diff --git a/packages/components/nodes/agents/ToolAgent/ToolAgent.ts b/packages/components/nodes/agents/ToolAgent/ToolAgent.ts
index 598ed17e..4f64027e 100644
--- a/packages/components/nodes/agents/ToolAgent/ToolAgent.ts
+++ b/packages/components/nodes/agents/ToolAgent/ToolAgent.ts
@@ -7,7 +7,7 @@ import { BaseChatModel } from '@langchain/core/language_models/chat_models'
 import { ChatPromptTemplate, MessagesPlaceholder, HumanMessagePromptTemplate, PromptTemplate } from '@langchain/core/prompts'
 import { formatToOpenAIToolMessages } from 'langchain/agents/format_scratchpad/openai_tools'
 import { type ToolsAgentStep } from 'langchain/agents/openai/output_parser'
-import { getBaseClasses, handleEscapeCharacters } from '../../../src/utils'
+import { getBaseClasses, handleEscapeCharacters, removeInvalidImageMarkdown } from '../../../src/utils'
 import {
     FlowiseMemory,
     ICommonObject,
@@ -188,6 +188,8 @@ class ToolAgent_Agents implements INode {
             output = output?.text || ''
         }
 
+        output = removeInvalidImageMarkdown(output)
+
         // Claude 3 Opus tends to spit out <thinking>..</thinking> as well, discard that in final output
         const regexPattern: RegExp = /<thinking>[\s\S]*?<\/thinking>/
         const matches: RegExpMatchArray | null = output.match(regexPattern)
diff --git a/packages/components/nodes/sequentialagents/Agent/Agent.ts b/packages/components/nodes/sequentialagents/Agent/Agent.ts
index ff1525d1..8153595c 100644
--- a/packages/components/nodes/sequentialagents/Agent/Agent.ts
+++ b/packages/components/nodes/sequentialagents/Agent/Agent.ts
@@ -22,7 +22,7 @@ import {
     IStateWithMessages
 } from '../../../src/Interface'
 import { ToolCallingAgentOutputParser, AgentExecutor, SOURCE_DOCUMENTS_PREFIX, ARTIFACTS_PREFIX } from '../../../src/agents'
-import { getInputVariables, getVars, handleEscapeCharacters, prepareSandboxVars } from '../../../src/utils'
+import { getInputVariables, getVars, handleEscapeCharacters, prepareSandboxVars, removeInvalidImageMarkdown } from '../../../src/utils'
 import {
     customGet,
     getVM,
@@ -781,9 +781,7 @@ async function agentNode(
         }
 
         let outputContent = typeof result === 'string' ? result : result.content || result.output
-
-        // remove invalid markdown image pattern: ![<some-string>](<some-string>)
-        outputContent = typeof outputContent === 'string' ? outputContent.replace(/!\[.*?\]\(.*?\)/g, '') : outputContent
+        outputContent = removeInvalidImageMarkdown(outputContent)
 
         if (nodeData.inputs?.updateStateMemoryUI || nodeData.inputs?.updateStateMemoryCode) {
             let formattedOutput = {
diff --git a/packages/components/src/utils.ts b/packages/components/src/utils.ts
index 7b3390f7..3604e384 100644
--- a/packages/components/src/utils.ts
+++ b/packages/components/src/utils.ts
@@ -926,3 +926,8 @@ export const mapMimeTypeToExt = (mimeType: string) => {
             return ''
     }
 }
+
+// remove invalid markdown image pattern: ![<some-string>](<some-string>)
+export const removeInvalidImageMarkdown = (output: string): string => {
+    return typeof output === 'string' ? output.replace(/!\[.*?\]\((?!https?:\/\/).*?\)/g, '') : output
+}