diff --git a/api/server/routes/__tests__/share.spec.js b/api/server/routes/__tests__/share.spec.js
index 02941c8453..e26dd9be6c 100644
--- a/api/server/routes/__tests__/share.spec.js
+++ b/api/server/routes/__tests__/share.spec.js
@@ -66,7 +66,12 @@ jest.mock('~/server/middleware/requireJwtAuth', () => (req, res, next) => next()
 const { RetentionMode } = require('librechat-data-provider');
 const { createTempChatExpirationDate, logger } = require('@librechat/data-schemas');
 const { deleteSharedLinkWithCleanup } = require('@librechat/api');
-const { createSharedLink, updateSharedLink, getRoleByName } = require('~/models');
+const {
+  getSharedMessages,
+  createSharedLink,
+  updateSharedLink,
+  getRoleByName,
+} = require('~/models');
 const shareRouter = require('../share');
 
 const activeExpiration = new Date('2030-01-01T00:00:00.000Z');
@@ -101,6 +106,15 @@ describe('share routes retention', () => {
     mockGrantCreationPermissions.mockResolvedValue(undefined);
   });
 
+  it('prevents successful shared message responses from being cached', async () => {
+    getSharedMessages.mockResolvedValue({ shareId: 'share-123', messages: [] });
+
+    const response = await request(buildApp()).get('/api/share/share-123');
+
+    expect(response.status).toBe(200);
+    expect(response.headers['cache-control']).toBe('private, no-store');
+  });
+
   it('expires new shares for retained non-temporary conversations', async () => {
     mockGetSharedLinkExpiration.mockResolvedValue(activeExpiration);
     createSharedLink.mockResolvedValue({ _id: 'link-123', shareId: 'share-123' });
diff --git a/api/server/routes/share.js b/api/server/routes/share.js
index 19c760007a..03cc00fbc2 100644
--- a/api/server/routes/share.js
+++ b/api/server/routes/share.js
@@ -58,6 +58,7 @@ if (allowSharedLinks) {
     try {
       const share = await getSharedMessages(req.params.shareId, req.shareResourceId);
       if (share) {
+        res.set('Cache-Control', 'private, no-store');
         res.status(200).json(share);
       } else {
         res.status(404).end();
diff --git a/packages/data-schemas/src/config/parsers.spec.ts b/packages/data-schemas/src/config/parsers.spec.ts
index 188f42db3c..b008c0aeb9 100644
--- a/packages/data-schemas/src/config/parsers.spec.ts
+++ b/packages/data-schemas/src/config/parsers.spec.ts
@@ -1,4 +1,5 @@
-import { debugTraverse } from './parsers';
+import winston from 'winston';
+import { debugTraverse, redactFormat, redactMessage } from './parsers';
 
 const SPLAT_SYMBOL = Symbol.for('splat');
 const MESSAGE_SYMBOL = Symbol.for('message');
@@ -9,6 +10,20 @@ type FormatterInfo = Record<string | symbol, unknown> & {
   timestamp: string;
 };
 
+type RedactInfo = Record<string | symbol, unknown> & {
+  level: string;
+  message: unknown;
+};
+
+function runRedactFormat(info: RedactInfo): RedactInfo {
+  return (redactFormat().transform(info) || info) as RedactInfo;
+}
+
+function runRedactSplatFormat(info: RedactInfo): RedactInfo {
+  const format = winston.format.combine(redactFormat(), winston.format.splat());
+  return (format.transform(info) || info) as RedactInfo;
+}
+
 function runFormatter(info: FormatterInfo): string {
   const transformed = debugTraverse.transform(info);
   if (transformed && typeof transformed === 'object') {
@@ -28,6 +43,240 @@ function buildInfo(level: string, meta: Record<string, unknown>): FormatterInfo
   };
 }
 
+describe('redactMessage', () => {
+  it('redacts sensitive token patterns anywhere in a message', () => {
+    expect(redactMessage('token: sk-abc123def')).toBe('token: sk-[REDACTED]');
+    expect(redactMessage('auth Bearer secretvalue')).toBe('auth Bearer [REDACTED]');
+    expect(redactMessage('api-key: secretvalue')).toBe('api-key: [REDACTED]');
+    expect(redactMessage('https://example.test/?key=secretvalue&next=true')).toBe(
+      'https://example.test/?key=[REDACTED]&next=true',
+    );
+    expect(redactMessage('https://example.test/?api_key=secretvalue&next=true')).toBe(
+      'https://example.test/?api_key=[REDACTED]&next=true',
+    );
+  });
+
+  it('does not redact ordinary words containing sensitive prefixes', () => {
+    expect(redactMessage('task-runner failed')).toBe('task-runner failed');
+    expect(redactMessage('mask-value computed')).toBe('mask-value computed');
+    expect(redactMessage('monkey=10 bananas')).toBe('monkey=10 bananas');
+  });
+});
+
+describe('redactFormat', () => {
+  it.each(['error', 'warn', 'info', 'debug'])('redacts info.message for %s level', (level) => {
+    const info = runRedactFormat({ level, message: 'Bearer secretvalue' });
+    expect(info.message).toBe('Bearer [REDACTED]');
+  });
+
+  it('redacts the winston message symbol', () => {
+    const info = runRedactFormat({
+      level: 'info',
+      message: 'visible',
+      [MESSAGE_SYMBOL]: 'token: sk-abc123def',
+    });
+
+    expect(info[MESSAGE_SYMBOL]).toBe('token: sk-[REDACTED]');
+  });
+
+  it('redacts splat arguments before winston interpolates them', () => {
+    const info = runRedactSplatFormat({
+      level: 'info',
+      message: 'token %s',
+      [SPLAT_SYMBOL]: ['sk-abc123def'],
+    });
+
+    expect(info.message).toBe('token sk-[REDACTED]');
+  });
+
+  it('redacts string values in splat metadata', () => {
+    const metadata = {
+      auth: 'Bearer secretvalue',
+      nested: { url: 'https://example.test/?key=secretvalue&next=true' },
+    };
+    const info = runRedactFormat({
+      level: 'info',
+      message: 'visible',
+      [SPLAT_SYMBOL]: [metadata],
+    });
+    const splat = info[SPLAT_SYMBOL] as Array<{ auth: string; nested: { url: string } }>;
+
+    expect(splat[0].auth).toBe('Bearer [REDACTED]');
+    expect(splat[0].nested.url).toBe('https://example.test/?key=[REDACTED]&next=true');
+    expect(metadata.auth).toBe('Bearer secretvalue');
+    expect(metadata.nested.url).toBe('https://example.test/?key=secretvalue&next=true');
+  });
+
+  it('redacts values under sensitive splat metadata keys', () => {
+    const metadata = {
+      apiKey: 'secretvalue',
+      authorization: 'secretvalue',
+      nested: { token: 'secretvalue' },
+      safe: 'secretvalue',
+      'x-api-key': 'secretvalue',
+    };
+    const info = runRedactFormat({
+      level: 'info',
+      message: 'visible',
+      [SPLAT_SYMBOL]: [metadata],
+    });
+    const splat = info[SPLAT_SYMBOL] as Array<typeof metadata>;
+
+    expect(splat[0].apiKey).toBe('[REDACTED]');
+    expect(splat[0].authorization).toBe('[REDACTED]');
+    expect(splat[0].nested.token).toBe('[REDACTED]');
+    expect(splat[0]['x-api-key']).toBe('[REDACTED]');
+    expect(splat[0].safe).toBe('secretvalue');
+    expect(metadata.apiKey).toBe('secretvalue');
+    expect(metadata.nested.token).toBe('secretvalue');
+  });
+
+  it('redacts object messages before serialization', () => {
+    const message = {
+      apiKey: 'secretvalue',
+      nested: { url: 'https://example.test/?api_key=secretvalue&next=true' },
+    };
+    const info = runRedactFormat({
+      level: 'debug',
+      message,
+    });
+
+    expect(info.message).toEqual({
+      apiKey: '[REDACTED]',
+      nested: { url: 'https://example.test/?api_key=[REDACTED]&next=true' },
+    });
+    expect(message.apiKey).toBe('secretvalue');
+    expect(message.nested.url).toBe('https://example.test/?api_key=secretvalue&next=true');
+  });
+
+  it('redacts serializable non-plain splat values before interpolation', () => {
+    const info = runRedactSplatFormat({
+      level: 'info',
+      message: 'values %s %s',
+      [SPLAT_SYMBOL]: [
+        new URL('https://example.test/?api_key=secretvalue&next=true'),
+        Buffer.from('sk-abc123def'),
+      ],
+    });
+
+    expect(info.message).toBe(
+      'values https://example.test/?api_key=[REDACTED]&next=true sk-[REDACTED]',
+    );
+  });
+
+  it('summarizes large buffer splats instead of scanning the whole payload', () => {
+    const buffer = Buffer.concat([Buffer.alloc(9000, 'a'), Buffer.from('sk-abc123def')]);
+
+    const info = runRedactSplatFormat({
+      level: 'info',
+      message: 'payload %s',
+      [SPLAT_SYMBOL]: [buffer],
+    });
+
+    expect(info.message).toBe(`payload [REDACTED Buffer ${buffer.length} bytes]`);
+    expect(info.message).not.toContain('sk-abc123def');
+  });
+
+  it('bounds large object and array redaction work', () => {
+    const metadata: Record<string, unknown> = {};
+    Array.from({ length: 60 }).forEach((_, index) => {
+      metadata[`field${index}`] = index === 59 ? 'sk-abc123def' : `safe-${index}`;
+    });
+
+    const info = runRedactFormat({
+      level: 'info',
+      message: 'visible',
+      [SPLAT_SYMBOL]: [[metadata, ...Array.from({ length: 60 }, (_, index) => `safe-${index}`)]],
+    });
+    const splat = info[SPLAT_SYMBOL] as Array<Array<Record<string, unknown> | string>>;
+    const redactedObject = splat[0][0] as Record<string, unknown>;
+
+    expect(Object.keys(redactedObject)).toHaveLength(51);
+    expect(redactedObject.field49).toBe('safe-49');
+    expect(redactedObject.field59).toBeUndefined();
+    expect(redactedObject.__redaction_truncated__).toBe('Additional object properties omitted');
+    expect(splat[0]).toHaveLength(51);
+    expect(splat[0][50]).toBe('Additional array values omitted');
+    expect(JSON.stringify(splat)).not.toContain('sk-abc123def');
+  });
+
+  it('redacts over-deep object subtrees instead of traversing indefinitely', () => {
+    const root: Record<string, unknown> = {};
+    let current = root;
+    Array.from({ length: 12 }).forEach((_, index) => {
+      current.child = { label: `level-${index}` };
+      current = current.child as Record<string, unknown>;
+    });
+    current.apiKey = 'secretvalue';
+
+    const info = runRedactFormat({
+      level: 'info',
+      message: root,
+    });
+
+    const serialized = JSON.stringify(info.message);
+    expect(serialized).toContain('[REDACTED]');
+    expect(serialized).not.toContain('secretvalue');
+  });
+
+  it('redacts error splat arguments without mutating the original error', () => {
+    const error = new Error('Bearer secretvalue');
+    error.stack = 'Error: Bearer secretvalue\n    at request';
+
+    const info = runRedactFormat({
+      level: 'warn',
+      message: 'request failed',
+      [SPLAT_SYMBOL]: [error],
+    });
+    const splat = info[SPLAT_SYMBOL] as Error[];
+
+    expect(splat[0]).toBeInstanceOf(Error);
+    expect(splat[0]).not.toBe(error);
+    expect(splat[0].message).toBe('Bearer [REDACTED]');
+    expect(splat[0].stack).toContain('Bearer [REDACTED]');
+    expect(Object.prototype.propertyIsEnumerable.call(splat[0], 'message')).toBe(false);
+    expect(Object.prototype.propertyIsEnumerable.call(splat[0], 'stack')).toBe(false);
+    expect(error.message).toBe('Bearer secretvalue');
+    expect(error.stack).toContain('Bearer secretvalue');
+  });
+
+  it('preserves contextual messages when redacting error splat arguments', () => {
+    const error = new Error('Bearer secretvalue');
+
+    const info = runRedactSplatFormat({
+      level: 'warn',
+      message: 'request failed',
+      [SPLAT_SYMBOL]: [error],
+    });
+
+    expect(info.message).toBe('request failed');
+  });
+
+  it('preserves and redacts non-enumerable error causes when cloning errors', () => {
+    const cause = new Error('Bearer cause-secret');
+    const error = new Error('outer');
+    Object.defineProperty(error, 'cause', {
+      value: cause,
+      writable: true,
+      enumerable: false,
+      configurable: true,
+    });
+
+    const info = runRedactFormat({
+      level: 'warn',
+      message: 'request failed',
+      [SPLAT_SYMBOL]: [error],
+    });
+    const splat = info[SPLAT_SYMBOL] as Array<Error & { cause?: Error }>;
+
+    expect(splat[0].cause).toBeInstanceOf(Error);
+    expect(splat[0].cause).not.toBe(cause);
+    expect(splat[0].cause?.message).toBe('Bearer [REDACTED]');
+    expect(Object.prototype.propertyIsEnumerable.call(splat[0], 'cause')).toBe(false);
+    expect(cause.message).toBe('Bearer cause-secret');
+  });
+});
+
 describe('debugTraverse request context', () => {
   it('appends request context metadata for non-debug lines', () => {
     const out = runFormatter(
diff --git a/packages/data-schemas/src/config/parsers.ts b/packages/data-schemas/src/config/parsers.ts
index e21927a72b..0558759474 100644
--- a/packages/data-schemas/src/config/parsers.ts
+++ b/packages/data-schemas/src/config/parsers.ts
@@ -1,8 +1,8 @@
 import { klona } from 'klona';
 import winston from 'winston';
-import traverse from '../utils/object-traverse';
-import { SYSTEM_TENANT_ID } from './tenantContext';
 import type { TraverseContext } from '../utils/object-traverse';
+import { SYSTEM_TENANT_ID } from './tenantContext';
+import traverse from '../utils/object-traverse';
 
 const SPLAT_SYMBOL = Symbol.for('splat');
 const MESSAGE_SYMBOL = Symbol.for('message');
@@ -10,27 +10,28 @@ const CONSOLE_JSON_STRING_LENGTH: number =
   parseInt(process.env.CONSOLE_JSON_STRING_LENGTH || '', 10) || 255;
 const DEBUG_MESSAGE_LENGTH: number = parseInt(process.env.DEBUG_MESSAGE_LENGTH || '', 10) || 150;
 const LOG_CONTEXT_KEYS = ['tenantId', 'userId', 'requestId'] as const;
+const REDACTED_VALUE = '[REDACTED]';
+const REDACTION_TRUNCATED_KEY = '__redaction_truncated__';
+const MAX_REDACTION_DEPTH = 8;
+const MAX_REDACTION_ENTRIES = 50;
+const DEFAULT_REDACTION_STRING_LENGTH = 8192;
+const MAX_REDACTION_STRING_LENGTH = Math.max(
+  CONSOLE_JSON_STRING_LENGTH,
+  DEFAULT_REDACTION_STRING_LENGTH,
+);
+const MAX_REDACTION_BUFFER_BYTES = MAX_REDACTION_STRING_LENGTH;
 
 const sensitiveKeys: RegExp[] = [
-  /^(sk-)[^\s]+/, // OpenAI API key pattern
-  /(Bearer )[^\s]+/, // Header: Bearer token pattern
-  /(api-key:? )[^\s]+/, // Header: API key pattern
-  /(key=)[^\s]+/, // URL query param: sensitive key pattern (Google)
+  /\b(sk-)[a-zA-Z0-9_-]+/g, // OpenAI API key pattern
+  /\b(Bearer )[^\s"']+/g, // Header: Bearer token pattern
+  /\b(api-key:? )[^\s"']+/gi, // Header: API key pattern
+  /\b(api_key=)[^\s"'&]+/gi, // URL query param: API key pattern
+  /\b(key=)[^\s"'&]+/g, // URL query param: sensitive key pattern
 ];
 
-/**
- * Determines if a given value string is sensitive and returns matching regex patterns.
- *
- * @param valueStr - The value string to check.
- * @returns An array of regex patterns that match the value string.
- */
-function getMatchingSensitivePatterns(valueStr: string): RegExp[] {
-  if (valueStr) {
-    // Filter and return all regex patterns that match the value string
-    return sensitiveKeys.filter((regex) => regex.test(valueStr));
-  }
-  return [];
-}
+const sensitiveMetadataKey =
+  /^(authorization|proxy-authorization|x-api-key|api[-_]?key|access[-_]?token|refresh[-_]?token|id[-_]?token|token|secret|password)$/i;
+const errorStringProperties = new Set(['name', 'message', 'stack']);
 
 /**
  * Redacts sensitive information from a console message and trims it to a specified length if provided.
@@ -43,36 +44,306 @@ function redactMessage(str: string, trimLength?: number): string {
     return '';
   }
 
-  const patterns = getMatchingSensitivePatterns(str);
-  patterns.forEach((pattern) => {
-    str = str.replace(pattern, '$1[REDACTED]');
-  });
+  const redacted = sensitiveKeys.reduce(
+    (currentMessage, pattern) => currentMessage.replace(pattern, '$1[REDACTED]'),
+    str,
+  );
 
-  if (trimLength !== undefined && str.length > trimLength) {
-    return `${str.substring(0, trimLength)}...`;
+  if (trimLength !== undefined && redacted.length > trimLength) {
+    return `${redacted.substring(0, trimLength)}...`;
   }
 
-  return str;
+  return redacted;
+}
+
+function redactLogString(str: string): string {
+  if (str.length <= MAX_REDACTION_STRING_LENGTH) {
+    return redactMessage(str);
+  }
+
+  const redacted = redactMessage(str.substring(0, MAX_REDACTION_STRING_LENGTH));
+  return `${redacted}... [truncated ${str.length - MAX_REDACTION_STRING_LENGTH} chars]`;
+}
+
+function isPlainRecord(value: object): value is Record<string, unknown> {
+  const prototype = Object.getPrototypeOf(value);
+  return prototype === Object.prototype || prototype === null;
+}
+
+function isSensitiveMetadataKey(key: string): boolean {
+  return sensitiveMetadataKey.test(key);
+}
+
+function redactRecordValue(
+  key: string,
+  value: unknown,
+  seen: WeakMap<object, unknown>,
+  depth: number,
+): unknown {
+  return isSensitiveMetadataKey(key) ? REDACTED_VALUE : redactLogValue(value, seen, depth);
+}
+
+function defineRedactedErrorProperty(
+  error: Error & Record<string, unknown>,
+  key: 'name' | 'message' | 'stack',
+  value: string | undefined,
+): void {
+  if (value === undefined) {
+    return;
+  }
+
+  Object.defineProperty(error, key, {
+    value: redactLogString(value),
+    writable: true,
+    enumerable: false,
+    configurable: true,
+  });
+}
+
+function defineRedactedDescriptor(
+  target: Error & Record<string, unknown>,
+  key: string | symbol,
+  descriptor: PropertyDescriptor,
+  seen: WeakMap<object, unknown>,
+  depth: number,
+): void {
+  if (!('value' in descriptor)) {
+    Object.defineProperty(target, key, descriptor);
+    return;
+  }
+
+  Object.defineProperty(target, key, {
+    ...descriptor,
+    value:
+      typeof key === 'string'
+        ? redactRecordValue(key, descriptor.value, seen, depth)
+        : redactLogValue(descriptor.value, seen, depth),
+  });
+}
+
+function redactErrorValue(error: Error, seen: WeakMap<object, unknown>, depth: number): Error {
+  const redacted = Object.create(Object.getPrototypeOf(error)) as Error & Record<string, unknown>;
+  seen.set(error, redacted);
+
+  defineRedactedErrorProperty(redacted, 'name', error.name);
+  defineRedactedErrorProperty(redacted, 'message', error.message);
+  defineRedactedErrorProperty(redacted, 'stack', error.stack);
+
+  Reflect.ownKeys(error).forEach((key) => {
+    if (typeof key === 'string' && errorStringProperties.has(key)) {
+      return;
+    }
+    const descriptor = Object.getOwnPropertyDescriptor(error, key);
+    if (descriptor === undefined) {
+      return;
+    }
+    defineRedactedDescriptor(redacted, key, descriptor, seen, depth + 1);
+  });
+  return redacted;
+}
+
+function isBufferValue(value: object): value is Buffer {
+  return typeof Buffer !== 'undefined' && Buffer.isBuffer(value);
+}
+
+function getJsonValue(value: object): unknown {
+  const toJSON = (value as { toJSON?: unknown }).toJSON;
+  if (typeof toJSON !== 'function') {
+    return undefined;
+  }
+
+  try {
+    const jsonValue = toJSON.call(value);
+    return jsonValue === value ? undefined : jsonValue;
+  } catch {
+    return undefined;
+  }
+}
+
+function getCustomStringValue(value: object): string | undefined {
+  const toString = (value as { toString?: unknown }).toString;
+  if (typeof toString !== 'function' || toString === Object.prototype.toString) {
+    return undefined;
+  }
+
+  try {
+    const stringValue = toString.call(value);
+    return typeof stringValue === 'string' ? stringValue : undefined;
+  } catch {
+    return undefined;
+  }
+}
+
+function redactMapValue(
+  value: Map<unknown, unknown>,
+  seen: WeakMap<object, unknown>,
+  depth: number,
+): Map<unknown, unknown> {
+  const redacted = new Map<unknown, unknown>();
+  seen.set(value, redacted);
+  let count = 0;
+  for (const [mapKey, mapValue] of value) {
+    if (count >= MAX_REDACTION_ENTRIES) {
+      redacted.set(REDACTION_TRUNCATED_KEY, 'Additional map entries omitted');
+      break;
+    }
+    redacted.set(
+      mapKey,
+      typeof mapKey === 'string'
+        ? redactRecordValue(mapKey, mapValue, seen, depth + 1)
+        : redactLogValue(mapValue, seen, depth + 1),
+    );
+    count += 1;
+  }
+  return redacted;
+}
+
+function redactSetValue(
+  value: Set<unknown>,
+  seen: WeakMap<object, unknown>,
+  depth: number,
+): Set<unknown> {
+  const redacted = new Set<unknown>();
+  seen.set(value, redacted);
+  let count = 0;
+  for (const setValue of value) {
+    if (count >= MAX_REDACTION_ENTRIES) {
+      redacted.add('Additional set values omitted');
+      break;
+    }
+    redacted.add(redactLogValue(setValue, seen, depth + 1));
+    count += 1;
+  }
+  return redacted;
+}
+
+function redactObjectEntries(
+  value: object,
+  seen: WeakMap<object, unknown>,
+  depth: number,
+): Record<string, unknown> | undefined {
+  const record = value as Record<string, unknown>;
+  let redacted: Record<string, unknown> | undefined;
+  let count = 0;
+
+  for (const key in record) {
+    if (!Object.prototype.hasOwnProperty.call(record, key)) {
+      continue;
+    }
+    if (redacted === undefined) {
+      redacted = {};
+      seen.set(value, redacted);
+    }
+    if (count >= MAX_REDACTION_ENTRIES) {
+      redacted[REDACTION_TRUNCATED_KEY] = 'Additional object properties omitted';
+      break;
+    }
+    redacted[key] = redactRecordValue(key, record[key], seen, depth + 1);
+    count += 1;
+  }
+
+  return redacted;
+}
+
+function redactNonPlainValue(
+  value: object,
+  seen: WeakMap<object, unknown>,
+  depth: number,
+): unknown {
+  if (isBufferValue(value)) {
+    return value.length > MAX_REDACTION_BUFFER_BYTES
+      ? `[REDACTED Buffer ${value.length} bytes]`
+      : redactLogString(value.toString('utf8'));
+  }
+
+  if (value instanceof URL || value instanceof URLSearchParams) {
+    return redactLogString(value.toString());
+  }
+
+  if (value instanceof Map) {
+    return redactMapValue(value, seen, depth);
+  }
+
+  if (value instanceof Set) {
+    return redactSetValue(value, seen, depth);
+  }
+
+  const jsonValue = getJsonValue(value);
+  if (jsonValue !== undefined) {
+    return redactLogValue(jsonValue, seen, depth + 1);
+  }
+
+  const redactedEntries = redactObjectEntries(value, seen, depth);
+  if (redactedEntries !== undefined) {
+    return redactedEntries;
+  }
+
+  const stringValue = getCustomStringValue(value);
+  return stringValue !== undefined ? redactLogString(stringValue) : value;
+}
+
+function redactLogValue(value: unknown, seen = new WeakMap<object, unknown>(), depth = 0): unknown {
+  if (typeof value === 'string') {
+    return redactLogString(value);
+  }
+
+  if (value === null || typeof value !== 'object') {
+    return value;
+  }
+
+  const cached = seen.get(value);
+  if (cached !== undefined) {
+    return cached;
+  }
+
+  if (depth >= MAX_REDACTION_DEPTH) {
+    return REDACTED_VALUE;
+  }
+
+  if (Array.isArray(value)) {
+    const redacted: unknown[] = [];
+    seen.set(value, redacted);
+    const length = Math.min(value.length, MAX_REDACTION_ENTRIES);
+    for (let index = 0; index < length; index++) {
+      redacted.push(redactLogValue(value[index], seen, depth + 1));
+    }
+    if (value.length > MAX_REDACTION_ENTRIES) {
+      redacted.push('Additional array values omitted');
+    }
+    return redacted;
+  }
+
+  if (value instanceof Error) {
+    return redactErrorValue(value, seen, depth);
+  }
+
+  if (!isPlainRecord(value)) {
+    return redactNonPlainValue(value, seen, depth);
+  }
+
+  return redactObjectEntries(value, seen, depth) ?? {};
 }
 
 /**
- * Redacts sensitive information from log messages if the log level is 'error'.
+ * Redacts sensitive information from log messages at every level.
  * Note: Intentionally mutates the object.
  * @param info - The log information object.
  * @returns The modified log information object.
  */
 const redactFormat = winston.format((info: winston.Logform.TransformableInfo) => {
-  if (info.level === 'error') {
-    // Type guard to ensure message is a string
-    if (typeof info.message === 'string') {
-      info.message = redactMessage(info.message);
-    }
+  const infoRecord = info as Record<string | symbol, unknown>;
 
-    // Handle MESSAGE_SYMBOL with type safety
-    const symbolValue = (info as Record<string | symbol, unknown>)[MESSAGE_SYMBOL];
-    if (typeof symbolValue === 'string') {
-      (info as Record<string | symbol, unknown>)[MESSAGE_SYMBOL] = redactMessage(symbolValue);
-    }
+  if (info.message !== undefined) {
+    info.message = redactLogValue(info.message);
+  }
+
+  const symbolValue = infoRecord[MESSAGE_SYMBOL];
+  if (symbolValue !== undefined) {
+    infoRecord[MESSAGE_SYMBOL] = redactLogValue(symbolValue);
+  }
+
+  if (infoRecord[SPLAT_SYMBOL] !== undefined) {
+    infoRecord[SPLAT_SYMBOL] = redactLogValue(infoRecord[SPLAT_SYMBOL]);
   }
   return info;
 });
@@ -129,7 +400,7 @@ function appendRequestContext(line: string, metadata: Record<string, unknown>):
  * Formats log messages for debugging purposes.
  * - Truncates long strings within log messages.
  * - Condenses arrays by truncating long strings and objects as strings within array items.
- * - Redacts sensitive information from log messages if the log level is 'error'.
+ * - Message redaction is applied by redactFormat before this formatter.
  * - Converts log information object to a formatted string.
  *
  * @param options - The options for formatting log messages.
diff --git a/packages/data-schemas/src/methods/message.spec.ts b/packages/data-schemas/src/methods/message.spec.ts
index 98b02dd19d..3c3986de93 100644
--- a/packages/data-schemas/src/methods/message.spec.ts
+++ b/packages/data-schemas/src/methods/message.spec.ts
@@ -3,9 +3,12 @@ import { v4 as uuidv4 } from 'uuid';
 import { RetentionMode } from 'librechat-data-provider';
 import { MongoMemoryServer } from 'mongodb-memory-server';
 import type { IMessage } from '..';
-import { createMessageMethods } from './message';
 import { tenantStorage, runAsSystem } from '~/config/tenantContext';
+import { createMessageMethods } from './message';
 import { createModels } from '../models';
+import logger from '~/config/winston';
+
+const waitForTimestampTick = () => new Promise((resolve) => setTimeout(resolve, 2));
 
 jest.mock('~/config/winston', () => ({
   error: jest.fn(),
@@ -65,6 +68,8 @@ describe('Message Operations', () => {
   };
 
   beforeEach(async () => {
+    jest.clearAllMocks();
+
     // Clear database
     await Message.deleteMany({});
 
@@ -107,6 +112,18 @@ describe('Message Operations', () => {
       const result = await saveMessage(mockCtx, mockMessageData);
       expect(result).toBeUndefined();
     });
+
+    it('should not log message params for invalid conversation IDs', async () => {
+      mockMessageData.conversationId = 'invalid-id';
+      mockMessageData.text = 'Sensitive prompt text';
+
+      await saveMessage(mockCtx, mockMessageData, { context: 'message-save-test' });
+
+      expect(logger.warn).toHaveBeenCalledWith(
+        'Invalid conversation ID: invalid-id (context: message-save-test)',
+      );
+      expect(logger.info).not.toHaveBeenCalled();
+    });
   });
 
   describe('updateMessageText', () => {
@@ -167,6 +184,8 @@ describe('Message Operations', () => {
         user: 'user123',
       });
 
+      await waitForTimestampTick();
+
       await saveMessage(mockCtx, {
         messageId: 'msg3',
         conversationId,
diff --git a/packages/data-schemas/src/methods/message.ts b/packages/data-schemas/src/methods/message.ts
index acaff7c778..dc3ab6d5b2 100644
--- a/packages/data-schemas/src/methods/message.ts
+++ b/packages/data-schemas/src/methods/message.ts
@@ -1,10 +1,10 @@
-import type { DeleteResult, FilterQuery, Model } from 'mongoose';
 import { RetentionMode } from 'librechat-data-provider';
-import logger from '~/config/winston';
+import type { DeleteResult, FilterQuery, Model } from 'mongoose';
+import type { AppConfig, IMessage } from '~/types';
 import { createTempChatExpirationDate } from '~/utils/tempChatRetention';
 import { createFallbackRetentionDate } from '~/utils/retention';
 import { tenantSafeBulkWrite } from '~/utils/tenantBulkWrite';
-import type { AppConfig, IMessage } from '~/types';
+import logger from '~/config/winston';
 
 /** Simple UUID v4 regex to replace zod validation */
 const UUID_REGEX = /^[0-9a-f]{8}-[0-9a-f]{4}-[0-9a-f]{4}-[0-9a-f]{4}-[0-9a-f]{12}$/i;
@@ -79,9 +79,9 @@ export function createMessageMethods(mongoose: typeof import('mongoose')): Messa
 
     const conversationId = params.conversationId as string | undefined;
     if (!conversationId || !UUID_REGEX.test(conversationId)) {
-      logger.warn(`Invalid conversation ID: ${conversationId}`);
-      logger.info(`---\`saveMessage\` context: ${metadata?.context}`);
-      logger.info(`---Invalid conversation ID Params: ${JSON.stringify(params, null, 2)}`);
+      logger.warn(
+        `Invalid conversation ID: ${conversationId} (context: ${metadata?.context ?? 'n/a'})`,
+      );
       return;
     }