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check with llm if tool search is needed
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1 changed files with 18 additions and 4 deletions
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@ -1,6 +1,6 @@
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import z from "zod";
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import { createOpenAI } from "@ai-sdk/openai";
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import { generateObject, streamText } from "ai";
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import { generateObject, generateText, streamText } from "ai";
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import { WithStringId } from "../types/types";
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import { Workflow, WorkflowTool } from "../types/workflow_types";
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import { CopilotChatContext, CopilotMessage } from "../types/copilot_types";
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@ -96,20 +96,34 @@ ${JSON.stringify(simplifiedDataSources)}
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return prompt;
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}
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async function getDynamicToolsPrompt(userQuery: string, workflow: z.infer<typeof Workflow>): Promise<string> {
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async function getDynamicToolsPrompt(messages: z.infer<typeof CopilotMessage>[], workflow: z.infer<typeof Workflow>): Promise<string> {
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console.log('--- [Co-pilot] Entering Dynamic Tool Creation ---');
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if (!USE_COMPOSIO_TOOLS) {
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console.log('[Co-pilot] Dynamic tool creation is disabled.');
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return '';
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}
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// first, check if we need to search for tools at all
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const startTime = Date.now();
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const { text } = await generateText({
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model: openai(COPILOT_MODEL),
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system: "Tell me if we need to search for tools for this conversation to proceed further. Response with a single word: yes or no",
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messages,
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});
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const endTime = Date.now();
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console.log(`[Co-pilot] Tool search check took ${endTime - startTime}ms`);
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if (text.toLowerCase() !== "yes") {
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console.log('[Co-pilot] No tool search needed.');
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return '';
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}
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const composio = new Composio();
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// Step 1: Search for relevant tool slugs
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console.log('[Co-pilot] 🚀 Searching for relevant tools...');
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const searchResult = await composio.tools.execute('COMPOSIO_SEARCH_TOOLS', {
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userId: '0000-0000-0000', // hmmmmm
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arguments: { use_case: userQuery },
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arguments: { use_case: messages[messages.length - 1].content }, // use last message
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});
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if (!searchResult.successful || !Array.isArray(searchResult.data?.results)) {
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@ -230,7 +244,7 @@ export async function* streamMultiAgentResponse(
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let dataSourcesPrompt = getDataSourcesPrompt(dataSources);
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// get dynamic tools prompt
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const dynamicToolsPrompt = await getDynamicToolsPrompt(messages[messages.length - 1].content, workflow);
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const dynamicToolsPrompt = await getDynamicToolsPrompt(messages, workflow);
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// add the above prompts to the last user message
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updateLastUserMessage(messages, currentWorkflowPrompt, contextPrompt, dataSourcesPrompt, dynamicToolsPrompt);
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