-/mongoose-8.12.1.tgz",
+      "integrity": "sha512-UW22y8QFVYmrb36hm8cGncfn4ARc/XsYWQwRTaj0gxtQk1rDuhzDO1eBantS+hTTatfAIS96LlRCJrcNHvW5+Q==",
+      "dependencies": {
+        "bson": "^6.10.3",
+        "kareem": "2.6.3",
+        "mongodb": "~6.14.0",
+        "mpath": "0.9.0",
+        "mquery": "5.0.0",
+        "ms": "2.1.3",
+        "sift": "17.1.3"
+      },
+      "engines": {
+        "node": ">=16.20.1"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/mongoose"
+      }
+    },
     "api/node_modules/node-fetch": {
       "version": "2.6.7",
       "resolved": "https://registry.npmjs.org/node-fetch/-/node-fetch-2.6.7.tgz",
@@ -22564,6 +22587,8 @@
       "version": "6.10.1",
       "resolved": "https://registry.npmjs.org/bson/-/bson-6.10.1.tgz",
       "integrity": "sha512-P92xmHDQjSKPLHqFxefqMxASNq/aWJMEZugpCjf+AF/pgcUpMMQCg7t7+ewko0/u8AapvF3luf/FoehddEK+sA==",
+      "optional": true,
+      "peer": true,
       "engines": {
         "node": ">=16.20.1"
       }
@@ -31839,6 +31864,8 @@
       "version": "6.12.0",
       "resolved": "https://registry.npmjs.org/mongodb/-/mongodb-6.12.0.tgz",
       "integrity": "sha512-RM7AHlvYfS7jv7+BXund/kR64DryVI+cHbVAy9P61fnb1RcWZqOW1/Wj2YhqMCx+MuYhqTRGv7AwHBzmsCKBfA==",
+      "optional": true,
+      "peer": true,
       "dependencies": {
         "@mongodb-js/saslprep": "^1.1.9",
         "bson": "^6.10.1",
@@ -31893,6 +31920,8 @@
       "version": "11.0.5",
       "resolved": "https://registry.npmjs.org/@types/whatwg-url/-/whatwg-url-11.0.5.tgz",
       "integrity": "sha512-coYR071JRaHa+xoEvvYqvnIHaVqaYrLPbsufM9BF63HkwI5Lgmy2QR8Q5K/lYDYo5AK82wOvSOS0UsLTpTG7uQ==",
+      "optional": true,
+      "peer": true,
       "dependencies": {
         "@types/webidl-conversions": "*"
       }
@@ -31901,6 +31930,8 @@
       "version": "3.0.2",
       "resolved": "https://registry.npmjs.org/mongodb-connection-string-url/-/mongodb-connection-string-url-3.0.2.tgz",
       "integrity": "sha512-rMO7CGo/9BFwyZABcKAWL8UJwH/Kc2x0g72uhDWzG48URRax5TCIcJ7Rc3RZqffZzO/Gwff/jyKwCU9TN8gehA==",
+      "optional": true,
+      "peer": true,
       "dependencies": {
         "@types/whatwg-url": "^11.0.2",
         "whatwg-url": "^14.1.0 || ^13.0.0"
@@ -31910,6 +31941,8 @@
       "version": "5.0.0",
       "resolved": "https://registry.npmjs.org/tr46/-/tr46-5.0.0.tgz",
       "integrity": "sha512-tk2G5R2KRwBd+ZN0zaEXpmzdKyOYksXwywulIX95MBODjSzMIuQnQ3m8JxgbhnL1LeVo7lqQKsYa1O3Htl7K5g==",
+      "optional": true,
+      "peer": true,
       "dependencies": {
         "punycode": "^2.3.1"
       },
@@ -31921,6 +31954,8 @@
       "version": "14.1.0",
       "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-14.1.0.tgz",
       "integrity": "sha512-jlf/foYIKywAt3x/XWKZ/3rz8OSJPiWktjmk891alJUEjiVxKX9LEO92qH3hv4aJ0mN3MWPvGMCy8jQi95xK4w==",
+      "optional": true,
+      "peer": true,
       "dependencies": {
         "tr46": "^5.0.0",
         "webidl-conversions": "^7.0.0"
@@ -31929,27 +31964,6 @@
         "node": ">=18"
       }
     },
-    "node_modules/mongoose": {
-      "version": "8.9.5",
-      "resolved": "https://registry.npmjs.org/mongoose/-/mongoose-8.9.5.tgz",
-      "integrity": "sha512-SPhOrgBm0nKV3b+IIHGqpUTOmgVL5Z3OO9AwkFEmvOZznXTvplbomstCnPOGAyungtRXE5pJTgKpKcZTdjeESg==",
-      "dependencies": {
-        "bson": "^6.10.1",
-        "kareem": "2.6.3",
-        "mongodb": "~6.12.0",
-        "mpath": "0.9.0",
-        "mquery": "5.0.0",
-        "ms": "2.1.3",
-        "sift": "17.1.3"
-      },
-      "engines": {
-        "node": ">=16.20.1"
-      },
-      "funding": {
-        "type": "opencollective",
-        "url": "https://opencollective.com/mongoose"
-      }
-    },
     "node_modules/moo-color": {
       "version": "1.0.3",
       "resolved": "https://registry.npmjs.org/moo-color/-/moo-color-1.0.3.tgz",
@@ -41152,9 +41166,9 @@
     "packages/data-schemas": {
       "name": "@librechat/data-schemas",
       "version": "0.0.2",
-      "license": "ISC",
+      "license": "MIT",
       "dependencies": {
-        "mongoose": "^8.9.5"
+        "mongoose": "^8.12.1"
       },
       "devDependencies": {
         "@rollup/plugin-alias": "^5.1.0",
@@ -41182,6 +41196,14 @@
         "keyv": "^4.5.4"
       }
     },
+    "packages/data-schemas/node_modules/@types/whatwg-url": {
+      "version": "11.0.5",
+      "resolved": "https://registry.npmjs.org/@types/whatwg-url/-/whatwg-url-11.0.5.tgz",
+      "integrity": "sha512-coYR071JRaHa+xoEvvYqvnIHaVqaYrLPbsufM9BF63HkwI5Lgmy2QR8Q5K/lYDYo5AK82wOvSOS0UsLTpTG7uQ==",
+      "dependencies": {
+        "@types/webidl-conversions": "*"
+      }
+    },
     "packages/data-schemas/node_modules/brace-expansion": {
       "version": "2.0.1",
       "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-2.0.1.tgz",
@@ -41193,12 +41215,11 @@
       }
     },
     "packages/data-schemas/node_modules/bson": {
-      "version": "5.5.1",
-      "resolved": "https://registry.npmjs.org/bson/-/bson-5.5.1.tgz",
-      "integrity": "sha512-ix0EwukN2EpC0SRWIj/7B5+A6uQMQy6KMREI9qQqvgpkV2frH63T0UDVd1SYedL6dNCmDBYB3QtXi4ISk9YT+g==",
-      "license": "Apache-2.0",
+      "version": "6.10.3",
+      "resolved": "https://registry.npmjs.org/bson/-/bson-6.10.3.tgz",
+      "integrity": "sha512-MTxGsqgYTwfshYWTRdmZRC+M7FnG1b4y7RO7p2k3X24Wq0yv1m77Wsj0BzlPzd/IowgESfsruQCUToa7vbOpPQ==",
       "engines": {
-        "node": ">=14.20.1"
+        "node": ">=16.20.1"
       }
     },
     "packages/data-schemas/node_modules/glob": {
@@ -41238,15 +41259,6 @@
         "@pkgjs/parseargs": "^0.11.0"
       }
     },
-    "packages/data-schemas/node_modules/kareem": {
-      "version": "2.5.1",
-      "resolved": "https://registry.npmjs.org/kareem/-/kareem-2.5.1.tgz",
-      "integrity": "sha512-7jFxRVm+jD+rkq3kY0iZDJfsO2/t4BBPeEb2qKn2lR/9KhuksYk5hxzfRYWMPV8P/x2d0kHD306YyWLzjjH+uA==",
-      "license": "Apache-2.0",
-      "engines": {
-        "node": ">=12.0.0"
-      }
-    },
     "packages/data-schemas/node_modules/minimatch": {
       "version": "9.0.5",
       "resolved": "https://registry.npmjs.org/minimatch/-/minimatch-9.0.5.tgz",
@@ -41264,27 +41276,25 @@
       }
     },
     "packages/data-schemas/node_modules/mongodb": {
-      "version": "5.9.2",
-      "resolved": "https://registry.npmjs.org/mongodb/-/mongodb-5.9.2.tgz",
-      "integrity": "sha512-H60HecKO4Bc+7dhOv4sJlgvenK4fQNqqUIlXxZYQNbfEWSALGAwGoyJd/0Qwk4TttFXUOHJ2ZJQe/52ScaUwtQ==",
-      "license": "Apache-2.0",
+      "version": "6.14.2",
+      "resolved": "https://registry.npmjs.org/mongodb/-/mongodb-6.14.2.tgz",
+      "integrity": "sha512-kMEHNo0F3P6QKDq17zcDuPeaywK/YaJVCEQRzPF3TOM/Bl9MFg64YE5Tu7ifj37qZJMhwU1tl2Ioivws5gRG5Q==",
       "dependencies": {
-        "bson": "^5.5.0",
-        "mongodb-connection-string-url": "^2.6.0",
-        "socks": "^2.7.1"
+        "@mongodb-js/saslprep": "^1.1.9",
+        "bson": "^6.10.3",
+        "mongodb-connection-string-url": "^3.0.0"
       },
       "engines": {
-        "node": ">=14.20.1"
-      },
-      "optionalDependencies": {
-        "@mongodb-js/saslprep": "^1.1.0"
+        "node": ">=16.20.1"
       },
       "peerDependencies": {
         "@aws-sdk/credential-providers": "^3.188.0",
-        "@mongodb-js/zstd": "^1.0.0",
-        "kerberos": "^1.0.0 || ^2.0.0",
-        "mongodb-client-encryption": ">=2.3.0 <3",
-        "snappy": "^7.2.2"
+        "@mongodb-js/zstd": "^1.1.0 || ^2.0.0",
+        "gcp-metadata": "^5.2.0",
+        "kerberos": "^2.0.1",
+        "mongodb-client-encryption": ">=6.0.0 <7",
+        "snappy": "^7.2.2",
+        "socks": "^2.7.1"
       },
       "peerDependenciesMeta": {
         "@aws-sdk/credential-providers": {
@@ -41293,6 +41303,9 @@
         "@mongodb-js/zstd": {
           "optional": true
         },
+        "gcp-metadata": {
+          "optional": true
+        },
         "kerberos": {
           "optional": true
         },
@@ -41301,25 +41314,36 @@
         },
         "snappy": {
           "optional": true
+        },
+        "socks": {
+          "optional": true
         }
       }
     },
-    "packages/data-schemas/node_modules/mongoose": {
-      "version": "7.8.6",
-      "resolved": "https://registry.npmjs.org/mongoose/-/mongoose-7.8.6.tgz",
-      "integrity": "sha512-1oVPRHvcmPVwk/zeSTEzayzQEVeYQM1D5zrkLsttfNNB7pPRUmkKeFu6gpbvyEswOuZLrWJjqB8kSTY+k2AZOA==",
-      "license": "MIT",
+    "packages/data-schemas/node_modules/mongodb-connection-string-url": {
+      "version": "3.0.2",
+      "resolved": "https://registry.npmjs.org/mongodb-connection-string-url/-/mongodb-connection-string-url-3.0.2.tgz",
+      "integrity": "sha512-rMO7CGo/9BFwyZABcKAWL8UJwH/Kc2x0g72uhDWzG48URRax5TCIcJ7Rc3RZqffZzO/Gwff/jyKwCU9TN8gehA==",
       "dependencies": {
-        "bson": "^5.5.0",
-        "kareem": "2.5.1",
-        "mongodb": "5.9.2",
+        "@types/whatwg-url": "^11.0.2",
+        "whatwg-url": "^14.1.0 || ^13.0.0"
+      }
+    },
+    "packages/data-schemas/node_modules/mongoose": {
+      "version": "8.12.1",
+      "resolved": "https://registry.npmjs.org/mongoose/-/mongoose-8.12.1.tgz",
+      "integrity": "sha512-UW22y8QFVYmrb36hm8cGncfn4ARc/XsYWQwRTaj0gxtQk1rDuhzDO1eBantS+hTTatfAIS96LlRCJrcNHvW5+Q==",
+      "dependencies": {
+        "bson": "^6.10.3",
+        "kareem": "2.6.3",
+        "mongodb": "~6.14.0",
         "mpath": "0.9.0",
         "mquery": "5.0.0",
         "ms": "2.1.3",
-        "sift": "16.0.1"
+        "sift": "17.1.3"
       },
       "engines": {
-        "node": ">=14.20.1"
+        "node": ">=16.20.1"
       },
       "funding": {
         "type": "opencollective",
@@ -41342,11 +41366,28 @@
         "url": "https://github.com/sponsors/isaacs"
       }
     },
-    "packages/data-schemas/node_modules/sift": {
-      "version": "16.0.1",
-      "resolved": "https://registry.npmjs.org/sift/-/sift-16.0.1.tgz",
-      "integrity": "sha512-Wv6BjQ5zbhW7VFefWusVP33T/EM0vYikCaQ2qR8yULbsilAT8/wQaXvuQ3ptGLpoKx+lihJE3y2UTgKDyyNHZQ==",
-      "license": "MIT"
+    "packages/data-schemas/node_modules/tr46": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/tr46/-/tr46-5.0.0.tgz",
+      "integrity": "sha512-tk2G5R2KRwBd+ZN0zaEXpmzdKyOYksXwywulIX95MBODjSzMIuQnQ3m8JxgbhnL1LeVo7lqQKsYa1O3Htl7K5g==",
+      "dependencies": {
+        "punycode": "^2.3.1"
+      },
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "packages/data-schemas/node_modules/whatwg-url": {
+      "version": "14.1.1",
+      "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-14.1.1.tgz",
+      "integrity": "sha512-mDGf9diDad/giZ/Sm9Xi2YcyzaFpbdLpJPr+E9fSkyQ7KpQD4SdFcugkRQYzhmfI4KeV4Qpnn2sKPdo+kmsgRQ==",
+      "dependencies": {
+        "tr46": "^5.0.0",
+        "webidl-conversions": "^7.0.0"
+      },
+      "engines": {
+        "node": ">=18"
+      }
     },
     "packages/mcp": {
       "name": "librechat-mcp",
diff --git a/packages/data-schemas/package.json b/packages/data-schemas/package.json
index 82f398e31b..1b62a372db 100644
--- a/packages/data-schemas/package.json
+++ b/packages/data-schemas/package.json
@@ -60,7 +60,7 @@
     "access": "public"
   },
   "dependencies": {
-    "mongoose": "^8.9.5"
+    "mongoose": "^8.12.1"
   },
   "peerDependencies": {
     "keyv": "^4.5.4"

From efed1c461de3c3cf143190b7ee37d5fe57e89cdb Mon Sep 17 00:00:00 2001
From: Danny Avila <danny@librechat.ai>
Date: Wed, 12 Mar 2025 12:03:16 -0400
Subject: [PATCH 04/12] =?UTF-8?q?=F0=9F=A4=96=20feat:=20Support=20OpenAI?=
 =?UTF-8?q?=20Web=20Search=20models=20(#6313)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* fix: reorder vision model entries for cheaper models first

* fix: add endpoint property to bedrock client initialization

* fix: exclude unsupported parameters for OpenAI Web Search models

* fix: enhance options to exclude unsupported parameters for Web Search models
---
 api/app/clients/OpenAIClient.js               | 23 ++++++++++++++++
 .../services/Endpoints/bedrock/initialize.js  |  3 ++-
 .../services/Endpoints/openAI/initialize.js   |  9 +++----
 api/server/services/Endpoints/openAI/llm.js   | 26 +++++++++++++++++--
 packages/data-provider/src/config.ts          | 18 ++++++-------
 5 files changed, 61 insertions(+), 18 deletions(-)

diff --git a/api/app/clients/OpenAIClient.js b/api/app/clients/OpenAIClient.js
index 9a89e34879..a1ab496b5d 100644
--- a/api/app/clients/OpenAIClient.js
+++ b/api/app/clients/OpenAIClient.js
@@ -1272,6 +1272,29 @@ ${convo}
         });
       }
 
+      /** Note: OpenAI Web Search models do not support any known parameters besdies `max_tokens` */
+      if (modelOptions.model && /gpt-4o.*search/.test(modelOptions.model)) {
+        const searchExcludeParams = [
+          'frequency_penalty',
+          'presence_penalty',
+          'temperature',
+          'top_p',
+          'top_k',
+          'stop',
+          'logit_bias',
+          'seed',
+          'response_format',
+          'n',
+          'logprobs',
+          'user',
+        ];
+
+        this.options.dropParams = this.options.dropParams || [];
+        this.options.dropParams = [
+          ...new Set([...this.options.dropParams, ...searchExcludeParams]),
+        ];
+      }
+
       if (this.options.dropParams && Array.isArray(this.options.dropParams)) {
         this.options.dropParams.forEach((param) => {
           delete modelOptions[param];
diff --git a/api/server/services/Endpoints/bedrock/initialize.js b/api/server/services/Endpoints/bedrock/initialize.js
index 3ffa03393d..51d0040566 100644
--- a/api/server/services/Endpoints/bedrock/initialize.js
+++ b/api/server/services/Endpoints/bedrock/initialize.js
@@ -23,8 +23,9 @@ const initializeClient = async ({ req, res, endpointOption }) => {
   const agent = {
     id: EModelEndpoint.bedrock,
     name: endpointOption.name,
-    instructions: endpointOption.promptPrefix,
     provider: EModelEndpoint.bedrock,
+    endpoint: EModelEndpoint.bedrock,
+    instructions: endpointOption.promptPrefix,
     model: endpointOption.model_parameters.model,
     model_parameters: endpointOption.model_parameters,
   };
diff --git a/api/server/services/Endpoints/openAI/initialize.js b/api/server/services/Endpoints/openAI/initialize.js
index 5614804b68..4d358cef1a 100644
--- a/api/server/services/Endpoints/openAI/initialize.js
+++ b/api/server/services/Endpoints/openAI/initialize.js
@@ -135,12 +135,9 @@ const initializeClient = async ({
   }
 
   if (optionsOnly) {
-    clientOptions = Object.assign(
-      {
-        modelOptions: endpointOption.model_parameters,
-      },
-      clientOptions,
-    );
+    const modelOptions = endpointOption.model_parameters;
+    modelOptions.model = modelName;
+    clientOptions = Object.assign({ modelOptions }, clientOptions);
     clientOptions.modelOptions.user = req.user.id;
     const options = getLLMConfig(apiKey, clientOptions);
     if (!clientOptions.streamRate) {
diff --git a/api/server/services/Endpoints/openAI/llm.js b/api/server/services/Endpoints/openAI/llm.js
index af19ece486..a8aeeb5b9d 100644
--- a/api/server/services/Endpoints/openAI/llm.js
+++ b/api/server/services/Endpoints/openAI/llm.js
@@ -28,7 +28,7 @@ const { isEnabled } = require('~/server/utils');
  * @returns {Object} Configuration options for creating an LLM instance.
  */
 function getLLMConfig(apiKey, options = {}, endpoint = null) {
-  const {
+  let {
     modelOptions = {},
     reverseProxyUrl,
     defaultQuery,
@@ -50,10 +50,32 @@ function getLLMConfig(apiKey, options = {}, endpoint = null) {
   if (addParams && typeof addParams === 'object') {
     Object.assign(llmConfig, addParams);
   }
+  /** Note: OpenAI Web Search models do not support any known parameters besdies `max_tokens` */
+  if (modelOptions.model && /gpt-4o.*search/.test(modelOptions.model)) {
+    const searchExcludeParams = [
+      'frequency_penalty',
+      'presence_penalty',
+      'temperature',
+      'top_p',
+      'top_k',
+      'stop',
+      'logit_bias',
+      'seed',
+      'response_format',
+      'n',
+      'logprobs',
+      'user',
+    ];
+
+    dropParams = dropParams || [];
+    dropParams = [...new Set([...dropParams, ...searchExcludeParams])];
+  }
 
   if (dropParams && Array.isArray(dropParams)) {
     dropParams.forEach((param) => {
-      delete llmConfig[param];
+      if (llmConfig[param]) {
+        llmConfig[param] = undefined;
+      }
     });
   }
 
diff --git a/packages/data-provider/src/config.ts b/packages/data-provider/src/config.ts
index 1cc0d5a785..af850b4180 100644
--- a/packages/data-provider/src/config.ts
+++ b/packages/data-provider/src/config.ts
@@ -827,28 +827,28 @@ export const supportsBalanceCheck = {
 };
 
 export const visionModels = [
-  'grok-3',
-  'grok-2-vision',
   'grok-vision',
-  'gpt-4.5',
-  'gpt-4o',
+  'grok-2-vision',
+  'grok-3',
   'gpt-4o-mini',
-  'o1',
+  'gpt-4o',
   'gpt-4-turbo',
   'gpt-4-vision',
+  'o1',
+  'gpt-4.5',
   'llava',
   'llava-13b',
   'gemini-pro-vision',
   'claude-3',
-  'gemini-2.0',
-  'gemini-1.5',
   'gemini-exp',
+  'gemini-1.5',
+  'gemini-2.0',
   'moondream',
   'llama3.2-vision',
-  'llama-3.2-90b-vision',
   'llama-3.2-11b-vision',
-  'llama-3-2-90b-vision',
   'llama-3-2-11b-vision',
+  'llama-3.2-90b-vision',
+  'llama-3-2-90b-vision',
 ];
 export enum VisionModes {
   generative = 'generative',

From bc690cc320595515dc633cf39d34403332935311 Mon Sep 17 00:00:00 2001
From: Kunal <66168931+thecodingwizardx@users.noreply.github.com>
Date: Sat, 15 Mar 2025 00:05:46 +0530
Subject: [PATCH 05/12] =?UTF-8?q?=F0=9F=94=A7=20fix:=20comment=20out=20MCP?=
 =?UTF-8?q?=20servers=20to=20resolve=20service=20run=20issues=20(#6316)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Co-authored-by: Coding Wizard <admin@codingwizard.dev>
---
 librechat.example.yaml | 52 +++++++++++++++++++++---------------------
 1 file changed, 26 insertions(+), 26 deletions(-)

diff --git a/librechat.example.yaml b/librechat.example.yaml
index 12c6ed9635..bc42ff89fc 100644
--- a/librechat.example.yaml
+++ b/librechat.example.yaml
@@ -109,32 +109,32 @@ actions:
     - "google.com"
 
 # Example MCP Servers Object Structure
-mcpServers:
-  everything:
-    # type: sse # type can optionally be omitted
-    url: http://localhost:3001/sse
-    timeout: 60000  # 1 minute timeout for this server, this is the default timeout for MCP servers.
-  puppeteer:
-    type: stdio
-    command: npx
-    args:
-      - -y
-      - "@modelcontextprotocol/server-puppeteer"
-    timeout: 300000  # 5 minutes timeout for this server
-  filesystem:
-    # type: stdio
-    command: npx
-    args:
-      - -y
-      - "@modelcontextprotocol/server-filesystem"
-      - /home/user/LibreChat/
-    iconPath: /home/user/LibreChat/client/public/assets/logo.svg
-  mcp-obsidian:
-    command: npx
-    args:
-      - -y
-      - "mcp-obsidian"
-      - /path/to/obsidian/vault
+# mcpServers:
+#   everything:
+#     # type: sse # type can optionally be omitted
+#     url: http://localhost:3001/sse
+#     timeout: 60000  # 1 minute timeout for this server, this is the default timeout for MCP servers.
+#   puppeteer:
+#     type: stdio
+#     command: npx
+#     args:
+#       - -y
+#       - "@modelcontextprotocol/server-puppeteer"
+#     timeout: 300000  # 5 minutes timeout for this server
+#   filesystem:
+#     # type: stdio
+#     command: npx
+#     args:
+#       - -y
+#       - "@modelcontextprotocol/server-filesystem"
+#       - /home/user/LibreChat/
+#     iconPath: /home/user/LibreChat/client/public/assets/logo.svg
+#   mcp-obsidian:
+#     command: npx
+#     args:
+#       - -y
+#       - "mcp-obsidian"
+#       - /path/to/obsidian/vault
 
 # Definition of custom endpoints
 endpoints:

From d6a17784dcb7cdbc6d40fa31bb60fe8dcba8dfd8 Mon Sep 17 00:00:00 2001
From: Danny Avila <danny@librechat.ai>
Date: Mon, 17 Mar 2025 16:43:44 -0400
Subject: [PATCH 06/12] =?UTF-8?q?=F0=9F=94=97=20feat:=20Agent=20Chain=20(M?=
 =?UTF-8?q?ixture-of-Agents)=20(#6374)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* wip: first pass, dropdown for selecting sequential agents

* refactor: Improve agent selection logic and enhance performance in SequentialAgents component

* wip: seq. agents working ideas

* wip: sequential agents style change

* refactor: move agent form options/submission outside of AgentConfig

* refactor: prevent repeating code

* refactor: simplify current agent display in SequentialAgents component

* feat: persist  form value handling in AgentSelect component for agent_ids

* feat: first pass, sequential agnets agent update

* feat: enhance message display with agent updates and empty text handling

* chore: update Icon component to use EModelEndpoint for agent endpoints

* feat: update content type checks in BaseClient to use constants for better readability

* feat: adjust max context tokens calculation to use 90% of the model's max tokens

* feat: first pass, agent run message pruning

* chore: increase max listeners for abort controller to prevent memory leaks

* feat: enhance runAgent function to include current index count map for improved token tracking

* chore: update @librechat/agents dependency to version 2.2.5

* feat: update icons and style of SequentialAgents component for improved UI consistency

* feat: add AdvancedButton and AdvancedPanel components for enhanced agent settings navigation, update styling for agent form

* chore: adjust minimum height of AdvancedPanel component for better layout consistency

* chore: update @librechat/agents dependency to version 2.2.6

* feat: enhance message formatting by incorporating tool set into agent message processing, in order to allow better mix/matching of agents (as tool calls for tools not found in set will be stringified)

* refactor: reorder components in AgentConfig for improved readability and maintainability

* refactor: enhance layout of AgentUpdate component for improved visual structure

* feat: add DeepSeek provider to Bedrock settings and schemas

* feat: enhance link styling in mobile.css for better visibility and accessibility

* fix: update banner model import in update banner script; export Banner model

* refactor: `duplicateAgentHandler` to include tool_resources only for OCR context files

* feat: add 'qwen-vl' to visionModels for enhanced model support

* fix: change image format from JPEG to PNG in DALLE3 response

* feat: reorganize Advanced components and add localizations

* refactor: simplify JSX structure in AgentChain component to defer container styling to parent

* feat: add FormInput component for reusable input handling

* feat: make agent recursion limit configurable from builder

* feat: add support for agent capabilities chain in AdvancedPanel and update data-provider version

* feat: add maxRecursionLimit configuration for agents and update related documentation

* fix: update CONFIG_VERSION to 1.2.3 in data provider configuration

* feat: replace recursion limit input with MaxAgentSteps component and enhance input handling

* feat: enhance AgentChain component with hover card for additional information and update related labels

* fix: pass request and response objects to `createActionTool` when using assistant actions to prevent auth error

* feat: update AgentChain component layout to include agent count display

* feat: increase default max listeners and implement capability check function for agent chain

* fix: update link styles in mobile.css for better visibility in dark mode

* chore: temp. remove agents package while bumping shared packages

* chore: update @langchain/google-genai package to version 0.1.11

* chore: update @langchain/google-vertexai package to version 0.2.2

* chore: add @librechat/agents package at version 2.2.8

* feat: add deepseek.r1 model with token rate and context values for bedrock
---
 api/app/clients/BaseClient.js                 |   11 +-
 api/app/clients/prompts/formatMessages.js     |    2 +-
 api/app/clients/tools/structured/DALLE3.js    |    2 +-
 api/models/Banner.js                          |    2 +-
 api/models/tx.js                              |    1 +
 api/models/tx.spec.js                         |    2 +-
 api/package.json                              |    6 +-
 api/server/controllers/agents/client.js       |  113 +-
 api/server/controllers/agents/v1.js           |   14 +-
 api/server/services/ActionService.js          |    4 +-
 .../services/Config/getEndpointsConfig.js     |   13 +-
 .../services/Endpoints/agents/initialize.js   |    5 +-
 .../services/Endpoints/bedrock/initialize.js  |    1 +
 api/server/services/Files/process.js          |   13 +-
 api/server/services/ToolService.js            |    7 +-
 api/server/utils/handleText.js                |    1 +
 api/utils/tokens.js                           |    1 +
 api/utils/tokens.spec.js                      |    3 +
 client/src/common/agents-types.ts             |    1 +
 client/src/common/types.ts                    |    2 +
 .../Chat/Messages/Content/ContentParts.tsx    |    1 +
 .../Chat/Messages/Content/Markdown.tsx        |    7 +-
 .../Chat/Messages/Content/MessageContent.tsx  |    4 +-
 .../components/Chat/Messages/Content/Part.tsx |  250 +--
 .../Messages/Content/Parts/AgentUpdate.tsx    |   39 +
 .../Chat/Messages/Content/Parts/EmptyText.tsx |   17 +
 .../Chat/Messages/Content/Parts/Text.tsx      |    4 +-
 .../SidePanel/Agents/AdminSettings.tsx        |    2 +-
 .../Agents/Advanced/AdvancedButton.tsx        |   27 +
 .../Agents/Advanced/AdvancedPanel.tsx         |   55 +
 .../SidePanel/Agents/Advanced/AgentChain.tsx  |  179 ++
 .../Agents/Advanced/MaxAgentSteps.tsx         |   52 +
 .../SidePanel/Agents/AgentConfig.tsx          |  119 +-
 .../SidePanel/Agents/AgentFooter.tsx          |   86 +
 .../SidePanel/Agents/AgentPanel.tsx           |   18 +
 .../SidePanel/Agents/AgentPanelSkeleton.tsx   |    2 +-
 .../SidePanel/Agents/AgentSelect.tsx          |   19 +
 .../SidePanel/Agents/ModelPanel.tsx           |   22 +-
 .../Agents/Sequential/HideSequential.tsx      |   74 -
 .../Agents/Sequential/SequentialAgents.tsx    |  153 --
 .../SidePanel/Parameters/settings.ts          |    2 +
 client/src/components/ui/FormInput.tsx        |   62 +
 client/src/components/ui/index.ts             |    1 +
 client/src/hooks/SSE/useStepHandler.ts        |   39 +-
 client/src/locales/en/translation.json        |    7 +
 client/src/mobile.css                         |   10 +
 config/update-banner.js                       |    2 +-
 librechat.example.yaml                        |    4 +-
 package-lock.json                             | 1578 +++++++----------
 packages/data-provider/package.json           |    2 +-
 packages/data-provider/src/config.ts          |    6 +-
 packages/data-provider/src/schemas.ts         |    2 +
 packages/data-provider/src/types/agents.ts    |   17 +-
 .../data-provider/src/types/assistants.ts     |   12 +-
 packages/data-provider/src/types/runs.ts      |    1 +
 packages/data-schemas/package.json            |    2 +-
 packages/data-schemas/src/schema/agent.ts     |    4 +
 57 files changed, 1626 insertions(+), 1459 deletions(-)
 create mode 100644 client/src/components/Chat/Messages/Content/Parts/AgentUpdate.tsx
 create mode 100644 client/src/components/Chat/Messages/Content/Parts/EmptyText.tsx
 create mode 100644 client/src/components/SidePanel/Agents/Advanced/AdvancedButton.tsx
 create mode 100644 client/src/components/SidePanel/Agents/Advanced/AdvancedPanel.tsx
 create mode 100644 client/src/components/SidePanel/Agents/Advanced/AgentChain.tsx
 create mode 100644 client/src/components/SidePanel/Agents/Advanced/MaxAgentSteps.tsx
 create mode 100644 client/src/components/SidePanel/Agents/AgentFooter.tsx
 delete mode 100644 client/src/components/SidePanel/Agents/Sequential/HideSequential.tsx
 delete mode 100644 client/src/components/SidePanel/Agents/Sequential/SequentialAgents.tsx
 create mode 100644 client/src/components/ui/FormInput.tsx

diff --git a/api/app/clients/BaseClient.js b/api/app/clients/BaseClient.js
index 77e14c07d0..e24bffa18b 100644
--- a/api/app/clients/BaseClient.js
+++ b/api/app/clients/BaseClient.js
@@ -5,6 +5,7 @@ const {
   isAgentsEndpoint,
   isParamEndpoint,
   EModelEndpoint,
+  ContentTypes,
   excludedKeys,
   ErrorTypes,
   Constants,
@@ -1021,11 +1022,17 @@ class BaseClient {
     const processValue = (value) => {
       if (Array.isArray(value)) {
         for (let item of value) {
-          if (!item || !item.type || item.type === 'image_url') {
+          if (
+            !item ||
+            !item.type ||
+            item.type === ContentTypes.THINK ||
+            item.type === ContentTypes.ERROR ||
+            item.type === ContentTypes.IMAGE_URL
+          ) {
             continue;
           }
 
-          if (item.type === 'tool_call' && item.tool_call != null) {
+          if (item.type === ContentTypes.TOOL_CALL && item.tool_call != null) {
             const toolName = item.tool_call?.name || '';
             if (toolName != null && toolName && typeof toolName === 'string') {
               numTokens += this.getTokenCount(toolName);
diff --git a/api/app/clients/prompts/formatMessages.js b/api/app/clients/prompts/formatMessages.js
index 4e8d3bd5a5..9fa0d40497 100644
--- a/api/app/clients/prompts/formatMessages.js
+++ b/api/app/clients/prompts/formatMessages.js
@@ -211,7 +211,7 @@ const formatAgentMessages = (payload) => {
       } else if (part.type === ContentTypes.THINK) {
         hasReasoning = true;
         continue;
-      } else if (part.type === ContentTypes.ERROR) {
+      } else if (part.type === ContentTypes.ERROR || part.type === ContentTypes.AGENT_UPDATE) {
         continue;
       } else {
         currentContent.push(part);
diff --git a/api/app/clients/tools/structured/DALLE3.js b/api/app/clients/tools/structured/DALLE3.js
index 81200e3a61..fc0f1851f6 100644
--- a/api/app/clients/tools/structured/DALLE3.js
+++ b/api/app/clients/tools/structured/DALLE3.js
@@ -172,7 +172,7 @@ Error Message: ${error.message}`);
         {
           type: ContentTypes.IMAGE_URL,
           image_url: {
-            url: `data:image/jpeg;base64,${base64}`,
+            url: `data:image/png;base64,${base64}`,
           },
         },
       ];
diff --git a/api/models/Banner.js b/api/models/Banner.js
index 0f20faeba8..399a8e72ee 100644
--- a/api/models/Banner.js
+++ b/api/models/Banner.js
@@ -28,4 +28,4 @@ const getBanner = async (user) => {
   }
 };
 
-module.exports = { getBanner };
+module.exports = { Banner, getBanner };
diff --git a/api/models/tx.js b/api/models/tx.js
index b534e7edc9..67301d0c49 100644
--- a/api/models/tx.js
+++ b/api/models/tx.js
@@ -61,6 +61,7 @@ const bedrockValues = {
   'amazon.nova-micro-v1:0': { prompt: 0.035, completion: 0.14 },
   'amazon.nova-lite-v1:0': { prompt: 0.06, completion: 0.24 },
   'amazon.nova-pro-v1:0': { prompt: 0.8, completion: 3.2 },
+  'deepseek.r1': { prompt: 1.35, completion: 5.4 },
 };
 
 /**
diff --git a/api/models/tx.spec.js b/api/models/tx.spec.js
index b04eacc9f3..f612e222bb 100644
--- a/api/models/tx.spec.js
+++ b/api/models/tx.spec.js
@@ -288,7 +288,7 @@ describe('AWS Bedrock Model Tests', () => {
 });
 
 describe('Deepseek Model Tests', () => {
-  const deepseekModels = ['deepseek-chat', 'deepseek-coder', 'deepseek-reasoner'];
+  const deepseekModels = ['deepseek-chat', 'deepseek-coder', 'deepseek-reasoner', 'deepseek.r1'];
 
   it('should return the correct prompt multipliers for all models', () => {
     const results = deepseekModels.map((model) => {
diff --git a/api/package.json b/api/package.json
index 9197691a72..ab2a82dbd8 100644
--- a/api/package.json
+++ b/api/package.json
@@ -42,10 +42,10 @@
     "@keyv/redis": "^2.8.1",
     "@langchain/community": "^0.3.34",
     "@langchain/core": "^0.3.40",
-    "@langchain/google-genai": "^0.1.9",
-    "@langchain/google-vertexai": "^0.2.0",
+    "@langchain/google-genai": "^0.1.11",
+    "@langchain/google-vertexai": "^0.2.2",
     "@langchain/textsplitters": "^0.1.0",
-    "@librechat/agents": "^2.2.0",
+    "@librechat/agents": "^2.2.8",
     "@librechat/data-schemas": "*",
     "@waylaidwanderer/fetch-event-source": "^3.0.1",
     "axios": "^1.8.2",
diff --git a/api/server/controllers/agents/client.js b/api/server/controllers/agents/client.js
index d591fe3247..4b995bb06a 100644
--- a/api/server/controllers/agents/client.js
+++ b/api/server/controllers/agents/client.js
@@ -7,7 +7,16 @@
 // validateVisionModel,
 // mapModelToAzureConfig,
 // } = require('librechat-data-provider');
-const { Callback, createMetadataAggregator } = require('@librechat/agents');
+require('events').EventEmitter.defaultMaxListeners = 100;
+const {
+  Callback,
+  GraphEvents,
+  formatMessage,
+  formatAgentMessages,
+  formatContentStrings,
+  getTokenCountForMessage,
+  createMetadataAggregator,
+} = require('@librechat/agents');
 const {
   Constants,
   VisionModes,
@@ -17,24 +26,19 @@ const {
   KnownEndpoints,
   anthropicSchema,
   isAgentsEndpoint,
+  AgentCapabilities,
   bedrockInputSchema,
   removeNullishValues,
 } = require('librechat-data-provider');
-const {
-  formatMessage,
-  addCacheControl,
-  formatAgentMessages,
-  formatContentStrings,
-  createContextHandlers,
-} = require('~/app/clients/prompts');
+const { getCustomEndpointConfig, checkCapability } = require('~/server/services/Config');
+const { addCacheControl, createContextHandlers } = require('~/app/clients/prompts');
 const { spendTokens, spendStructuredTokens } = require('~/models/spendTokens');
 const { getBufferString, HumanMessage } = require('@langchain/core/messages');
 const { encodeAndFormat } = require('~/server/services/Files/images/encode');
-const { getCustomEndpointConfig } = require('~/server/services/Config');
 const Tokenizer = require('~/server/services/Tokenizer');
 const BaseClient = require('~/app/clients/BaseClient');
+const { logger, sendEvent } = require('~/config');
 const { createRun } = require('./run');
-const { logger } = require('~/config');
 
 /** @typedef {import('@librechat/agents').MessageContentComplex} MessageContentComplex */
 /** @typedef {import('@langchain/core/runnables').RunnableConfig} RunnableConfig */
@@ -99,6 +103,8 @@ class AgentClient extends BaseClient {
     this.outputTokensKey = 'output_tokens';
     /** @type {UsageMetadata} */
     this.usage;
+    /** @type {Record<string, number>} */
+    this.indexTokenCountMap = {};
   }
 
   /**
@@ -377,6 +383,10 @@ class AgentClient extends BaseClient {
       }));
     }
 
+    for (let i = 0; i < messages.length; i++) {
+      this.indexTokenCountMap[i] = messages[i].tokenCount;
+    }
+
     const result = {
       tokenCountMap,
       prompt: payload,
@@ -622,6 +632,9 @@ class AgentClient extends BaseClient {
       //   });
       // }
 
+      /** @type {TCustomConfig['endpoints']['agents']} */
+      const agentsEConfig = this.options.req.app.locals[EModelEndpoint.agents];
+
       /** @type {Partial<RunnableConfig> & { version: 'v1' | 'v2'; run_id?: string; streamMode: string }} */
       const config = {
         configurable: {
@@ -629,19 +642,30 @@ class AgentClient extends BaseClient {
           last_agent_index: this.agentConfigs?.size ?? 0,
           hide_sequential_outputs: this.options.agent.hide_sequential_outputs,
         },
-        recursionLimit: this.options.req.app.locals[EModelEndpoint.agents]?.recursionLimit,
+        recursionLimit: agentsEConfig?.recursionLimit,
         signal: abortController.signal,
         streamMode: 'values',
         version: 'v2',
       };
 
-      const initialMessages = formatAgentMessages(payload);
+      const toolSet = new Set((this.options.agent.tools ?? []).map((tool) => tool && tool.name));
+      let { messages: initialMessages, indexTokenCountMap } = formatAgentMessages(
+        payload,
+        this.indexTokenCountMap,
+        toolSet,
+      );
       if (legacyContentEndpoints.has(this.options.agent.endpoint)) {
-        formatContentStrings(initialMessages);
+        initialMessages = formatContentStrings(initialMessages);
       }
 
       /** @type {ReturnType<createRun>} */
       let run;
+      const countTokens = ((text) => this.getTokenCount(text)).bind(this);
+
+      /** @type {(message: BaseMessage) => number} */
+      const tokenCounter = (message) => {
+        return getTokenCountForMessage(message, countTokens);
+      };
 
       /**
        *
@@ -649,12 +673,23 @@ class AgentClient extends BaseClient {
        * @param {BaseMessage[]} messages
        * @param {number} [i]
        * @param {TMessageContentParts[]} [contentData]
+       * @param {Record<string, number>} [currentIndexCountMap]
        */
-      const runAgent = async (agent, _messages, i = 0, contentData = []) => {
+      const runAgent = async (agent, _messages, i = 0, contentData = [], _currentIndexCountMap) => {
         config.configurable.model = agent.model_parameters.model;
+        const currentIndexCountMap = _currentIndexCountMap ?? indexTokenCountMap;
         if (i > 0) {
           this.model = agent.model_parameters.model;
         }
+        if (agent.recursion_limit && typeof agent.recursion_limit === 'number') {
+          config.recursionLimit = agent.recursion_limit;
+        }
+        if (
+          agentsEConfig?.maxRecursionLimit &&
+          config.recursionLimit > agentsEConfig?.maxRecursionLimit
+        ) {
+          config.recursionLimit = agentsEConfig?.maxRecursionLimit;
+        }
         config.configurable.agent_id = agent.id;
         config.configurable.name = agent.name;
         config.configurable.agent_index = i;
@@ -717,11 +752,29 @@ class AgentClient extends BaseClient {
         }
 
         if (contentData.length) {
+          const agentUpdate = {
+            type: ContentTypes.AGENT_UPDATE,
+            [ContentTypes.AGENT_UPDATE]: {
+              index: contentData.length,
+              runId: this.responseMessageId,
+              agentId: agent.id,
+            },
+          };
+          const streamData = {
+            event: GraphEvents.ON_AGENT_UPDATE,
+            data: agentUpdate,
+          };
+          this.options.aggregateContent(streamData);
+          sendEvent(this.options.res, streamData);
+          contentData.push(agentUpdate);
           run.Graph.contentData = contentData;
         }
 
         await run.processStream({ messages }, config, {
           keepContent: i !== 0,
+          tokenCounter,
+          indexTokenCountMap: currentIndexCountMap,
+          maxContextTokens: agent.maxContextTokens,
           callbacks: {
             [Callback.TOOL_ERROR]: (graph, error, toolId) => {
               logger.error(
@@ -735,9 +788,13 @@ class AgentClient extends BaseClient {
       };
 
       await runAgent(this.options.agent, initialMessages);
-
       let finalContentStart = 0;
-      if (this.agentConfigs && this.agentConfigs.size > 0) {
+      if (
+        this.agentConfigs &&
+        this.agentConfigs.size > 0 &&
+        (await checkCapability(this.options.req, AgentCapabilities.chain))
+      ) {
+        const windowSize = 5;
         let latestMessage = initialMessages.pop().content;
         if (typeof latestMessage !== 'string') {
           latestMessage = latestMessage[0].text;
@@ -745,7 +802,16 @@ class AgentClient extends BaseClient {
         let i = 1;
         let runMessages = [];
 
-        const lastFiveMessages = initialMessages.slice(-5);
+        const windowIndexCountMap = {};
+        const windowMessages = initialMessages.slice(-windowSize);
+        let currentIndex = 4;
+        for (let i = initialMessages.length - 1; i >= 0; i--) {
+          windowIndexCountMap[currentIndex] = indexTokenCountMap[i];
+          currentIndex--;
+          if (currentIndex < 0) {
+            break;
+          }
+        }
         for (const [agentId, agent] of this.agentConfigs) {
           if (abortController.signal.aborted === true) {
             break;
@@ -780,7 +846,9 @@ class AgentClient extends BaseClient {
           }
           try {
             const contextMessages = [];
-            for (const message of lastFiveMessages) {
+            const runIndexCountMap = {};
+            for (let i = 0; i < windowMessages.length; i++) {
+              const message = windowMessages[i];
               const messageType = message._getType();
               if (
                 (!agent.tools || agent.tools.length === 0) &&
@@ -788,11 +856,13 @@ class AgentClient extends BaseClient {
               ) {
                 continue;
               }
-
+              runIndexCountMap[contextMessages.length] = windowIndexCountMap[i];
               contextMessages.push(message);
             }
-            const currentMessages = [...contextMessages, new HumanMessage(bufferString)];
-            await runAgent(agent, currentMessages, i, contentData);
+            const bufferMessage = new HumanMessage(bufferString);
+            runIndexCountMap[contextMessages.length] = tokenCounter(bufferMessage);
+            const currentMessages = [...contextMessages, bufferMessage];
+            await runAgent(agent, currentMessages, i, contentData, runIndexCountMap);
           } catch (err) {
             logger.error(
               `[api/server/controllers/agents/client.js #chatCompletion] Error running agent ${agentId} (${i})`,
@@ -803,6 +873,7 @@ class AgentClient extends BaseClient {
         }
       }
 
+      /** Note: not implemented */
       if (config.configurable.hide_sequential_outputs !== true) {
         finalContentStart = 0;
       }
diff --git a/api/server/controllers/agents/v1.js b/api/server/controllers/agents/v1.js
index 08327ec61c..731dee69a2 100644
--- a/api/server/controllers/agents/v1.js
+++ b/api/server/controllers/agents/v1.js
@@ -1,10 +1,11 @@
 const fs = require('fs').promises;
 const { nanoid } = require('nanoid');
 const {
-  FileContext,
-  Constants,
   Tools,
+  Constants,
+  FileContext,
   SystemRoles,
+  EToolResources,
   actionDelimiter,
 } = require('librechat-data-provider');
 const {
@@ -203,14 +204,21 @@ const duplicateAgentHandler = async (req, res) => {
     }
 
     const {
-      _id: __id,
       id: _id,
+      _id: __id,
       author: _author,
       createdAt: _createdAt,
       updatedAt: _updatedAt,
+      tool_resources: _tool_resources = {},
       ...cloneData
     } = agent;
 
+    if (_tool_resources?.[EToolResources.ocr]) {
+      cloneData.tool_resources = {
+        [EToolResources.ocr]: _tool_resources[EToolResources.ocr],
+      };
+    }
+
     const newAgentId = `agent_${nanoid()}`;
     const newAgentData = Object.assign(cloneData, {
       id: newAgentId,
diff --git a/api/server/services/ActionService.js b/api/server/services/ActionService.js
index 660e7aeb0d..c332cdfcf1 100644
--- a/api/server/services/ActionService.js
+++ b/api/server/services/ActionService.js
@@ -161,9 +161,9 @@ async function createActionTool({
 
       if (metadata.auth && metadata.auth.type !== AuthTypeEnum.None) {
         try {
-          const action_id = action.action_id;
-          const identifier = `${req.user.id}:${action.action_id}`;
           if (metadata.auth.type === AuthTypeEnum.OAuth && metadata.auth.authorization_url) {
+            const action_id = action.action_id;
+            const identifier = `${req.user.id}:${action.action_id}`;
             const requestLogin = async () => {
               const { args: _args, stepId, ...toolCall } = config.toolCall ?? {};
               if (!stepId) {
diff --git a/api/server/services/Config/getEndpointsConfig.js b/api/server/services/Config/getEndpointsConfig.js
index 4f8bde68ad..016f5f7445 100644
--- a/api/server/services/Config/getEndpointsConfig.js
+++ b/api/server/services/Config/getEndpointsConfig.js
@@ -72,4 +72,15 @@ async function getEndpointsConfig(req) {
   return endpointsConfig;
 }
 
-module.exports = { getEndpointsConfig };
+/**
+ * @param {ServerRequest} req
+ * @param {import('librechat-data-provider').AgentCapabilities} capability
+ * @returns {Promise<boolean>}
+ */
+const checkCapability = async (req, capability) => {
+  const endpointsConfig = await getEndpointsConfig(req);
+  const capabilities = endpointsConfig?.[EModelEndpoint.agents]?.capabilities ?? [];
+  return capabilities.includes(capability);
+};
+
+module.exports = { getEndpointsConfig, checkCapability };
diff --git a/api/server/services/Endpoints/agents/initialize.js b/api/server/services/Endpoints/agents/initialize.js
index 11c8dc6fc4..cb539d3bc7 100644
--- a/api/server/services/Endpoints/agents/initialize.js
+++ b/api/server/services/Endpoints/agents/initialize.js
@@ -204,8 +204,7 @@ const initializeAgentOptions = async ({
     toolContextMap,
     maxContextTokens:
       agent.max_context_tokens ??
-      getModelMaxTokens(tokensModel, providerEndpointMap[provider]) ??
-      4000,
+      (getModelMaxTokens(tokensModel, providerEndpointMap[provider]) ?? 4000) * 0.9,
   };
 };
 
@@ -275,11 +274,13 @@ const initializeClient = async ({ req, res, endpointOption }) => {
 
   const client = new AgentClient({
     req,
+    res,
     sender,
     contentParts,
     agentConfigs,
     eventHandlers,
     collectedUsage,
+    aggregateContent,
     artifactPromises,
     agent: primaryConfig,
     spec: endpointOption.spec,
diff --git a/api/server/services/Endpoints/bedrock/initialize.js b/api/server/services/Endpoints/bedrock/initialize.js
index 51d0040566..4d9ba361cf 100644
--- a/api/server/services/Endpoints/bedrock/initialize.js
+++ b/api/server/services/Endpoints/bedrock/initialize.js
@@ -55,6 +55,7 @@ const initializeClient = async ({ req, res, endpointOption }) => {
 
   const client = new AgentClient({
     req,
+    res,
     agent,
     sender,
     // tools,
diff --git a/api/server/services/Files/process.js b/api/server/services/Files/process.js
index 1bfadc4b23..78a4976e2f 100644
--- a/api/server/services/Files/process.js
+++ b/api/server/services/Files/process.js
@@ -29,7 +29,7 @@ const { addAgentResourceFile, removeAgentResourceFiles } = require('~/models/Age
 const { getOpenAIClient } = require('~/server/controllers/assistants/helpers');
 const { createFile, updateFileUsage, deleteFiles } = require('~/models/File');
 const { loadAuthValues } = require('~/server/services/Tools/credentials');
-const { getEndpointsConfig } = require('~/server/services/Config');
+const { checkCapability } = require('~/server/services/Config');
 const { LB_QueueAsyncCall } = require('~/server/utils/queue');
 const { getStrategyFunctions } = require('./strategies');
 const { determineFileType } = require('~/server/utils');
@@ -457,17 +457,6 @@ const processFileUpload = async ({ req, res, metadata }) => {
   res.status(200).json({ message: 'File uploaded and processed successfully', ...result });
 };
 
-/**
- * @param {ServerRequest} req
- * @param {AgentCapabilities} capability
- * @returns {Promise<boolean>}
- */
-const checkCapability = async (req, capability) => {
-  const endpointsConfig = await getEndpointsConfig(req);
-  const capabilities = endpointsConfig?.[EModelEndpoint.agents]?.capabilities ?? [];
-  return capabilities.includes(capability);
-};
-
 /**
  * Applies the current strategy for file uploads.
  * Saves file metadata to the database with an expiry TTL.
diff --git a/api/server/services/ToolService.js b/api/server/services/ToolService.js
index f3e4efb6e3..969ca8d8ff 100644
--- a/api/server/services/ToolService.js
+++ b/api/server/services/ToolService.js
@@ -362,7 +362,12 @@ async function processRequiredActions(client, requiredActions) {
         continue;
       }
 
-      tool = await createActionTool({ action: actionSet, requestBuilder });
+      tool = await createActionTool({
+        req: client.req,
+        res: client.res,
+        action: actionSet,
+        requestBuilder,
+      });
       if (!tool) {
         logger.warn(
           `Invalid action: user: ${client.req.user.id} | thread_id: ${requiredActions[0].thread_id} | run_id: ${requiredActions[0].run_id} | toolName: ${currentAction.tool}`,
diff --git a/api/server/utils/handleText.js b/api/server/utils/handleText.js
index 1b9cda28d7..f593d6c866 100644
--- a/api/server/utils/handleText.js
+++ b/api/server/utils/handleText.js
@@ -204,6 +204,7 @@ function generateConfig(key, baseURL, endpoint) {
       AgentCapabilities.actions,
       AgentCapabilities.tools,
       AgentCapabilities.ocr,
+      AgentCapabilities.chain,
     ];
   }
 
diff --git a/api/utils/tokens.js b/api/utils/tokens.js
index 8edfb0a31c..58aaf7051b 100644
--- a/api/utils/tokens.js
+++ b/api/utils/tokens.js
@@ -92,6 +92,7 @@ const anthropicModels = {
 const deepseekModels = {
   'deepseek-reasoner': 63000, // -1000 from max (API)
   deepseek: 63000, // -1000 from max (API)
+  'deepseek.r1': 127500,
 };
 
 const metaModels = {
diff --git a/api/utils/tokens.spec.js b/api/utils/tokens.spec.js
index d4dbb30498..e5ae21b646 100644
--- a/api/utils/tokens.spec.js
+++ b/api/utils/tokens.spec.js
@@ -423,6 +423,9 @@ describe('Meta Models Tests', () => {
       expect(getModelMaxTokens('deepseek-reasoner')).toBe(
         maxTokensMap[EModelEndpoint.openAI]['deepseek-reasoner'],
       );
+      expect(getModelMaxTokens('deepseek.r1')).toBe(
+        maxTokensMap[EModelEndpoint.openAI]['deepseek.r1'],
+      );
     });
   });
 
diff --git a/client/src/common/agents-types.ts b/client/src/common/agents-types.ts
index f4b8aac9fe..982cbfdb17 100644
--- a/client/src/common/agents-types.ts
+++ b/client/src/common/agents-types.ts
@@ -28,4 +28,5 @@ export type AgentForm = {
   provider?: AgentProvider | OptionWithIcon;
   agent_ids?: string[];
   [AgentCapabilities.artifacts]?: ArtifactModes | string;
+  recursion_limit?: number;
 } & TAgentCapabilities;
diff --git a/client/src/common/types.ts b/client/src/common/types.ts
index f0b2b8a238..975f468930 100644
--- a/client/src/common/types.ts
+++ b/client/src/common/types.ts
@@ -131,6 +131,7 @@ export interface DataColumnMeta {
 }
 
 export enum Panel {
+  advanced = 'advanced',
   builder = 'builder',
   actions = 'actions',
   model = 'model',
@@ -181,6 +182,7 @@ export type AgentPanelProps = {
   activePanel?: string;
   action?: t.Action;
   actions?: t.Action[];
+  createMutation: UseMutationResult<t.Agent, Error, t.AgentCreateParams>;
   setActivePanel: React.Dispatch<React.SetStateAction<Panel>>;
   setAction: React.Dispatch<React.SetStateAction<t.Action | undefined>>;
   endpointsConfig?: t.TEndpointsConfig;
diff --git a/client/src/components/Chat/Messages/Content/ContentParts.tsx b/client/src/components/Chat/Messages/Content/ContentParts.tsx
index ddf08976eb..3805e0bb41 100644
--- a/client/src/components/Chat/Messages/Content/ContentParts.tsx
+++ b/client/src/components/Chat/Messages/Content/ContentParts.tsx
@@ -139,6 +139,7 @@ const ContentParts = memo(
                   isSubmitting={isSubmitting}
                   key={`part-${messageId}-${idx}`}
                   isCreatedByUser={isCreatedByUser}
+                  isLast={idx === content.length - 1}
                   showCursor={idx === content.length - 1 && isLast}
                 />
               </MessageContext.Provider>
diff --git a/client/src/components/Chat/Messages/Content/Markdown.tsx b/client/src/components/Chat/Messages/Content/Markdown.tsx
index e01de091c7..ee134b0e53 100644
--- a/client/src/components/Chat/Messages/Content/Markdown.tsx
+++ b/client/src/components/Chat/Messages/Content/Markdown.tsx
@@ -166,15 +166,12 @@ export const p: React.ElementType = memo(({ children }: TParagraphProps) => {
   return <p className="mb-2 whitespace-pre-wrap">{children}</p>;
 });
 
-const cursor = ' ';
-
 type TContentProps = {
   content: string;
-  showCursor?: boolean;
   isLatestMessage: boolean;
 };
 
-const Markdown = memo(({ content = '', showCursor, isLatestMessage }: TContentProps) => {
+const Markdown = memo(({ content = '', isLatestMessage }: TContentProps) => {
   const LaTeXParsing = useRecoilValue<boolean>(store.LaTeXParsing);
   const isInitializing = content === '';
 
@@ -240,7 +237,7 @@ const Markdown = memo(({ content = '', showCursor, isLatestMessage }: TContentPr
             }
           }
         >
-          {isLatestMessage && (showCursor ?? false) ? currentContent + cursor : currentContent}
+          {currentContent}
         </ReactMarkdown>
       </CodeBlockProvider>
     </ArtifactProvider>
diff --git a/client/src/components/Chat/Messages/Content/MessageContent.tsx b/client/src/components/Chat/Messages/Content/MessageContent.tsx
index 1547a01d80..f70a15b779 100644
--- a/client/src/components/Chat/Messages/Content/MessageContent.tsx
+++ b/client/src/components/Chat/Messages/Content/MessageContent.tsx
@@ -83,9 +83,7 @@ const DisplayMessage = ({ text, isCreatedByUser, message, showCursor }: TDisplay
 
   let content: React.ReactElement;
   if (!isCreatedByUser) {
-    content = (
-      <Markdown content={text} showCursor={showCursorState} isLatestMessage={isLatestMessage} />
-    );
+    content = <Markdown content={text} isLatestMessage={isLatestMessage} />;
   } else if (enableUserMsgMarkdown) {
     content = <MarkdownLite content={text} />;
   } else {
diff --git a/client/src/components/Chat/Messages/Content/Part.tsx b/client/src/components/Chat/Messages/Content/Part.tsx
index 2430bee6f9..1351efd59c 100644
--- a/client/src/components/Chat/Messages/Content/Part.tsx
+++ b/client/src/components/Chat/Messages/Content/Part.tsx
@@ -8,9 +8,11 @@ import {
 import { memo } from 'react';
 import type { TMessageContentParts, TAttachment } from 'librechat-data-provider';
 import { ErrorMessage } from './MessageContent';
+import AgentUpdate from './Parts/AgentUpdate';
 import ExecuteCode from './Parts/ExecuteCode';
 import RetrievalCall from './RetrievalCall';
 import Reasoning from './Parts/Reasoning';
+import EmptyText from './Parts/EmptyText';
 import CodeAnalyze from './CodeAnalyze';
 import Container from './Container';
 import ToolCall from './ToolCall';
@@ -20,145 +22,159 @@ import Image from './Image';
 
 type PartProps = {
   part?: TMessageContentParts;
+  isLast?: boolean;
   isSubmitting: boolean;
   showCursor: boolean;
   isCreatedByUser: boolean;
   attachments?: TAttachment[];
 };
 
-const Part = memo(({ part, isSubmitting, attachments, showCursor, isCreatedByUser }: PartProps) => {
-  if (!part) {
-    return null;
-  }
-
-  if (part.type === ContentTypes.ERROR) {
-    return (
-      <ErrorMessage
-        text={part[ContentTypes.ERROR] ?? part[ContentTypes.TEXT]?.value}
-        className="my-2"
-      />
-    );
-  } else if (part.type === ContentTypes.TEXT) {
-    const text = typeof part.text === 'string' ? part.text : part.text.value;
-
-    if (typeof text !== 'string') {
-      return null;
-    }
-    if (part.tool_call_ids != null && !text) {
-      return null;
-    }
-    return (
-      <Container>
-        <Text text={text} isCreatedByUser={isCreatedByUser} showCursor={showCursor} />
-      </Container>
-    );
-  } else if (part.type === ContentTypes.THINK) {
-    const reasoning = typeof part.think === 'string' ? part.think : part.think.value;
-    if (typeof reasoning !== 'string') {
-      return null;
-    }
-    return <Reasoning reasoning={reasoning} />;
-  } else if (part.type === ContentTypes.TOOL_CALL) {
-    const toolCall = part[ContentTypes.TOOL_CALL];
-
-    if (!toolCall) {
+const Part = memo(
+  ({ part, isSubmitting, attachments, isLast, showCursor, isCreatedByUser }: PartProps) => {
+    if (!part) {
       return null;
     }
 
-    const isToolCall =
-      'args' in toolCall && (!toolCall.type || toolCall.type === ToolCallTypes.TOOL_CALL);
-    if (isToolCall && toolCall.name === Tools.execute_code) {
+    if (part.type === ContentTypes.ERROR) {
       return (
-        <ExecuteCode
-          args={typeof toolCall.args === 'string' ? toolCall.args : ''}
-          output={toolCall.output ?? ''}
-          initialProgress={toolCall.progress ?? 0.1}
-          isSubmitting={isSubmitting}
-          attachments={attachments}
+        <ErrorMessage
+          text={part[ContentTypes.ERROR] ?? part[ContentTypes.TEXT]?.value}
+          className="my-2"
         />
       );
-    } else if (isToolCall) {
+    } else if (part.type === ContentTypes.AGENT_UPDATE) {
       return (
-        <ToolCall
-          args={toolCall.args ?? ''}
-          name={toolCall.name || ''}
-          output={toolCall.output ?? ''}
-          initialProgress={toolCall.progress ?? 0.1}
-          isSubmitting={isSubmitting}
-          attachments={attachments}
-          auth={toolCall.auth}
-          expires_at={toolCall.expires_at}
-        />
-      );
-    } else if (toolCall.type === ToolCallTypes.CODE_INTERPRETER) {
-      const code_interpreter = toolCall[ToolCallTypes.CODE_INTERPRETER];
-      return (
-        <CodeAnalyze
-          initialProgress={toolCall.progress ?? 0.1}
-          code={code_interpreter.input}
-          outputs={code_interpreter.outputs ?? []}
-          isSubmitting={isSubmitting}
-        />
-      );
-    } else if (
-      toolCall.type === ToolCallTypes.RETRIEVAL ||
-      toolCall.type === ToolCallTypes.FILE_SEARCH
-    ) {
-      return (
-        <RetrievalCall initialProgress={toolCall.progress ?? 0.1} isSubmitting={isSubmitting} />
-      );
-    } else if (
-      toolCall.type === ToolCallTypes.FUNCTION &&
-      ToolCallTypes.FUNCTION in toolCall &&
-      imageGenTools.has(toolCall.function.name)
-    ) {
-      return (
-        <ImageGen
-          initialProgress={toolCall.progress ?? 0.1}
-          args={toolCall.function.arguments as string}
-        />
-      );
-    } else if (toolCall.type === ToolCallTypes.FUNCTION && ToolCallTypes.FUNCTION in toolCall) {
-      if (isImageVisionTool(toolCall)) {
-        if (isSubmitting && showCursor) {
-          return (
+        <>
+          <AgentUpdate currentAgentId={part[ContentTypes.AGENT_UPDATE]?.agentId} />
+          {isLast && showCursor && (
             <Container>
-              <Text text={''} isCreatedByUser={isCreatedByUser} showCursor={showCursor} />
+              <EmptyText />
             </Container>
-          );
-        }
+          )}
+        </>
+      );
+    } else if (part.type === ContentTypes.TEXT) {
+      const text = typeof part.text === 'string' ? part.text : part.text.value;
+
+      if (typeof text !== 'string') {
+        return null;
+      }
+      if (part.tool_call_ids != null && !text) {
+        return null;
+      }
+      return (
+        <Container>
+          <Text text={text} isCreatedByUser={isCreatedByUser} showCursor={showCursor} />
+        </Container>
+      );
+    } else if (part.type === ContentTypes.THINK) {
+      const reasoning = typeof part.think === 'string' ? part.think : part.think.value;
+      if (typeof reasoning !== 'string') {
+        return null;
+      }
+      return <Reasoning reasoning={reasoning} />;
+    } else if (part.type === ContentTypes.TOOL_CALL) {
+      const toolCall = part[ContentTypes.TOOL_CALL];
+
+      if (!toolCall) {
         return null;
       }
 
+      const isToolCall =
+        'args' in toolCall && (!toolCall.type || toolCall.type === ToolCallTypes.TOOL_CALL);
+      if (isToolCall && toolCall.name === Tools.execute_code) {
+        return (
+          <ExecuteCode
+            args={typeof toolCall.args === 'string' ? toolCall.args : ''}
+            output={toolCall.output ?? ''}
+            initialProgress={toolCall.progress ?? 0.1}
+            isSubmitting={isSubmitting}
+            attachments={attachments}
+          />
+        );
+      } else if (isToolCall) {
+        return (
+          <ToolCall
+            args={toolCall.args ?? ''}
+            name={toolCall.name || ''}
+            output={toolCall.output ?? ''}
+            initialProgress={toolCall.progress ?? 0.1}
+            isSubmitting={isSubmitting}
+            attachments={attachments}
+            auth={toolCall.auth}
+            expires_at={toolCall.expires_at}
+          />
+        );
+      } else if (toolCall.type === ToolCallTypes.CODE_INTERPRETER) {
+        const code_interpreter = toolCall[ToolCallTypes.CODE_INTERPRETER];
+        return (
+          <CodeAnalyze
+            initialProgress={toolCall.progress ?? 0.1}
+            code={code_interpreter.input}
+            outputs={code_interpreter.outputs ?? []}
+            isSubmitting={isSubmitting}
+          />
+        );
+      } else if (
+        toolCall.type === ToolCallTypes.RETRIEVAL ||
+        toolCall.type === ToolCallTypes.FILE_SEARCH
+      ) {
+        return (
+          <RetrievalCall initialProgress={toolCall.progress ?? 0.1} isSubmitting={isSubmitting} />
+        );
+      } else if (
+        toolCall.type === ToolCallTypes.FUNCTION &&
+        ToolCallTypes.FUNCTION in toolCall &&
+        imageGenTools.has(toolCall.function.name)
+      ) {
+        return (
+          <ImageGen
+            initialProgress={toolCall.progress ?? 0.1}
+            args={toolCall.function.arguments as string}
+          />
+        );
+      } else if (toolCall.type === ToolCallTypes.FUNCTION && ToolCallTypes.FUNCTION in toolCall) {
+        if (isImageVisionTool(toolCall)) {
+          if (isSubmitting && showCursor) {
+            return (
+              <Container>
+                <Text text={''} isCreatedByUser={isCreatedByUser} showCursor={showCursor} />
+              </Container>
+            );
+          }
+          return null;
+        }
+
+        return (
+          <ToolCall
+            initialProgress={toolCall.progress ?? 0.1}
+            isSubmitting={isSubmitting}
+            args={toolCall.function.arguments as string}
+            name={toolCall.function.name}
+            output={toolCall.function.output}
+          />
+        );
+      }
+    } else if (part.type === ContentTypes.IMAGE_FILE) {
+      const imageFile = part[ContentTypes.IMAGE_FILE];
+      const height = imageFile.height ?? 1920;
+      const width = imageFile.width ?? 1080;
       return (
-        <ToolCall
-          initialProgress={toolCall.progress ?? 0.1}
-          isSubmitting={isSubmitting}
-          args={toolCall.function.arguments as string}
-          name={toolCall.function.name}
-          output={toolCall.function.output}
+        <Image
+          imagePath={imageFile.filepath}
+          height={height}
+          width={width}
+          altText={imageFile.filename ?? 'Uploaded Image'}
+          placeholderDimensions={{
+            height: height + 'px',
+            width: width + 'px',
+          }}
         />
       );
     }
-  } else if (part.type === ContentTypes.IMAGE_FILE) {
-    const imageFile = part[ContentTypes.IMAGE_FILE];
-    const height = imageFile.height ?? 1920;
-    const width = imageFile.width ?? 1080;
-    return (
-      <Image
-        imagePath={imageFile.filepath}
-        height={height}
-        width={width}
-        altText={imageFile.filename ?? 'Uploaded Image'}
-        placeholderDimensions={{
-          height: height + 'px',
-          width: width + 'px',
-        }}
-      />
-    );
-  }
 
-  return null;
-});
+    return null;
+  },
+);
 
 export default Part;
diff --git a/client/src/components/Chat/Messages/Content/Parts/AgentUpdate.tsx b/client/src/components/Chat/Messages/Content/Parts/AgentUpdate.tsx
new file mode 100644
index 0000000000..4dca00107e
--- /dev/null
+++ b/client/src/components/Chat/Messages/Content/Parts/AgentUpdate.tsx
@@ -0,0 +1,39 @@
+import React, { useMemo } from 'react';
+import { EModelEndpoint } from 'librechat-data-provider';
+import { useAgentsMapContext } from '~/Providers';
+import Icon from '~/components/Endpoints/Icon';
+
+interface AgentUpdateProps {
+  currentAgentId: string;
+}
+
+const AgentUpdate: React.FC<AgentUpdateProps> = ({ currentAgentId }) => {
+  const agentsMap = useAgentsMapContext() || {};
+  const currentAgent = useMemo(() => agentsMap[currentAgentId], [agentsMap, currentAgentId]);
+  if (!currentAgentId) {
+    return null;
+  }
+  return (
+    <div className="relative">
+      <div className="absolute -left-6 flex h-full w-4 items-center justify-center">
+        <div className="relative h-full w-4">
+          <div className="absolute left-0 top-0 h-1/2 w-px border border-border-medium"></div>
+          <div className="absolute left-0 top-1/2 h-px w-3 border border-border-medium"></div>
+        </div>
+      </div>
+      <div className="my-4 flex items-center gap-2">
+        <div className="flex h-6 w-6 items-center justify-center overflow-hidden rounded-full">
+          <Icon
+            endpoint={EModelEndpoint.agents}
+            agentName={currentAgent?.name ?? ''}
+            iconURL={currentAgent?.avatar?.filepath}
+            isCreatedByUser={false}
+          />
+        </div>
+        <div className="font-medium text-text-primary">{currentAgent?.name}</div>
+      </div>
+    </div>
+  );
+};
+
+export default AgentUpdate;
diff --git a/client/src/components/Chat/Messages/Content/Parts/EmptyText.tsx b/client/src/components/Chat/Messages/Content/Parts/EmptyText.tsx
new file mode 100644
index 0000000000..1b514164df
--- /dev/null
+++ b/client/src/components/Chat/Messages/Content/Parts/EmptyText.tsx
@@ -0,0 +1,17 @@
+import { memo } from 'react';
+
+const EmptyTextPart = memo(() => {
+  return (
+    <div className="text-message mb-[0.625rem] flex min-h-[20px] flex-col items-start gap-3 overflow-visible">
+      <div className="markdown prose dark:prose-invert light w-full break-words dark:text-gray-100">
+        <div className="absolute">
+          <p className="submitting relative">
+            <span className="result-thinking" />
+          </p>
+        </div>
+      </div>
+    </div>
+  );
+});
+
+export default EmptyTextPart;
diff --git a/client/src/components/Chat/Messages/Content/Parts/Text.tsx b/client/src/components/Chat/Messages/Content/Parts/Text.tsx
index 7c207f1512..d4a605aea5 100644
--- a/client/src/components/Chat/Messages/Content/Parts/Text.tsx
+++ b/client/src/components/Chat/Messages/Content/Parts/Text.tsx
@@ -29,9 +29,7 @@ const TextPart = memo(({ text, isCreatedByUser, showCursor }: TextPartProps) =>
 
   const content: ContentType = useMemo(() => {
     if (!isCreatedByUser) {
-      return (
-        <Markdown content={text} showCursor={showCursorState} isLatestMessage={isLatestMessage} />
-      );
+      return <Markdown content={text} isLatestMessage={isLatestMessage} />;
     } else if (enableUserMsgMarkdown) {
       return <MarkdownLite content={text} />;
     } else {
diff --git a/client/src/components/SidePanel/Agents/AdminSettings.tsx b/client/src/components/SidePanel/Agents/AdminSettings.tsx
index 6ca21d1317..5fb13fd045 100644
--- a/client/src/components/SidePanel/Agents/AdminSettings.tsx
+++ b/client/src/components/SidePanel/Agents/AdminSettings.tsx
@@ -142,7 +142,7 @@ const AdminSettings = () => {
         <Button
           size={'sm'}
           variant={'outline'}
-          className="btn btn-neutral border-token-border-light relative mb-4 h-9 w-full gap-1 rounded-lg font-medium"
+          className="btn btn-neutral border-token-border-light relative h-9 w-full gap-1 rounded-lg font-medium"
         >
           <ShieldEllipsis className="cursor-pointer" aria-hidden="true" />
           {localize('com_ui_admin_settings')}
diff --git a/client/src/components/SidePanel/Agents/Advanced/AdvancedButton.tsx b/client/src/components/SidePanel/Agents/Advanced/AdvancedButton.tsx
new file mode 100644
index 0000000000..e75047b76d
--- /dev/null
+++ b/client/src/components/SidePanel/Agents/Advanced/AdvancedButton.tsx
@@ -0,0 +1,27 @@
+import React from 'react';
+import { Settings2 } from 'lucide-react';
+import { Button } from '~/components/ui';
+import { useLocalize } from '~/hooks';
+import { Panel } from '~/common';
+
+interface AdvancedButtonProps {
+  setActivePanel: (panel: Panel) => void;
+}
+
+const AdvancedButton: React.FC<AdvancedButtonProps> = ({ setActivePanel }) => {
+  const localize = useLocalize();
+
+  return (
+    <Button
+      size={'sm'}
+      variant={'outline'}
+      className="btn btn-neutral border-token-border-light relative h-9 w-full gap-1 rounded-lg font-medium"
+      onClick={() => setActivePanel(Panel.advanced)}
+    >
+      <Settings2 className="h-4 w-4 cursor-pointer" aria-hidden="true" />
+      {localize('com_ui_advanced')}
+    </Button>
+  );
+};
+
+export default AdvancedButton;
diff --git a/client/src/components/SidePanel/Agents/Advanced/AdvancedPanel.tsx b/client/src/components/SidePanel/Agents/Advanced/AdvancedPanel.tsx
new file mode 100644
index 0000000000..0ead79cd32
--- /dev/null
+++ b/client/src/components/SidePanel/Agents/Advanced/AdvancedPanel.tsx
@@ -0,0 +1,55 @@
+import { useMemo } from 'react';
+import { ChevronLeft } from 'lucide-react';
+import { AgentCapabilities } from 'librechat-data-provider';
+import { useFormContext, Controller } from 'react-hook-form';
+import type { AgentForm, AgentPanelProps } from '~/common';
+import MaxAgentSteps from './MaxAgentSteps';
+import AgentChain from './AgentChain';
+import { useLocalize } from '~/hooks';
+import { Panel } from '~/common';
+
+export default function AdvancedPanel({
+  agentsConfig,
+  setActivePanel,
+}: Pick<AgentPanelProps, 'setActivePanel' | 'agentsConfig'>) {
+  const localize = useLocalize();
+  const methods = useFormContext<AgentForm>();
+  const { control, watch } = methods;
+  const currentAgentId = watch('id');
+  const chainEnabled = useMemo(
+    () => agentsConfig?.capabilities.includes(AgentCapabilities.chain) ?? false,
+    [agentsConfig],
+  );
+
+  return (
+    <div className="scrollbar-gutter-stable h-full min-h-[40vh] overflow-auto pb-12 text-sm">
+      <div className="advanced-panel relative flex flex-col items-center px-16 py-4 text-center">
+        <div className="absolute left-0 top-4">
+          <button
+            type="button"
+            className="btn btn-neutral relative"
+            onClick={() => {
+              setActivePanel(Panel.builder);
+            }}
+          >
+            <div className="advanced-panel-content flex w-full items-center justify-center gap-2">
+              <ChevronLeft />
+            </div>
+          </button>
+        </div>
+        <div className="mb-2 mt-2 text-xl font-medium">{localize('com_ui_advanced_settings')}</div>
+      </div>
+      <div className="flex flex-col gap-4 px-2">
+        <MaxAgentSteps />
+        {chainEnabled && (
+          <Controller
+            name="agent_ids"
+            control={control}
+            defaultValue={[]}
+            render={({ field }) => <AgentChain field={field} currentAgentId={currentAgentId} />}
+          />
+        )}
+      </div>
+    </div>
+  );
+}
diff --git a/client/src/components/SidePanel/Agents/Advanced/AgentChain.tsx b/client/src/components/SidePanel/Agents/Advanced/AgentChain.tsx
new file mode 100644
index 0000000000..1380927115
--- /dev/null
+++ b/client/src/components/SidePanel/Agents/Advanced/AgentChain.tsx
@@ -0,0 +1,179 @@
+import { X, Link2, PlusCircle } from 'lucide-react';
+import { EModelEndpoint } from 'librechat-data-provider';
+import React, { useState, useMemo, useCallback, useEffect } from 'react';
+import type { ControllerRenderProps } from 'react-hook-form';
+import type { AgentForm, OptionWithIcon } from '~/common';
+import ControlCombobox from '~/components/ui/ControlCombobox';
+import { HoverCard, HoverCardPortal, HoverCardContent, HoverCardTrigger } from '~/components/ui';
+import { CircleHelpIcon } from '~/components/svg';
+import { useAgentsMapContext } from '~/Providers';
+import Icon from '~/components/Endpoints/Icon';
+import { useLocalize } from '~/hooks';
+import { ESide } from '~/common';
+
+interface AgentChainProps {
+  field: ControllerRenderProps<AgentForm, 'agent_ids'>;
+  currentAgentId: string;
+}
+
+/** TODO: make configurable */
+const MAX_AGENTS = 10;
+
+const AgentChain: React.FC<AgentChainProps> = ({ field, currentAgentId }) => {
+  const localize = useLocalize();
+  const [newAgentId, setNewAgentId] = useState('');
+  const agentsMap = useAgentsMapContext() || {};
+  const agentIds = field.value || [];
+
+  const agents = useMemo(() => Object.values(agentsMap), [agentsMap]);
+
+  const selectableAgents = useMemo(
+    () =>
+      agents
+        .filter((agent) => agent?.id !== currentAgentId)
+        .map(
+          (agent) =>
+            ({
+              label: agent?.name || '',
+              value: agent?.id,
+              icon: (
+                <Icon
+                  endpoint={EModelEndpoint.agents}
+                  agentName={agent?.name ?? ''}
+                  iconURL={agent?.avatar?.filepath}
+                  isCreatedByUser={false}
+                />
+              ),
+            }) as OptionWithIcon,
+        ),
+    [agents, currentAgentId],
+  );
+
+  const getAgentDetails = useCallback((id: string) => agentsMap[id], [agentsMap]);
+
+  useEffect(() => {
+    if (newAgentId && agentIds.length < MAX_AGENTS) {
+      field.onChange([...agentIds, newAgentId]);
+      setNewAgentId('');
+    }
+  }, [newAgentId, agentIds, field]);
+
+  const removeAgentAt = (index: number) => {
+    field.onChange(agentIds.filter((_, i) => i !== index));
+  };
+
+  const updateAgentAt = (index: number, id: string) => {
+    const updated = [...agentIds];
+    updated[index] = id;
+    field.onChange(updated);
+  };
+
+  return (
+    <HoverCard openDelay={50}>
+      <div className="flex items-center justify-between gap-2">
+        <div className="flex items-center gap-2">
+          <label className="font-semibold text-text-primary">
+            {localize('com_ui_agent_chain')}
+          </label>
+          <HoverCardTrigger>
+            <CircleHelpIcon className="h-4 w-4 text-text-tertiary" />
+          </HoverCardTrigger>
+        </div>
+        <div className="text-xs text-text-secondary">
+          {agentIds.length} / {MAX_AGENTS}
+        </div>
+      </div>
+      <div className="space-y-1">
+        {/* Current fixed agent */}
+        <div className="flex h-10 items-center justify-between rounded-md border border-border-medium bg-surface-primary-contrast px-3 py-2">
+          <div className="flex items-center gap-2">
+            <div className="flex h-6 w-6 items-center justify-center overflow-hidden rounded-full">
+              <Icon
+                endpoint={EModelEndpoint.agents}
+                agentName={getAgentDetails(currentAgentId)?.name ?? ''}
+                iconURL={getAgentDetails(currentAgentId)?.avatar?.filepath}
+                isCreatedByUser={false}
+              />
+            </div>
+            <div className="font-medium text-text-primary">
+              {getAgentDetails(currentAgentId)?.name}
+            </div>
+          </div>
+        </div>
+        {<Link2 className="mx-auto text-text-secondary" size={14} />}
+        {agentIds.map((agentId, idx) => (
+          <React.Fragment key={agentId}>
+            <div className="flex h-10 items-center gap-2 rounded-md border border-border-medium bg-surface-tertiary pr-2">
+              <ControlCombobox
+                isCollapsed={false}
+                ariaLabel={localize('com_ui_agent_var', { 0: localize('com_ui_select') })}
+                selectedValue={agentId}
+                setValue={(id) => updateAgentAt(idx, id)}
+                selectPlaceholder={localize('com_ui_agent_var', { 0: localize('com_ui_select') })}
+                searchPlaceholder={localize('com_ui_agent_var', { 0: localize('com_ui_search') })}
+                items={selectableAgents}
+                displayValue={getAgentDetails(agentId)?.name ?? ''}
+                SelectIcon={
+                  <Icon
+                    endpoint={EModelEndpoint.agents}
+                    isCreatedByUser={false}
+                    agentName={getAgentDetails(agentId)?.name ?? ''}
+                    iconURL={getAgentDetails(agentId)?.avatar?.filepath}
+                  />
+                }
+                className="flex-1 border-border-heavy"
+                containerClassName="px-0"
+              />
+              {/* Future Settings button? */}
+              {/* <button className="hover:bg-surface-hover p-1 rounded transition">
+                <Settings size={16} className="text-text-secondary" />
+              </button> */}
+              <button
+                className="rounded-xl p-1 transition hover:bg-surface-hover"
+                onClick={() => removeAgentAt(idx)}
+              >
+                <X size={18} className="text-text-secondary" />
+              </button>
+            </div>
+            {idx < agentIds.length - 1 && (
+              <Link2 className="mx-auto text-text-secondary" size={14} />
+            )}
+          </React.Fragment>
+        ))}
+
+        {agentIds.length < MAX_AGENTS && (
+          <>
+            {agentIds.length > 0 && <Link2 className="mx-auto text-text-secondary" size={14} />}
+            <ControlCombobox
+              isCollapsed={false}
+              ariaLabel={localize('com_ui_agent_var', { 0: localize('com_ui_add') })}
+              selectedValue=""
+              setValue={setNewAgentId}
+              selectPlaceholder={localize('com_ui_agent_var', { 0: localize('com_ui_add') })}
+              searchPlaceholder={localize('com_ui_agent_var', { 0: localize('com_ui_search') })}
+              items={selectableAgents}
+              className="h-10 w-full border-dashed border-border-heavy text-center text-text-secondary hover:text-text-primary"
+              containerClassName="px-0"
+              SelectIcon={<PlusCircle size={16} className="text-text-secondary" />}
+            />
+          </>
+        )}
+
+        {agentIds.length >= MAX_AGENTS && (
+          <p className="pt-1 text-center text-xs italic text-text-tertiary">
+            {localize('com_ui_agent_chain_max', { 0: MAX_AGENTS })}
+          </p>
+        )}
+      </div>
+      <HoverCardPortal>
+        <HoverCardContent side={ESide.Top} className="w-80">
+          <div className="space-y-2">
+            <p className="text-sm text-text-secondary">{localize('com_ui_agent_chain_info')}</p>
+          </div>
+        </HoverCardContent>
+      </HoverCardPortal>
+    </HoverCard>
+  );
+};
+
+export default AgentChain;
diff --git a/client/src/components/SidePanel/Agents/Advanced/MaxAgentSteps.tsx b/client/src/components/SidePanel/Agents/Advanced/MaxAgentSteps.tsx
new file mode 100644
index 0000000000..5e334282f9
--- /dev/null
+++ b/client/src/components/SidePanel/Agents/Advanced/MaxAgentSteps.tsx
@@ -0,0 +1,52 @@
+import { useFormContext, Controller } from 'react-hook-form';
+import type { AgentForm } from '~/common';
+import {
+  HoverCard,
+  FormInput,
+  HoverCardPortal,
+  HoverCardContent,
+  HoverCardTrigger,
+} from '~/components/ui';
+import { CircleHelpIcon } from '~/components/svg';
+import { useLocalize } from '~/hooks';
+import { ESide } from '~/common';
+
+export default function AdvancedPanel() {
+  const localize = useLocalize();
+  const methods = useFormContext<AgentForm>();
+  const { control } = methods;
+
+  return (
+    <HoverCard openDelay={50}>
+      <Controller
+        name="recursion_limit"
+        control={control}
+        render={({ field }) => (
+          <FormInput
+            field={field}
+            containerClass="w-1/2"
+            inputClass="w-full"
+            label={localize('com_ui_agent_recursion_limit')}
+            placeholder={localize('com_nav_theme_system')}
+            type="number"
+            labelClass="w-fit"
+            labelAdjacent={
+              <HoverCardTrigger>
+                <CircleHelpIcon className="h-4 w-4 text-text-tertiary" />
+              </HoverCardTrigger>
+            }
+          />
+        )}
+      />
+      <HoverCardPortal>
+        <HoverCardContent side={ESide.Top} className="w-80">
+          <div className="space-y-2">
+            <p className="text-sm text-text-secondary">
+              {localize('com_ui_agent_recursion_limit_info')}
+            </p>
+          </div>
+        </HoverCardContent>
+      </HoverCardPortal>
+    </HoverCard>
+  );
+}
diff --git a/client/src/components/SidePanel/Agents/AgentConfig.tsx b/client/src/components/SidePanel/Agents/AgentConfig.tsx
index 7ece82bed1..864ecd8173 100644
--- a/client/src/components/SidePanel/Agents/AgentConfig.tsx
+++ b/client/src/components/SidePanel/Agents/AgentConfig.tsx
@@ -1,32 +1,19 @@
 import React, { useState, useMemo, useCallback } from 'react';
 import { useQueryClient } from '@tanstack/react-query';
 import { Controller, useWatch, useFormContext } from 'react-hook-form';
-import {
-  QueryKeys,
-  SystemRoles,
-  Permissions,
-  EModelEndpoint,
-  PermissionTypes,
-  AgentCapabilities,
-} from 'librechat-data-provider';
+import { QueryKeys, EModelEndpoint, AgentCapabilities } from 'librechat-data-provider';
 import type { TPlugin } from 'librechat-data-provider';
 import type { AgentForm, AgentPanelProps, IconComponentTypes } from '~/common';
 import { cn, defaultTextProps, removeFocusOutlines, getEndpointField, getIconKey } from '~/utils';
-import { useCreateAgentMutation, useUpdateAgentMutation } from '~/data-provider';
-import { useLocalize, useAuthContext, useHasAccess } from '~/hooks';
 import { useToastContext, useFileMapContext } from '~/Providers';
 import { icons } from '~/components/Chat/Menus/Endpoints/Icons';
 import Action from '~/components/SidePanel/Builder/Action';
 import { ToolSelectDialog } from '~/components/Tools';
-import DuplicateAgent from './DuplicateAgent';
 import { processAgentOption } from '~/utils';
-import AdminSettings from './AdminSettings';
-import DeleteButton from './DeleteButton';
 import AgentAvatar from './AgentAvatar';
 import FileContext from './FileContext';
-import { Spinner } from '~/components';
+import { useLocalize } from '~/hooks';
 import FileSearch from './FileSearch';
-import ShareAgent from './ShareAgent';
 import Artifacts from './Artifacts';
 import AgentTool from './AgentTool';
 import CodeForm from './Code/Form';
@@ -43,11 +30,10 @@ export default function AgentConfig({
   setAction,
   actions = [],
   agentsConfig,
-  endpointsConfig,
+  createMutation,
   setActivePanel,
-  setCurrentAgentId,
+  endpointsConfig,
 }: AgentPanelProps) {
-  const { user } = useAuthContext();
   const fileMap = useFileMapContext();
   const queryClient = useQueryClient();
 
@@ -66,11 +52,6 @@ export default function AgentConfig({
   const tools = useWatch({ control, name: 'tools' });
   const agent_id = useWatch({ control, name: 'id' });
 
-  const hasAccessToShareAgents = useHasAccess({
-    permissionType: PermissionTypes.AGENTS,
-    permission: Permissions.SHARED_GLOBAL,
-  });
-
   const toolsEnabled = useMemo(
     () => agentsConfig?.capabilities.includes(AgentCapabilities.tools),
     [agentsConfig],
@@ -156,46 +137,6 @@ export default function AgentConfig({
     return _agent.code_files ?? [];
   }, [agent, agent_id, fileMap]);
 
-  /* Mutations */
-  const update = useUpdateAgentMutation({
-    onSuccess: (data) => {
-      showToast({
-        message: `${localize('com_assistants_update_success')} ${
-          data.name ?? localize('com_ui_agent')
-        }`,
-      });
-    },
-    onError: (err) => {
-      const error = err as Error;
-      showToast({
-        message: `${localize('com_agents_update_error')}${
-          error.message ? ` ${localize('com_ui_error')}: ${error.message}` : ''
-        }`,
-        status: 'error',
-      });
-    },
-  });
-
-  const create = useCreateAgentMutation({
-    onSuccess: (data) => {
-      setCurrentAgentId(data.id);
-      showToast({
-        message: `${localize('com_assistants_create_success')} ${
-          data.name ?? localize('com_ui_agent')
-        }`,
-      });
-    },
-    onError: (err) => {
-      const error = err as Error;
-      showToast({
-        message: `${localize('com_agents_create_error')}${
-          error.message ? ` ${localize('com_ui_error')}: ${error.message}` : ''
-        }`,
-        status: 'error',
-      });
-    },
-  });
-
   const handleAddActions = useCallback(() => {
     if (!agent_id) {
       showToast({
@@ -225,26 +166,14 @@ export default function AgentConfig({
     Icon = icons[iconKey];
   }
 
-  const renderSaveButton = () => {
-    if (create.isLoading || update.isLoading) {
-      return <Spinner className="icon-md" aria-hidden="true" />;
-    }
-
-    if (agent_id) {
-      return localize('com_ui_save');
-    }
-
-    return localize('com_ui_create');
-  };
-
   return (
     <>
-      <div className="h-auto bg-white px-4 pb-8 pt-3 dark:bg-transparent">
+      <div className="h-auto bg-white px-4 pt-3 dark:bg-transparent">
         {/* Avatar & Name */}
         <div className="mb-4">
           <AgentAvatar
-            createMutation={create}
             agent_id={agent_id}
+            createMutation={createMutation}
             avatar={agent?.['avatar'] ?? null}
           />
           <label className={labelClass} htmlFor="name">
@@ -366,12 +295,12 @@ export default function AgentConfig({
             </label>
             {/* Code Execution */}
             {codeEnabled && <CodeForm agent_id={agent_id} files={code_files} />}
-            {/* File Search */}
-            {fileSearchEnabled && <FileSearch agent_id={agent_id} files={knowledge_files} />}
-            {/* Artifacts */}
-            {artifactsEnabled && <Artifacts />}
             {/* File Context (OCR) */}
             {ocrEnabled && <FileContext agent_id={agent_id} files={context_files} />}
+            {/* Artifacts */}
+            {artifactsEnabled && <Artifacts />}
+            {/* File Search */}
+            {fileSearchEnabled && <FileSearch agent_id={agent_id} files={knowledge_files} />}
           </div>
         )}
         {/* Agent Tools & Actions */}
@@ -431,34 +360,6 @@ export default function AgentConfig({
             </div>
           </div>
         </div>
-        {user?.role === SystemRoles.ADMIN && <AdminSettings />}
-        {/* Context Button */}
-        <div className="flex items-center justify-end gap-2">
-          <DeleteButton
-            agent_id={agent_id}
-            setCurrentAgentId={setCurrentAgentId}
-            createMutation={create}
-          />
-          {(agent?.author === user?.id || user?.role === SystemRoles.ADMIN) &&
-            hasAccessToShareAgents && (
-            <ShareAgent
-              agent_id={agent_id}
-              agentName={agent?.name ?? ''}
-              projectIds={agent?.projectIds ?? []}
-              isCollaborative={agent?.isCollaborative}
-            />
-          )}
-          {agent && agent.author === user?.id && <DuplicateAgent agent_id={agent_id} />}
-          {/* Submit Button */}
-          <button
-            className="btn btn-primary focus:shadow-outline flex h-9 w-full items-center justify-center px-4 py-2 font-semibold text-white hover:bg-green-600 focus:border-green-500"
-            type="submit"
-            disabled={create.isLoading || update.isLoading}
-            aria-busy={create.isLoading || update.isLoading}
-          >
-            {renderSaveButton()}
-          </button>
-        </div>
       </div>
       <ToolSelectDialog
         isOpen={showToolDialog}
diff --git a/client/src/components/SidePanel/Agents/AgentFooter.tsx b/client/src/components/SidePanel/Agents/AgentFooter.tsx
new file mode 100644
index 0000000000..062f81d253
--- /dev/null
+++ b/client/src/components/SidePanel/Agents/AgentFooter.tsx
@@ -0,0 +1,86 @@
+import React from 'react';
+import { useWatch, useFormContext } from 'react-hook-form';
+import { SystemRoles, Permissions, PermissionTypes } from 'librechat-data-provider';
+import type { AgentForm, AgentPanelProps } from '~/common';
+import { useLocalize, useAuthContext, useHasAccess } from '~/hooks';
+import { useUpdateAgentMutation } from '~/data-provider';
+import AdvancedButton from './Advanced/AdvancedButton';
+import DuplicateAgent from './DuplicateAgent';
+import AdminSettings from './AdminSettings';
+import DeleteButton from './DeleteButton';
+import { Spinner } from '~/components';
+import ShareAgent from './ShareAgent';
+import { Panel } from '~/common';
+
+export default function AgentFooter({
+  activePanel,
+  createMutation,
+  updateMutation,
+  setActivePanel,
+  setCurrentAgentId,
+}: Pick<
+  AgentPanelProps,
+  'setCurrentAgentId' | 'createMutation' | 'activePanel' | 'setActivePanel'
+> & {
+  updateMutation: ReturnType<typeof useUpdateAgentMutation>;
+}) {
+  const localize = useLocalize();
+  const { user } = useAuthContext();
+
+  const methods = useFormContext<AgentForm>();
+
+  const { control } = methods;
+  const agent = useWatch({ control, name: 'agent' });
+  const agent_id = useWatch({ control, name: 'id' });
+
+  const hasAccessToShareAgents = useHasAccess({
+    permissionType: PermissionTypes.AGENTS,
+    permission: Permissions.SHARED_GLOBAL,
+  });
+
+  const renderSaveButton = () => {
+    if (createMutation.isLoading || updateMutation.isLoading) {
+      return <Spinner className="icon-md" aria-hidden="true" />;
+    }
+
+    if (agent_id) {
+      return localize('com_ui_save');
+    }
+
+    return localize('com_ui_create');
+  };
+
+  return (
+    <div className="mx-1 mb-1 flex w-full flex-col gap-2">
+      {activePanel !== Panel.advanced && <AdvancedButton setActivePanel={setActivePanel} />}
+      {user?.role === SystemRoles.ADMIN && <AdminSettings />}
+      {/* Context Button */}
+      <div className="flex items-center justify-end gap-2">
+        <DeleteButton
+          agent_id={agent_id}
+          setCurrentAgentId={setCurrentAgentId}
+          createMutation={createMutation}
+        />
+        {(agent?.author === user?.id || user?.role === SystemRoles.ADMIN) &&
+          hasAccessToShareAgents && (
+          <ShareAgent
+            agent_id={agent_id}
+            agentName={agent?.name ?? ''}
+            projectIds={agent?.projectIds ?? []}
+            isCollaborative={agent?.isCollaborative}
+          />
+        )}
+        {agent && agent.author === user?.id && <DuplicateAgent agent_id={agent_id} />}
+        {/* Submit Button */}
+        <button
+          className="btn btn-primary focus:shadow-outline flex h-9 w-full items-center justify-center px-4 py-2 font-semibold text-white hover:bg-green-600 focus:border-green-500"
+          type="submit"
+          disabled={createMutation.isLoading || updateMutation.isLoading}
+          aria-busy={createMutation.isLoading || updateMutation.isLoading}
+        >
+          {renderSaveButton()}
+        </button>
+      </div>
+    </div>
+  );
+}
diff --git a/client/src/components/SidePanel/Agents/AgentPanel.tsx b/client/src/components/SidePanel/Agents/AgentPanel.tsx
index ce0f95f864..fd96e673de 100644
--- a/client/src/components/SidePanel/Agents/AgentPanel.tsx
+++ b/client/src/components/SidePanel/Agents/AgentPanel.tsx
@@ -19,8 +19,10 @@ import { useSelectAgent, useLocalize, useAuthContext } from '~/hooks';
 import AgentPanelSkeleton from './AgentPanelSkeleton';
 import { createProviderOption } from '~/utils';
 import { useToastContext } from '~/Providers';
+import AdvancedPanel from './Advanced/AdvancedPanel';
 import AgentConfig from './AgentConfig';
 import AgentSelect from './AgentSelect';
+import AgentFooter from './AgentFooter';
 import { Button } from '~/components';
 import ModelPanel from './ModelPanel';
 import { Panel } from '~/common';
@@ -130,6 +132,7 @@ export default function AgentPanel({
         agent_ids,
         end_after_tools,
         hide_sequential_outputs,
+        recursion_limit,
       } = data;
 
       const model = _model ?? '';
@@ -151,6 +154,7 @@ export default function AgentPanel({
             agent_ids,
             end_after_tools,
             hide_sequential_outputs,
+            recursion_limit,
           },
         });
         return;
@@ -175,6 +179,7 @@ export default function AgentPanel({
         agent_ids,
         end_after_tools,
         hide_sequential_outputs,
+        recursion_limit,
       });
     },
     [agent_id, create, update, showToast, localize],
@@ -276,12 +281,25 @@ export default function AgentPanel({
           <AgentConfig
             actions={actions}
             setAction={setAction}
+            createMutation={create}
             agentsConfig={agentsConfig}
             setActivePanel={setActivePanel}
             endpointsConfig={endpointsConfig}
             setCurrentAgentId={setCurrentAgentId}
           />
         )}
+        {canEditAgent && !agentQuery.isInitialLoading && activePanel === Panel.advanced && (
+          <AdvancedPanel setActivePanel={setActivePanel} agentsConfig={agentsConfig} />
+        )}
+        {canEditAgent && !agentQuery.isInitialLoading && (
+          <AgentFooter
+            createMutation={create}
+            updateMutation={update}
+            activePanel={activePanel}
+            setActivePanel={setActivePanel}
+            setCurrentAgentId={setCurrentAgentId}
+          />
+        )}
       </form>
     </FormProvider>
   );
diff --git a/client/src/components/SidePanel/Agents/AgentPanelSkeleton.tsx b/client/src/components/SidePanel/Agents/AgentPanelSkeleton.tsx
index 8acd8920b1..d10271f112 100644
--- a/client/src/components/SidePanel/Agents/AgentPanelSkeleton.tsx
+++ b/client/src/components/SidePanel/Agents/AgentPanelSkeleton.tsx
@@ -3,7 +3,7 @@ import { Skeleton } from '~/components/ui';
 
 export default function AgentPanelSkeleton() {
   return (
-    <div className="h-auto bg-white px-4 pb-8 pt-3 dark:bg-transparent">
+    <div className="h-auto bg-white dark:bg-transparent">
       {/* Avatar */}
       <div className="mb-4">
         <div className="flex w-full items-center justify-center gap-4">
diff --git a/client/src/components/SidePanel/Agents/AgentSelect.tsx b/client/src/components/SidePanel/Agents/AgentSelect.tsx
index bb5752eb5b..716ad4ce94 100644
--- a/client/src/components/SidePanel/Agents/AgentSelect.tsx
+++ b/client/src/components/SidePanel/Agents/AgentSelect.tsx
@@ -81,10 +81,29 @@ export default function AgentSelect({
           return;
         }
 
+        if (capabilities[name] !== undefined) {
+          formValues[name] = value;
+          return;
+        }
+
+        if (
+          name === 'agent_ids' &&
+          Array.isArray(value) &&
+          value.every((item) => typeof item === 'string')
+        ) {
+          formValues[name] = value;
+          return;
+        }
+
         if (!keys.has(name)) {
           return;
         }
 
+        if (name === 'recursion_limit' && typeof value === 'number') {
+          formValues[name] = value;
+          return;
+        }
+
         if (typeof value !== 'number' && typeof value !== 'object') {
           formValues[name] = value;
         }
diff --git a/client/src/components/SidePanel/Agents/ModelPanel.tsx b/client/src/components/SidePanel/Agents/ModelPanel.tsx
index d00dc9face..75e393d572 100644
--- a/client/src/components/SidePanel/Agents/ModelPanel.tsx
+++ b/client/src/components/SidePanel/Agents/ModelPanel.tsx
@@ -77,7 +77,7 @@ export default function Parameters({
   };
 
   return (
-    <div className="scrollbar-gutter-stable h-full min-h-[50vh] overflow-auto pb-12 text-sm">
+    <div className="mx-1 mb-1 flex h-full min-h-[50vh] w-full flex-col gap-2 text-sm">
       <div className="model-panel relative flex flex-col items-center px-16 py-4 text-center">
         <div className="absolute left-0 top-4">
           <button
@@ -224,19 +224,17 @@ export default function Parameters({
               );
             })}
           </div>
-          {/* Reset Parameters Button */}
-          <div className="mt-6 flex justify-center">
-            <button
-              type="button"
-              onClick={handleResetParameters}
-              className="btn btn-neutral flex w-full items-center justify-center gap-2 px-4 py-2 text-sm"
-            >
-              <RotateCcw className="h-4 w-4" aria-hidden="true" />
-              {localize('com_ui_reset_var', { 0: localize('com_ui_model_parameters') })}
-            </button>
-          </div>
         </div>
       )}
+      {/* Reset Parameters Button */}
+      <button
+        type="button"
+        onClick={handleResetParameters}
+        className="btn btn-neutral my-1 flex w-full items-center justify-center gap-2 px-4 py-2 text-sm"
+      >
+        <RotateCcw className="h-4 w-4" aria-hidden="true" />
+        {localize('com_ui_reset_var', { 0: localize('com_ui_model_parameters') })}
+      </button>
     </div>
   );
 }
diff --git a/client/src/components/SidePanel/Agents/Sequential/HideSequential.tsx b/client/src/components/SidePanel/Agents/Sequential/HideSequential.tsx
deleted file mode 100644
index 8fdc50f876..0000000000
--- a/client/src/components/SidePanel/Agents/Sequential/HideSequential.tsx
+++ /dev/null
@@ -1,74 +0,0 @@
-import { AgentCapabilities } from 'librechat-data-provider';
-import { useFormContext, Controller } from 'react-hook-form';
-import type { AgentForm } from '~/common';
-import {
-  Checkbox,
-  HoverCard,
-  // HoverCardContent,
-  // HoverCardPortal,
-  // HoverCardTrigger,
-} from '~/components/ui';
-// import { CircleHelpIcon } from '~/components/svg';
-// import { useLocalize } from '~/hooks';
-// import { ESide } from '~/common';
-
-export default function HideSequential() {
-  // const localize = useLocalize();
-  const methods = useFormContext<AgentForm>();
-  const { control, setValue, getValues } = methods;
-
-  return (
-    <>
-      <HoverCard openDelay={50}>
-        <div className="my-2 flex items-center">
-          <Controller
-            name={AgentCapabilities.hide_sequential_outputs}
-            control={control}
-            render={({ field }) => (
-              <Checkbox
-                {...field}
-                checked={field.value}
-                onCheckedChange={field.onChange}
-                className="relative float-left  mr-2 inline-flex h-4 w-4 cursor-pointer"
-                value={field.value?.toString()}
-              />
-            )}
-          />
-          <button
-            type="button"
-            className="flex items-center space-x-2"
-            onClick={() =>
-
-              setValue(
-                AgentCapabilities.hide_sequential_outputs,
-                !getValues(AgentCapabilities.hide_sequential_outputs),
-                {
-                  shouldDirty: true,
-                },
-              )
-            }
-          >
-            <label
-              className="form-check-label text-token-text-primary w-full cursor-pointer"
-              htmlFor={AgentCapabilities.hide_sequential_outputs}
-            >
-              Hide Sequential Agent Outputs except the last agent&apos;s
-            </label>
-            {/* <HoverCardTrigger>
-              <CircleHelpIcon className="h-5 w-5 text-gray-500" />
-            </HoverCardTrigger> */}
-          </button>
-          {/* <HoverCardPortal>
-            <HoverCardContent side={ESide.Top} className="w-80">
-              <div className="space-y-2">
-                <p className="text-sm text-text-secondary">
-                  {localize('com_agents_ttg_info')}
-                </p>
-              </div>
-            </HoverCardContent>
-          </HoverCardPortal> */}
-        </div>
-      </HoverCard>
-    </>
-  );
-}
diff --git a/client/src/components/SidePanel/Agents/Sequential/SequentialAgents.tsx b/client/src/components/SidePanel/Agents/Sequential/SequentialAgents.tsx
deleted file mode 100644
index 14b1c07251..0000000000
--- a/client/src/components/SidePanel/Agents/Sequential/SequentialAgents.tsx
+++ /dev/null
@@ -1,153 +0,0 @@
-import { Plus, X } from 'lucide-react';
-import React, { useRef, useState } from 'react';
-import { Transition } from 'react-transition-group';
-import { Constants } from 'librechat-data-provider';
-import { cn, defaultTextProps, removeFocusOutlines } from '~/utils';
-import { TooltipAnchor } from '~/components/ui';
-import HideSequential from './HideSequential';
-
-interface SequentialAgentsProps {
-  field: {
-    value: string[];
-    onChange: (value: string[]) => void;
-  };
-}
-
-const labelClass = 'mb-2 text-token-text-primary block font-medium';
-const inputClass = cn(
-  defaultTextProps,
-  'flex w-full px-3 py-2 dark:border-gray-800 dark:bg-gray-800 rounded-xl mb-2',
-  removeFocusOutlines,
-);
-
-const maxAgents = 5;
-
-const SequentialAgents: React.FC<SequentialAgentsProps> = ({ field }) => {
-  const inputRefs = useRef<(HTMLInputElement | null)[]>([]);
-  const nodeRef = useRef(null);
-  const [newAgentId, setNewAgentId] = useState('');
-
-  const handleAddAgentId = () => {
-    if (newAgentId.trim() && field.value.length < maxAgents) {
-      const newValues = [...field.value, newAgentId];
-      field.onChange(newValues);
-      setNewAgentId('');
-    }
-  };
-
-  const handleDeleteAgentId = (index: number) => {
-    const newValues = field.value.filter((_, i) => i !== index);
-    field.onChange(newValues);
-  };
-
-  const defaultStyle = {
-    transition: 'opacity 200ms ease-in-out',
-    opacity: 0,
-  };
-
-  const triggerShake = (element: HTMLElement) => {
-    element.classList.remove('shake');
-    void element.offsetWidth;
-    element.classList.add('shake');
-    setTimeout(() => {
-      element.classList.remove('shake');
-    }, 200);
-  };
-
-  const transitionStyles = {
-    entering: { opacity: 1 },
-    entered: { opacity: 1 },
-    exiting: { opacity: 0 },
-    exited: { opacity: 0 },
-  };
-
-  const hasReachedMax = field.value.length >= Constants.MAX_CONVO_STARTERS;
-
-  return (
-    <div className="relative">
-      <label className={labelClass} htmlFor="agent_ids">
-        Sequential Agents
-      </label>
-      <div className="mt-4 space-y-2">
-        <HideSequential />
-        {/* Display existing agents first */}
-        {field.value.map((agentId, index) => (
-          <div key={index} className="relative">
-            <input
-              ref={(el) => (inputRefs.current[index] = el)}
-              value={agentId}
-              onChange={(e) => {
-                const newValue = [...field.value];
-                newValue[index] = e.target.value;
-                field.onChange(newValue);
-              }}
-              className={`${inputClass} pr-10`}
-              type="text"
-              maxLength={64}
-            />
-            <TooltipAnchor
-              side="top"
-              description={'Remove agent ID'}
-              className="absolute right-1 top-1 flex size-7 items-center justify-center rounded-lg transition-colors duration-200 hover:bg-surface-hover"
-              onClick={() => handleDeleteAgentId(index)}
-            >
-              <X className="size-4" />
-            </TooltipAnchor>
-          </div>
-        ))}
-        {/* Input for new agent at the bottom */}
-        <div className="relative">
-          <input
-            ref={(el) => (inputRefs.current[field.value.length] = el)}
-            value={newAgentId}
-            maxLength={64}
-            className={`${inputClass} pr-10`}
-            type="text"
-            placeholder={hasReachedMax ? 'Max agents reached' : 'Enter agent ID (e.g. agent_1234)'}
-            onChange={(e) => setNewAgentId(e.target.value)}
-            onKeyDown={(e) => {
-              if (e.key === 'Enter') {
-                e.preventDefault();
-                if (hasReachedMax) {
-                  triggerShake(e.currentTarget);
-                } else {
-                  handleAddAgentId();
-                }
-              }
-            }}
-          />
-          <Transition
-            nodeRef={nodeRef}
-            in={field.value.length < Constants.MAX_CONVO_STARTERS}
-            timeout={200}
-            unmountOnExit
-          >
-            {(state: string) => (
-              <div
-                ref={nodeRef}
-                style={{
-                  ...defaultStyle,
-                  ...transitionStyles[state as keyof typeof transitionStyles],
-                  transition: state === 'entering' ? 'none' : defaultStyle.transition,
-                }}
-                className="absolute right-1 top-1"
-              >
-                <TooltipAnchor
-                  side="top"
-                  description={hasReachedMax ? 'Max agents reached' : 'Add agent ID'}
-                  className="flex size-7 items-center justify-center rounded-lg transition-colors duration-200 hover:bg-surface-hover"
-                  onClick={handleAddAgentId}
-                  disabled={hasReachedMax}
-                >
-                  <Plus className="size-4" />
-                </TooltipAnchor>
-              </div>
-            )}
-          </Transition>
-        </div>
-      </div>
-    </div>
-  );
-};
-
-export default SequentialAgents;
diff --git a/client/src/components/SidePanel/Parameters/settings.ts b/client/src/components/SidePanel/Parameters/settings.ts
index d9fa2384dc..3aebbc606c 100644
--- a/client/src/components/SidePanel/Parameters/settings.ts
+++ b/client/src/components/SidePanel/Parameters/settings.ts
@@ -665,6 +665,7 @@ export const settings: Record<string, SettingsConfiguration | undefined> = {
   [`${EModelEndpoint.bedrock}-${BedrockProviders.Meta}`]: bedrockGeneral,
   [`${EModelEndpoint.bedrock}-${BedrockProviders.AI21}`]: bedrockGeneral,
   [`${EModelEndpoint.bedrock}-${BedrockProviders.Amazon}`]: bedrockGeneral,
+  [`${EModelEndpoint.bedrock}-${BedrockProviders.DeepSeek}`]: bedrockGeneral,
   [EModelEndpoint.google]: googleConfig,
 };
 
@@ -708,6 +709,7 @@ export const presetSettings: Record<
   [`${EModelEndpoint.bedrock}-${BedrockProviders.Meta}`]: bedrockGeneralColumns,
   [`${EModelEndpoint.bedrock}-${BedrockProviders.AI21}`]: bedrockGeneralColumns,
   [`${EModelEndpoint.bedrock}-${BedrockProviders.Amazon}`]: bedrockGeneralColumns,
+  [`${EModelEndpoint.bedrock}-${BedrockProviders.DeepSeek}`]: bedrockGeneralColumns,
   [EModelEndpoint.google]: {
     col1: googleCol1,
     col2: googleCol2,
diff --git a/client/src/components/ui/FormInput.tsx b/client/src/components/ui/FormInput.tsx
new file mode 100644
index 0000000000..dcce7d692b
--- /dev/null
+++ b/client/src/components/ui/FormInput.tsx
@@ -0,0 +1,62 @@
+import React from 'react';
+import { Label, Input } from '~/components/ui';
+import { cn } from '~/utils';
+
+export default function FormInput({
+  field,
+  label,
+  labelClass,
+  inputClass,
+  containerClass,
+  labelAdjacent,
+  placeholder = '',
+  type = 'string',
+}: {
+  field: any;
+  label: string;
+  labelClass?: string;
+  inputClass?: string;
+  placeholder?: string;
+  containerClass?: string;
+  type?: 'string' | 'number';
+  labelAdjacent?: React.ReactNode;
+}) {
+  const handleChange = (e: React.ChangeEvent<HTMLInputElement>) => {
+    const value = e.target.value;
+
+    if (type !== 'number') {
+      field.onChange(value);
+      return;
+    }
+
+    if (value === '') {
+      field.onChange(value);
+    } else if (!isNaN(Number(value))) {
+      field.onChange(Number(value));
+    }
+  };
+
+  return (
+    <div className={cn('flex w-full flex-col items-center gap-2', containerClass)}>
+      <div className="flex w-full items-center justify-start gap-2">
+        <Label
+          htmlFor={`${field.name}-input`}
+          className={cn('text-left text-sm font-semibold text-text-primary', labelClass)}
+        >
+          {label}
+        </Label>
+        {labelAdjacent}
+      </div>
+      <Input
+        id={`${field.name}-input`}
+        value={field.value ?? ''}
+        onChange={handleChange}
+        placeholder={placeholder}
+        className={cn(
+          'flex h-10 max-h-10 w-full resize-none border-none bg-surface-secondary px-3 py-2',
+          inputClass,
+        )}
+      />
+    </div>
+  );
+}
diff --git a/client/src/components/ui/index.ts b/client/src/components/ui/index.ts
index b0025d2536..1f23d51eab 100644
--- a/client/src/components/ui/index.ts
+++ b/client/src/components/ui/index.ts
@@ -29,6 +29,7 @@ export * from './InputOTP';
 export { default as Combobox } from './Combobox';
 export { default as Dropdown } from './Dropdown';
 export { default as FileUpload } from './FileUpload';
+export { default as FormInput } from './FormInput';
 export { default as DropdownPopup } from './DropdownPopup';
 export { default as DelayedRender } from './DelayedRender';
 export { default as ThemeSelector } from './ThemeSelector';
diff --git a/client/src/hooks/SSE/useStepHandler.ts b/client/src/hooks/SSE/useStepHandler.ts
index 06e622fc8a..b54617d0bb 100644
--- a/client/src/hooks/SSE/useStepHandler.ts
+++ b/client/src/hooks/SSE/useStepHandler.ts
@@ -23,6 +23,7 @@ type TStepEvent = {
   event: string;
   data:
     | Agents.MessageDeltaEvent
+    | Agents.AgentUpdate
     | Agents.RunStep
     | Agents.ToolEndEvent
     | {
@@ -87,6 +88,17 @@ export default function useStepHandler({
       if (contentPart.tool_call_ids != null) {
         update.tool_call_ids = contentPart.tool_call_ids;
       }
+      updatedContent[index] = update;
+    } else if (
+      contentType.startsWith(ContentTypes.AGENT_UPDATE) &&
+      ContentTypes.AGENT_UPDATE in contentPart &&
+      contentPart.agent_update
+    ) {
+      const update: Agents.AgentUpdate = {
+        type: ContentTypes.AGENT_UPDATE,
+        agent_update: contentPart.agent_update,
+      };
+
       updatedContent[index] = update;
     } else if (
       contentType.startsWith(ContentTypes.THINK) &&
@@ -191,29 +203,20 @@ export default function useStepHandler({
           });
         }
       } else if (event === 'on_agent_update') {
-        const { runId, message } = data as { runId?: string; message: string };
-        const responseMessageId = runId ?? '';
+        const { agent_update } = data as Agents.AgentUpdate;
+        const responseMessageId = agent_update.runId || '';
         if (!responseMessageId) {
           console.warn('No message id found in agent update event');
           return;
         }
 
-        const responseMessage = messages[messages.length - 1] as TMessage;
-
-        const response = {
-          ...responseMessage,
-          parentMessageId: userMessage.messageId,
-          conversationId: userMessage.conversationId,
-          messageId: responseMessageId,
-          content: [
-            {
-              type: ContentTypes.TEXT,
-              text: message,
-            },
-          ],
-        } as TMessage;
-
-        setMessages([...messages.slice(0, -1), response]);
+        const response = messageMap.current.get(responseMessageId);
+        if (response) {
+          const updatedResponse = updateContent(response, agent_update.index, data);
+          messageMap.current.set(responseMessageId, updatedResponse);
+          const currentMessages = getMessages() || [];
+          setMessages([...currentMessages.slice(0, -1), updatedResponse]);
+        }
       } else if (event === 'on_message_delta') {
         const messageDelta = data as Agents.MessageDeltaEvent;
         const runStep = stepMap.current.get(messageDelta.id);
diff --git a/client/src/locales/en/translation.json b/client/src/locales/en/translation.json
index e56024e169..539db6917c 100644
--- a/client/src/locales/en/translation.json
+++ b/client/src/locales/en/translation.json
@@ -465,13 +465,20 @@
   "com_ui_admin_access_warning": "Disabling Admin access to this feature may cause unexpected UI issues requiring refresh. If saved, the only way to revert is via the interface setting in librechat.yaml config which affects all roles.",
   "com_ui_admin_settings": "Admin Settings",
   "com_ui_advanced": "Advanced",
+  "com_ui_advanced_settings": "Advanced Settings",
   "com_ui_agent": "Agent",
+  "com_ui_agent_chain": "Agent Chain (Mixture-of-Agents)",
+  "com_ui_agent_chain_info": "Enables creating sequences of agents. Each agent can access outputs from previous agents in the chain. Based on the \"Mixture-of-Agents\" architecture where agents use previous outputs as auxiliary information.",
+  "com_ui_agent_chain_max": "You have reached the maximum of {{0}} agents.",
   "com_ui_agent_delete_error": "There was an error deleting the agent",
   "com_ui_agent_deleted": "Successfully deleted agent",
   "com_ui_agent_duplicate_error": "There was an error duplicating the agent",
   "com_ui_agent_duplicated": "Agent duplicated successfully",
   "com_ui_agent_editing_allowed": "Other users can already edit this agent",
+  "com_ui_agent_recursion_limit": "Max Agent Steps",
+  "com_ui_agent_recursion_limit_info": "Limits how many steps the agent can take in a run before giving a final response. Default is 25 steps. A step is either an AI API request or a tool usage round. For example, a basic tool interaction takes 3 steps: initial request, tool usage, and follow-up request.",
   "com_ui_agent_shared_to_all": "something needs to go here. was empty",
+  "com_ui_agent_var": "{{0}} agent",
   "com_ui_agents": "Agents",
   "com_ui_agents_allow_create": "Allow creating Agents",
   "com_ui_agents_allow_share_global": "Allow sharing Agents to all users",
diff --git a/client/src/mobile.css b/client/src/mobile.css
index 3c68d8d0ea..8d5a3aeeb5 100644
--- a/client/src/mobile.css
+++ b/client/src/mobile.css
@@ -361,4 +361,14 @@ div[role="tabpanel"][data-state="active"][data-orientation="horizontal"][aria-la
 
 .cm-content:focus {
   outline: none !important;
+}
+
+p.whitespace-pre-wrap a, li a {
+  color: #0066cc;
+  text-decoration: underline;
+  font-weight: bold;
+}
+
+.dark p.whitespace-pre-wrap a, .dark li a {
+  color: #52a0ff;
 }
\ No newline at end of file
diff --git a/config/update-banner.js b/config/update-banner.js
index 4640230bc2..2f2d65bc2d 100644
--- a/config/update-banner.js
+++ b/config/update-banner.js
@@ -2,7 +2,7 @@ const path = require('path');
 const { v5: uuidv5 } = require('uuid');
 require('module-alias')({ base: path.resolve(__dirname, '..', 'api') });
 const { askQuestion, askMultiLineQuestion, silentExit } = require('./helpers');
-const Banner = require('~/models/schema/banner');
+const { Banner } = require('~/models/Banner');
 const connect = require('./connect');
 
 (async () => {
diff --git a/librechat.example.yaml b/librechat.example.yaml
index bc42ff89fc..f624c47fe8 100644
--- a/librechat.example.yaml
+++ b/librechat.example.yaml
@@ -152,8 +152,10 @@ endpoints:
   #   # (optional) Assistant Capabilities available to all users. Omit the ones you wish to exclude. Defaults to list below.
   #   capabilities: ["code_interpreter", "retrieval", "actions", "tools", "image_vision"]
   # agents:
-  #   (optional) Maximum recursion depth for agents, defaults to 25
+  #   (optional) Default recursion depth for agents, defaults to 25
   #   recursionLimit: 50
+  #   (optional) Max recursion depth for agents, defaults to 25
+  #   maxRecursionLimit: 100
   #   (optional) Disable the builder interface for agents
   #   disableBuilder: false
   #   (optional) Agent Capabilities available to all users. Omit the ones you wish to exclude. Defaults to list below.
diff --git a/package-lock.json b/package-lock.json
index db80801444..cdd6589237 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -58,10 +58,10 @@
         "@keyv/redis": "^2.8.1",
         "@langchain/community": "^0.3.34",
         "@langchain/core": "^0.3.40",
-        "@langchain/google-genai": "^0.1.9",
-        "@langchain/google-vertexai": "^0.2.0",
+        "@langchain/google-genai": "^0.1.11",
+        "@langchain/google-vertexai": "^0.2.2",
         "@langchain/textsplitters": "^0.1.0",
-        "@librechat/agents": "^2.2.0",
+        "@librechat/agents": "^2.2.8",
         "@librechat/data-schemas": "*",
         "@waylaidwanderer/fetch-event-source": "^3.0.1",
         "axios": "^1.8.2",
@@ -665,6 +665,550 @@
         }
       }
     },
+    "api/node_modules/@librechat/agents": {
+      "version": "2.2.8",
+      "resolved": "https://registry.npmjs.org/@librechat/agents/-/agents-2.2.8.tgz",
+      "integrity": "sha512-cRG1Tz20sTHGzfJ3vraHRpR3V5nNjnpfRqTxN9TZNd3mYzgWYGO488fHJvE/vhshuWh1979yqsh7Byj4M4WrSw==",
+      "dependencies": {
+        "@aws-crypto/sha256-js": "^5.2.0",
+        "@aws-sdk/credential-provider-node": "^3.613.0",
+        "@aws-sdk/types": "^3.609.0",
+        "@langchain/anthropic": "^0.3.14",
+        "@langchain/aws": "^0.1.7",
+        "@langchain/community": "^0.3.35",
+        "@langchain/core": "^0.3.40",
+        "@langchain/deepseek": "^0.0.1",
+        "@langchain/google-genai": "^0.1.11",
+        "@langchain/google-vertexai": "^0.2.2",
+        "@langchain/langgraph": "^0.2.49",
+        "@langchain/mistralai": "^0.0.26",
+        "@langchain/ollama": "^0.1.5",
+        "@langchain/openai": "^0.4.2",
+        "@langchain/xai": "^0.0.2",
+        "@smithy/eventstream-codec": "^2.2.0",
+        "@smithy/protocol-http": "^3.0.6",
+        "@smithy/signature-v4": "^2.0.10",
+        "@smithy/util-utf8": "^2.0.0",
+        "dotenv": "^16.4.7",
+        "https-proxy-agent": "^7.0.6",
+        "nanoid": "^3.3.7"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "api/node_modules/@librechat/agents/node_modules/@langchain/community": {
+      "version": "0.3.35",
+      "resolved": "https://registry.npmjs.org/@langchain/community/-/community-0.3.35.tgz",
+      "integrity": "sha512-dOV+Uky/zcwN6XJ0I2lQ8cOZ59NOt9OuyuKQhxuGzLIu3d08xVTaEIFSTuuU1f8fN7Vl1yUUJlQENoxW4OdzvQ==",
+      "dependencies": {
+        "@langchain/openai": ">=0.2.0 <0.5.0",
+        "binary-extensions": "^2.2.0",
+        "expr-eval": "^2.0.2",
+        "flat": "^5.0.2",
+        "js-yaml": "^4.1.0",
+        "langchain": ">=0.2.3 <0.3.0 || >=0.3.4 <0.4.0",
+        "langsmith": ">=0.2.8 <0.4.0",
+        "uuid": "^10.0.0",
+        "zod": "^3.22.3",
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-        "@langchain/aws": {
-          "optional": true
-        },
-        "@langchain/cerebras": {
-          "optional": true
-        },
-        "@langchain/cohere": {
-          "optional": true
-        },
-        "@langchain/deepseek": {
-          "optional": true
-        },
-        "@langchain/google-genai": {
-          "optional": true
-        },
-        "@langchain/google-vertexai": {
-          "optional": true
-        },
-        "@langchain/google-vertexai-web": {
-          "optional": true
-        },
-        "@langchain/groq": {
-          "optional": true
-        },
-        "@langchain/mistralai": {
-          "optional": true
-        },
-        "@langchain/ollama": {
-          "optional": true
-        },
-        "@langchain/xai": {
-          "optional": true
-        },
-        "axios": {
-          "optional": true
-        },
-        "cheerio": {
-          "optional": true
-        },
-        "handlebars": {
-          "optional": true
-        },
-        "peggy": {
-          "optional": true
-        },
-        "typeorm": {
-          "optional": true
-        }
-      }
-    },
-    "node_modules/@librechat/agents/node_modules/agent-base": {
-      "version": "7.1.3",
-      "resolved": "https://registry.npmjs.org/agent-base/-/agent-base-7.1.3.tgz",
-      "integrity": "sha512-jRR5wdylq8CkOe6hei19GGZnxM6rBGwFl3Bg0YItGDimvjGtAvdZk4Pu6Cl4u4Igsws4a1fd1Vq3ezrhn4KmFw==",
-      "engines": {
-        "node": ">= 14"
-      }
-    },
-    "node_modules/@librechat/agents/node_modules/https-proxy-agent": {
-      "version": "7.0.6",
-      "resolved": "https://registry.npmjs.org/https-proxy-agent/-/https-proxy-agent-7.0.6.tgz",
-      "integrity": "sha512-vK9P5/iUfdl95AI+JVyUuIcVtd4ofvtrOr3HNtM2yxC9bnMbEdp3x01OhQNnjb8IJYi38VlTE3mBXwcfvywuSw==",
-      "dependencies": {
-        "agent-base": "^7.1.2",
-        "debug": "4"
-      },
-      "engines": {
-        "node": ">= 14"
-      }
-    },
-    "node_modules/@librechat/agents/node_modules/uuid": {
-      "version": "10.0.0",
-      "resolved": "https://registry.npmjs.org/uuid/-/uuid-10.0.0.tgz",
-      "integrity": "sha512-8XkAphELsDnEGrDxUOHB3RGvXz6TeuYSGEZBOjtTtPm2lwhGBjLgOzLHB63IUWfBpNucQjND6d3AOudO+H3RWQ==",
-      "funding": [
-        "https://github.com/sponsors/broofa",
-        "https://github.com/sponsors/ctavan"
-      ],
-      "bin": {
-        "uuid": "dist/bin/uuid"
-      }
-    },
     "node_modules/@librechat/backend": {
       "resolved": "api",
       "link": true
@@ -22583,16 +22361,6 @@
         "node-int64": "^0.4.0"
       }
     },
-    "node_modules/bson": {
-      "version": "6.10.1",
-      "resolved": "https://registry.npmjs.org/bson/-/bson-6.10.1.tgz",
-      "integrity": "sha512-P92xmHDQjSKPLHqFxefqMxASNq/aWJMEZugpCjf+AF/pgcUpMMQCg7t7+ewko0/u8AapvF3luf/FoehddEK+sA==",
-      "optional": true,
-      "peer": true,
-      "engines": {
-        "node": ">=16.20.1"
-      }
-    },
     "node_modules/buffer": {
       "version": "6.0.3",
       "resolved": "https://registry.npmjs.org/buffer/-/buffer-6.0.3.tgz",
@@ -29476,6 +29244,113 @@
       "resolved": "https://registry.npmjs.org/kuler/-/kuler-2.0.0.tgz",
       "integrity": "sha512-Xq9nH7KlWZmXAtodXDDRE7vs6DU1gTU8zYDHDiWLSip45Egwq3plLHzPn27NgvzL2r1LMPC1vdqh98sQxtqj4A=="
     },
+    "node_modules/langchain": {
+      "version": "0.3.19",
+      "resolved": "https://registry.npmjs.org/langchain/-/langchain-0.3.19.tgz",
+      "integrity": "sha512-aGhoTvTBS5ulatA67RHbJ4bcV5zcYRYdm5IH+hpX99RYSFXG24XF3ghSjhYi6sxW+SUnEQ99fJhA5kroVpKNhw==",
+      "dependencies": {
+        "@langchain/openai": ">=0.1.0 <0.5.0",
+        "@langchain/textsplitters": ">=0.0.0 <0.2.0",
+        "js-tiktoken": "^1.0.12",
+        "js-yaml": "^4.1.0",
+        "jsonpointer": "^5.0.1",
+        "langsmith": ">=0.2.8 <0.4.0",
+        "openapi-types": "^12.1.3",
+        "p-retry": "4",
+        "uuid": "^10.0.0",
+        "yaml": "^2.2.1",
+        "zod": "^3.22.4",
+        "zod-to-json-schema": "^3.22.3"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "@langchain/anthropic": "*",
+        "@langchain/aws": "*",
+        "@langchain/cerebras": "*",
+        "@langchain/cohere": "*",
+        "@langchain/core": ">=0.2.21 <0.4.0",
+        "@langchain/deepseek": "*",
+        "@langchain/google-genai": "*",
+        "@langchain/google-vertexai": "*",
+        "@langchain/google-vertexai-web": "*",
+        "@langchain/groq": "*",
+        "@langchain/mistralai": "*",
+        "@langchain/ollama": "*",
+        "@langchain/xai": "*",
+        "axios": "*",
+        "cheerio": "*",
+        "handlebars": "^4.7.8",
+        "peggy": "^3.0.2",
+        "typeorm": "*"
+      },
+      "peerDependenciesMeta": {
+        "@langchain/anthropic": {
+          "optional": true
+        },
+        "@langchain/aws": {
+          "optional": true
+        },
+        "@langchain/cerebras": {
+          "optional": true
+        },
+        "@langchain/cohere": {
+          "optional": true
+        },
+        "@langchain/deepseek": {
+          "optional": true
+        },
+        "@langchain/google-genai": {
+          "optional": true
+        },
+        "@langchain/google-vertexai": {
+          "optional": true
+        },
+        "@langchain/google-vertexai-web": {
+          "optional": true
+        },
+        "@langchain/groq": {
+          "optional": true
+        },
+        "@langchain/mistralai": {
+          "optional": true
+        },
+        "@langchain/ollama": {
+          "optional": true
+        },
+        "@langchain/xai": {
+          "optional": true
+        },
+        "axios": {
+          "optional": true
+        },
+        "cheerio": {
+          "optional": true
+        },
+        "handlebars": {
+          "optional": true
+        },
+        "peggy": {
+          "optional": true
+        },
+        "typeorm": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/langchain/node_modules/uuid": {
+      "version": "10.0.0",
+      "resolved": "https://registry.npmjs.org/uuid/-/uuid-10.0.0.tgz",
+      "integrity": "sha512-8XkAphELsDnEGrDxUOHB3RGvXz6TeuYSGEZBOjtTtPm2lwhGBjLgOzLHB63IUWfBpNucQjND6d3AOudO+H3RWQ==",
+      "funding": [
+        "https://github.com/sponsors/broofa",
+        "https://github.com/sponsors/ctavan"
+      ],
+      "bin": {
+        "uuid": "dist/bin/uuid"
+      }
+    },
     "node_modules/langsmith": {
       "version": "0.2.14",
       "resolved": "https://registry.npmjs.org/langsmith/-/langsmith-0.2.14.tgz",
@@ -31860,53 +31735,6 @@
         "node": "*"
       }
     },
-    "node_modules/mongodb": {
-      "version": "6.12.0",
-      "resolved": "https://registry.npmjs.org/mongodb/-/mongodb-6.12.0.tgz",
-      "integrity": "sha512-RM7AHlvYfS7jv7+BXund/kR64DryVI+cHbVAy9P61fnb1RcWZqOW1/Wj2YhqMCx+MuYhqTRGv7AwHBzmsCKBfA==",
-      "optional": true,
-      "peer": true,
-      "dependencies": {
-        "@mongodb-js/saslprep": "^1.1.9",
-        "bson": "^6.10.1",
-        "mongodb-connection-string-url": "^3.0.0"
-      },
-      "engines": {
-        "node": ">=16.20.1"
-      },
-      "peerDependencies": {
-        "@aws-sdk/credential-providers": "^3.188.0",
-        "@mongodb-js/zstd": "^1.1.0 || ^2.0.0",
-        "gcp-metadata": "^5.2.0",
-        "kerberos": "^2.0.1",
-        "mongodb-client-encryption": ">=6.0.0 <7",
-        "snappy": "^7.2.2",
-        "socks": "^2.7.1"
-      },
-      "peerDependenciesMeta": {
-        "@aws-sdk/credential-providers": {
-          "optional": true
-        },
-        "@mongodb-js/zstd": {
-          "optional": true
-        },
-        "gcp-metadata": {
-          "optional": true
-        },
-        "kerberos": {
-          "optional": true
-        },
-        "mongodb-client-encryption": {
-          "optional": true
-        },
-        "snappy": {
-          "optional": true
-        },
-        "socks": {
-          "optional": true
-        }
-      }
-    },
     "node_modules/mongodb-connection-string-url": {
       "version": "2.6.0",
       "resolved": "https://registry.npmjs.org/mongodb-connection-string-url/-/mongodb-connection-string-url-2.6.0.tgz",
@@ -31916,54 +31744,6 @@
         "whatwg-url": "^11.0.0"
       }
     },
-    "node_modules/mongodb/node_modules/@types/whatwg-url": {
-      "version": "11.0.5",
-      "resolved": "https://registry.npmjs.org/@types/whatwg-url/-/whatwg-url-11.0.5.tgz",
-      "integrity": "sha512-coYR071JRaHa+xoEvvYqvnIHaVqaYrLPbsufM9BF63HkwI5Lgmy2QR8Q5K/lYDYo5AK82wOvSOS0UsLTpTG7uQ==",
-      "optional": true,
-      "peer": true,
-      "dependencies": {
-        "@types/webidl-conversions": "*"
-      }
-    },
-    "node_modules/mongodb/node_modules/mongodb-connection-string-url": {
-      "version": "3.0.2",
-      "resolved": "https://registry.npmjs.org/mongodb-connection-string-url/-/mongodb-connection-string-url-3.0.2.tgz",
-      "integrity": "sha512-rMO7CGo/9BFwyZABcKAWL8UJwH/Kc2x0g72uhDWzG48URRax5TCIcJ7Rc3RZqffZzO/Gwff/jyKwCU9TN8gehA==",
-      "optional": true,
-      "peer": true,
-      "dependencies": {
-        "@types/whatwg-url": "^11.0.2",
-        "whatwg-url": "^14.1.0 || ^13.0.0"
-      }
-    },
-    "node_modules/mongodb/node_modules/tr46": {
-      "version": "5.0.0",
-      "resolved": "https://registry.npmjs.org/tr46/-/tr46-5.0.0.tgz",
-      "integrity": "sha512-tk2G5R2KRwBd+ZN0zaEXpmzdKyOYksXwywulIX95MBODjSzMIuQnQ3m8JxgbhnL1LeVo7lqQKsYa1O3Htl7K5g==",
-      "optional": true,
-      "peer": true,
-      "dependencies": {
-        "punycode": "^2.3.1"
-      },
-      "engines": {
-        "node": ">=18"
-      }
-    },
-    "node_modules/mongodb/node_modules/whatwg-url": {
-      "version": "14.1.0",
-      "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-14.1.0.tgz",
-      "integrity": "sha512-jlf/foYIKywAt3x/XWKZ/3rz8OSJPiWktjmk891alJUEjiVxKX9LEO92qH3hv4aJ0mN3MWPvGMCy8jQi95xK4w==",
-      "optional": true,
-      "peer": true,
-      "dependencies": {
-        "tr46": "^5.0.0",
-        "webidl-conversions": "^7.0.0"
-      },
-      "engines": {
-        "node": ">=18"
-      }
-    },
     "node_modules/moo-color": {
       "version": "1.0.3",
       "resolved": "https://registry.npmjs.org/moo-color/-/moo-color-1.0.3.tgz",
@@ -41028,7 +40808,7 @@
     },
     "packages/data-provider": {
       "name": "librechat-data-provider",
-      "version": "0.7.71",
+      "version": "0.7.72",
       "license": "ISC",
       "dependencies": {
         "axios": "^1.8.2",
@@ -41165,7 +40945,7 @@
     },
     "packages/data-schemas": {
       "name": "@librechat/data-schemas",
-      "version": "0.0.2",
+      "version": "0.0.3",
       "license": "MIT",
       "dependencies": {
         "mongoose": "^8.12.1"
diff --git a/packages/data-provider/package.json b/packages/data-provider/package.json
index 5ebf9877c0..a90c3afdb7 100644
--- a/packages/data-provider/package.json
+++ b/packages/data-provider/package.json
@@ -1,6 +1,6 @@
 {
   "name": "librechat-data-provider",
-  "version": "0.7.71",
+  "version": "0.7.72",
   "description": "data services for librechat apps",
   "main": "dist/index.js",
   "module": "dist/index.es.js",
diff --git a/packages/data-provider/src/config.ts b/packages/data-provider/src/config.ts
index af850b4180..96c8071727 100644
--- a/packages/data-provider/src/config.ts
+++ b/packages/data-provider/src/config.ts
@@ -168,6 +168,7 @@ export enum AgentCapabilities {
   artifacts = 'artifacts',
   actions = 'actions',
   tools = 'tools',
+  chain = 'chain',
   ocr = 'ocr',
 }
 
@@ -234,6 +235,7 @@ export const agentsEndpointSChema = baseEndpointSchema.merge(
     /* agents specific */
     recursionLimit: z.number().optional(),
     disableBuilder: z.boolean().optional(),
+    maxRecursionLimit: z.number().optional(),
     capabilities: z
       .array(z.nativeEnum(AgentCapabilities))
       .optional()
@@ -244,6 +246,7 @@ export const agentsEndpointSChema = baseEndpointSchema.merge(
         AgentCapabilities.actions,
         AgentCapabilities.tools,
         AgentCapabilities.ocr,
+        AgentCapabilities.chain,
       ]),
   }),
 );
@@ -827,6 +830,7 @@ export const supportsBalanceCheck = {
 };
 
 export const visionModels = [
+  'qwen-vl',
   'grok-vision',
   'grok-2-vision',
   'grok-3',
@@ -1190,7 +1194,7 @@ export enum Constants {
   /** Key for the app's version. */
   VERSION = 'v0.7.7',
   /** Key for the Custom Config's version (librechat.yaml). */
-  CONFIG_VERSION = '1.2.2',
+  CONFIG_VERSION = '1.2.3',
   /** Standard value for the first message's `parentMessageId` value, to indicate no parent exists. */
   NO_PARENT = '00000000-0000-0000-0000-000000000000',
   /** Standard value for the initial conversationId before a request is sent */
diff --git a/packages/data-provider/src/schemas.ts b/packages/data-provider/src/schemas.ts
index 5be5b44453..9c4c30ef01 100644
--- a/packages/data-provider/src/schemas.ts
+++ b/packages/data-provider/src/schemas.ts
@@ -47,6 +47,7 @@ export enum BedrockProviders {
   Meta = 'meta',
   MistralAI = 'mistral',
   StabilityAI = 'stability',
+  DeepSeek = 'deepseek',
 }
 
 export const getModelKey = (endpoint: EModelEndpoint | string, model: string) => {
@@ -157,6 +158,7 @@ export const defaultAgentFormValues = {
   projectIds: [],
   artifacts: '',
   isCollaborative: false,
+  recursion_limit: undefined,
   [Tools.execute_code]: false,
   [Tools.file_search]: false,
 };
diff --git a/packages/data-provider/src/types/agents.ts b/packages/data-provider/src/types/agents.ts
index b1021d80f6..d4218440c6 100644
--- a/packages/data-provider/src/types/agents.ts
+++ b/packages/data-provider/src/types/agents.ts
@@ -19,6 +19,15 @@ export namespace Agents {
     tool_call_ids?: string[];
   };
 
+  export type AgentUpdate = {
+    type: ContentTypes.AGENT_UPDATE;
+    agent_update: {
+      index: number;
+      runId: string;
+      agentId: string;
+    };
+  };
+
   export type MessageContentImageUrl = {
     type: ContentTypes.IMAGE_URL;
     image_url: string | { url: string; detail?: ImageDetail };
@@ -26,6 +35,7 @@ export namespace Agents {
 
   export type MessageContentComplex =
     | ReasoningContentText
+    | AgentUpdate
     | MessageContentText
     | MessageContentImageUrl
     // eslint-disable-next-line @typescript-eslint/no-explicit-any
@@ -159,12 +169,7 @@ export namespace Agents {
     index: number; // #new
     stepIndex?: number; // #new
     stepDetails: StepDetails;
-    usage: null | {
-      // Define usage structure if it's ever non-null
-      // prompt_tokens: number; // #new
-      // completion_tokens: number; // #new
-      // total_tokens: number; // #new
-    };
+    usage: null | object;
   };
   /**
    * Represents a run step delta i.e. any changed fields on a run step during
diff --git a/packages/data-provider/src/types/assistants.ts b/packages/data-provider/src/types/assistants.ts
index 7092f98ae6..932fc02077 100644
--- a/packages/data-provider/src/types/assistants.ts
+++ b/packages/data-provider/src/types/assistants.ts
@@ -222,6 +222,7 @@ export type Agent = {
   end_after_tools?: boolean;
   hide_sequential_outputs?: boolean;
   artifacts?: ArtifactModes;
+  recursion_limit?: number;
 };
 
 export type TAgentsMap = Record<string, Agent | undefined>;
@@ -236,7 +237,10 @@ export type AgentCreateParams = {
   provider: AgentProvider;
   model: string | null;
   model_parameters: AgentModelParameters;
-} & Pick<Agent, 'agent_ids' | 'end_after_tools' | 'hide_sequential_outputs' | 'artifacts'>;
+} & Pick<
+  Agent,
+  'agent_ids' | 'end_after_tools' | 'hide_sequential_outputs' | 'artifacts' | 'recursion_limit'
+>;
 
 export type AgentUpdateParams = {
   name?: string | null;
@@ -252,7 +256,10 @@ export type AgentUpdateParams = {
   projectIds?: string[];
   removeProjectIds?: string[];
   isCollaborative?: boolean;
-} & Pick<Agent, 'agent_ids' | 'end_after_tools' | 'hide_sequential_outputs' | 'artifacts'>;
+} & Pick<
+  Agent,
+  'agent_ids' | 'end_after_tools' | 'hide_sequential_outputs' | 'artifacts' | 'recursion_limit'
+>;
 
 export type AgentListParams = {
   limit?: number;
@@ -455,6 +462,7 @@ export type TMessageContentParts =
         PartMetadata;
     }
   | { type: ContentTypes.IMAGE_FILE; image_file: ImageFile & PartMetadata }
+  | Agents.AgentUpdate
   | Agents.MessageContentImageUrl;
 
 export type StreamContentData = TMessageContentParts & {
diff --git a/packages/data-provider/src/types/runs.ts b/packages/data-provider/src/types/runs.ts
index 1f40d39b72..bba5126054 100644
--- a/packages/data-provider/src/types/runs.ts
+++ b/packages/data-provider/src/types/runs.ts
@@ -5,6 +5,7 @@ export enum ContentTypes {
   TOOL_CALL = 'tool_call',
   IMAGE_FILE = 'image_file',
   IMAGE_URL = 'image_url',
+  AGENT_UPDATE = 'agent_update',
   ERROR = 'error',
 }
 
diff --git a/packages/data-schemas/package.json b/packages/data-schemas/package.json
index 1b62a372db..b1845b36a9 100644
--- a/packages/data-schemas/package.json
+++ b/packages/data-schemas/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@librechat/data-schemas",
-  "version": "0.0.2",
+  "version": "0.0.3",
   "type": "module",
   "description": "Mongoose schemas and models for LibreChat",
   "main": "dist/index.cjs",
diff --git a/packages/data-schemas/src/schema/agent.ts b/packages/data-schemas/src/schema/agent.ts
index 282a2f9a52..642d281c68 100644
--- a/packages/data-schemas/src/schema/agent.ts
+++ b/packages/data-schemas/src/schema/agent.ts
@@ -13,6 +13,7 @@ export interface IAgent extends Omit<Document, 'model'> {
   model_parameters?: Record<string, unknown>;
   artifacts?: string;
   access_level?: number;
+  recursion_limit?: number;
   tools?: string[];
   tool_kwargs?: Array<unknown>;
   actions?: string[];
@@ -65,6 +66,9 @@ const agentSchema = new Schema<IAgent>(
     access_level: {
       type: Number,
     },
+    recursion_limit: {
+      type: Number,
+    },
     tools: {
       type: [String],
       default: undefined,

From efb616d60016c48b58807d8401892f4c989288ae Mon Sep 17 00:00:00 2001
From: Danny Avila <danny@librechat.ai>
Date: Tue, 18 Mar 2025 23:16:45 -0400
Subject: [PATCH 07/12] =?UTF-8?q?=F0=9F=94=A7=20fix:=20Update=20Token=20Ca?=
 =?UTF-8?q?lculations/Mapping,=20MCP=20`env`=20Initialization=20(#6406)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* fix: Enhance MCP initialization to process environment variables

* fix: only build tokenCountMap with messages that are being used in the payload

* fix: Adjust maxContextTokens calculation to account for maxOutputTokens

* refactor: Make processMCPEnv optional in MCPManager initialization

* chore: Bump version of librechat-data-provider to 0.7.73
---
 api/app/clients/BaseClient.js                 | 18 ++++++---------
 api/app/clients/specs/BaseClient.test.js      |  4 ++--
 api/server/services/AppService.js             |  3 ++-
 .../services/Endpoints/agents/initialize.js   |  4 +++-
 package-lock.json                             |  2 +-
 packages/data-provider/package.json           |  2 +-
 packages/data-provider/src/mcp.ts             | 23 +++++++++++++++++++
 packages/mcp/src/manager.ts                   | 10 +++++---
 8 files changed, 46 insertions(+), 20 deletions(-)

diff --git a/api/app/clients/BaseClient.js b/api/app/clients/BaseClient.js
index e24bffa18b..d3077e68f5 100644
--- a/api/app/clients/BaseClient.js
+++ b/api/app/clients/BaseClient.js
@@ -366,17 +366,14 @@ class BaseClient {
    *  context: TMessage[],
    *  remainingContextTokens: number,
    *  messagesToRefine: TMessage[],
-   *  summaryIndex: number,
-   * }>} An object with four properties: `context`, `summaryIndex`, `remainingContextTokens`, and `messagesToRefine`.
+   * }>} An object with three properties: `context`, `remainingContextTokens`, and `messagesToRefine`.
    *    `context` is an array of messages that fit within the token limit.
-   *    `summaryIndex` is the index of the first message in the `messagesToRefine` array.
    *    `remainingContextTokens` is the number of tokens remaining within the limit after adding the messages to the context.
    *    `messagesToRefine` is an array of messages that were not added to the context because they would have exceeded the token limit.
    */
   async getMessagesWithinTokenLimit({ messages: _messages, maxContextTokens, instructions }) {
     // Every reply is primed with <|start|>assistant<|message|>, so we
     // start with 3 tokens for the label after all messages have been counted.
-    let summaryIndex = -1;
     let currentTokenCount = 3;
     const instructionsTokenCount = instructions?.tokenCount ?? 0;
     let remainingContextTokens =
@@ -409,14 +406,12 @@ class BaseClient {
     }
 
     const prunedMemory = messages;
-    summaryIndex = prunedMemory.length - 1;
     remainingContextTokens -= currentTokenCount;
 
     return {
       context: context.reverse(),
       remainingContextTokens,
       messagesToRefine: prunedMemory,
-      summaryIndex,
     };
   }
 
@@ -459,7 +454,7 @@ class BaseClient {
 
     let orderedWithInstructions = this.addInstructions(orderedMessages, instructions);
 
-    let { context, remainingContextTokens, messagesToRefine, summaryIndex } =
+    let { context, remainingContextTokens, messagesToRefine } =
       await this.getMessagesWithinTokenLimit({
         messages: orderedWithInstructions,
         instructions,
@@ -529,7 +524,7 @@ class BaseClient {
     }
 
     // Make sure to only continue summarization logic if the summary message was generated
-    shouldSummarize = summaryMessage && shouldSummarize;
+    shouldSummarize = summaryMessage != null && shouldSummarize === true;
 
     logger.debug('[BaseClient] Context Count (2/2)', {
       remainingContextTokens,
@@ -539,17 +534,18 @@ class BaseClient {
     /** @type {Record<string, number> | undefined} */
     let tokenCountMap;
     if (buildTokenMap) {
-      tokenCountMap = orderedWithInstructions.reduce((map, message, index) => {
+      const currentPayload = shouldSummarize ? orderedWithInstructions : context;
+      tokenCountMap = currentPayload.reduce((map, message, index) => {
         const { messageId } = message;
         if (!messageId) {
           return map;
         }
 
-        if (shouldSummarize && index === summaryIndex && !usePrevSummary) {
+        if (shouldSummarize && index === messagesToRefine.length - 1 && !usePrevSummary) {
           map.summaryMessage = { ...summaryMessage, messageId, tokenCount: summaryTokenCount };
         }
 
-        map[messageId] = orderedWithInstructions[index].tokenCount;
+        map[messageId] = currentPayload[index].tokenCount;
         return map;
       }, {});
     }
diff --git a/api/app/clients/specs/BaseClient.test.js b/api/app/clients/specs/BaseClient.test.js
index 0dae5b14d3..c9be50d3de 100644
--- a/api/app/clients/specs/BaseClient.test.js
+++ b/api/app/clients/specs/BaseClient.test.js
@@ -164,7 +164,7 @@ describe('BaseClient', () => {
     const result = await TestClient.getMessagesWithinTokenLimit({ messages });
 
     expect(result.context).toEqual(expectedContext);
-    expect(result.summaryIndex).toEqual(expectedIndex);
+    expect(result.messagesToRefine.length - 1).toEqual(expectedIndex);
     expect(result.remainingContextTokens).toBe(expectedRemainingContextTokens);
     expect(result.messagesToRefine).toEqual(expectedMessagesToRefine);
   });
@@ -200,7 +200,7 @@ describe('BaseClient', () => {
     const result = await TestClient.getMessagesWithinTokenLimit({ messages });
 
     expect(result.context).toEqual(expectedContext);
-    expect(result.summaryIndex).toEqual(expectedIndex);
+    expect(result.messagesToRefine.length - 1).toEqual(expectedIndex);
     expect(result.remainingContextTokens).toBe(expectedRemainingContextTokens);
     expect(result.messagesToRefine).toEqual(expectedMessagesToRefine);
   });
diff --git a/api/server/services/AppService.js b/api/server/services/AppService.js
index 1accd7eba6..52c646ec8a 100644
--- a/api/server/services/AppService.js
+++ b/api/server/services/AppService.js
@@ -2,6 +2,7 @@ const {
   FileSources,
   EModelEndpoint,
   loadOCRConfig,
+  processMCPEnv,
   getConfigDefaults,
 } = require('librechat-data-provider');
 const { checkVariables, checkHealth, checkConfig, checkAzureVariables } = require('./start/checks');
@@ -54,7 +55,7 @@ const AppService = async (app) => {
 
   if (config.mcpServers != null) {
     const mcpManager = await getMCPManager();
-    await mcpManager.initializeMCP(config.mcpServers);
+    await mcpManager.initializeMCP(config.mcpServers, processMCPEnv);
     await mcpManager.mapAvailableTools(availableTools);
   }
 
diff --git a/api/server/services/Endpoints/agents/initialize.js b/api/server/services/Endpoints/agents/initialize.js
index cb539d3bc7..dec69d862c 100644
--- a/api/server/services/Endpoints/agents/initialize.js
+++ b/api/server/services/Endpoints/agents/initialize.js
@@ -178,6 +178,7 @@ const initializeAgentOptions = async ({
     agent.provider = options.provider;
   }
 
+  /** @type {import('@librechat/agents').ClientOptions} */
   agent.model_parameters = Object.assign(model_parameters, options.llmConfig);
   if (options.configOptions) {
     agent.model_parameters.configuration = options.configOptions;
@@ -196,6 +197,7 @@ const initializeAgentOptions = async ({
 
   const tokensModel =
     agent.provider === EModelEndpoint.azureOpenAI ? agent.model : agent.model_parameters.model;
+  const maxTokens = agent.model_parameters.maxOutputTokens ?? agent.model_parameters.maxTokens ?? 0;
 
   return {
     ...agent,
@@ -204,7 +206,7 @@ const initializeAgentOptions = async ({
     toolContextMap,
     maxContextTokens:
       agent.max_context_tokens ??
-      (getModelMaxTokens(tokensModel, providerEndpointMap[provider]) ?? 4000) * 0.9,
+      ((getModelMaxTokens(tokensModel, providerEndpointMap[provider]) ?? 4000) - maxTokens) * 0.9,
   };
 };
 
diff --git a/package-lock.json b/package-lock.json
index cdd6589237..b04385f985 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -40808,7 +40808,7 @@
     },
     "packages/data-provider": {
       "name": "librechat-data-provider",
-      "version": "0.7.72",
+      "version": "0.7.73",
       "license": "ISC",
       "dependencies": {
         "axios": "^1.8.2",
diff --git a/packages/data-provider/package.json b/packages/data-provider/package.json
index a90c3afdb7..6f495a9aeb 100644
--- a/packages/data-provider/package.json
+++ b/packages/data-provider/package.json
@@ -1,6 +1,6 @@
 {
   "name": "librechat-data-provider",
-  "version": "0.7.72",
+  "version": "0.7.73",
   "description": "data services for librechat apps",
   "main": "dist/index.js",
   "module": "dist/index.es.js",
diff --git a/packages/data-provider/src/mcp.ts b/packages/data-provider/src/mcp.ts
index f0520dbec7..4f3225838f 100644
--- a/packages/data-provider/src/mcp.ts
+++ b/packages/data-provider/src/mcp.ts
@@ -85,3 +85,26 @@ export const MCPOptionsSchema = z.union([
 ]);
 
 export const MCPServersSchema = z.record(z.string(), MCPOptionsSchema);
+
+export type MCPOptions = z.infer<typeof MCPOptionsSchema>;
+
+/**
+ * Recursively processes an object to replace environment variables in string values
+ * @param {MCPOptions} obj - The object to process
+ * @returns {MCPOptions} - The processed object with environment variables replaced
+ */
+export function processMCPEnv(obj: MCPOptions): MCPOptions {
+  if (obj === null || obj === undefined) {
+    return obj;
+  }
+
+  if ('env' in obj && obj.env) {
+    const processedEnv: Record<string, string> = {};
+    for (const [key, value] of Object.entries(obj.env)) {
+      processedEnv[key] = extractEnvVariable(value);
+    }
+    obj.env = processedEnv;
+  }
+
+  return obj;
+}
diff --git a/packages/mcp/src/manager.ts b/packages/mcp/src/manager.ts
index 3e216b7336..9fccd9de08 100644
--- a/packages/mcp/src/manager.ts
+++ b/packages/mcp/src/manager.ts
@@ -1,5 +1,5 @@
 import { CallToolResultSchema } from '@modelcontextprotocol/sdk/types.js';
-import type { JsonSchemaType } from 'librechat-data-provider';
+import type { JsonSchemaType, MCPOptions } from 'librechat-data-provider';
 import type { Logger } from 'winston';
 import type * as t from './types/mcp';
 import { formatToolContent } from './parsers';
@@ -31,13 +31,17 @@ export class MCPManager {
     return MCPManager.instance;
   }
 
-  public async initializeMCP(mcpServers: t.MCPServers): Promise<void> {
+  public async initializeMCP(
+    mcpServers: t.MCPServers,
+    processMCPEnv?: (obj: MCPOptions) => MCPOptions,
+  ): Promise<void> {
     this.logger.info('[MCP] Initializing servers');
 
     const entries = Object.entries(mcpServers);
     const initializedServers = new Set();
     const connectionResults = await Promise.allSettled(
-      entries.map(async ([serverName, config], i) => {
+      entries.map(async ([serverName, _config], i) => {
+        const config = processMCPEnv ? processMCPEnv(_config) : _config;
         const connection = new MCPConnection(serverName, config, this.logger);
 
         connection.on('connectionChange', (state) => {

From 19446cb864694afb8b05300a8fcaf80c7e016f51 Mon Sep 17 00:00:00 2001
From: Per Weijnitz <per.weijnitz@gmail.com>
Date: Wed, 19 Mar 2025 06:47:02 +0100
Subject: [PATCH 08/12] =?UTF-8?q?=E2=8C=9B=20feat:=20`initTimeout`=20for?=
 =?UTF-8?q?=20Slow=20Starting=20MCP=20Servers=20(#6383)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* feat: make mcp server connect timeout configurable with initTimeout

* style: add missing semicolon to connection.ts
---
 packages/data-provider/src/mcp.ts | 1 +
 packages/mcp/src/connection.ts    | 2 +-
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/packages/data-provider/src/mcp.ts b/packages/data-provider/src/mcp.ts
index 4f3225838f..c52ca7d15a 100644
--- a/packages/data-provider/src/mcp.ts
+++ b/packages/data-provider/src/mcp.ts
@@ -4,6 +4,7 @@ import { extractEnvVariable } from './utils';
 const BaseOptionsSchema = z.object({
   iconPath: z.string().optional(),
   timeout: z.number().optional(),
+  initTimeout: z.number().optional(),
 });
 
 export const StdioOptionsSchema = BaseOptionsSchema.extend({
diff --git a/packages/mcp/src/connection.ts b/packages/mcp/src/connection.ts
index 72c4b472d3..4531ae777d 100644
--- a/packages/mcp/src/connection.ts
+++ b/packages/mcp/src/connection.ts
@@ -269,7 +269,7 @@ export class MCPConnection extends EventEmitter {
         this.transport = this.constructTransport(this.options);
         this.setupTransportDebugHandlers();
 
-        const connectTimeout = 10000;
+	const connectTimeout = this.options.initTimeout ?? 10000;
         await Promise.race([
           this.client.connect(this.transport),
           new Promise((_resolve, reject) =>

From 8f68e8be810c412462241c5c4b24768734c871c7 Mon Sep 17 00:00:00 2001
From: Ruben Talstra <RubenTalstra1211@outlook.com>
Date: Wed, 19 Mar 2025 07:04:45 +0100
Subject: [PATCH 09/12] =?UTF-8?q?=F0=9F=9A=80=20feat:=20`S3`=20Integration?=
 =?UTF-8?q?=20for=20File=20handling=20and=20Image=20uploads=20(#6142)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* French Translation Update

* French Translation Update

* test

* Add fileStrategy S3 Config

* update s3 crud.js

* 🔧 chore: downgrade dotenv to version 16.0.3 and add aws-sdk to package-lock.json

* 🔧 chore: remove aws-sdk from package.json

* 🚀 feat: Integrate AWS SDK for S3 with enhanced upload and retrieval functionalities

* 🚀 feat: Implement S3 integration for file upload and retrieval functionalities

* 🚀 feat: Enhance S3 initialization to support default credentials and improved error handling

---------

Co-authored-by: Gael Martins <gael.martins@acolad.com>
---
 .env.example                               |    9 +
 api/package.json                           |    2 +
 api/server/services/AppService.js          |    3 +
 api/server/services/Files/S3/crud.js       |  162 +
 api/server/services/Files/S3/images.js     |  118 +
 api/server/services/Files/S3/index.js      |    9 +
 api/server/services/Files/S3/initialize.js |   43 +
 api/server/services/Files/strategies.js    |   29 +
 librechat.example.yaml                     |    3 +
 package-lock.json                          | 3187 ++++++++++++++++++++
 10 files changed, 3565 insertions(+)
 create mode 100644 api/server/services/Files/S3/crud.js
 create mode 100644 api/server/services/Files/S3/images.js
 create mode 100644 api/server/services/Files/S3/index.js
 create mode 100644 api/server/services/Files/S3/initialize.js

diff --git a/.env.example b/.env.example
index e235b6cbb9..b86092d56d 100644
--- a/.env.example
+++ b/.env.example
@@ -473,6 +473,15 @@ FIREBASE_STORAGE_BUCKET=
 FIREBASE_MESSAGING_SENDER_ID=
 FIREBASE_APP_ID=
 
+#========================#
+# S3 AWS Bucket          #
+#========================#
+
+AWS_ACCESS_KEY_ID=
+AWS_SECRET_ACCESS_KEY=
+AWS_REGION=
+AWS_BUCKET_NAME=
+
 #========================#
 # Shared Links           #
 #========================#
diff --git a/api/package.json b/api/package.json
index ab2a82dbd8..36edce6baa 100644
--- a/api/package.json
+++ b/api/package.json
@@ -35,6 +35,8 @@
   "homepage": "https://librechat.ai",
   "dependencies": {
     "@anthropic-ai/sdk": "^0.37.0",
+    "@aws-sdk/client-s3": "^3.758.0",
+    "@aws-sdk/s3-request-presigner": "^3.758.0",
     "@azure/search-documents": "^12.0.0",
     "@google/generative-ai": "^0.23.0",
     "@googleapis/youtube": "^20.0.0",
diff --git a/api/server/services/AppService.js b/api/server/services/AppService.js
index 52c646ec8a..925ffe93de 100644
--- a/api/server/services/AppService.js
+++ b/api/server/services/AppService.js
@@ -8,6 +8,7 @@ const {
 const { checkVariables, checkHealth, checkConfig, checkAzureVariables } = require('./start/checks');
 const { azureAssistantsDefaults, assistantsConfigSetup } = require('./start/assistants');
 const { initializeFirebase } = require('./Files/Firebase/initialize');
+const { initializeS3 } = require('./Files/S3/initialize');
 const loadCustomConfig = require('./Config/loadCustomConfig');
 const handleRateLimits = require('./Config/handleRateLimits');
 const { loadDefaultInterface } = require('./start/interface');
@@ -44,6 +45,8 @@ const AppService = async (app) => {
 
   if (fileStrategy === FileSources.firebase) {
     initializeFirebase();
+  } else if (fileStrategy === FileSources.s3) {
+    initializeS3();
   }
 
   /** @type {Record<string, FunctionTool} */
diff --git a/api/server/services/Files/S3/crud.js b/api/server/services/Files/S3/crud.js
new file mode 100644
index 0000000000..701c2327da
--- /dev/null
+++ b/api/server/services/Files/S3/crud.js
@@ -0,0 +1,162 @@
+const fs = require('fs');
+const path = require('path');
+const axios = require('axios');
+const fetch = require('node-fetch');
+const { getBufferMetadata } = require('~/server/utils');
+const { initializeS3 } = require('./initialize');
+const { logger } = require('~/config');
+const { PutObjectCommand, GetObjectCommand, DeleteObjectCommand } = require('@aws-sdk/client-s3');
+const { getSignedUrl } = require('@aws-sdk/s3-request-presigner');
+
+const bucketName = process.env.AWS_BUCKET_NAME;
+const s3 = initializeS3();
+const defaultBasePath = 'images';
+
+/**
+ * Constructs the S3 key based on the base path, user ID, and file name.
+ */
+const getS3Key = (basePath, userId, fileName) => `${basePath}/${userId}/${fileName}`;
+
+/**
+ * Uploads a buffer to S3 and returns a signed URL.
+ *
+ * @param {Object} params
+ * @param {string} params.userId - The user's unique identifier.
+ * @param {Buffer} params.buffer - The buffer containing file data.
+ * @param {string} params.fileName - The file name to use in S3.
+ * @param {string} [params.basePath='images'] - The base path in the bucket.
+ * @returns {Promise<string>} Signed URL of the uploaded file.
+ */
+async function saveBufferToS3({ userId, buffer, fileName, basePath = defaultBasePath }) {
+  const key = getS3Key(basePath, userId, fileName);
+  const params = { Bucket: bucketName, Key: key, Body: buffer };
+
+  try {
+    await s3.send(new PutObjectCommand(params));
+    return await getS3URL({ userId, fileName, basePath });
+  } catch (error) {
+    logger.error('[saveBufferToS3] Error uploading buffer to S3:', error.message);
+    throw error;
+  }
+}
+
+/**
+ * Retrieves a signed URL for a file stored in S3.
+ *
+ * @param {Object} params
+ * @param {string} params.userId - The user's unique identifier.
+ * @param {string} params.fileName - The file name in S3.
+ * @param {string} [params.basePath='images'] - The base path in the bucket.
+ * @returns {Promise<string>} A signed URL valid for 24 hours.
+ */
+async function getS3URL({ userId, fileName, basePath = defaultBasePath }) {
+  const key = getS3Key(basePath, userId, fileName);
+  const params = { Bucket: bucketName, Key: key };
+
+  try {
+    return await getSignedUrl(s3, new GetObjectCommand(params), { expiresIn: 86400 });
+  } catch (error) {
+    logger.error('[getS3URL] Error getting signed URL from S3:', error.message);
+    throw error;
+  }
+}
+
+/**
+ * Saves a file from a given URL to S3.
+ *
+ * @param {Object} params
+ * @param {string} params.userId - The user's unique identifier.
+ * @param {string} params.URL - The source URL of the file.
+ * @param {string} params.fileName - The file name to use in S3.
+ * @param {string} [params.basePath='images'] - The base path in the bucket.
+ * @returns {Promise<string>} Signed URL of the uploaded file.
+ */
+async function saveURLToS3({ userId, URL, fileName, basePath = defaultBasePath }) {
+  try {
+    const response = await fetch(URL);
+    const buffer = await response.buffer();
+    // Optionally you can call getBufferMetadata(buffer) if needed.
+    return await saveBufferToS3({ userId, buffer, fileName, basePath });
+  } catch (error) {
+    logger.error('[saveURLToS3] Error uploading file from URL to S3:', error.message);
+    throw error;
+  }
+}
+
+/**
+ * Deletes a file from S3.
+ *
+ * @param {Object} params
+ * @param {string} params.userId - The user's unique identifier.
+ * @param {string} params.fileName - The file name in S3.
+ * @param {string} [params.basePath='images'] - The base path in the bucket.
+ * @returns {Promise<void>}
+ */
+async function deleteFileFromS3({ userId, fileName, basePath = defaultBasePath }) {
+  const key = getS3Key(basePath, userId, fileName);
+  const params = { Bucket: bucketName, Key: key };
+
+  try {
+    await s3.send(new DeleteObjectCommand(params));
+    logger.debug('[deleteFileFromS3] File deleted successfully from S3');
+  } catch (error) {
+    logger.error('[deleteFileFromS3] Error deleting file from S3:', error.message);
+    // If the file is not found, we can safely return.
+    if (error.code === 'NoSuchKey') {
+      return;
+    }
+    throw error;
+  }
+}
+
+/**
+ * Uploads a local file to S3.
+ *
+ * @param {Object} params
+ * @param {import('express').Request} params.req - The Express request (must include user).
+ * @param {Express.Multer.File} params.file - The file object from Multer.
+ * @param {string} params.file_id - Unique file identifier.
+ * @param {string} [params.basePath='images'] - The base path in the bucket.
+ * @returns {Promise<{ filepath: string, bytes: number }>}
+ */
+async function uploadFileToS3({ req, file, file_id, basePath = defaultBasePath }) {
+  try {
+    const inputFilePath = file.path;
+    const inputBuffer = await fs.promises.readFile(inputFilePath);
+    const bytes = Buffer.byteLength(inputBuffer);
+    const userId = req.user.id;
+    const fileName = `${file_id}__${path.basename(inputFilePath)}`;
+    const fileURL = await saveBufferToS3({ userId, buffer: inputBuffer, fileName, basePath });
+    await fs.promises.unlink(inputFilePath);
+    return { filepath: fileURL, bytes };
+  } catch (error) {
+    logger.error('[uploadFileToS3] Error uploading file to S3:', error.message);
+    throw error;
+  }
+}
+
+/**
+ * Retrieves a readable stream for a file stored in S3.
+ *
+ * @param {string} filePath - The S3 key of the file.
+ * @returns {Promise<NodeJS.ReadableStream>}
+ */
+async function getS3FileStream(filePath) {
+  const params = { Bucket: bucketName, Key: filePath };
+  try {
+    const data = await s3.send(new GetObjectCommand(params));
+    return data.Body; // Returns a Node.js ReadableStream.
+  } catch (error) {
+    logger.error('[getS3FileStream] Error retrieving S3 file stream:', error.message);
+    throw error;
+  }
+}
+
+module.exports = {
+  saveBufferToS3,
+  saveURLToS3,
+  getS3URL,
+  deleteFileFromS3,
+  uploadFileToS3,
+  getS3FileStream,
+};
diff --git a/api/server/services/Files/S3/images.js b/api/server/services/Files/S3/images.js
new file mode 100644
index 0000000000..378212cb5e
--- /dev/null
+++ b/api/server/services/Files/S3/images.js
@@ -0,0 +1,118 @@
+const fs = require('fs');
+const path = require('path');
+const sharp = require('sharp');
+const { resizeImageBuffer } = require('../images/resize');
+const { updateUser } = require('~/models/userMethods');
+const { saveBufferToS3 } = require('./crud');
+const { updateFile } = require('~/models/File');
+const { logger } = require('~/config');
+
+const defaultBasePath = 'images';
+
+/**
+ * Resizes, converts, and uploads an image file to S3.
+ *
+ * @param {Object} params
+ * @param {import('express').Request} params.req - Express request (expects user and app.locals.imageOutputType).
+ * @param {Express.Multer.File} params.file - File object from Multer.
+ * @param {string} params.file_id - Unique file identifier.
+ * @param {any} params.endpoint - Endpoint identifier used in image processing.
+ * @param {string} [params.resolution='high'] - Desired image resolution.
+ * @param {string} [params.basePath='images'] - Base path in the bucket.
+ * @returns {Promise<{ filepath: string, bytes: number, width: number, height: number }>}
+ */
+async function uploadImageToS3({
+  req,
+  file,
+  file_id,
+  endpoint,
+  resolution = 'high',
+  basePath = defaultBasePath,
+}) {
+  try {
+    const inputFilePath = file.path;
+    const inputBuffer = await fs.promises.readFile(inputFilePath);
+    const {
+      buffer: resizedBuffer,
+      width,
+      height,
+    } = await resizeImageBuffer(inputBuffer, resolution, endpoint);
+    const extension = path.extname(inputFilePath);
+    const userId = req.user.id;
+
+    let processedBuffer;
+    let fileName = `${file_id}__${path.basename(inputFilePath)}`;
+    const targetExtension = `.${req.app.locals.imageOutputType}`;
+
+    if (extension.toLowerCase() === targetExtension) {
+      processedBuffer = resizedBuffer;
+    } else {
+      processedBuffer = await sharp(resizedBuffer)
+        .toFormat(req.app.locals.imageOutputType)
+        .toBuffer();
+      fileName = fileName.replace(new RegExp(path.extname(fileName) + '$'), targetExtension);
+      if (!path.extname(fileName)) {
+        fileName += targetExtension;
+      }
+    }
+
+    const downloadURL = await saveBufferToS3({
+      userId,
+      buffer: processedBuffer,
+      fileName,
+      basePath,
+    });
+    await fs.promises.unlink(inputFilePath);
+    const bytes = Buffer.byteLength(processedBuffer);
+    return { filepath: downloadURL, bytes, width, height };
+  } catch (error) {
+    logger.error('[uploadImageToS3] Error uploading image to S3:', error.message);
+    throw error;
+  }
+}
+
+/**
+ * Updates a file record and returns its signed URL.
+ *
+ * @param {import('express').Request} req - Express request.
+ * @param {Object} file - File metadata.
+ * @returns {Promise<[Promise<any>, string]>}
+ */
+async function prepareImageURLS3(req, file) {
+  try {
+    const updatePromise = updateFile({ file_id: file.file_id });
+    return Promise.all([updatePromise, file.filepath]);
+  } catch (error) {
+    logger.error('[prepareImageURLS3] Error preparing image URL:', error.message);
+    throw error;
+  }
+}
+
+/**
+ * Processes a user's avatar image by uploading it to S3 and updating the user's avatar URL if required.
+ *
+ * @param {Object} params
+ * @param {Buffer} params.buffer - Avatar image buffer.
+ * @param {string} params.userId - User's unique identifier.
+ * @param {string} params.manual - 'true' or 'false' flag for manual update.
+ * @param {string} [params.basePath='images'] - Base path in the bucket.
+ * @returns {Promise<string>} Signed URL of the uploaded avatar.
+ */
+async function processS3Avatar({ buffer, userId, manual, basePath = defaultBasePath }) {
+  try {
+    const downloadURL = await saveBufferToS3({ userId, buffer, fileName: 'avatar.png', basePath });
+    if (manual === 'true') {
+      await updateUser(userId, { avatar: downloadURL });
+    }
+    return downloadURL;
+  } catch (error) {
+    logger.error('[processS3Avatar] Error processing S3 avatar:', error.message);
+    throw error;
+  }
+}
+
+module.exports = {
+  uploadImageToS3,
+  prepareImageURLS3,
+  processS3Avatar,
+};
diff --git a/api/server/services/Files/S3/index.js b/api/server/services/Files/S3/index.js
new file mode 100644
index 0000000000..27ad97a852
--- /dev/null
+++ b/api/server/services/Files/S3/index.js
@@ -0,0 +1,9 @@
+const crud = require('./crud');
+const images = require('./images');
+const initialize = require('./initialize');
+
+module.exports = {
+  ...crud,
+  ...images,
+  ...initialize,
+};
diff --git a/api/server/services/Files/S3/initialize.js b/api/server/services/Files/S3/initialize.js
new file mode 100644
index 0000000000..d85945f708
--- /dev/null
+++ b/api/server/services/Files/S3/initialize.js
@@ -0,0 +1,43 @@
+const { S3Client } = require('@aws-sdk/client-s3');
+const { logger } = require('~/config');
+
+let s3 = null;
+
+/**
+ * Initializes and returns an instance of the AWS S3 client.
+ *
+ * If AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY are provided, they will be used.
+ * Otherwise, the AWS SDK's default credentials chain (including IRSA) is used.
+ *
+ * @returns {S3Client|null} An instance of S3Client if the region is provided; otherwise, null.
+ */
+const initializeS3 = () => {
+  if (s3) {
+    return s3;
+  }
+
+  const region = process.env.AWS_REGION;
+  if (!region) {
+    logger.error('[initializeS3] AWS_REGION is not set. Cannot initialize S3.');
+    return null;
+  }
+
+  const accessKeyId = process.env.AWS_ACCESS_KEY_ID;
+  const secretAccessKey = process.env.AWS_SECRET_ACCESS_KEY;
+
+  if (accessKeyId && secretAccessKey) {
+    s3 = new S3Client({
+      region,
+      credentials: { accessKeyId, secretAccessKey },
+    });
+    logger.info('[initializeS3] S3 initialized with provided credentials.');
+  } else {
+    // When using IRSA, credentials are automatically provided via the IAM Role attached to the ServiceAccount.
+    s3 = new S3Client({ region });
+    logger.info('[initializeS3] S3 initialized using default credentials (IRSA).');
+  }
+
+  return s3;
+};
+
+module.exports = { initializeS3 };
diff --git a/api/server/services/Files/strategies.js b/api/server/services/Files/strategies.js
index 128715bf3e..7fcf10af03 100644
--- a/api/server/services/Files/strategies.js
+++ b/api/server/services/Files/strategies.js
@@ -21,6 +21,17 @@ const {
   processLocalAvatar,
   getLocalFileStream,
 } = require('./Local');
+const {
+  getS3URL,
+  saveURLToS3,
+  saveBufferToS3,
+  getS3FileStream,
+  uploadImageToS3,
+  prepareImageURLS3,
+  deleteFileFromS3,
+  processS3Avatar,
+  uploadFileToS3,
+} = require('./S3');
 const { uploadOpenAIFile, deleteOpenAIFile, getOpenAIFileStream } = require('./OpenAI');
 const { getCodeOutputDownloadStream, uploadCodeEnvFile } = require('./Code');
 const { uploadVectors, deleteVectors } = require('./VectorDB');
@@ -58,6 +69,22 @@ const localStrategy = () => ({
   getDownloadStream: getLocalFileStream,
 });
 
+/**
+ * S3 Storage Strategy Functions
+ *
+ * */
+const s3Strategy = () => ({
+  handleFileUpload: uploadFileToS3,
+  saveURL: saveURLToS3,
+  getFileURL: getS3URL,
+  deleteFile: deleteFileFromS3,
+  saveBuffer: saveBufferToS3,
+  prepareImagePayload: prepareImageURLS3,
+  processAvatar: processS3Avatar,
+  handleImageUpload: uploadImageToS3,
+  getDownloadStream: getS3FileStream,
+});
+
 /**
  * VectorDB Storage Strategy Functions
  *
@@ -160,6 +187,8 @@ const getStrategyFunctions = (fileSource) => {
     return openAIStrategy();
   } else if (fileSource === FileSources.vectordb) {
     return vectorStrategy();
+  } else if (fileSource === FileSources.s3) {
+    return s3Strategy();
   } else if (fileSource === FileSources.execute_code) {
     return codeOutputStrategy();
   } else if (fileSource === FileSources.mistral_ocr) {
diff --git a/librechat.example.yaml b/librechat.example.yaml
index f624c47fe8..4c39f738bd 100644
--- a/librechat.example.yaml
+++ b/librechat.example.yaml
@@ -7,6 +7,9 @@ version: 1.2.1
 # Cache settings: Set to true to enable caching
 cache: true
 
+# File strategy s3/firebase
+# fileStrategy: "s3"
+
 # Custom interface configuration
 interface:
   customWelcome: "Welcome to LibreChat! Enjoy your experience."
diff --git a/package-lock.json b/package-lock.json
index b04385f985..8223d0a1d9 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -51,6 +51,8 @@
       "license": "ISC",
       "dependencies": {
         "@anthropic-ai/sdk": "^0.37.0",
+        "@aws-sdk/client-s3": "^3.758.0",
+        "@aws-sdk/s3-request-presigner": "^3.758.0",
         "@azure/search-documents": "^12.0.0",
         "@google/generative-ai": "^0.23.0",
         "@googleapis/youtube": "^20.0.0",
@@ -4255,6 +4257,53 @@
       "resolved": "https://registry.npmjs.org/tslib/-/tslib-1.14.1.tgz",
       "integrity": "sha512-Xni35NKzjgMrwevysHTCArtLDpPvye8zV/0E4EyYn43P7/7qvQwPh9BGkHewbMulVntbigmcT7rdX3BNo9wRJg=="
     },
+    "node_modules/@aws-crypto/crc32c": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/crc32c/-/crc32c-5.2.0.tgz",
+      "integrity": "sha512-+iWb8qaHLYKrNvGRbiYRHSdKRWhto5XlZUEBwDjYNf+ly5SVYG6zEoYIdxvf5R3zyeP16w4PLBn3rH1xc74Rag==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-crypto/util": "^5.2.0",
+        "@aws-sdk/types": "^3.222.0",
+        "tslib": "^2.6.2"
+      }
+    },
+    "node_modules/@aws-crypto/crc32c/node_modules/@aws-crypto/util": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/util/-/util-5.2.0.tgz",
+      "integrity": "sha512-4RkU9EsI6ZpBve5fseQlGNUWKMa1RLPQ1dnjnQoe07ldfIzcsGb5hC5W0Dm7u423KWzawlrpbjXBrXCEv9zazQ==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-sdk/types": "^3.222.0",
+        "@smithy/util-utf8": "^2.0.0",
+        "tslib": "^2.6.2"
+      }
+    },
+    "node_modules/@aws-crypto/sha1-browser": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/sha1-browser/-/sha1-browser-5.2.0.tgz",
+      "integrity": "sha512-OH6lveCFfcDjX4dbAvCFSYUjJZjDr/3XJ3xHtjn3Oj5b9RjojQo8npoLeA/bNwkOkrSQ0wgrHzXk4tDRxGKJeg==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-crypto/supports-web-crypto": "^5.2.0",
+        "@aws-crypto/util": "^5.2.0",
+        "@aws-sdk/types": "^3.222.0",
+        "@aws-sdk/util-locate-window": "^3.0.0",
+        "@smithy/util-utf8": "^2.0.0",
+        "tslib": "^2.6.2"
+      }
+    },
+    "node_modules/@aws-crypto/sha1-browser/node_modules/@aws-crypto/util": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@aws-crypto/util/-/util-5.2.0.tgz",
+      "integrity": "sha512-4RkU9EsI6ZpBve5fseQlGNUWKMa1RLPQ1dnjnQoe07ldfIzcsGb5hC5W0Dm7u423KWzawlrpbjXBrXCEv9zazQ==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-sdk/types": "^3.222.0",
+        "@smithy/util-utf8": "^2.0.0",
+        "tslib": "^2.6.2"
+      }
+    },
     "node_modules/@aws-crypto/sha256-browser": {
       "version": "5.2.0",
       "resolved": "https://registry.npmjs.org/@aws-crypto/sha256-browser/-/sha256-browser-5.2.0.tgz",
@@ -7177,6 +7226,1055 @@
       "resolved": "https://registry.npmjs.org/@types/uuid/-/uuid-9.0.8.tgz",
       "integrity": "sha512-jg+97EGIcY9AGHJJRaaPVgetKDsrTgbRjQ5Msgjh/DQKEFl0DtyRr/VCOyD1T2R1MNeWPK/u7JoGhlDZnKBAfA=="
     },
+    "node_modules/@aws-sdk/client-s3": {
+      "version": "3.758.0",
+      "resolved": "https://registry.npmjs.org/@aws-sdk/client-s3/-/client-s3-3.758.0.tgz",
+      "integrity": "sha512-f8SlhU9/93OC/WEI6xVJf/x/GoQFj9a/xXK6QCtr5fvCjfSLgMVFmKTiIl/tgtDRzxUDc8YS6EGtbHjJ3Y/atg==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-crypto/sha1-browser": "5.2.0",
+        "@aws-crypto/sha256-browser": "5.2.0",
+        "@aws-crypto/sha256-js": "5.2.0",
+        "@aws-sdk/core": "3.758.0",
+        "@aws-sdk/credential-provider-node": "3.758.0",
+        "@aws-sdk/middleware-bucket-endpoint": "3.734.0",
+        "@aws-sdk/middleware-expect-continue": "3.734.0",
+        "@aws-sdk/middleware-flexible-checksums": "3.758.0",
+        "@aws-sdk/middleware-host-header": "3.734.0",
+        "@aws-sdk/middleware-location-constraint": "3.734.0",
+        "@aws-sdk/middleware-logger": "3.734.0",
+        "@aws-sdk/middleware-recursion-detection": "3.734.0",
+        "@aws-sdk/middleware-sdk-s3": "3.758.0",
+        "@aws-sdk/middleware-ssec": "3.734.0",
+        "@aws-sdk/middleware-user-agent": "3.758.0",
+        "@aws-sdk/region-config-resolver": "3.734.0",
+        "@aws-sdk/signature-v4-multi-region": "3.758.0",
+        "@aws-sdk/types": "3.734.0",
+        "@aws-sdk/util-endpoints": "3.743.0",
+        "@aws-sdk/util-user-agent-browser": "3.734.0",
+        "@aws-sdk/util-user-agent-node": "3.758.0",
+        "@aws-sdk/xml-builder": "3.734.0",
+        "@smithy/config-resolver": "^4.0.1",
+        "@smithy/core": "^3.1.5",
+        "@smithy/eventstream-serde-browser": "^4.0.1",
+        "@smithy/eventstream-serde-config-resolver": "^4.0.1",
+        "@smithy/eventstream-serde-node": "^4.0.1",
+        "@smithy/fetch-http-handler": "^5.0.1",
+        "@smithy/hash-blob-browser": "^4.0.1",
+        "@smithy/hash-node": "^4.0.1",
+        "@smithy/hash-stream-node": "^4.0.1",
+        "@smithy/invalid-dependency": "^4.0.1",
+        "@smithy/md5-js": "^4.0.1",
+        "@smithy/middleware-content-length": "^4.0.1",
+        "@smithy/middleware-endpoint": "^4.0.6",
+        "@smithy/middleware-retry": "^4.0.7",
+        "@smithy/middleware-serde": "^4.0.2",
+        "@smithy/middleware-stack": "^4.0.1",
+        "@smithy/node-config-provider": "^4.0.1",
+        "@smithy/node-http-handler": "^4.0.3",
+        "@smithy/protocol-http": "^5.0.1",
+        "@smithy/smithy-client": "^4.1.6",
+        "@smithy/types": "^4.1.0",
+        "@smithy/url-parser": "^4.0.1",
+        "@smithy/util-base64": "^4.0.0",
+        "@smithy/util-body-length-browser": "^4.0.0",
+        "@smithy/util-body-length-node": "^4.0.0",
+        "@smithy/util-defaults-mode-browser": "^4.0.7",
+        "@smithy/util-defaults-mode-node": "^4.0.7",
+        "@smithy/util-endpoints": "^3.0.1",
+        "@smithy/util-middleware": "^4.0.1",
+        "@smithy/util-retry": "^4.0.1",
+        "@smithy/util-stream": "^4.1.2",
+        "@smithy/util-utf8": "^4.0.0",
+        "@smithy/util-waiter": "^4.0.2",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@aws-sdk/client-s3/node_modules/@aws-sdk/client-sso": {
+      "version": "3.758.0",
+      "resolved": "https://registry.npmjs.org/@aws-sdk/client-sso/-/client-sso-3.758.0.tgz",
+      "integrity": "sha512-BoGO6IIWrLyLxQG6txJw6RT2urmbtlwfggapNCrNPyYjlXpzTSJhBYjndg7TpDATFd0SXL0zm8y/tXsUXNkdYQ==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-crypto/sha256-browser": "5.2.0",
+        "@aws-crypto/sha256-js": "5.2.0",
+        "@aws-sdk/core": "3.758.0",
+        "@aws-sdk/middleware-host-header": "3.734.0",
+        "@aws-sdk/middleware-logger": "3.734.0",
+        "@aws-sdk/middleware-recursion-detection": "3.734.0",
+        "@aws-sdk/middleware-user-agent": "3.758.0",
+        "@aws-sdk/region-config-resolver": "3.734.0",
+        "@aws-sdk/types": "3.734.0",
+        "@aws-sdk/util-endpoints": "3.743.0",
+        "@aws-sdk/util-user-agent-browser": "3.734.0",
+        "@aws-sdk/util-user-agent-node": "3.758.0",
+        "@smithy/config-resolver": "^4.0.1",
+        "@smithy/core": "^3.1.5",
+        "@smithy/fetch-http-handler": "^5.0.1",
+        "@smithy/hash-node": "^4.0.1",
+        "@smithy/invalid-dependency": "^4.0.1",
+        "@smithy/middleware-content-length": "^4.0.1",
+        "@smithy/middleware-endpoint": "^4.0.6",
+        "@smithy/middleware-retry": "^4.0.7",
+        "@smithy/middleware-serde": "^4.0.2",
+        "@smithy/middleware-stack": "^4.0.1",
+        "@smithy/node-config-provider": "^4.0.1",
+        "@smithy/node-http-handler": "^4.0.3",
+        "@smithy/protocol-http": "^5.0.1",
+        "@smithy/smithy-client": "^4.1.6",
+        "@smithy/types": "^4.1.0",
+        "@smithy/url-parser": "^4.0.1",
+        "@smithy/util-base64": "^4.0.0",
+        "@smithy/util-body-length-browser": "^4.0.0",
+        "@smithy/util-body-length-node": "^4.0.0",
+        "@smithy/util-defaults-mode-browser": "^4.0.7",
+        "@smithy/util-defaults-mode-node": "^4.0.7",
+        "@smithy/util-endpoints": "^3.0.1",
+        "@smithy/util-middleware": "^4.0.1",
+        "@smithy/util-retry": "^4.0.1",
+        "@smithy/util-utf8": "^4.0.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@aws-sdk/client-s3/node_modules/@aws-sdk/core": {
+      "version": "3.758.0",
+      "resolved": "https://registry.npmjs.org/@aws-sdk/core/-/core-3.758.0.tgz",
+      "integrity": "sha512-0RswbdR9jt/XKemaLNuxi2gGr4xGlHyGxkTdhSQzCyUe9A9OPCoLl3rIESRguQEech+oJnbHk/wuiwHqTuP9sg==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-sdk/types": "3.734.0",
+        "@smithy/core": "^3.1.5",
+        "@smithy/node-config-provider": "^4.0.1",
+        "@smithy/property-provider": "^4.0.1",
+        "@smithy/protocol-http": "^5.0.1",
+        "@smithy/signature-v4": "^5.0.1",
+        "@smithy/smithy-client": "^4.1.6",
+        "@smithy/types": "^4.1.0",
+        "@smithy/util-middleware": "^4.0.1",
+        "fast-xml-parser": "4.4.1",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@aws-sdk/client-s3/node_modules/@aws-sdk/credential-provider-env": {
+      "version": "3.758.0",
+      "resolved": "https://registry.npmjs.org/@aws-sdk/credential-provider-env/-/credential-provider-env-3.758.0.tgz",
+      "integrity": "sha512-N27eFoRrO6MeUNumtNHDW9WOiwfd59LPXPqDrIa3kWL/s+fOKFHb9xIcF++bAwtcZnAxKkgpDCUP+INNZskE+w==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-sdk/core": "3.758.0",
+        "@aws-sdk/types": "3.734.0",
+        "@smithy/property-provider": "^4.0.1",
+        "@smithy/types": "^4.1.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@aws-sdk/client-s3/node_modules/@aws-sdk/credential-provider-http": {
+      "version": "3.758.0",
+      "resolved": "https://registry.npmjs.org/@aws-sdk/credential-provider-http/-/credential-provider-http-3.758.0.tgz",
+      "integrity": "sha512-Xt9/U8qUCiw1hihztWkNeIR+arg6P+yda10OuCHX6kFVx3auTlU7+hCqs3UxqniGU4dguHuftf3mRpi5/GJ33Q==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-sdk/core": "3.758.0",
+        "@aws-sdk/types": "3.734.0",
+        "@smithy/fetch-http-handler": "^5.0.1",
+        "@smithy/node-http-handler": "^4.0.3",
+        "@smithy/property-provider": "^4.0.1",
+        "@smithy/protocol-http": "^5.0.1",
+        "@smithy/smithy-client": "^4.1.6",
+        "@smithy/types": "^4.1.0",
+        "@smithy/util-stream": "^4.1.2",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@aws-sdk/client-s3/node_modules/@aws-sdk/credential-provider-ini": {
+      "version": "3.758.0",
+      "resolved": "https://registry.npmjs.org/@aws-sdk/credential-provider-ini/-/credential-provider-ini-3.758.0.tgz",
+      "integrity": "sha512-cymSKMcP5d+OsgetoIZ5QCe1wnp2Q/tq+uIxVdh9MbfdBBEnl9Ecq6dH6VlYS89sp4QKuxHxkWXVnbXU3Q19Aw==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-sdk/core": "3.758.0",
+        "@aws-sdk/credential-provider-env": "3.758.0",
+        "@aws-sdk/credential-provider-http": "3.758.0",
+        "@aws-sdk/credential-provider-process": "3.758.0",
+        "@aws-sdk/credential-provider-sso": "3.758.0",
+        "@aws-sdk/credential-provider-web-identity": "3.758.0",
+        "@aws-sdk/nested-clients": "3.758.0",
+        "@aws-sdk/types": "3.734.0",
+        "@smithy/credential-provider-imds": "^4.0.1",
+        "@smithy/property-provider": "^4.0.1",
+        "@smithy/shared-ini-file-loader": "^4.0.1",
+        "@smithy/types": "^4.1.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@aws-sdk/client-s3/node_modules/@aws-sdk/credential-provider-node": {
+      "version": "3.758.0",
+      "resolved": "https://registry.npmjs.org/@aws-sdk/credential-provider-node/-/credential-provider-node-3.758.0.tgz",
+      "integrity": "sha512-+DaMv63wiq7pJrhIQzZYMn4hSarKiizDoJRvyR7WGhnn0oQ/getX9Z0VNCV3i7lIFoLNTb7WMmQ9k7+z/uD5EQ==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@aws-sdk/credential-provider-env": "3.758.0",
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+      "integrity": "sha512-9TOQ7781sZvddgO8nxueKi3+yGvkY35kotA0Y6BWRajAv8jjmigQ1sBwz0UX47pQMYXJPahSKEKYFgt+rXdcug==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/is-array-buffer": "^4.0.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@smithy/hash-stream-node/node_modules/@smithy/util-utf8": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/@smithy/util-utf8/-/util-utf8-4.0.0.tgz",
+      "integrity": "sha512-b+zebfKCfRdgNJDknHCob3O7FpeYQN6ZG6YLExMcasDHsCXlsXCEuiPZeLnJLpwa5dvPetGlnGCiMHuLwGvFow==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/util-buffer-from": "^4.0.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
     "node_modules/@smithy/invalid-dependency": {
       "version": "3.0.3",
       "resolved": "https://registry.npmjs.org/@smithy/invalid-dependency/-/invalid-dependency-3.0.3.tgz",
@@ -19274,6 +22358,70 @@
         "node": ">=14.0.0"
       }
     },
+    "node_modules/@smithy/md5-js": {
+      "version": "4.0.1",
+      "resolved": "https://registry.npmjs.org/@smithy/md5-js/-/md5-js-4.0.1.tgz",
+      "integrity": "sha512-HLZ647L27APi6zXkZlzSFZIjpo8po45YiyjMGJZM3gyDY8n7dPGdmxIIljLm4gPt/7rRvutLTTkYJpZVfG5r+A==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/types": "^4.1.0",
+        "@smithy/util-utf8": "^4.0.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@smithy/md5-js/node_modules/@smithy/is-array-buffer": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/@smithy/is-array-buffer/-/is-array-buffer-4.0.0.tgz",
+      "integrity": "sha512-saYhF8ZZNoJDTvJBEWgeBccCg+yvp1CX+ed12yORU3NilJScfc6gfch2oVb4QgxZrGUx3/ZJlb+c/dJbyupxlw==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@smithy/md5-js/node_modules/@smithy/types": {
+      "version": "4.1.0",
+      "resolved": "https://registry.npmjs.org/@smithy/types/-/types-4.1.0.tgz",
+      "integrity": "sha512-enhjdwp4D7CXmwLtD6zbcDMbo6/T6WtuuKCY49Xxc6OMOmUWlBEBDREsxxgV2LIdeQPW756+f97GzcgAwp3iLw==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@smithy/md5-js/node_modules/@smithy/util-buffer-from": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/@smithy/util-buffer-from/-/util-buffer-from-4.0.0.tgz",
+      "integrity": "sha512-9TOQ7781sZvddgO8nxueKi3+yGvkY35kotA0Y6BWRajAv8jjmigQ1sBwz0UX47pQMYXJPahSKEKYFgt+rXdcug==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/is-array-buffer": "^4.0.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@smithy/md5-js/node_modules/@smithy/util-utf8": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/@smithy/util-utf8/-/util-utf8-4.0.0.tgz",
+      "integrity": "sha512-b+zebfKCfRdgNJDknHCob3O7FpeYQN6ZG6YLExMcasDHsCXlsXCEuiPZeLnJLpwa5dvPetGlnGCiMHuLwGvFow==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/util-buffer-from": "^4.0.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
     "node_modules/@smithy/middleware-content-length": {
       "version": "3.0.5",
       "resolved": "https://registry.npmjs.org/@smithy/middleware-content-length/-/middleware-content-length-3.0.5.tgz",
@@ -20086,6 +23234,45 @@
         "node": ">=14.0.0"
       }
     },
+    "node_modules/@smithy/util-waiter": {
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/@smithy/util-waiter/-/util-waiter-4.0.2.tgz",
+      "integrity": "sha512-piUTHyp2Axx3p/kc2CIJkYSv0BAaheBQmbACZgQSSfWUumWNW+R1lL+H9PDBxKJkvOeEX+hKYEFiwO8xagL8AQ==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/abort-controller": "^4.0.1",
+        "@smithy/types": "^4.1.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@smithy/util-waiter/node_modules/@smithy/abort-controller": {
+      "version": "4.0.1",
+      "resolved": "https://registry.npmjs.org/@smithy/abort-controller/-/abort-controller-4.0.1.tgz",
+      "integrity": "sha512-fiUIYgIgRjMWznk6iLJz35K2YxSLHzLBA/RC6lBrKfQ8fHbPfvk7Pk9UvpKoHgJjI18MnbPuEju53zcVy6KF1g==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@smithy/types": "^4.1.0",
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@smithy/util-waiter/node_modules/@smithy/types": {
+      "version": "4.1.0",
+      "resolved": "https://registry.npmjs.org/@smithy/types/-/types-4.1.0.tgz",
+      "integrity": "sha512-enhjdwp4D7CXmwLtD6zbcDMbo6/T6WtuuKCY49Xxc6OMOmUWlBEBDREsxxgV2LIdeQPW756+f97GzcgAwp3iLw==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "tslib": "^2.6.2"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
     "node_modules/@stitches/core": {
       "version": "1.2.8",
       "resolved": "https://registry.npmjs.org/@stitches/core/-/core-1.2.8.tgz",

From 57c3a217c69ac17e877b164aa9bb4a89ba308a52 Mon Sep 17 00:00:00 2001
From: Danny Avila <danny@librechat.ai>
Date: Wed, 19 Mar 2025 03:27:20 -0400
Subject: [PATCH 10/12] =?UTF-8?q?=F0=9F=90=9E=20fix:=20Agent=20"Resend"=20?=
 =?UTF-8?q?Message=20Attachments=20+=20Source=20Icon=20Styling=20(#6408)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* style: Update text file source icon background color for improved visibility in light mode

* style: Update `vectordb` source icon background color for better visibility

* fix: resend files behavior for tool resource message attachments (code interpreter and file search); Rename `getToolFiles` to `getConvoFiles` and simplify file retrieval logic; add `getToolFilesByIds` for fetching tool files by IDs
---
 api/models/Conversation.js                    | 39 ++++---------------
 api/models/File.js                            | 28 +++++++++++++
 .../services/Endpoints/agents/initialize.js   | 13 ++++---
 .../Chat/Input/Files/SourceIcon.tsx           |  4 +-
 4 files changed, 46 insertions(+), 38 deletions(-)

diff --git a/api/models/Conversation.js b/api/models/Conversation.js
index f609b96c5c..dd6ef9bde1 100644
--- a/api/models/Conversation.js
+++ b/api/models/Conversation.js
@@ -61,45 +61,22 @@ const deleteNullOrEmptyConversations = async () => {
 };
 
 /**
- * Retrieves files from a conversation that have either embedded=true
- * or a metadata.fileIdentifier. Simplified and efficient query.
- *
- * @param {string} conversationId - The conversation ID
- * @returns {Promise<MongoFile[]>} - Filtered array of matching file objects
+ * Searches for a conversation by conversationId and returns associated file ids.
+ * @param {string} conversationId - The conversation's ID.
+ * @returns {Promise<string[] | null>}
  */
-const getToolFiles = async (conversationId) => {
+const getConvoFiles = async (conversationId) => {
   try {
-    const [result] = await Conversation.aggregate([
-      { $match: { conversationId } },
-      {
-        $project: {
-          files: {
-            $filter: {
-              input: '$files',
-              as: 'file',
-              cond: {
-                $or: [
-                  { $eq: ['$$file.embedded', true] },
-                  { $ifNull: ['$$file.metadata.fileIdentifier', false] },
-                ],
-              },
-            },
-          },
-          _id: 0,
-        },
-      },
-    ]).exec();
-
-    return result?.files || [];
+    return (await Conversation.findOne({ conversationId }, 'files').lean())?.files ?? [];
   } catch (error) {
-    logger.error('[getConvoEmbeddedFiles] Error fetching embedded files:', error);
-    throw new Error('Error fetching embedded files');
+    logger.error('[getConvoFiles] Error getting conversation files', error);
+    throw new Error('Error getting conversation files');
   }
 };
 
 module.exports = {
   Conversation,
-  getToolFiles,
+  getConvoFiles,
   searchConversation,
   deleteNullOrEmptyConversations,
   /**
diff --git a/api/models/File.js b/api/models/File.js
index 3d62f27abb..0bde258a54 100644
--- a/api/models/File.js
+++ b/api/models/File.js
@@ -1,5 +1,6 @@
 const mongoose = require('mongoose');
 const { fileSchema } = require('@librechat/data-schemas');
+const { logger } = require('~/config');
 
 const File = mongoose.model('File', fileSchema);
 
@@ -26,6 +27,32 @@ const getFiles = async (filter, _sortOptions, selectFields = { text: 0 }) => {
   return await File.find(filter).select(selectFields).sort(sortOptions).lean();
 };
 
+/**
+ * Retrieves tool files (files that are embedded or have a fileIdentifier) from an array of file IDs
+ * @param {string[]} fileIds - Array of file_id strings to search for
+ * @returns {Promise<Array<IMongoFile>>} Files that match the criteria
+ */
+const getToolFilesByIds = async (fileIds) => {
+  if (!fileIds || !fileIds.length) {
+    return [];
+  }
+
+  try {
+    const filter = {
+      file_id: { $in: fileIds },
+      $or: [{ embedded: true }, { 'metadata.fileIdentifier': { $exists: true } }],
+    };
+
+    const selectFields = { text: 0 };
+    const sortOptions = { updatedAt: -1 };
+
+    return await getFiles(filter, sortOptions, selectFields);
+  } catch (error) {
+    logger.error('[getToolFilesByIds] Error retrieving tool files:', error);
+    throw new Error('Error retrieving tool files');
+  }
+};
+
 /**
  * Creates a new file with a TTL of 1 hour.
  * @param {IMongoFile} data - The file data to be created, must contain file_id.
@@ -111,6 +138,7 @@ module.exports = {
   File,
   findFileById,
   getFiles,
+  getToolFilesByIds,
   createFile,
   updateFile,
   updateFileUsage,
diff --git a/api/server/services/Endpoints/agents/initialize.js b/api/server/services/Endpoints/agents/initialize.js
index dec69d862c..737165e316 100644
--- a/api/server/services/Endpoints/agents/initialize.js
+++ b/api/server/services/Endpoints/agents/initialize.js
@@ -19,7 +19,8 @@ const { getCustomEndpointConfig } = require('~/server/services/Config');
 const { processFiles } = require('~/server/services/Files/process');
 const { loadAgentTools } = require('~/server/services/ToolService');
 const AgentClient = require('~/server/controllers/agents/client');
-const { getToolFiles } = require('~/models/Conversation');
+const { getConvoFiles } = require('~/models/Conversation');
+const { getToolFilesByIds } = require('~/models/File');
 const { getModelMaxTokens } = require('~/utils');
 const { getAgent } = require('~/models/Agent');
 const { getFiles } = require('~/models/File');
@@ -115,15 +116,17 @@ const initializeAgentOptions = async ({
   isInitialAgent = false,
 }) => {
   let currentFiles;
+  /** @type {Array<MongoFile>} */
   const requestFiles = req.body.files ?? [];
   if (
     isInitialAgent &&
     req.body.conversationId != null &&
-    agent.model_parameters?.resendFiles === true
+    (agent.model_parameters?.resendFiles ?? true) === true
   ) {
-    const fileIds = (await getToolFiles(req.body.conversationId)).map((f) => f.file_id);
-    if (requestFiles.length || fileIds.length) {
-      currentFiles = await processFiles(requestFiles, fileIds);
+    const fileIds = (await getConvoFiles(req.body.conversationId)) ?? [];
+    const toolFiles = await getToolFilesByIds(fileIds);
+    if (requestFiles.length || toolFiles.length) {
+      currentFiles = await processFiles(requestFiles.concat(toolFiles));
     }
   } else if (isInitialAgent && requestFiles.length) {
     currentFiles = await processFiles(requestFiles);
diff --git a/client/src/components/Chat/Input/Files/SourceIcon.tsx b/client/src/components/Chat/Input/Files/SourceIcon.tsx
index 3af439bced..c3b2a4423c 100644
--- a/client/src/components/Chat/Input/Files/SourceIcon.tsx
+++ b/client/src/components/Chat/Input/Files/SourceIcon.tsx
@@ -12,8 +12,8 @@ const sourceToClassname = {
   [FileSources.openai]: 'bg-white/75 dark:bg-black/65',
   [FileSources.azure]: 'azure-bg-color opacity-85',
   [FileSources.execute_code]: 'bg-black text-white opacity-85',
-  [FileSources.text]: 'bg-blue-100 dark:bg-blue-900 opacity-85 text-white',
-  [FileSources.vectordb]: 'bg-yellow-100 dark:bg-yellow-900 opacity-85 text-white',
+  [FileSources.text]: 'bg-blue-500 dark:bg-blue-900 opacity-85 text-white',
+  [FileSources.vectordb]: 'bg-yellow-700 dark:bg-yellow-900 opacity-85 text-white',
 };
 
 const defaultClassName =

From 77884c14aa71ce68d914d9a28466e7a3a7cfba87 Mon Sep 17 00:00:00 2001
From: Odrec <9385209+Odrec@users.noreply.github.com>
Date: Wed, 19 Mar 2025 08:27:58 +0100
Subject: [PATCH 11/12] =?UTF-8?q?=F0=9F=90=9B=20fix:=20Prevent=20Crash=20o?=
 =?UTF-8?q?n=20Duplicate=20Message=20ID=20(#6392)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* fix: prevent crash on duplicate message ID

Added error handling for MongoDB error code 11000 (duplicate key error) in saveMessage function. This prevents the application from crashing when trying to save messages with duplicate IDs, which can happen during aborted requests. Now logs a warning and continues execution safely.

Closes: #5774
Closes: #5776

* fix: address ESLint issues in Message.js

---------

Co-authored-by: odrec <odrec@users.noreply.github.com>
---
 api/models/Message.js | 37 ++++++++++++++++++++++++++++++++++++-
 1 file changed, 36 insertions(+), 1 deletion(-)

diff --git a/api/models/Message.js b/api/models/Message.js
index e651b20ad0..58068813ef 100644
--- a/api/models/Message.js
+++ b/api/models/Message.js
@@ -71,7 +71,42 @@ async function saveMessage(req, params, metadata) {
   } catch (err) {
     logger.error('Error saving message:', err);
     logger.info(`---\`saveMessage\` context: ${metadata?.context}`);
-    throw err;
+
+    // Check if this is a duplicate key error (MongoDB error code 11000)
+    if (err.code === 11000 && err.message.includes('duplicate key error')) {
+      // Log the duplicate key error but don't crash the application
+      logger.warn(`Duplicate messageId detected: ${params.messageId}. Continuing execution.`);
+
+      try {
+        // Try to find the existing message with this ID
+        const existingMessage = await Message.findOne({
+          messageId: params.messageId,
+          user: req.user.id,
+        });
+
+        // If we found it, return it
+        if (existingMessage) {
+          return existingMessage.toObject();
+        }
+
+        // If we can't find it (unlikely but possible in race conditions)
+        return {
+          ...params,
+          messageId: params.messageId,
+          user: req.user.id,
+        };
+      } catch (findError) {
+        // If the findOne also fails, log it but don't crash
+        logger.warn(`Could not retrieve existing message with ID ${params.messageId}: ${findError.message}`);
+        return {
+          ...params,
+          messageId: params.messageId,
+          user: req.user.id,
+        };
+      }
+    }
+
+    throw err; // Re-throw other errors
   }
 }
 

From 09abce063f249110b922e0de13b06973e05f417f Mon Sep 17 00:00:00 2001
From: "github-actions[bot]"
 <41898282+github-actions[bot]@users.noreply.github.com>
Date: Wed, 19 Mar 2025 03:28:33 -0400
Subject: [PATCH 12/12] =?UTF-8?q?=F0=9F=8C=8D=20i18n:=20Update=20translati?=
 =?UTF-8?q?on.json=20with=20latest=20translations=20(#6277)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
---
 client/src/locales/en/translation.json    | 4 ++--
 client/src/locales/pt-BR/translation.json | 5 +++++
 2 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/client/src/locales/en/translation.json b/client/src/locales/en/translation.json
index 539db6917c..86d2ce6b41 100644
--- a/client/src/locales/en/translation.json
+++ b/client/src/locales/en/translation.json
@@ -826,9 +826,9 @@
   "com_ui_upload_files": "Upload files",
   "com_ui_upload_image": "Upload an image",
   "com_ui_upload_image_input": "Upload Image",
-  "com_ui_upload_ocr_text": "Upload as Text",
   "com_ui_upload_invalid": "Invalid file for upload. Must be an image not exceeding the limit",
   "com_ui_upload_invalid_var": "Invalid file for upload. Must be an image not exceeding {{0}} MB",
+  "com_ui_upload_ocr_text": "Upload as Text",
   "com_ui_upload_success": "Successfully uploaded file",
   "com_ui_upload_type": "Select Upload Type",
   "com_ui_use_2fa_code": "Use 2FA Code Instead",
@@ -847,4 +847,4 @@
   "com_ui_zoom": "Zoom",
   "com_user_message": "You",
   "com_warning_resubmit_unsupported": "Resubmitting the AI message is not supported for this endpoint."
-}
+}
\ No newline at end of file
diff --git a/client/src/locales/pt-BR/translation.json b/client/src/locales/pt-BR/translation.json
index 3e3ca819ae..190df79130 100644
--- a/client/src/locales/pt-BR/translation.json
+++ b/client/src/locales/pt-BR/translation.json
@@ -11,6 +11,9 @@
   "com_agents_create_error": "Houve um erro ao criar seu agente.",
   "com_agents_description_placeholder": "Opcional: Descreva seu Agente aqui",
   "com_agents_enable_file_search": "Habilitar pesquisa de arquivos",
+  "com_agents_file_context": "Contexto de arquivo (OCR)",
+  "com_agents_file_context_disabled": "O agente deve ser criado antes de carregar arquivos para o Contexto de Arquivo.",
+  "com_agents_file_context_info": "Os arquivos carregados como \"Contexto\" são processados ​​usando OCR para extrair texto, que é então adicionado às instruções do Agente. Ideal para documentos, imagens com texto ou PDFs onde você precisa do conteúdo de texto completo de um arquivo",
   "com_agents_file_search_disabled": "O agente deve ser criado antes de carregar arquivos para Pesquisa de Arquivos.",
   "com_agents_file_search_info": "Quando ativado, o agente será informado dos nomes exatos dos arquivos listados abaixo, permitindo que ele recupere o contexto relevante desses arquivos.",
   "com_agents_instructions_placeholder": "As instruções do sistema que o agente usa",
@@ -811,12 +814,14 @@
   "com_ui_upload_code_files": "Carregar para o interpretador de código",
   "com_ui_upload_delay": "O upload de \"{{0}}\" está demorando mais do que o esperado. Por favor, aguarde enquanto o arquivo termina de ser indexado para recuperação.",
   "com_ui_upload_error": "Houve um erro ao carregar seu arquivo",
+  "com_ui_upload_file_context": "Contexto de upload de arquivo",
   "com_ui_upload_file_search": "Upload para pesquisa de arquivos",
   "com_ui_upload_files": "Carregar arquivos",
   "com_ui_upload_image": "Carregar uma imagem",
   "com_ui_upload_image_input": "Upload de imagem",
   "com_ui_upload_invalid": "Arquivo inválido para upload. Deve ser uma imagem não excedendo o limite",
   "com_ui_upload_invalid_var": "Arquivo inválido para upload. Deve ser uma imagem não excedendo {{0}} MB",
+  "com_ui_upload_ocr_text": "Carregar como texto",
   "com_ui_upload_success": "Arquivo carregado com sucesso",
   "com_ui_upload_type": "Selecione o tipo de upload",
   "com_ui_use_2fa_code": "Use o código 2FA em vez disso",