Feature/Mistral FunctionAgent (#1912)

* add mistral ai agent, add used tools streaming

* fix AWS Bedrock imports

* update pnpm lock

packages/components/nodes/agents/ConversationalAgent/ConversationalAgent.ts

@@ -9,7 +9,7 @@ import { RunnableSequence } from '@langchain/core/runnables'
 import { ChatConversationalAgent } from 'langchain/agents'
 import { getBaseClasses } from '../../../src/utils'
 import { ConsoleCallbackHandler, CustomChainHandler, additionalCallbacks } from '../../../src/handler'
-import { IVisionChatModal, FlowiseMemory, ICommonObject, IMessage, INode, INodeData, INodeParams } from '../../../src/Interface'
+import { IVisionChatModal, FlowiseMemory, ICommonObject, IMessage, INode, INodeData, INodeParams, IUsedTool } from '../../../src/Interface'
 import { AgentExecutor } from '../../../src/agents'
 import { addImagesToMessages, llmSupportsVision } from '../../../src/multiModalUtils'
 import { checkInputs, Moderation } from '../../moderation/Moderation'
@@ -120,12 +120,28 @@ class ConversationalAgent_Agents implements INode {
         const callbacks = await additionalCallbacks(nodeData, options)
 
         let res: ChainValues = {}
+        let sourceDocuments: ICommonObject[] = []
+        let usedTools: IUsedTool[] = []
 
         if (options.socketIO && options.socketIOClientId) {
             const handler = new CustomChainHandler(options.socketIO, options.socketIOClientId)
             res = await executor.invoke({ input }, { callbacks: [loggerHandler, handler, ...callbacks] })
+            if (res.sourceDocuments) {
+                options.socketIO.to(options.socketIOClientId).emit('sourceDocuments', flatten(res.sourceDocuments))
+                sourceDocuments = res.sourceDocuments
+            }
+            if (res.usedTools) {
+                options.socketIO.to(options.socketIOClientId).emit('usedTools', res.usedTools)
+                usedTools = res.usedTools
+            }
         } else {
             res = await executor.invoke({ input }, { callbacks: [loggerHandler, ...callbacks] })
+            if (res.sourceDocuments) {
+                sourceDocuments = res.sourceDocuments
+            }
+            if (res.usedTools) {
+                usedTools = res.usedTools
+            }
         }
 
         await memory.addChatMessages(
@@ -142,7 +158,20 @@ class ConversationalAgent_Agents implements INode {
             this.sessionId
         )
 
-        return res?.output
+        let finalRes = res?.output
+
+        if (sourceDocuments.length || usedTools.length) {
+            finalRes = { text: res?.output }
+            if (sourceDocuments.length) {
+                finalRes.sourceDocuments = flatten(sourceDocuments)
+            }
+            if (usedTools.length) {
+                finalRes.usedTools = usedTools
+            }
+            return finalRes
+        }
+
+        return finalRes
     }
 }
 

packages/components/nodes/agents/ConversationalRetrievalAgent/ConversationalRetrievalAgent.ts

@@ -25,6 +25,7 @@ class ConversationalRetrievalAgent_Agents implements INode {
     category: string
     baseClasses: string[]
     inputs: INodeParams[]
+    badge?: string
     sessionId?: string
 
     constructor(fields?: { sessionId?: string }) {
@@ -33,6 +34,7 @@ class ConversationalRetrievalAgent_Agents implements INode {
         this.version = 4.0
         this.type = 'AgentExecutor'
         this.category = 'Agents'
+        this.badge = 'DEPRECATING'
         this.icon = 'agent.svg'
         this.description = `An agent optimized for retrieval during conversation, answering questions based on past dialogue, all using OpenAI's Function Calling`
         this.baseClasses = [this.type, ...getBaseClasses(AgentExecutor)]

packages/components/nodes/agents/MistralAIFunctionAgent/MistralAI.svg

@@ -0,0 +1 @@
+<svg width="32" height="32" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M5 6H4v19.5h1m8-7.5v3h1m7-11.5V6h1m-5 7.5V10h1" stroke="#000" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><mask id="MistralAI__a" style="mask-type:alpha" maskUnits="userSpaceOnUse" x="5" y="6" width="22" height="20"><path d="M5 6v19.5h5v-8h4V21h4v-3.5h4V25h5V6h-4.5v4H18v3.5h-4v-4h-4V6H5Z" fill="#FD7000"/></mask><g mask="url(#MistralAI__a)"><path fill="#FFCD00" d="M4 6h25v4H4z"/></g><mask id="MistralAI__b" style="mask-type:alpha" maskUnits="userSpaceOnUse" x="5" y="6" width="22" height="20"><path d="M5 6v19.5h5v-8h4V21h4v-3.5h4V25h5V6h-4.5v4H18v3.5h-4v-4h-4V6H5Z" fill="#FD7000"/></mask><g mask="url(#MistralAI__b)"><path fill="#FFA200" d="M4 10h25v4H4z"/></g><mask id="MistralAI__c" style="mask-type:alpha" maskUnits="userSpaceOnUse" x="5" y="6" width="22" height="20"><path d="M5 6v19.5h5v-8h4V21h4v-3.5h4V25h5V6h-4.5v4H18v3.5h-4v-4h-4V6H5Z" fill="#FD7000"/></mask><g mask="url(#MistralAI__c)"><path fill="#FF6E00" d="M4 14h25v4H4z"/></g><mask id="MistralAI__d" style="mask-type:alpha" maskUnits="userSpaceOnUse" x="5" y="6" width="22" height="20"><path d="M5 6v19.5h5v-8h4V21h4v-3.5h4V25h5V6h-4.5v4H18v3.5h-4v-4h-4V6H5Z" fill="#FD7000"/></mask><g mask="url(#MistralAI__d)"><path fill="#FF4A09" d="M4 18h25v4H4z"/></g><mask id="MistralAI__e" style="mask-type:alpha" maskUnits="userSpaceOnUse" x="5" y="6" width="22" height="20"><path d="M5 6v19.5h5v-8h4V21h4v-3.5h4V25h5V6h-4.5v4H18v3.5h-4v-4h-4V6H5Z" fill="#FD7000"/></mask><g mask="url(#MistralAI__e)"><path fill="#FE060F" d="M4 22h25v4H4z"/></g><path d="M21 18v7h1" stroke="#000" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M5 6v19.5h5v-8h4V21h4v-3.5h4V25h5V6h-4.5v4H18v3.5h-4v-4h-4V6H5Z" stroke="#000" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/></svg>

packages/components/nodes/agents/MistralAIFunctionAgent/MistralAIFunctionAgent.ts

@@ -0,0 +1,207 @@
+import { flatten } from 'lodash'
+import { BaseMessage } from '@langchain/core/messages'
+import { ChainValues } from '@langchain/core/utils/types'
+import { AgentStep } from '@langchain/core/agents'
+import { RunnableSequence } from '@langchain/core/runnables'
+import { ChatOpenAI } from '@langchain/openai'
+import { convertToOpenAITool } from '@langchain/core/utils/function_calling'
+import { ChatPromptTemplate, MessagesPlaceholder } from '@langchain/core/prompts'
+import { OpenAIToolsAgentOutputParser } from 'langchain/agents/openai/output_parser'
+import { getBaseClasses } from '../../../src/utils'
+import { FlowiseMemory, ICommonObject, IMessage, INode, INodeData, INodeParams, IUsedTool } from '../../../src/Interface'
+import { ConsoleCallbackHandler, CustomChainHandler, additionalCallbacks } from '../../../src/handler'
+import { AgentExecutor, formatAgentSteps } from '../../../src/agents'
+import { Moderation, checkInputs, streamResponse } from '../../moderation/Moderation'
+import { formatResponse } from '../../outputparsers/OutputParserHelpers'
+
+class MistralAIFunctionAgent_Agents implements INode {
+    label: string
+    name: string
+    version: number
+    description: string
+    type: string
+    icon: string
+    category: string
+    baseClasses: string[]
+    inputs: INodeParams[]
+    sessionId?: string
+    badge?: string
+
+    constructor(fields?: { sessionId?: string }) {
+        this.label = 'MistralAI Function Agent'
+        this.name = 'mistralAIFunctionAgent'
+        this.version = 1.0
+        this.type = 'AgentExecutor'
+        this.category = 'Agents'
+        this.icon = 'MistralAI.svg'
+        this.badge = 'NEW'
+        this.description = `An agent that uses MistralAI Function Calling to pick the tool and args to call`
+        this.baseClasses = [this.type, ...getBaseClasses(AgentExecutor)]
+        this.inputs = [
+            {
+                label: 'Tools',
+                name: 'tools',
+                type: 'Tool',
+                list: true
+            },
+            {
+                label: 'Memory',
+                name: 'memory',
+                type: 'BaseChatMemory'
+            },
+            {
+                label: 'MistralAI Chat Model',
+                name: 'model',
+                type: 'BaseChatModel'
+            },
+            {
+                label: 'System Message',
+                name: 'systemMessage',
+                type: 'string',
+                rows: 4,
+                optional: true,
+                additionalParams: true
+            },
+            {
+                label: 'Input Moderation',
+                description: 'Detect text that could generate harmful output and prevent it from being sent to the language model',
+                name: 'inputModeration',
+                type: 'Moderation',
+                optional: true,
+                list: true
+            }
+        ]
+        this.sessionId = fields?.sessionId
+    }
+
+    async init(nodeData: INodeData, input: string, options: ICommonObject): Promise<any> {
+        return prepareAgent(nodeData, { sessionId: this.sessionId, chatId: options.chatId, input }, options.chatHistory)
+    }
+
+    async run(nodeData: INodeData, input: string, options: ICommonObject): Promise<string | ICommonObject> {
+        const memory = nodeData.inputs?.memory as FlowiseMemory
+        const moderations = nodeData.inputs?.inputModeration as Moderation[]
+
+        if (moderations && moderations.length > 0) {
+            try {
+                // Use the output of the moderation chain as input for the OpenAI Function Agent
+                input = await checkInputs(moderations, input)
+            } catch (e) {
+                await new Promise((resolve) => setTimeout(resolve, 500))
+                streamResponse(options.socketIO && options.socketIOClientId, e.message, options.socketIO, options.socketIOClientId)
+                return formatResponse(e.message)
+            }
+        }
+
+        const executor = prepareAgent(nodeData, { sessionId: this.sessionId, chatId: options.chatId, input }, options.chatHistory)
+
+        const loggerHandler = new ConsoleCallbackHandler(options.logger)
+        const callbacks = await additionalCallbacks(nodeData, options)
+
+        let res: ChainValues = {}
+        let sourceDocuments: ICommonObject[] = []
+        let usedTools: IUsedTool[] = []
+
+        if (options.socketIO && options.socketIOClientId) {
+            const handler = new CustomChainHandler(options.socketIO, options.socketIOClientId)
+            res = await executor.invoke({ input }, { callbacks: [loggerHandler, handler, ...callbacks] })
+            if (res.sourceDocuments) {
+                options.socketIO.to(options.socketIOClientId).emit('sourceDocuments', flatten(res.sourceDocuments))
+                sourceDocuments = res.sourceDocuments
+            }
+            if (res.usedTools) {
+                options.socketIO.to(options.socketIOClientId).emit('usedTools', res.usedTools)
+                usedTools = res.usedTools
+            }
+        } else {
+            res = await executor.invoke({ input }, { callbacks: [loggerHandler, ...callbacks] })
+            if (res.sourceDocuments) {
+                sourceDocuments = res.sourceDocuments
+            }
+            if (res.usedTools) {
+                usedTools = res.usedTools
+            }
+        }
+
+        await memory.addChatMessages(
+            [
+                {
+                    text: input,
+                    type: 'userMessage'
+                },
+                {
+                    text: res?.output,
+                    type: 'apiMessage'
+                }
+            ],
+            this.sessionId
+        )
+
+        let finalRes = res?.output
+
+        if (sourceDocuments.length || usedTools.length) {
+            finalRes = { text: res?.output }
+            if (sourceDocuments.length) {
+                finalRes.sourceDocuments = flatten(sourceDocuments)
+            }
+            if (usedTools.length) {
+                finalRes.usedTools = usedTools
+            }
+            return finalRes
+        }
+
+        return finalRes
+    }
+}
+
+const prepareAgent = (
+    nodeData: INodeData,
+    flowObj: { sessionId?: string; chatId?: string; input?: string },
+    chatHistory: IMessage[] = []
+) => {
+    const model = nodeData.inputs?.model as ChatOpenAI
+    const memory = nodeData.inputs?.memory as FlowiseMemory
+    const systemMessage = nodeData.inputs?.systemMessage as string
+    let tools = nodeData.inputs?.tools
+    tools = flatten(tools)
+    const memoryKey = memory.memoryKey ? memory.memoryKey : 'chat_history'
+    const inputKey = memory.inputKey ? memory.inputKey : 'input'
+
+    const prompt = ChatPromptTemplate.fromMessages([
+        ['system', systemMessage ? systemMessage : `You are a helpful AI assistant.`],
+        new MessagesPlaceholder(memoryKey),
+        ['human', `{${inputKey}}`],
+        new MessagesPlaceholder('agent_scratchpad')
+    ])
+
+    const llmWithTools = model.bind({
+        tools: tools.map(convertToOpenAITool)
+    })
+
+    const runnableAgent = RunnableSequence.from([
+        {
+            [inputKey]: (i: { input: string; steps: AgentStep[] }) => i.input,
+            agent_scratchpad: (i: { input: string; steps: AgentStep[] }) => formatAgentSteps(i.steps),
+            [memoryKey]: async (_: { input: string; steps: AgentStep[] }) => {
+                const messages = (await memory.getChatMessages(flowObj?.sessionId, true, chatHistory)) as BaseMessage[]
+                return messages ?? []
+            }
+        },
+        prompt,
+        llmWithTools,
+        new OpenAIToolsAgentOutputParser()
+    ])
+
+    const executor = AgentExecutor.fromAgentAndTools({
+        agent: runnableAgent,
+        tools,
+        sessionId: flowObj?.sessionId,
+        chatId: flowObj?.chatId,
+        input: flowObj?.input,
+        verbose: process.env.DEBUG === 'true' ? true : false
+    })
+
+    return executor
+}
+
+module.exports = { nodeClass: MistralAIFunctionAgent_Agents }

packages/components/nodes/agents/OpenAIFunctionAgent/OpenAIFunctionAgent.ts

@@ -7,7 +7,7 @@ import { ChatOpenAI, formatToOpenAIFunction } from '@langchain/openai'
 import { ChatPromptTemplate, MessagesPlaceholder } from '@langchain/core/prompts'
 import { OpenAIFunctionsAgentOutputParser } from 'langchain/agents/openai/output_parser'
 import { getBaseClasses } from '../../../src/utils'
-import { FlowiseMemory, ICommonObject, IMessage, INode, INodeData, INodeParams } from '../../../src/Interface'
+import { FlowiseMemory, ICommonObject, IMessage, INode, INodeData, INodeParams, IUsedTool } from '../../../src/Interface'
 import { ConsoleCallbackHandler, CustomChainHandler, additionalCallbacks } from '../../../src/handler'
 import { AgentExecutor, formatAgentSteps } from '../../../src/agents'
 import { Moderation, checkInputs } from '../../moderation/Moderation'
@@ -97,6 +97,7 @@ class OpenAIFunctionAgent_Agents implements INode {
 
         let res: ChainValues = {}
         let sourceDocuments: ICommonObject[] = []
+        let usedTools: IUsedTool[] = []
 
         if (options.socketIO && options.socketIOClientId) {
             const handler = new CustomChainHandler(options.socketIO, options.socketIOClientId)
@@ -105,11 +106,18 @@ class OpenAIFunctionAgent_Agents implements INode {
                 options.socketIO.to(options.socketIOClientId).emit('sourceDocuments', flatten(res.sourceDocuments))
                 sourceDocuments = res.sourceDocuments
             }
+            if (res.usedTools) {
+                options.socketIO.to(options.socketIOClientId).emit('usedTools', res.usedTools)
+                usedTools = res.usedTools
+            }
         } else {
             res = await executor.invoke({ input }, { callbacks: [loggerHandler, ...callbacks] })
             if (res.sourceDocuments) {
                 sourceDocuments = res.sourceDocuments
             }
+            if (res.usedTools) {
+                usedTools = res.usedTools
+            }
         }
 
         await memory.addChatMessages(
@@ -126,7 +134,20 @@ class OpenAIFunctionAgent_Agents implements INode {
             this.sessionId
         )
 
-        return sourceDocuments.length ? { text: res?.output, sourceDocuments: flatten(sourceDocuments) } : res?.output
+        let finalRes = res?.output
+
+        if (sourceDocuments.length || usedTools.length) {
+            finalRes = { text: res?.output }
+            if (sourceDocuments.length) {
+                finalRes.sourceDocuments = flatten(sourceDocuments)
+            }
+            if (usedTools.length) {
+                finalRes.usedTools = usedTools
+            }
+            return finalRes
+        }
+
+        return finalRes
     }
 }
 

packages/components/nodes/agents/XMLAgent/XMLAgent.ts

@@ -7,7 +7,7 @@ import { Tool } from '@langchain/core/tools'
 import { ChatPromptTemplate, HumanMessagePromptTemplate, MessagesPlaceholder } from '@langchain/core/prompts'
 import { formatLogToMessage } from 'langchain/agents/format_scratchpad/log_to_message'
 import { getBaseClasses } from '../../../src/utils'
-import { FlowiseMemory, ICommonObject, IMessage, INode, INodeData, INodeParams } from '../../../src/Interface'
+import { FlowiseMemory, ICommonObject, IMessage, INode, INodeData, INodeParams, IUsedTool } from '../../../src/Interface'
 import { ConsoleCallbackHandler, CustomChainHandler, additionalCallbacks } from '../../../src/handler'
 import { AgentExecutor, XMLAgentOutputParser } from '../../../src/agents'
 import { Moderation, checkInputs } from '../../moderation/Moderation'
@@ -48,6 +48,7 @@ class XMLAgent_Agents implements INode {
     baseClasses: string[]
     inputs: INodeParams[]
     sessionId?: string
+    badge?: string
 
     constructor(fields?: { sessionId?: string }) {
         this.label = 'XML Agent'
@@ -56,6 +57,7 @@ class XMLAgent_Agents implements INode {
         this.type = 'XMLAgent'
         this.category = 'Agents'
         this.icon = 'xmlagent.svg'
+        this.badge = 'NEW'
         this.description = `Agent that is designed for LLMs that are good for reasoning/writing XML (e.g: Anthropic Claude)`
         this.baseClasses = [this.type, ...getBaseClasses(AgentExecutor)]
         this.inputs = [
@@ -121,6 +123,7 @@ class XMLAgent_Agents implements INode {
 
         let res: ChainValues = {}
         let sourceDocuments: ICommonObject[] = []
+        let usedTools: IUsedTool[] = []
 
         if (options.socketIO && options.socketIOClientId) {
             const handler = new CustomChainHandler(options.socketIO, options.socketIOClientId)
@@ -129,11 +132,18 @@ class XMLAgent_Agents implements INode {
                 options.socketIO.to(options.socketIOClientId).emit('sourceDocuments', flatten(res.sourceDocuments))
                 sourceDocuments = res.sourceDocuments
             }
+            if (res.usedTools) {
+                options.socketIO.to(options.socketIOClientId).emit('usedTools', res.usedTools)
+                usedTools = res.usedTools
+            }
         } else {
             res = await executor.invoke({ input }, { callbacks: [loggerHandler, ...callbacks] })
             if (res.sourceDocuments) {
                 sourceDocuments = res.sourceDocuments
             }
+            if (res.usedTools) {
+                usedTools = res.usedTools
+            }
         }
 
         await memory.addChatMessages(
@@ -150,7 +160,20 @@ class XMLAgent_Agents implements INode {
             this.sessionId
         )
 
-        return sourceDocuments.length ? { text: res?.output, sourceDocuments: flatten(sourceDocuments) } : res?.output
+        let finalRes = res?.output
+
+        if (sourceDocuments.length || usedTools.length) {
+            finalRes = { text: res?.output }
+            if (sourceDocuments.length) {
+                finalRes.sourceDocuments = flatten(sourceDocuments)
+            }
+            if (usedTools.length) {
+                finalRes.usedTools = usedTools
+            }
+            return finalRes
+        }
+
+        return finalRes
     }
 }
 

packages/components/nodes/chatmodels/ChatMistral/ChatMistral.ts

@@ -1,8 +1,36 @@
+import { ChatCompletionResponse, ToolCalls as MistralAIToolCalls } from '@mistralai/mistralai'
 import { BaseCache } from '@langchain/core/caches'
-import { ChatMistralAI, ChatMistralAIInput } from '@langchain/mistralai'
+import { CallbackManagerForLLMRun } from '@langchain/core/callbacks/manager'
+import { NewTokenIndices } from '@langchain/core/callbacks/base'
+import { ChatGeneration, ChatGenerationChunk, ChatResult } from '@langchain/core/outputs'
+import {
+    MessageType,
+    type BaseMessage,
+    MessageContent,
+    AIMessage,
+    HumanMessage,
+    HumanMessageChunk,
+    AIMessageChunk,
+    ToolMessageChunk,
+    ChatMessageChunk
+} from '@langchain/core/messages'
+import { ChatMistralAI as LangchainChatMistralAI, ChatMistralAIInput } from '@langchain/mistralai'
 import { ICommonObject, INode, INodeData, INodeParams } from '../../../src/Interface'
 import { getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils'
 
+interface TokenUsage {
+    completionTokens?: number
+    promptTokens?: number
+    totalTokens?: number
+}
+
+type MistralAIInputMessage = {
+    role: string
+    name?: string
+    content: string | string[]
+    tool_calls?: MistralAIToolCalls[] | any[]
+}
+
 class ChatMistral_ChatModels implements INode {
     label: string
     name: string
@@ -135,4 +163,243 @@ class ChatMistral_ChatModels implements INode {
     }
 }
 
+class ChatMistralAI extends LangchainChatMistralAI {
+    async _generate(
+        messages: BaseMessage[],
+        options?: this['ParsedCallOptions'],
+        runManager?: CallbackManagerForLLMRun
+    ): Promise<ChatResult> {
+        const tokenUsage: TokenUsage = {}
+        const params = this.invocationParams(options)
+        const mistralMessages = this.convertMessagesToMistralMessages(messages)
+        const input = {
+            ...params,
+            messages: mistralMessages
+        }
+
+        // Handle streaming
+        if (this.streaming) {
+            const stream = this._streamResponseChunks(messages, options, runManager)
+            const finalChunks: Record<number, ChatGenerationChunk> = {}
+            for await (const chunk of stream) {
+                const index = (chunk.generationInfo as NewTokenIndices)?.completion ?? 0
+                if (finalChunks[index] === undefined) {
+                    finalChunks[index] = chunk
+                } else {
+                    finalChunks[index] = finalChunks[index].concat(chunk)
+                }
+            }
+            const generations = Object.entries(finalChunks)
+                .sort(([aKey], [bKey]) => parseInt(aKey, 10) - parseInt(bKey, 10))
+                .map(([_, value]) => value)
+
+            return { generations, llmOutput: { estimatedTokenUsage: tokenUsage } }
+        }
+
+        // Not streaming, so we can just call the API once.
+        const response = await this.completionWithRetry(input, false)
+
+        const { completion_tokens: completionTokens, prompt_tokens: promptTokens, total_tokens: totalTokens } = response?.usage ?? {}
+
+        if (completionTokens) {
+            tokenUsage.completionTokens = (tokenUsage.completionTokens ?? 0) + completionTokens
+        }
+
+        if (promptTokens) {
+            tokenUsage.promptTokens = (tokenUsage.promptTokens ?? 0) + promptTokens
+        }
+
+        if (totalTokens) {
+            tokenUsage.totalTokens = (tokenUsage.totalTokens ?? 0) + totalTokens
+        }
+
+        const generations: ChatGeneration[] = []
+        for (const part of response?.choices ?? []) {
+            if ('delta' in part) {
+                throw new Error('Delta not supported in non-streaming mode.')
+            }
+            if (!('message' in part)) {
+                throw new Error('No message found in the choice.')
+            }
+            const text = part.message?.content ?? ''
+            const generation: ChatGeneration = {
+                text,
+                message: this.mistralAIResponseToChatMessage(part)
+            }
+            if (part.finish_reason) {
+                generation.generationInfo = { finish_reason: part.finish_reason }
+            }
+            generations.push(generation)
+        }
+        return {
+            generations,
+            llmOutput: { tokenUsage }
+        }
+    }
+
+    async *_streamResponseChunks(
+        messages: BaseMessage[],
+        options?: this['ParsedCallOptions'],
+        runManager?: CallbackManagerForLLMRun
+    ): AsyncGenerator<ChatGenerationChunk> {
+        const mistralMessages = this.convertMessagesToMistralMessages(messages)
+        const params = this.invocationParams(options)
+        const input = {
+            ...params,
+            messages: mistralMessages
+        }
+
+        const streamIterable = await this.completionWithRetry(input, true)
+        for await (const data of streamIterable) {
+            const choice = data?.choices[0]
+            if (!choice || !('delta' in choice)) {
+                continue
+            }
+
+            const { delta } = choice
+            if (!delta) {
+                continue
+            }
+            const newTokenIndices = {
+                prompt: 0,
+                completion: choice.index ?? 0
+            }
+            const message = this._convertDeltaToMessageChunk(delta)
+            if (message === null) {
+                // Do not yield a chunk if the message is empty
+                continue
+            }
+            const generationChunk = new ChatGenerationChunk({
+                message,
+                text: delta.content ?? '',
+                generationInfo: newTokenIndices
+            })
+            yield generationChunk
+
+            void runManager?.handleLLMNewToken(generationChunk.text ?? '', newTokenIndices, undefined, undefined, undefined, {
+                chunk: generationChunk
+            })
+        }
+        if (options?.signal?.aborted) {
+            throw new Error('AbortError')
+        }
+    }
+
+    _convertDeltaToMessageChunk(delta: {
+        role?: string | undefined
+        content?: string | undefined
+        tool_calls?: MistralAIToolCalls[] | undefined
+    }) {
+        if (!delta.content && !delta.tool_calls) {
+            return null
+        }
+        // Our merge additional kwargs util function will throw unless there
+        // is an index key in each tool object (as seen in OpenAI's) so we
+        // need to insert it here.
+        const toolCallsWithIndex = delta.tool_calls?.length
+            ? delta.tool_calls?.map((toolCall, index) => ({
+                  ...toolCall,
+                  index
+              }))
+            : undefined
+
+        let role = 'assistant'
+        if (delta.role) {
+            role = delta.role
+        } else if (toolCallsWithIndex) {
+            role = 'tool'
+        }
+        const content = delta.content ?? ''
+        let additional_kwargs
+        if (toolCallsWithIndex) {
+            additional_kwargs = {
+                tool_calls: toolCallsWithIndex
+            }
+        } else {
+            additional_kwargs = {}
+        }
+
+        if (role === 'user') {
+            return new HumanMessageChunk({ content })
+        } else if (role === 'assistant') {
+            return new AIMessageChunk({ content, additional_kwargs })
+        } else if (role === 'tool') {
+            return new ToolMessageChunk({
+                content,
+                additional_kwargs,
+                tool_call_id: toolCallsWithIndex?.[0].id ?? ''
+            })
+        } else {
+            return new ChatMessageChunk({ content, role })
+        }
+    }
+
+    convertMessagesToMistralMessages(messages: Array<BaseMessage>): Array<MistralAIInputMessage> {
+        const getRole = (role: MessageType) => {
+            switch (role) {
+                case 'human':
+                    return 'user'
+                case 'ai':
+                    return 'assistant'
+                case 'tool':
+                    return 'tool'
+                case 'function':
+                    return 'function'
+                case 'system':
+                    return 'system'
+                default:
+                    throw new Error(`Unknown message type: ${role}`)
+            }
+        }
+
+        const getContent = (content: MessageContent): string => {
+            if (typeof content === 'string') {
+                return content
+            }
+            throw new Error(`ChatMistralAI does not support non text message content. Received: ${JSON.stringify(content, null, 2)}`)
+        }
+
+        const mistralMessages = []
+        for (const msg of messages) {
+            const msgObj: MistralAIInputMessage = {
+                role: getRole(msg._getType()),
+                content: getContent(msg.content)
+            }
+            if (getRole(msg._getType()) === 'tool') {
+                msgObj.role = 'assistant'
+                msgObj.tool_calls = msg.additional_kwargs?.tool_calls ?? []
+            } else if (getRole(msg._getType()) === 'function') {
+                msgObj.role = 'tool'
+                msgObj.name = msg.name
+            }
+
+            mistralMessages.push(msgObj)
+        }
+
+        return mistralMessages
+    }
+
+    mistralAIResponseToChatMessage(choice: ChatCompletionResponse['choices'][0]): BaseMessage {
+        const { message } = choice
+        // MistralAI SDK does not include tool_calls in the non
+        // streaming return type, so we need to extract it like this
+        // to satisfy typescript.
+        let toolCalls: MistralAIToolCalls[] = []
+        if ('tool_calls' in message) {
+            toolCalls = message.tool_calls as MistralAIToolCalls[]
+        }
+        switch (message.role) {
+            case 'assistant':
+                return new AIMessage({
+                    content: message.content ?? '',
+                    additional_kwargs: {
+                        tool_calls: toolCalls
+                    }
+                })
+            default:
+                return new HumanMessage(message.content ?? '')
+        }
+    }
+}
+
 module.exports = { nodeClass: ChatMistral_ChatModels }

packages/components/package.json

@@ -38,9 +38,10 @@
         "@langchain/community": "^0.0.39",
         "@langchain/google-genai": "^0.0.10",
         "@langchain/groq": "^0.0.2",
-        "@langchain/mistralai": "^0.0.7",
+        "@langchain/mistralai": "^0.0.11",
         "@langchain/openai": "^0.0.14",
         "@langchain/pinecone": "^0.0.3",
+        "@mistralai/mistralai": "0.1.3",
         "@notionhq/client": "^2.2.8",
         "@opensearch-project/opensearch": "^1.2.0",
         "@pinecone-database/pinecone": "^2.0.1",
@@ -70,7 +71,7 @@
         "ioredis": "^5.3.2",
         "jsdom": "^22.1.0",
         "jsonpointer": "^5.0.1",
-        "langchain": "^0.1.20",
+        "langchain": "^0.1.26",
         "langfuse": "3.3.1",
         "langfuse-langchain": "^3.3.1",
         "langsmith": "0.1.6",

packages/components/src/agents.ts

@@ -20,6 +20,7 @@ import {
     StoppingMethod
 } from 'langchain/agents'
 import { formatLogToString } from 'langchain/agents/format_scratchpad/log'
+import { IUsedTool } from './Interface'
 
 export const SOURCE_DOCUMENTS_PREFIX = '\n\n----FLOWISE_SOURCE_DOCUMENTS----\n\n'
 type AgentFinish = {
@@ -341,11 +342,13 @@ export class AgentExecutor extends BaseChain<ChainValues, AgentExecutorOutput> {
         const steps: AgentStep[] = []
         let iterations = 0
         let sourceDocuments: Array<Document> = []
+        const usedTools: IUsedTool[] = []
 
         const getOutput = async (finishStep: AgentFinish): Promise<AgentExecutorOutput> => {
             const { returnValues } = finishStep
             const additional = await this.agent.prepareForOutput(returnValues, steps)
             if (sourceDocuments.length) additional.sourceDocuments = flatten(sourceDocuments)
+            if (usedTools.length) additional.usedTools = usedTools
 
             if (this.returnIntermediateSteps) {
                 return { ...returnValues, intermediateSteps: steps, ...additional }
@@ -410,8 +413,8 @@ export class AgentExecutor extends BaseChain<ChainValues, AgentExecutorOutput> {
                          * - tags?: string[]
                          * - flowConfig?: { sessionId?: string, chatId?: string, input?: string }
                          */
-                        observation = tool
-                            ? await (tool as any).call(
+                        if (tool) {
+                            observation = await (tool as any).call(
                                 this.isXML && typeof action.toolInput === 'string' ? { input: action.toolInput } : action.toolInput,
                                 runManager?.getChild(),
                                 undefined,
@@ -421,7 +424,16 @@ export class AgentExecutor extends BaseChain<ChainValues, AgentExecutorOutput> {
                                     input: this.input
                                 }
                             )
-                            : `${action.tool} is not a valid tool, try another one.`
+                            usedTools.push({
+                                tool: tool.name,
+                                toolInput: action.toolInput as any,
+                                toolOutput: observation.includes(SOURCE_DOCUMENTS_PREFIX)
+                                    ? observation.split(SOURCE_DOCUMENTS_PREFIX)[0]
+                                    : observation
+                            })
+                        } else {
+                            observation = `${action.tool} is not a valid tool, try another one.`
+                        }
                     } catch (e) {
                         if (e instanceof ToolInputParsingException) {
                             if (this.handleParsingErrors === true) {

packages/server/src/utils/index.ts

@@ -905,7 +905,13 @@ export const isFlowValidForStream = (reactFlowNodes: IReactFlowNode[], endingNod
         isValidChainOrAgent = !blacklistChains.includes(endingNodeData.name)
     } else if (endingNodeData.category === 'Agents') {
         // Agent that are available to stream
-        const whitelistAgents = ['openAIFunctionAgent', 'csvAgent', 'airtableAgent', 'conversationalRetrievalAgent']
+        const whitelistAgents = [
+            'openAIFunctionAgent',
+            'mistralAIFunctionAgent',
+            'csvAgent',
+            'airtableAgent',
+            'conversationalRetrievalAgent'
+        ]
         isValidChainOrAgent = whitelistAgents.includes(endingNodeData.name)
     } else if (endingNodeData.category === 'Engine') {
         const whitelistEngine = ['contextChatEngine', 'simpleChatEngine', 'queryEngine', 'subQuestionQueryEngine']

packages/ui/src/views/chatmessage/ChatMessage.jsx

@@ -23,7 +23,7 @@ import {
     Typography
 } from '@mui/material'
 import { useTheme } from '@mui/material/styles'
-import { IconCircleDot, IconDownload, IconSend, IconMicrophone, IconPhotoPlus, IconTrash, IconX } from '@tabler/icons'
+import { IconCircleDot, IconDownload, IconSend, IconMicrophone, IconPhotoPlus, IconTrash, IconX, IconTool } from '@tabler/icons'
 import robotPNG from '@/assets/images/robot.png'
 import userPNG from '@/assets/images/account.png'
 import audioUploadSVG from '@/assets/images/wave-sound.jpg'
@@ -340,6 +340,15 @@ export const ChatMessage = ({ open, chatflowid, isDialog, previews, setPreviews
         })
     }
 
+    const updateLastMessageUsedTools = (usedTools) => {
+        setMessages((prevMessages) => {
+            let allMessages = [...cloneDeep(prevMessages)]
+            if (allMessages[allMessages.length - 1].type === 'userMessage') return allMessages
+            allMessages[allMessages.length - 1].usedTools = usedTools
+            return allMessages
+        })
+    }
+
     // Handle errors
     const handleError = (message = 'Oops! There seems to be an error. Please try again.') => {
         message = message.replace(`Unable to parse JSON response from chat agent.\n\n`, '')
@@ -596,6 +605,8 @@ export const ChatMessage = ({ open, chatflowid, isDialog, previews, setPreviews
 
             socket.on('sourceDocuments', updateLastMessageSourceDocuments)
 
+            socket.on('usedTools', updateLastMessageUsedTools)
+
             socket.on('token', updateLastMessage)
         }
 
@@ -770,6 +781,7 @@ export const ChatMessage = ({ open, chatflowid, isDialog, previews, setPreviews
                                                             sx={{ mr: 1, mt: 1 }}
                                                             variant='outlined'
                                                             clickable
+                                                            icon={<IconTool size={15} />}
                                                             onClick={() => onSourceDialogClick(tool, 'Used Tools')}
                                                         />
                                                     )

pnpm-lock.yaml

@@ -1,9 +1,5 @@
 lockfileVersion: '6.0'
 
-settings:
-  autoInstallPeers: true
-  excludeLinksFromLockfile: false
-
 onlyBuiltDependencies:
     - faiss-node
     - sqlite3
@@ -12,7 +8,6 @@ overrides:
     '@qdrant/openapi-typescript-fetch': 1.2.1
 
 importers:
-
     .:
         devDependencies:
             '@babel/preset-env':
@@ -35,7 +30,7 @@ importers:
                 version: 8.10.0(eslint@8.57.0)
             eslint-config-react-app:
                 specifier: ^7.0.1
-        version: 7.0.1(@babel/plugin-syntax-flow@7.23.3)(@babel/plugin-transform-react-jsx@7.23.4)(eslint@8.57.0)(jest@27.5.1)(typescript@4.9.5)
+                version: 7.0.1(@babel/plugin-syntax-flow@7.23.3)(@babel/plugin-transform-react-jsx@7.23.4)(eslint@8.57.0)(typescript@4.9.5)
             eslint-plugin-jsx-a11y:
                 specifier: ^6.6.1
                 version: 6.8.0(eslint@8.57.0)
@@ -104,7 +99,7 @@ importers:
                 version: 8.12.2
             '@getzep/zep-cloud':
                 specifier: npm:@getzep/zep-js@next
-        version: /@getzep/zep-js@2.0.0-rc.3(langchain@0.1.26)
+                version: /@getzep/zep-js@2.0.0-rc.4(langchain@0.1.26)
             '@getzep/zep-js':
                 specifier: ^0.9.0
                 version: 0.9.0
@@ -139,14 +134,17 @@ importers:
                 specifier: ^0.0.2
                 version: 0.0.2
             '@langchain/mistralai':
-        specifier: ^0.0.7
-        version: 0.0.7
+                specifier: ^0.0.11
+                version: 0.0.11
             '@langchain/openai':
                 specifier: ^0.0.14
                 version: 0.0.14
             '@langchain/pinecone':
                 specifier: ^0.0.3
                 version: 0.0.3
+            '@mistralai/mistralai':
+                specifier: 0.1.3
+                version: 0.1.3
             '@notionhq/client':
                 specifier: ^2.2.8
                 version: 2.2.14
@@ -235,7 +233,7 @@ importers:
                 specifier: ^5.0.1
                 version: 5.0.1
             langchain:
-        specifier: ^0.1.20
+                specifier: ^0.1.26
                 version: >-
                     0.1.26(@aws-sdk/client-bedrock-runtime@3.422.0)(@aws-sdk/client-dynamodb@3.529.1)(@aws-sdk/client-s3@3.529.1)(@aws-sdk/credential-provider-node@3.529.1)(@datastax/astra-db-ts@0.1.4)(@elastic/elasticsearch@8.12.2)(@getzep/zep-js@0.9.0)(@gomomento/sdk-core@1.68.1)(@gomomento/sdk@1.68.1)(@google-ai/generativelanguage@0.2.1)(@huggingface/inference@2.6.4)(@notionhq/client@2.2.14)(@opensearch-project/opensearch@1.2.0)(@pinecone-database/pinecone@2.1.0)(@qdrant/js-client-rest@1.8.1)(@supabase/supabase-js@2.39.8)(@upstash/redis@1.22.1)(@zilliz/milvus2-sdk-node@2.3.5)(apify-client@2.9.3)(assemblyai@4.3.2)(axios@1.6.2)(cheerio@1.0.0-rc.12)(chromadb@1.8.1)(cohere-ai@6.2.2)(d3-dsv@2.0.0)(faiss-node@0.2.3)(google-auth-library@9.6.3)(html-to-text@9.0.5)(ioredis@5.3.2)(jsdom@22.1.0)(lodash@4.17.21)(lunary@0.6.16)(mammoth@1.7.0)(mongodb@6.2.0)(mysql2@3.9.2)(notion-to-md@3.1.1)(pdf-parse@1.1.1)(pg@8.11.3)(playwright@1.42.1)(puppeteer@20.9.0)(pyodide@0.25.0)(redis@4.6.13)(replicate@0.12.3)(srt-parser-2@1.2.3)(typeorm@0.3.20)(weaviate-ts-client@1.6.0)(ws@8.16.0)
             langfuse:
@@ -273,7 +271,7 @@ importers:
                 version: 3.9.2
             node-fetch:
                 specifier: ^2.6.11
-        version: 2.7.0(encoding@0.1.13)
+                version: 2.7.0
             node-html-markdown:
                 specifier: ^1.3.0
                 version: 1.3.0
@@ -717,7 +715,6 @@ importers:
                 version: 1.0.7
 
 packages:
-
     /@aashutoshrathi/word-wrap@1.2.6:
         resolution: { integrity: sha512-1Yjs2SvM8TflER/OD3cOjhWWOZb58A2t7wpE2S9XfBYTiIl+XFhQG2bjy4Pu1I+EAlCNUzRDYDdFwFYUKvXcIA== }
         engines: { node: '>=0.10.0' }
@@ -749,7 +746,7 @@ packages:
             digest-fetch: 1.3.0
             form-data-encoder: 1.7.2
             formdata-node: 4.4.1
-      node-fetch: 2.7.0(encoding@0.1.13)
+            node-fetch: 2.7.0
             web-streams-polyfill: 3.3.3
         transitivePeerDependencies:
             - encoding
@@ -765,7 +762,7 @@ packages:
             digest-fetch: 1.3.0
             form-data-encoder: 1.7.2
             formdata-node: 4.4.1
-      node-fetch: 2.7.0(encoding@0.1.13)
+            node-fetch: 2.7.0
             web-streams-polyfill: 3.3.3
         transitivePeerDependencies:
             - encoding
@@ -1895,10 +1892,10 @@ packages:
             '@babel/helpers': 7.24.0
             '@babel/parser': 7.24.0
             '@babel/template': 7.24.0
-      '@babel/traverse': 7.24.0(supports-color@5.5.0)
+            '@babel/traverse': 7.24.0
             '@babel/types': 7.24.0
             convert-source-map: 2.0.0
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             gensync: 1.0.0-beta.2
             json5: 2.2.3
             semver: 6.3.1
@@ -1986,7 +1983,7 @@ packages:
             '@babel/core': 7.24.0
             '@babel/helper-compilation-targets': 7.23.6
             '@babel/helper-plugin-utils': 7.24.0
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             lodash.debounce: 4.0.8
             resolve: 1.22.8
         transitivePeerDependencies:
@@ -2000,7 +1997,7 @@ packages:
             '@babel/core': 7.24.0
             '@babel/helper-compilation-targets': 7.23.6
             '@babel/helper-plugin-utils': 7.24.0
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             lodash.debounce: 4.0.8
             resolve: 1.22.8
         transitivePeerDependencies:
@@ -2123,7 +2120,7 @@ packages:
         engines: { node: '>=6.9.0' }
         dependencies:
             '@babel/template': 7.24.0
-      '@babel/traverse': 7.24.0(supports-color@5.5.0)
+            '@babel/traverse': 7.24.0
             '@babel/types': 7.24.0
         transitivePeerDependencies:
             - supports-color
@@ -3200,6 +3197,23 @@ packages:
             '@babel/parser': 7.24.0
             '@babel/types': 7.24.0
 
+    /@babel/traverse@7.24.0:
+        resolution: { integrity: sha512-HfuJlI8qq3dEDmNU5ChzzpZRWq+oxCZQyMzIMEqLho+AQnhMnKQUzH6ydo3RBl/YjPCuk68Y6s0Gx0AeyULiWw== }
+        engines: { node: '>=6.9.0' }
+        dependencies:
+            '@babel/code-frame': 7.23.5
+            '@babel/generator': 7.23.6
+            '@babel/helper-environment-visitor': 7.22.20
+            '@babel/helper-function-name': 7.23.0
+            '@babel/helper-hoist-variables': 7.22.5
+            '@babel/helper-split-export-declaration': 7.22.6
+            '@babel/parser': 7.24.0
+            '@babel/types': 7.24.0
+            debug: 4.3.4
+            globals: 11.12.0
+        transitivePeerDependencies:
+            - supports-color
+
     /@babel/traverse@7.24.0(supports-color@5.5.0):
         resolution: { integrity: sha512-HfuJlI8qq3dEDmNU5ChzzpZRWq+oxCZQyMzIMEqLho+AQnhMnKQUzH6ydo3RBl/YjPCuk68Y6s0Gx0AeyULiWw== }
         engines: { node: '>=6.9.0' }
@@ -3216,6 +3230,7 @@ packages:
             globals: 11.12.0
         transitivePeerDependencies:
             - supports-color
+        dev: false
 
     /@babel/types@7.24.0:
         resolution: { integrity: sha512-+j7a5c253RfKh8iABBhywc8NSfP5LURe7Uh4qpsh6jc+aLJguvmIUBdjSdEMQv2bENrCR5MfRdjGo7vzS/ob7w== }
@@ -3532,7 +3547,7 @@ packages:
         resolution: { integrity: sha512-/SXVuVnuU5b4dq8OFY4izG+dmGla185PcoqgK6+AJMpmOeY1QYVNbWtCwvSvoAANN5D/wV+EBU8+x7Vf9EphbA== }
         engines: { node: '>=16' }
         dependencies:
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             hpagent: 1.2.0
             ms: 2.1.3
             secure-json-parse: 2.7.0
@@ -4058,7 +4073,7 @@ packages:
         engines: { node: ^12.22.0 || ^14.17.0 || >=16.0.0 }
         dependencies:
             ajv: 6.12.6
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             espree: 9.6.1
             globals: 13.24.0
             ignore: 5.3.1
@@ -4120,12 +4135,12 @@ packages:
             typescript: 5.4.2
         dev: false
 
-  /@getzep/zep-js@2.0.0-rc.3(langchain@0.1.26):
-    resolution: {integrity: sha512-rN5CVP9EEKKAK18Kqwt1fPKanDIxFCeooeq1YEYcoF4zMUIwBPIJCZ4l//0JgHw5Z/5TfRmdCA17Bbdhc/q6aA==}
+    /@getzep/zep-js@2.0.0-rc.4(langchain@0.1.26):
+        resolution: { integrity: sha512-QzL2UpeTCHDLa1K+EHfrrFdXa0vVrr5+xHNrn+Gn8u9nQfWqs+Tlfti+x2Ek1pg+Aut0RQC6YYOeez7UPDDvcQ== }
         engines: { node: '>=18.0.0' }
         peerDependencies:
-      '@langchain/core': ^0.1.19
-      langchain: ^0.1.19
+            '@langchain/core': ~0.1.29
+            langchain: ~0.1.19
         peerDependenciesMeta:
             '@langchain/core':
                 optional: true
@@ -4259,7 +4274,7 @@ packages:
         engines: { node: '>=10.10.0' }
         dependencies:
             '@humanwhocodes/object-schema': 2.0.2
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             minimatch: 3.1.2
         transitivePeerDependencies:
             - supports-color
@@ -4648,7 +4663,7 @@ packages:
             '@babel/preset-typescript': 7.18.6(@babel/core@7.24.0)
             '@babel/runtime': 7.24.0
             '@babel/template': 7.24.0
-      '@babel/traverse': 7.24.0(supports-color@5.5.0)
+            '@babel/traverse': 7.24.0
             '@babel/types': 7.24.0
             '@ladle/react-context': 1.0.1(react-dom@18.2.0)(react@18.2.0)
             '@vitejs/plugin-react': 3.1.0(vite@4.5.2)
@@ -4658,7 +4673,7 @@ packages:
             classnames: 2.5.1
             commander: 9.5.0
             cross-spawn: 7.0.3
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             default-browser: 3.1.0
             express: 4.18.3
             get-port: 6.1.2
@@ -5050,14 +5065,16 @@ packages:
             - encoding
         dev: false
 
-  /@langchain/mistralai@0.0.7:
-    resolution: {integrity: sha512-i0L463ojB9/LHSYo3MCYBWkCsb+qqNxD6PYRAJQ1fObSqLqpGIhRRIWegipIte8MFzIfREkOTiEQEbwIM1I7Wg==}
+    /@langchain/mistralai@0.0.11:
+        resolution: { integrity: sha512-Vtfmi7+K2Y9XTrdz/9p6mqiotcSAsZsUr4eatkyh5a6aCi2pcp9TwWbrPe6QSZG5K7Fy2SnDbMLHZeD2TttJYA== }
         engines: { node: '>=18' }
         dependencies:
             '@langchain/core': 0.1.44
-      '@mistralai/mistralai': 0.0.7
+            '@mistralai/mistralai': 0.1.3
+            zod: 3.22.4
+            zod-to-json-schema: 3.22.4(zod@3.22.4)
         transitivePeerDependencies:
-      - debug
+            - encoding
         dev: false
 
     /@langchain/openai@0.0.14:
@@ -5139,7 +5156,7 @@ packages:
             detect-libc: 2.0.2
             https-proxy-agent: 5.0.1
             make-dir: 3.1.0
-      node-fetch: 2.7.0(encoding@0.1.13)
+            node-fetch: 2.7.0
             nopt: 5.0.0
             npmlog: 5.0.1
             rimraf: 3.0.2
@@ -5159,6 +5176,14 @@ packages:
             - debug
         dev: false
 
+    /@mistralai/mistralai@0.1.3:
+        resolution: { integrity: sha512-WUHxC2xdeqX9PTXJEqdiNY54vT2ir72WSJrZTTBKRnkfhX6zIfCYA24faRlWjUB5WTpn+wfdGsTMl3ArijlXFA== }
+        dependencies:
+            node-fetch: 2.7.0
+        transitivePeerDependencies:
+            - encoding
+        dev: false
+
     /@mongodb-js/saslprep@1.1.5:
         resolution: { integrity: sha512-XLNOMH66KhJzUJNwT/qlMnS4WsNDWD5ASdyaSH3EtK+F4r/CFGa3jT4GNi4mfOitGvWXtdLgQJkQjxSVrio+jA== }
         dependencies:
@@ -5427,7 +5452,7 @@ packages:
         engines: { node: '>=12' }
         dependencies:
             '@types/node-fetch': 2.6.2
-      node-fetch: 2.7.0(encoding@0.1.13)
+            node-fetch: 2.7.0
         transitivePeerDependencies:
             - encoding
         dev: false
@@ -5751,7 +5776,7 @@ packages:
         dependencies:
             '@oclif/core': 2.15.0(@types/node@20.11.26)(typescript@4.9.5)
             chalk: 4.1.2
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             http-call: 5.3.0
             lodash.template: 4.5.0
             semver: 7.6.0
@@ -5853,7 +5878,7 @@ packages:
             '@octokit/request-error': 2.1.0
             '@octokit/types': 6.41.0
             is-plain-object: 5.0.0
-      node-fetch: 2.7.0(encoding@0.1.13)
+            node-fetch: 2.7.0
             universal-user-agent: 6.0.1
         transitivePeerDependencies:
             - encoding
@@ -5881,7 +5906,7 @@ packages:
         engines: { node: '>=10' }
         dependencies:
             aws4: 1.12.0
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             hpagent: 0.1.2
             ms: 2.1.3
             secure-json-parse: 2.7.0
@@ -6011,7 +6036,7 @@ packages:
             typescript:
                 optional: true
         dependencies:
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             extract-zip: 2.0.1
             progress: 2.0.3
             proxy-agent: 6.3.0
@@ -7819,7 +7844,7 @@ packages:
     /@types/node-fetch@2.6.11:
         resolution: { integrity: sha512-24xFj9R5+rfQJLRyM56qh+wnVSYhyXC2tkoBndtY0U+vubqNsYXGjufB2nn8Q6gt0LrARwL6UBtMCSVCwl4B1g== }
         dependencies:
-      '@types/node': 18.19.23
+            '@types/node': 20.11.26
             form-data: 4.0.0
         dev: false
 
@@ -8108,7 +8133,7 @@ packages:
             '@typescript-eslint/scope-manager': 5.62.0
             '@typescript-eslint/type-utils': 5.62.0(eslint@8.57.0)(typescript@4.9.5)
             '@typescript-eslint/utils': 5.62.0(eslint@8.57.0)(typescript@4.9.5)
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             eslint: 8.57.0
             graphemer: 1.4.0
             ignore: 5.3.1
@@ -8146,7 +8171,7 @@ packages:
             '@typescript-eslint/scope-manager': 5.62.0
             '@typescript-eslint/types': 5.62.0
             '@typescript-eslint/typescript-estree': 5.62.0(typescript@4.9.5)
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             eslint: 8.57.0
             typescript: 4.9.5
         transitivePeerDependencies:
@@ -8173,7 +8198,7 @@ packages:
         dependencies:
             '@typescript-eslint/typescript-estree': 5.62.0(typescript@4.9.5)
             '@typescript-eslint/utils': 5.62.0(eslint@8.57.0)(typescript@4.9.5)
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             eslint: 8.57.0
             tsutils: 3.21.0(typescript@4.9.5)
             typescript: 4.9.5
@@ -8197,7 +8222,7 @@ packages:
         dependencies:
             '@typescript-eslint/types': 5.62.0
             '@typescript-eslint/visitor-keys': 5.62.0
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             globby: 11.1.0
             is-glob: 4.0.3
             semver: 7.6.0
@@ -8583,7 +8608,7 @@ packages:
         resolution: { integrity: sha512-RZNwNclF7+MS/8bDg70amg32dyeZGZxiDuQmZxKLAlQjr3jGyLx+4Kkk58UO7D2QdgFIQCovuSuZESne6RG6XQ== }
         engines: { node: '>= 6.0.0' }
         dependencies:
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
         transitivePeerDependencies:
             - supports-color
 
@@ -8591,7 +8616,7 @@ packages:
         resolution: { integrity: sha512-o/zjMZRhJxny7OyEF+Op8X+efiELC7k7yOjMzgfzVqOzXqkBkWI79YoTdOtsuWd5BWhAGAuOY/Xa6xpiaWXiNg== }
         engines: { node: '>= 14' }
         dependencies:
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
         transitivePeerDependencies:
             - supports-color
         dev: false
@@ -11383,7 +11408,7 @@ packages:
         dependencies:
             form-data: 4.0.0
             js-base64: 3.7.2
-      node-fetch: 2.7.0(encoding@0.1.13)
+            node-fetch: 2.7.0
             qs: 6.11.2
             url-join: 4.0.1
         transitivePeerDependencies:
@@ -11780,6 +11805,14 @@ packages:
         resolution: { integrity: sha512-VQ2MBenTq1fWZUH9DJNGti7kKv6EeAuYr3cLwxUWhIu1baTaXh4Ib5W2CqHVqib4/MqbYGJqiL3Zb8GJZr3l4g== }
         dev: false
 
+    /cross-fetch@3.1.8:
+        resolution: { integrity: sha512-cvA+JwZoU0Xq+h6WkMvAUqPEYy92Obet6UdKLfW60qn99ftItKjB5T+BkyWOFWe2pUyfQ+IJHmpOTznqk1M6Kg== }
+        dependencies:
+            node-fetch: 2.7.0
+        transitivePeerDependencies:
+            - encoding
+        dev: false
+
     /cross-fetch@3.1.8(encoding@0.1.13):
         resolution: { integrity: sha512-cvA+JwZoU0Xq+h6WkMvAUqPEYy92Obet6UdKLfW60qn99ftItKjB5T+BkyWOFWe2pUyfQ+IJHmpOTznqk1M6Kg== }
         dependencies:
@@ -11791,7 +11824,7 @@ packages:
     /cross-fetch@4.0.0:
         resolution: { integrity: sha512-e4a5N8lVvuLgAWgnCrLr2PP0YyDOTHa9H/Rj54dirp61qXnNq46m82bRhNqIA5VccJtWBvPTFRV3TtvHUKPB1g== }
         dependencies:
-      node-fetch: 2.7.0(encoding@0.1.13)
+            node-fetch: 2.7.0
         transitivePeerDependencies:
             - encoding
         dev: false
@@ -12278,6 +12311,16 @@ packages:
         dependencies:
             ms: 2.0.0
 
+    /debug@3.2.7:
+        resolution: { integrity: sha512-CFjzYYAi4ThfiQvizrFQevTTXHtnCqWfe7x1AhgEscTz6ZbLbfoLRLPugTQyBth6f8ZERVUSyWHFD/7Wu4t1XQ== }
+        peerDependencies:
+            supports-color: '*'
+        peerDependenciesMeta:
+            supports-color:
+                optional: true
+        dependencies:
+            ms: 2.1.3
+
     /debug@3.2.7(supports-color@5.5.0):
         resolution: { integrity: sha512-CFjzYYAi4ThfiQvizrFQevTTXHtnCqWfe7x1AhgEscTz6ZbLbfoLRLPugTQyBth6f8ZERVUSyWHFD/7Wu4t1XQ== }
         peerDependencies:
@@ -12288,6 +12331,18 @@ packages:
         dependencies:
             ms: 2.1.3
             supports-color: 5.5.0
+        dev: true
+
+    /debug@4.3.4:
+        resolution: { integrity: sha512-PRWFHuSU3eDtQJPvnNY7Jcket1j0t5OuOsFzPPzsekD52Zl8qUfFIPEiswXqIvHWGVHOgX+7G/vCNNhehwxfkQ== }
+        engines: { node: '>=6.0' }
+        peerDependencies:
+            supports-color: '*'
+        peerDependenciesMeta:
+            supports-color:
+                optional: true
+        dependencies:
+            ms: 2.1.2
 
     /debug@4.3.4(supports-color@5.5.0):
         resolution: { integrity: sha512-PRWFHuSU3eDtQJPvnNY7Jcket1j0t5OuOsFzPPzsekD52Zl8qUfFIPEiswXqIvHWGVHOgX+7G/vCNNhehwxfkQ== }
@@ -12300,6 +12355,7 @@ packages:
         dependencies:
             ms: 2.1.2
             supports-color: 5.5.0
+        dev: false
 
     /debug@4.3.4(supports-color@8.1.1):
         resolution: { integrity: sha512-PRWFHuSU3eDtQJPvnNY7Jcket1j0t5OuOsFzPPzsekD52Zl8qUfFIPEiswXqIvHWGVHOgX+7G/vCNNhehwxfkQ== }
@@ -12964,7 +13020,7 @@ packages:
         resolution: { integrity: sha512-9Z0qLB0NIisTRt1DZ/8U2k12RJn8yls/nXMZLn+/N8hANT3TcYjKFKcwbw5zFQiN4NTde3TSY9zb79e1ij6j9Q== }
         dependencies:
             '@socket.io/component-emitter': 3.1.0
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             engine.io-parser: 5.2.2
             ws: 8.11.0
             xmlhttprequest-ssl: 2.0.0
@@ -12990,7 +13046,7 @@ packages:
             base64id: 2.0.0
             cookie: 0.4.2
             cors: 2.8.5
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             engine.io-parser: 5.2.2
             ws: 8.11.0
         transitivePeerDependencies:
@@ -13368,10 +13424,45 @@ packages:
             - supports-color
         dev: true
 
+    /eslint-config-react-app@7.0.1(@babel/plugin-syntax-flow@7.23.3)(@babel/plugin-transform-react-jsx@7.23.4)(eslint@8.57.0)(typescript@4.9.5):
+        resolution: { integrity: sha512-K6rNzvkIeHaTd8m/QEh1Zko0KI7BACWkkneSs6s9cKZC/J27X3eZR6Upt1jkmZ/4FK+XUOPPxMEN7+lbUXfSlA== }
+        engines: { node: '>=14.0.0' }
+        peerDependencies:
+            eslint: ^8.0.0
+            typescript: '*'
+        peerDependenciesMeta:
+            typescript:
+                optional: true
+        dependencies:
+            '@babel/core': 7.24.0
+            '@babel/eslint-parser': 7.23.10(@babel/core@7.24.0)(eslint@8.57.0)
+            '@rushstack/eslint-patch': 1.7.2
+            '@typescript-eslint/eslint-plugin': 5.62.0(@typescript-eslint/parser@5.62.0)(eslint@8.57.0)(typescript@4.9.5)
+            '@typescript-eslint/parser': 5.62.0(eslint@8.57.0)(typescript@4.9.5)
+            babel-preset-react-app: 10.0.1
+            confusing-browser-globals: 1.0.11
+            eslint: 8.57.0
+            eslint-plugin-flowtype: 8.0.3(@babel/plugin-syntax-flow@7.23.3)(@babel/plugin-transform-react-jsx@7.23.4)(eslint@8.57.0)
+            eslint-plugin-import: 2.29.1(@typescript-eslint/parser@5.62.0)(eslint@8.57.0)
+            eslint-plugin-jest: 25.7.0(@typescript-eslint/eslint-plugin@5.62.0)(eslint@8.57.0)(typescript@4.9.5)
+            eslint-plugin-jsx-a11y: 6.8.0(eslint@8.57.0)
+            eslint-plugin-react: 7.34.0(eslint@8.57.0)
+            eslint-plugin-react-hooks: 4.6.0(eslint@8.57.0)
+            eslint-plugin-testing-library: 5.11.1(eslint@8.57.0)(typescript@4.9.5)
+            typescript: 4.9.5
+        transitivePeerDependencies:
+            - '@babel/plugin-syntax-flow'
+            - '@babel/plugin-transform-react-jsx'
+            - eslint-import-resolver-typescript
+            - eslint-import-resolver-webpack
+            - jest
+            - supports-color
+        dev: true
+
     /eslint-import-resolver-node@0.3.9:
         resolution: { integrity: sha512-WFj2isz22JahUv+B788TlO3N6zL3nNJGU8CcZbPZvVEkBPaJdCV4vy5wyghty5ROFbCRnm132v8BScu5/1BQ8g== }
         dependencies:
-      debug: 3.2.7(supports-color@5.5.0)
+            debug: 3.2.7
             is-core-module: 2.13.1
             resolve: 1.22.8
         transitivePeerDependencies:
@@ -13400,7 +13491,7 @@ packages:
                 optional: true
         dependencies:
             '@typescript-eslint/parser': 5.62.0(eslint@8.57.0)(typescript@4.9.5)
-      debug: 3.2.7(supports-color@5.5.0)
+            debug: 3.2.7
             eslint: 8.57.0
             eslint-import-resolver-node: 0.3.9
         transitivePeerDependencies:
@@ -13437,7 +13528,7 @@ packages:
             array.prototype.findlastindex: 1.2.4
             array.prototype.flat: 1.3.2
             array.prototype.flatmap: 1.3.2
-      debug: 3.2.7(supports-color@5.5.0)
+            debug: 3.2.7
             doctrine: 2.1.0
             eslint: 8.57.0
             eslint-import-resolver-node: 0.3.9
@@ -13479,6 +13570,27 @@ packages:
             - typescript
         dev: true
 
+    /eslint-plugin-jest@25.7.0(@typescript-eslint/eslint-plugin@5.62.0)(eslint@8.57.0)(typescript@4.9.5):
+        resolution: { integrity: sha512-PWLUEXeeF7C9QGKqvdSbzLOiLTx+bno7/HC9eefePfEb257QFHg7ye3dh80AZVkaa/RQsBB1Q/ORQvg2X7F0NQ== }
+        engines: { node: ^12.13.0 || ^14.15.0 || >=16.0.0 }
+        peerDependencies:
+            '@typescript-eslint/eslint-plugin': ^4.0.0 || ^5.0.0
+            eslint: ^6.0.0 || ^7.0.0 || ^8.0.0
+            jest: '*'
+        peerDependenciesMeta:
+            '@typescript-eslint/eslint-plugin':
+                optional: true
+            jest:
+                optional: true
+        dependencies:
+            '@typescript-eslint/eslint-plugin': 5.62.0(@typescript-eslint/parser@5.62.0)(eslint@8.57.0)(typescript@4.9.5)
+            '@typescript-eslint/experimental-utils': 5.62.0(eslint@8.57.0)(typescript@4.9.5)
+            eslint: 8.57.0
+        transitivePeerDependencies:
+            - supports-color
+            - typescript
+        dev: true
+
     /eslint-plugin-jsx-a11y@6.8.0(eslint@8.57.0):
         resolution: { integrity: sha512-Hdh937BS3KdwwbBaKd5+PLCOmYY6U4f2h9Z2ktwtNKvIdIEu137rjYbcb9ApSbVJfWxANNuiKTD/9tOKjK9qOA== }
         engines: { node: '>=4.0' }
@@ -13658,7 +13770,7 @@ packages:
             ajv: 6.12.6
             chalk: 4.1.2
             cross-spawn: 7.0.3
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             doctrine: 3.0.0
             escape-string-regexp: 4.0.0
             eslint-scope: 7.2.2
@@ -14121,7 +14233,7 @@ packages:
         engines: { node: '>= 10.17.0' }
         hasBin: true
         dependencies:
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             get-stream: 5.2.0
             yauzl: 2.10.0
         optionalDependencies:
@@ -14261,7 +14373,7 @@ packages:
     /fbjs@3.0.5:
         resolution: { integrity: sha512-ztsSx77JBtkuMrEypfhgc3cI0+0h+svqeie7xHbh1k/IKdcydnvadp/mUaGgjAOXQmQSxsqgaRhS3q9fy+1kxg== }
         dependencies:
-      cross-fetch: 3.1.8(encoding@0.1.13)
+            cross-fetch: 3.1.8
             fbjs-css-vars: 1.0.2
             loose-envify: 1.4.0
             object-assign: 4.1.1
@@ -14999,7 +15111,7 @@ packages:
             extend: 3.0.2
             https-proxy-agent: 5.0.1
             is-stream: 2.0.1
-      node-fetch: 2.7.0(encoding@0.1.13)
+            node-fetch: 2.7.0
         transitivePeerDependencies:
             - encoding
             - supports-color
@@ -15012,7 +15124,7 @@ packages:
             extend: 3.0.2
             https-proxy-agent: 7.0.4
             is-stream: 2.0.1
-      node-fetch: 2.7.0(encoding@0.1.13)
+            node-fetch: 2.7.0
         transitivePeerDependencies:
             - encoding
             - supports-color
@@ -15120,7 +15232,7 @@ packages:
         dependencies:
             basic-ftp: 5.0.5
             data-uri-to-buffer: 6.0.2
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             fs-extra: 11.2.0
         transitivePeerDependencies:
             - supports-color
@@ -15469,7 +15581,7 @@ packages:
             fast-text-encoding: 1.0.6
             google-auth-library: 8.9.0
             is-stream-ended: 0.1.4
-      node-fetch: 2.7.0(encoding@0.1.13)
+            node-fetch: 2.7.0
             object-hash: 3.0.0
             proto3-json-serializer: 1.1.1
             protobufjs: 7.2.4
@@ -15527,7 +15639,7 @@ packages:
             graphql: 14 - 16
         dependencies:
             '@graphql-typed-document-node/core': 3.2.0(graphql@16.8.1)
-      cross-fetch: 3.1.8(encoding@0.1.13)
+            cross-fetch: 3.1.8
             extract-files: 9.0.0
             form-data: 3.0.1
             graphql: 16.8.1
@@ -15560,7 +15672,7 @@ packages:
             digest-fetch: 1.3.0
             form-data-encoder: 1.7.2
             formdata-node: 4.4.1
-      node-fetch: 2.7.0(encoding@0.1.13)
+            node-fetch: 2.7.0
             web-streams-polyfill: 3.3.3
         transitivePeerDependencies:
             - encoding
@@ -16127,7 +16239,7 @@ packages:
         engines: { node: '>=8.0.0' }
         dependencies:
             content-type: 1.0.5
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             is-retry-allowed: 1.2.0
             is-stream: 2.0.1
             parse-json: 4.0.0
@@ -16170,7 +16282,7 @@ packages:
         dependencies:
             '@tootallnate/once': 1.1.2
             agent-base: 6.0.2
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
         transitivePeerDependencies:
             - supports-color
 
@@ -16180,7 +16292,7 @@ packages:
         dependencies:
             '@tootallnate/once': 2.0.0
             agent-base: 6.0.2
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
         transitivePeerDependencies:
             - supports-color
 
@@ -16189,7 +16301,7 @@ packages:
         engines: { node: '>= 14' }
         dependencies:
             agent-base: 7.1.0
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
         transitivePeerDependencies:
             - supports-color
         dev: false
@@ -16237,7 +16349,7 @@ packages:
         engines: { node: '>= 6' }
         dependencies:
             agent-base: 6.0.2
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
         transitivePeerDependencies:
             - supports-color
 
@@ -16246,7 +16358,7 @@ packages:
         engines: { node: '>= 14' }
         dependencies:
             agent-base: 7.1.0
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
         transitivePeerDependencies:
             - supports-color
         dev: false
@@ -16485,7 +16597,7 @@ packages:
         dependencies:
             '@ioredis/commands': 1.2.0
             cluster-key-slot: 1.1.2
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             denque: 2.1.0
             lodash.defaults: 4.2.0
             lodash.isarguments: 3.1.0
@@ -17162,7 +17274,7 @@ packages:
     /isomorphic-fetch@3.0.0:
         resolution: { integrity: sha512-qvUtwJ3j6qwsF3jLxkZ72qCgjMysPzDfeV240JHiGZsANBYd+EEuu35v7dfrJ9Up0Ak07D7GGSkGhCHTqg/5wA== }
         dependencies:
-      node-fetch: 2.7.0(encoding@0.1.13)
+            node-fetch: 2.7.0
             whatwg-fetch: 3.6.20
         transitivePeerDependencies:
             - encoding
@@ -17199,7 +17311,7 @@ packages:
         resolution: { integrity: sha512-n3s8EwkdFIJCG3BPKBYvskgXGoy88ARzvegkitk60NxRdwltLOTaH7CUiMRXvwYorl0Q712iEjcWB+fK/MrWVw== }
         engines: { node: '>=10' }
         dependencies:
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             istanbul-lib-coverage: 3.2.2
             source-map: 0.6.1
         transitivePeerDependencies:
@@ -17678,7 +17790,7 @@ packages:
             '@babel/core': 7.24.0
             '@babel/generator': 7.23.6
             '@babel/plugin-syntax-typescript': 7.23.3(@babel/core@7.24.0)
-      '@babel/traverse': 7.24.0(supports-color@5.5.0)
+            '@babel/traverse': 7.24.0
             '@babel/types': 7.24.0
             '@jest/transform': 27.5.1
             '@jest/types': 27.5.1
@@ -18267,8 +18379,8 @@ packages:
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         dev: false
 
-  ? /langchain@0.1.26(@aws-sdk/client-bedrock-runtime@3.422.0)(@aws-sdk/client-dynamodb@3.529.1)(@aws-sdk/client-s3@3.529.1)(@aws-sdk/credential-provider-node@3.529.1)(@datastax/astra-db-ts@0.1.4)(@elastic/elasticsearch@8.12.2)(@getzep/zep-js@0.9.0)(@gomomento/sdk-core@1.68.1)(@gomomento/sdk@1.68.1)(@google-ai/generativelanguage@0.2.1)(@huggingface/inference@2.6.4)(@notionhq/client@2.2.14)(@opensearch-project/opensearch@1.2.0)(@pinecone-database/pinecone@2.1.0)(@qdrant/js-client-rest@1.8.1)(@supabase/supabase-js@2.39.8)(@upstash/redis@1.22.1)(@zilliz/milvus2-sdk-node@2.3.5)(apify-client@2.9.3)(assemblyai@4.3.2)(axios@1.6.2)(cheerio@1.0.0-rc.12)(chromadb@1.8.1)(cohere-ai@6.2.2)(d3-dsv@2.0.0)(faiss-node@0.2.3)(google-auth-library@9.6.3)(html-to-text@9.0.5)(ioredis@5.3.2)(jsdom@22.1.0)(lodash@4.17.21)(lunary@0.6.16)(mammoth@1.7.0)(mongodb@6.2.0)(mysql2@3.9.2)(notion-to-md@3.1.1)(pdf-parse@1.1.1)(pg@8.11.3)(playwright@1.42.1)(puppeteer@20.9.0)(pyodide@0.25.0)(redis@4.6.13)(replicate@0.12.3)(srt-parser-2@1.2.3)(typeorm@0.3.20)(weaviate-ts-client@1.6.0)(ws@8.16.0)
-  : resolution: {integrity: sha512-2hCXDev/KkBKNHCrxqq7XQxAp/kpjMtwlIuKBzaSW8gM+BOrh8q6B9PM3ItbvG4s29JCW7xlJtIEO3LaWChwkQ==}
+    /langchain@0.1.26(@aws-sdk/client-bedrock-runtime@3.422.0)(@aws-sdk/client-dynamodb@3.529.1)(@aws-sdk/client-s3@3.529.1)(@aws-sdk/credential-provider-node@3.529.1)(@datastax/astra-db-ts@0.1.4)(@elastic/elasticsearch@8.12.2)(@getzep/zep-js@0.9.0)(@gomomento/sdk-core@1.68.1)(@gomomento/sdk@1.68.1)(@google-ai/generativelanguage@0.2.1)(@huggingface/inference@2.6.4)(@notionhq/client@2.2.14)(@opensearch-project/opensearch@1.2.0)(@pinecone-database/pinecone@2.1.0)(@qdrant/js-client-rest@1.8.1)(@supabase/supabase-js@2.39.8)(@upstash/redis@1.22.1)(@zilliz/milvus2-sdk-node@2.3.5)(apify-client@2.9.3)(assemblyai@4.3.2)(axios@1.6.2)(cheerio@1.0.0-rc.12)(chromadb@1.8.1)(cohere-ai@6.2.2)(d3-dsv@2.0.0)(faiss-node@0.2.3)(google-auth-library@9.6.3)(html-to-text@9.0.5)(ioredis@5.3.2)(jsdom@22.1.0)(lodash@4.17.21)(lunary@0.6.16)(mammoth@1.7.0)(mongodb@6.2.0)(mysql2@3.9.2)(notion-to-md@3.1.1)(pdf-parse@1.1.1)(pg@8.11.3)(playwright@1.42.1)(puppeteer@20.9.0)(pyodide@0.25.0)(redis@4.6.13)(replicate@0.12.3)(srt-parser-2@1.2.3)(typeorm@0.3.20)(weaviate-ts-client@1.6.0)(ws@8.16.0):
+        resolution: { integrity: sha512-2hCXDev/KkBKNHCrxqq7XQxAp/kpjMtwlIuKBzaSW8gM+BOrh8q6B9PM3ItbvG4s29JCW7xlJtIEO3LaWChwkQ== }
         engines: { node: '>=18' }
         peerDependencies:
             '@aws-sdk/client-s3': ^3.310.0
@@ -18740,7 +18852,7 @@ packages:
         dependencies:
             chalk: 5.3.0
             commander: 11.0.0
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             execa: 7.2.0
             lilconfig: 2.1.0
             listr2: 6.6.1
@@ -19810,6 +19922,27 @@ packages:
         resolution: { integrity: sha512-dq+qelQ9akHpcOl/gUVRTxVIOkAJ1wR3QAvb4RsVjS8oVoFjDGTc679wJYmUmknUF5HwMLOgb5O+a3KxfWapPQ== }
         engines: { node: '>= 0.6' }
 
+    /mem-fs-editor@9.7.0:
+        resolution: { integrity: sha512-ReB3YD24GNykmu4WeUL/FDIQtkoyGB6zfJv60yfCo3QjKeimNcTqv2FT83bP0ccs6uu+sm5zyoBlspAzigmsdg== }
+        engines: { node: '>=12.10.0' }
+        peerDependencies:
+            mem-fs: ^2.1.0
+        peerDependenciesMeta:
+            mem-fs:
+                optional: true
+        dependencies:
+            binaryextensions: 4.19.0
+            commondir: 1.0.1
+            deep-extend: 0.6.0
+            ejs: 3.1.9
+            globby: 11.1.0
+            isbinaryfile: 5.0.2
+            minimatch: 7.4.6
+            multimatch: 5.0.0
+            normalize-path: 3.0.0
+            textextensions: 5.16.0
+        dev: true
+
     /mem-fs-editor@9.7.0(mem-fs@2.3.0):
         resolution: { integrity: sha512-ReB3YD24GNykmu4WeUL/FDIQtkoyGB6zfJv60yfCo3QjKeimNcTqv2FT83bP0ccs6uu+sm5zyoBlspAzigmsdg== }
         engines: { node: '>=12.10.0' }
@@ -20167,7 +20300,7 @@ packages:
     /micromark@2.11.4:
         resolution: { integrity: sha512-+WoovN/ppKolQOFIAajxi7Lu9kInbPxFuTBVEavFcL8eAfVstoc5MocPmqBeAdBOJV00uaVjegzH4+MA0DN/uA== }
         dependencies:
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             parse-entities: 2.0.0
         transitivePeerDependencies:
             - supports-color
@@ -20177,7 +20310,7 @@ packages:
         resolution: { integrity: sha512-uD66tJj54JLYq0De10AhWycZWGQNUvDI55xPgk2sQM5kn1JYlhbCMTtEeT27+vAhW2FBQxLlOmS3pmA7/2z4aA== }
         dependencies:
             '@types/debug': 4.1.12
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             decode-named-character-reference: 1.0.2
             micromark-core-commonmark: 1.1.0
             micromark-factory-space: 1.1.0
@@ -20808,6 +20941,17 @@ packages:
         resolution: { integrity: sha512-DRI60hzo2oKN1ma0ckc6nQWlHU69RH6xN0sjQTjMpChPfTYvKZdcQFfdYK2RWbJcKyUizSIy/l8OTGxMAM1QDw== }
         dev: false
 
+    /node-fetch@2.7.0:
+        resolution: { integrity: sha512-c4FRfUm/dbcWZ7U+1Wq0AwCyFL+3nt2bEw05wfxSz+DWpWsitgmSgYmy2dQdWyKC1694ELPqMs/YzUSNozLt8A== }
+        engines: { node: 4.x || >=6.0.0 }
+        peerDependencies:
+            encoding: ^0.1.0
+        peerDependenciesMeta:
+            encoding:
+                optional: true
+        dependencies:
+            whatwg-url: 5.0.0
+
     /node-fetch@2.7.0(encoding@0.1.13):
         resolution: { integrity: sha512-c4FRfUm/dbcWZ7U+1Wq0AwCyFL+3nt2bEw05wfxSz+DWpWsitgmSgYmy2dQdWyKC1694ELPqMs/YzUSNozLt8A== }
         engines: { node: 4.x || >=6.0.0 }
@@ -20819,6 +20963,7 @@ packages:
         dependencies:
             encoding: 0.1.13
             whatwg-url: 5.0.0
+        dev: false
 
     /node-forge@1.3.1:
         resolution: { integrity: sha512-dPEtOeMvF9VMcYV/1Wb8CPoVAXtp6MKMlcbAt4ddqmGqUJ6fQZFXkNZNkNlfevtNkGtaSoXf/vNNNSvgrdXwtA== }
@@ -21019,7 +21164,7 @@ packages:
         engines: { node: '>=12' }
         dependencies:
             markdown-table: 2.0.0
-      node-fetch: 2.7.0(encoding@0.1.13)
+            node-fetch: 2.7.0
         transitivePeerDependencies:
             - encoding
         dev: false
@@ -21422,7 +21567,7 @@ packages:
             async-retry: 1.3.3
             aws-sdk: 2.1575.0
             concurrently: 7.6.0
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             find-yarn-workspace-root: 2.0.0
             fs-extra: 8.1.0
             github-slugger: 1.5.0
@@ -21558,7 +21703,7 @@ packages:
             digest-fetch: 1.3.0
             form-data-encoder: 1.7.2
             formdata-node: 4.4.1
-      node-fetch: 2.7.0(encoding@0.1.13)
+            node-fetch: 2.7.0
             web-streams-polyfill: 3.3.3
         transitivePeerDependencies:
             - encoding
@@ -21739,7 +21884,7 @@ packages:
         resolution: { integrity: sha512-UJKdSzgd3KOnXXAtqN5+/eeHcvTn1hBkesEmElVgvO/NAYcxAvmjzIGmnNd3Tb/gRAvMBdNRFD4qAWdHxY6QXg== }
         engines: { node: '>=12.10.0' }
         dependencies:
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             p-queue: 6.6.2
         transitivePeerDependencies:
             - supports-color
@@ -21756,7 +21901,7 @@ packages:
         dependencies:
             '@tootallnate/quickjs-emscripten': 0.23.0
             agent-base: 7.1.0
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             get-uri: 6.0.3
             http-proxy-agent: 7.0.2
             https-proxy-agent: 7.0.4
@@ -22139,7 +22284,7 @@ packages:
         resolution: { integrity: sha512-v6ZJ/efsBpGrGGknjtq9J/oC8tZWq0KWL5vQrk2GlzLEQPUDB1ex+13Rmidl1neNN358Jn9EHZw5y07FFtaC7A== }
         engines: { node: '>=6.8.1' }
         dependencies:
-      debug: 3.2.7(supports-color@5.5.0)
+            debug: 3.2.7
             node-ensure: 0.0.0
         transitivePeerDependencies:
             - supports-color
@@ -23585,7 +23730,7 @@ packages:
         engines: { node: '>= 14' }
         dependencies:
             agent-base: 7.1.0
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             http-proxy-agent: 7.0.2
             https-proxy-agent: 7.0.4
             lru-cache: 7.18.3
@@ -23660,7 +23805,7 @@ packages:
             '@puppeteer/browsers': 1.4.6(typescript@4.9.5)
             chromium-bidi: 0.4.16(devtools-protocol@0.0.1147663)
             cross-fetch: 4.0.0
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             devtools-protocol: 0.0.1147663
             typescript: 4.9.5
             ws: 8.13.0
@@ -25112,7 +25257,7 @@ packages:
         resolution: { integrity: sha512-wfI3pk7EE80lCIXprqh7ym48IHYdwmAAzESdbU8Q9l7pnRCk9LEhpbOTNKjz6FARLm/Bl5m+4F0ABxOkYUujSQ== }
         engines: { node: '>=12' }
         dependencies:
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             extend: 3.0.2
         transitivePeerDependencies:
             - supports-color
@@ -25846,7 +25991,7 @@ packages:
     /socket.io-adapter@2.5.4:
         resolution: { integrity: sha512-wDNHGXGewWAjQPt3pyeYBtpWSq9cLE5UW1ZUPL/2eGK9jtse/FpXib7epSTsz0Q0m+6sg6Y4KtcFTlah1bdOVg== }
         dependencies:
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             ws: 8.11.0
         transitivePeerDependencies:
             - bufferutil
@@ -25859,7 +26004,7 @@ packages:
         engines: { node: '>=10.0.0' }
         dependencies:
             '@socket.io/component-emitter': 3.1.0
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             engine.io-client: 6.5.3
             socket.io-parser: 4.2.4
         transitivePeerDependencies:
@@ -25873,7 +26018,7 @@ packages:
         engines: { node: '>=10.0.0' }
         dependencies:
             '@socket.io/component-emitter': 3.1.0
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
         transitivePeerDependencies:
             - supports-color
         dev: false
@@ -25885,7 +26030,7 @@ packages:
             accepts: 1.3.8
             base64id: 2.0.0
             cors: 2.8.5
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             engine.io: 6.5.4
             socket.io-adapter: 2.5.4
             socket.io-parser: 4.2.4
@@ -25908,7 +26053,7 @@ packages:
         engines: { node: '>= 10' }
         dependencies:
             agent-base: 6.0.2
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             socks: 2.8.1
         transitivePeerDependencies:
             - supports-color
@@ -25918,7 +26063,7 @@ packages:
         engines: { node: '>= 10' }
         dependencies:
             agent-base: 6.0.2
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             socks: 2.8.1
         transitivePeerDependencies:
             - supports-color
@@ -25929,7 +26074,7 @@ packages:
         engines: { node: '>= 14' }
         dependencies:
             agent-base: 7.1.0
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             socks: 2.8.1
         transitivePeerDependencies:
             - supports-color
@@ -26094,7 +26239,7 @@ packages:
     /spdy-transport@3.0.0:
         resolution: { integrity: sha512-hsLVFE5SjA6TCisWeJXFKniGGOpBgMLmerfO2aCyCU5s7nJ/rpAepqmFifv/GCbSbueEeAJJnmSQ2rKC/g8Fcw== }
         dependencies:
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             detect-node: 2.1.0
             hpack.js: 2.1.6
             obuf: 1.1.2
@@ -26108,7 +26253,7 @@ packages:
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         engines: { node: '>=6.0.0' }
         dependencies:
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             handle-thing: 2.0.1
             http-deceiver: 1.2.7
             select-hose: 2.0.0
@@ -27379,7 +27524,7 @@ packages:
         engines: { node: ^14.17.0 || ^16.13.0 || >=18.0.0 }
         dependencies:
             '@tufjs/models': 1.0.4
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             make-fetch-happen: 11.1.1
         transitivePeerDependencies:
             - supports-color
@@ -27629,7 +27774,7 @@ packages:
             chalk: 4.1.2
             cli-highlight: 2.1.11
             dayjs: 1.11.10
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             dotenv: 16.4.5
             glob: 10.3.10
             ioredis: 5.3.2
@@ -27711,7 +27856,7 @@ packages:
             chalk: 4.1.2
             cli-highlight: 2.1.11
             dayjs: 1.11.10
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             dotenv: 16.4.5
             glob: 10.3.10
             mkdirp: 2.1.6
@@ -28492,7 +28637,7 @@ packages:
             workbox-build: ^7.0.0
             workbox-window: ^7.0.0
         dependencies:
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             fast-glob: 3.3.2
             pretty-bytes: 6.1.1
             vite: 5.1.6(sass@1.71.1)
@@ -28519,7 +28664,7 @@ packages:
             vite:
                 optional: true
         dependencies:
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             globrex: 0.1.2
             tsconfck: 3.0.3(typescript@4.9.5)
             vite: 4.5.2(sass@1.71.1)
@@ -29255,7 +29400,6 @@ packages:
 
     /workbox-google-analytics@7.0.0:
         resolution: { integrity: sha512-MEYM1JTn/qiC3DbpvP2BVhyIH+dV/5BjHk756u9VbwuAhu0QHyKscTnisQuz21lfRpOwiS9z4XdqeVAKol0bzg== }
-    deprecated: It is not compatible with newer versions of GA starting with v4, as long as you are using GAv3 it should be ok, but the package is not longer being maintained
         dependencies:
             workbox-background-sync: 7.0.0
             workbox-core: 7.0.0
@@ -29705,7 +29849,7 @@ packages:
             cli-table: 0.3.11
             commander: 7.1.0
             dateformat: 4.6.3
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             diff: 5.2.0
             error: 10.4.0
             escape-string-regexp: 4.0.0
@@ -29750,11 +29894,11 @@ packages:
         dependencies:
             chalk: 4.1.2
             dargs: 7.0.0
-      debug: 4.3.4(supports-color@5.5.0)
+            debug: 4.3.4
             execa: 5.1.1
             github-username: 6.0.0
             lodash: 4.17.21
-      mem-fs-editor: 9.7.0(mem-fs@2.3.0)
+            mem-fs-editor: 9.7.0
             minimist: 1.2.8
             pacote: 15.2.0
             read-pkg-up: 7.0.1
@@ -29828,3 +29972,7 @@ packages:
     /zwitch@2.0.4:
         resolution: { integrity: sha512-bXE4cR/kVZhKZX/RjPEflHaKVhUVl85noU3v6b8apfQEc1x4A+zBxjZ4lN8LqGd6WZ3dl98pY4o717VFmoPp+A== }
         dev: false
+
+settings:
+    autoInstallPeers: true
+    excludeLinksFromLockfile: false