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"node_modules/style-loader": { "version": "3.3.4", "resolved": "https://registry.npmjs.org/style-loader/-/style-loader-3.3.4.tgz", @@ -14180,6 +14858,7 @@ "version": "3.35.0", "resolved": "https://registry.npmjs.org/sucrase/-/sucrase-3.35.0.tgz", "integrity": "sha512-8EbVDiu9iN/nESwxeSxDKe0dunta1GOlHufmSSXxMD2z2/tMZpDMpvXQGsc+ajGo8y2uYUmixaSRUc/QPoQ0GA==", + "dev": true, "license": "MIT", "dependencies": { "@jridgewell/gen-mapping": "^0.3.2", @@ -14202,6 +14881,7 @@ "version": "4.1.1", "resolved": "https://registry.npmjs.org/commander/-/commander-4.1.1.tgz", "integrity": "sha512-NOKm8xhkzAjzFx8B2v5OAHT+u5pRQc2UCa2Vq9jYL/31o2wi9mxBA7LIFs3sV5VSC49z6pEhfbMULvShKj26WA==", + "dev": true, "license": "MIT", "engines": { "node": ">= 6" @@ -14211,6 +14891,7 @@ "version": "10.4.5", "resolved": "https://registry.npmjs.org/glob/-/glob-10.4.5.tgz", "integrity": "sha512-7Bv8RF0k6xjo7d4A/PxYLbUCfb6c+Vpd2/mB2yRDlew7Jb5hEXiCD9ibfO7wpk8i4sevK6DFny9h7EYbM3/sHg==", + "dev": true, "license": "ISC", 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"https://registry.npmjs.org/universalify/-/universalify-0.2.0.tgz", - "integrity": "sha512-CJ1QgKmNg3CwvAv/kOFmtnEN05f0D/cn9QntgNOQlQF9dgvVTHj3t+8JPdjqawCHk7V/KA+fbUqzZ9XWhcqPUg==", - "peer": true, - "engines": { - "node": ">= 4.0.0" - } - }, "node_modules/unpipe": { "version": "1.0.0", "resolved": "https://registry.npmjs.org/unpipe/-/unpipe-1.0.0.tgz", @@ -15035,16 +15683,6 @@ "punycode": "^2.1.0" } }, - "node_modules/url-parse": { - "version": "1.5.10", - "resolved": "https://registry.npmjs.org/url-parse/-/url-parse-1.5.10.tgz", - "integrity": "sha512-WypcfiRhfeUP9vvF0j6rw0J3hrWrw6iZv3+22h6iRMJ/8z1Tj6XfLP4DsUix5MhMPnXpiHDoKyoZ/bdCkwBCiQ==", - "peer": true, - "dependencies": { - "querystringify": "^2.1.1", - "requires-port": "^1.0.0" - } - }, "node_modules/use-callback-ref": { "version": "1.3.3", "resolved": "https://registry.npmjs.org/use-callback-ref/-/use-callback-ref-1.3.3.tgz", @@ -15126,6 +15764,7 @@ "version": "1.0.2", "resolved": 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">=5.1.0", + "websocket-extensions": ">=0.1.1" + }, + "engines": { + "node": ">=0.8.0" + } + }, + "node_modules/websocket-extensions": { + "version": "0.1.4", + "resolved": "https://registry.npmjs.org/websocket-extensions/-/websocket-extensions-0.1.4.tgz", + "integrity": "sha512-OqedPIGOfsDlo31UNwYbCFMSaO9m9G/0faIHj5/dZFDMFqPTcx6UwqyOy3COEaEOg/9VsGIpdqn62W5KhoKSpg==", + "license": "Apache-2.0", + "engines": { + "node": ">=0.8.0" + } + }, "node_modules/whatwg-fetch": { "version": "3.6.20", "resolved": "https://registry.npmjs.org/whatwg-fetch/-/whatwg-fetch-3.6.20.tgz", @@ -15606,6 +16268,7 @@ "version": "2.0.2", "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz", "integrity": "sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==", + "dev": true, "license": "ISC", "dependencies": { "isexe": "^2.0.0" @@ -15695,6 +16358,7 @@ "version": "7.0.0", "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz", "integrity": "sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==", + "dev": true, "license": "MIT", "dependencies": { "ansi-styles": "^4.0.0", @@ -15712,13 +16376,14 @@ "version": "1.0.2", "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz", "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==", - "devOptional": true, + "dev": true, "license": "ISC" }, "node_modules/ws": { "version": "8.18.3", "resolved": "https://registry.npmjs.org/ws/-/ws-8.18.3.tgz", "integrity": "sha512-PEIGCY5tSlUt50cqyMXfCzX+oOPqN0vuGqWzbcJ2xvnkzkq46oOpz7dQaTDBdfICb4N14+GARUDw2XV2N4tvzg==", + "dev": true, "license": "MIT", "engines": { "node": ">=10.0.0" @@ -15795,7 +16460,7 @@ "version": "2.10.0", "resolved": "https://registry.npmjs.org/yauzl/-/yauzl-2.10.0.tgz", "integrity": "sha512-p4a9I6X6nu6IhoGmBqAcbJy1mlC4j27vEPZX9F4L4/vZT3Lyq1VkFHw/V/PUcB9Buo+DG3iHkT0x3Qya58zc3g==", - "devOptional": true, + "dev": true, "license": "MIT", "dependencies": { "buffer-crc32": "~0.2.3", @@ -15806,7 +16471,7 @@ "version": "3.1.1", "resolved": "https://registry.npmjs.org/yn/-/yn-3.1.1.tgz", "integrity": "sha512-Ux4ygGWsu2c7isFWe8Yu1YluJmqVhxqK2cLXNQA5AcC3QfbGNpM7fu0Y8b/z16pXLnFxZYvWhd3fhBY9DLmC6Q==", - "devOptional": true, + "dev": true, "license": "MIT", "engines": { "node": ">=6" diff --git a/src/evals2/EvalScorer.prompt.ts b/src/evals2/EvalScorer.prompt.ts index 5896644a..804fe2f1 100644 --- a/src/evals2/EvalScorer.prompt.ts +++ b/src/evals2/EvalScorer.prompt.ts @@ -1,6 +1,5 @@ import { BaseMessage, AIMessage, HumanMessage, SystemMessage } from '@langchain/core/messages'; import { ToolExecution } from './EvalScorer.types'; -import { TokenCounter } from '@/lib/utils/TokenCounter'; /** * Individual scoring prompts for Gemini 2.5 Pro - each dimension scored separately @@ -327,14 +326,14 @@ export function getContextEfficiencyPrompt( messages: BaseMessage[], toolCalls: ToolExecution[] ): string { - // Calculate context usage with proper TokenCounter + // Calculate context usage with simple character-based estimation const messageCount = messages.length; const totalChars = messages.reduce((sum, msg) => { const content = typeof msg.content === 'string' ? msg.content : JSON.stringify(msg.content); return sum + content.length; }, 0); - const estimatedTokens = TokenCounter.countMessages(messages); // Use accurate token counting + const estimatedTokens = Math.ceil(totalChars / 4); // Simple token estimation // Analyze redundancy const toolNames = toolCalls.map(t => t.toolName); @@ -364,7 +363,7 @@ export function getContextEfficiencyPrompt( - Tokens per tool: ${toolCalls.length > 0 ? Math.round(estimatedTokens / toolCalls.length) : 'N/A'} - Average message length: ${Math.round(totalChars / Math.max(1, messageCount))} chars - Unique vs total tools: ${new Set(toolNames).size}/${toolNames.length} -- Token estimation method: TokenCounter with overhead`); +- Token estimation method: Character-based approximation`); prompt += '\n\n'; diff --git a/src/lib/agent/BrowserAgent.prompt.ts b/src/lib/agent/BrowserAgent.prompt.ts index d23c60f4..148b2fb0 100644 --- a/src/lib/agent/BrowserAgent.prompt.ts +++ b/src/lib/agent/BrowserAgent.prompt.ts @@ -122,7 +122,19 @@ Completion: - done(success, message): Call when ALL actions are executed successfully - + +WEBSITE-PROVIDED TOOLS: +Modern websites can expose custom tools specifically designed for AI agents. These tools appear automatically when you visit compatible websites and are prefixed with the website's domain or functionality. + +Examples of website tools: +- add_to_cart: Add items to shopping cart +- search_products: Search catalog +- book_consultation: Schedule appointments +- navigate_to_route: Navigate between site pages +- filter_results: Apply filters to search + +These tools are context-aware and change based on which page you're on. Use them when available - they're optimized for that specific website. + MCP TOOL USAGE (for Gmail, GitHub, Slack, etc.): CRITICAL: Never skip steps or guess tool names. Always execute in exact order: @@ -153,8 +165,11 @@ Available MCP Servers: - Google Docs: Document operations (read, write, format) - Notion: Note management (pages, databases) -Use MCP when task involves these services instead of browser automation. -`; +TOOL PREFERENCE ORDER: +1. Website-provided tools (when available for current page) +2. MCP services (for Gmail, Calendar, etc.) +3. Browser automation (click, type, navigate) +`; return executorInstructions; } @@ -194,24 +209,42 @@ You do NOT perform actions yourself. Your role is to propose clear, actionable n ${toolDescriptions} -# MCP SERVICES (PREFERRED FOR GOOGLE/NOTION TASKS) AVAILABLE TO THE EXECUTOR AGENT +# INTEGRATION TOOLS AVAILABLE TO THE EXECUTOR AGENT + +**WEBSITE-PROVIDED TOOLS:** +Many websites expose custom tools designed specifically for AI agents. These tools: +- Automatically appear when visiting compatible websites +- Are context-aware and change based on the current page/route +- Provide optimized actions for that specific website +- Examples: add_to_cart, search_products, book_consultation, navigate_to_route +**MCP SERVICES (FOR GOOGLE/NOTION TASKS):** - Google Calendar: event management and scheduling - Gmail: email search, reading, and sending - Google Sheets: spreadsheet reading, writing, and formulas - Google Docs: document reading, writing, and formatting - Notion: note and database management -**Always prefer MCP for these services over browser automation when possible.** -Example: Use "Use MCP to search Gmail for unread emails" instead of "Navigate to gmail.com". +**TOOL PREFERENCE ORDER:** +1. **Website-provided tools first** - When a website offers custom tools for the action you need (e.g., "Add pizza to cart"), use them instead of manual browser automation. They're more reliable and faster. +2. **MCP services second** - For Gmail/Calendar/Sheets tasks, prefer MCP over browser automation +3. **Browser automation last** - Use click/type/navigate only when no specialized tool exists + +Examples: +- ✅ "Use add_to_cart tool with productId" (website tool) +- ✅ "Use MCP to search Gmail for unread emails" (MCP service) +- ❌ "Navigate to cart page and click add button" (browser automation when website tool exists) # EXAMPLES OF EFFECTIVE (GOOD) ACTIONS +- Use add_to_cart tool to add product (when website provides this tool) +- Use navigate_to_route tool to go to consultations page (when website provides this tool) +- Use search_products tool with query "pizza" (when website provides this tool) - Use BrowserOS info tool to retrieve agent details - Use MCP to search Gmail for unread emails - Use MCP to get today's Google Calendar events - Use MCP to read data from a specific Google Sheet -- Navigate to "https://example.com/login" +- Navigate to "https://example.com/login" (when no website tool available) - Fill the email field with "user@example.com" - Click the submit button - Use visual click on the blue submit button (if standard click has failed previously) @@ -299,24 +332,42 @@ You do NOT perform actions yourself. Your role is to manage the TODO list, analy ${toolDescriptions} -# MCP SERVICES (PREFERRED FOR GOOGLE/NOTION TASKS) AVAILABLE TO THE EXECUTOR AGENT +# INTEGRATION TOOLS AVAILABLE TO THE EXECUTOR AGENT + +**WEBSITE-PROVIDED TOOLS:** +Many websites expose custom tools designed specifically for AI agents. These tools: +- Automatically appear when visiting compatible websites +- Are context-aware and change based on the current page/route +- Provide optimized actions for that specific website +- Examples: add_to_cart, search_products, book_consultation, navigate_to_route +**MCP SERVICES (FOR GOOGLE/NOTION TASKS):** - Google Calendar: event management and scheduling - Gmail: email search, reading, and sending - Google Sheets: spreadsheet reading, writing, and formulas - Google Docs: document reading, writing, and formatting - Notion: note and database management -**Always prefer MCP for these services over browser automation when possible.** -Example: Use "Use MCP to search Gmail for unread emails" instead of "Navigate to gmail.com". +**TOOL PREFERENCE ORDER:** +1. **Website-provided tools first** - When a website offers custom tools for the action you need (e.g., "Add pizza to cart"), use them instead of manual browser automation. They're more reliable and faster. +2. **MCP services second** - For Gmail/Calendar/Sheets tasks, prefer MCP over browser automation +3. **Browser automation last** - Use click/type/navigate only when no specialized tool exists + +Examples: +- ✅ "Use add_to_cart tool with productId" (website tool) +- ✅ "Use MCP to search Gmail for unread emails" (MCP service) +- ❌ "Navigate to cart page and click add button" (browser automation when website tool exists) # EXAMPLES OF EFFECTIVE (GOOD) ACTIONS +- Use add_to_cart tool to add product (when website provides this tool) +- Use navigate_to_route tool to go to consultations page (when website provides this tool) +- Use search_products tool with query "pizza" (when website provides this tool) - Use BrowserOS info tool to retrieve agent details - Use MCP to search Gmail for unread emails - Use MCP to get today's Google Calendar events - Use MCP to read data from a specific Google Sheet -- Navigate to "https://example.com/login" +- Navigate to "https://example.com/login" (when no website tool available) - Fill the email field with "user@example.com" - Click the submit button - Use visual click on the blue submit button (if standard click has failed previously) diff --git a/src/lib/agent/BrowserAgent.ts b/src/lib/agent/BrowserAgent.ts index f326fdb7..83cf0087 100644 --- a/src/lib/agent/BrowserAgent.ts +++ b/src/lib/agent/BrowserAgent.ts @@ -12,8 +12,7 @@ import { import { Runnable } from "@langchain/core/runnables"; import { BaseLanguageModelInput } from "@langchain/core/language_models/base"; import { z } from "zod"; -import { getLLM } from "@/lib/llm/LangChainProvider"; -import BrowserPage from "@/lib/browser/BrowserPage"; +import { getLLM, langChainProvider } from "@/lib/llm/LangChainProvider"; import { PubSub } from "@/lib/pubsub"; import { PubSubChannel } from "@/lib/pubsub/PubSubChannel"; import { HumanInputResponse, PubSubEvent } from "@/lib/pubsub/types"; @@ -55,9 +54,9 @@ import { MCPTool, } from "@/lib/tools"; import { GlowAnimationService } from '@/lib/services/GlowAnimationService'; -import { TokenCounter } from "../utils/TokenCounter"; import { wrapToolForMetrics } from '@/evals2/EvalToolWrapper'; import { ENABLE_EVALS2 } from '@/config'; +import { createWebsiteMCPTools } from "../tools/CreateWebMCPTools"; // Constants const MAX_PLANNER_ITERATIONS = 50; @@ -194,6 +193,8 @@ export class BrowserAgent { // Execution state private iterations: number = 0; + private currentPageId: string | null = null; + private websiteToolNames: Set = new Set(); // Track registered website tools // Planner context - accumulates across all iterations private plannerExecutionHistory: Array<{ @@ -302,6 +303,12 @@ export class BrowserAgent { // Populate tool descriptions after all tools are registered this.toolDescriptions = getToolDescriptions(this.executionContext.isLimitedContextMode()); + // Register website-provided tools dynamically (if enabled in settings) + const enableWebsiteMCP = await this._getWebsiteMCPSetting() + if (enableWebsiteMCP) { + await this._registerWebsiteTools(); + } + Logging.log( "BrowserAgent", `Registered ${this.toolManager.getAll().length} tools`, @@ -309,6 +316,82 @@ export class BrowserAgent { ); } + /** + * Get Website MCP tools setting from storage + * @returns True if website MCP tools should be enabled + */ + private async _getWebsiteMCPSetting(): Promise { + try { + const result = await chrome.storage.local.get('nxtscape-settings') + if (result && result['nxtscape-settings']) { + const settings = JSON.parse(result['nxtscape-settings']) + // Zustand persist stores state directly, not under a "state" key + // Default to true if setting is undefined (for backwards compatibility) + const enabled = settings.state?.enableWebsiteMCP ?? settings.enableWebsiteMCP + if (enabled !== undefined) { + Logging.log('BrowserAgent', `Website MCP tools setting: ${enabled ? 'Enabled' : 'Disabled'}`, 'info') + return enabled !== false + } + } + } catch (error) { + Logging.log('BrowserAgent', `Failed to read website MCP setting: ${error}`, 'warning') + } + // Default to true if we can't read the setting + Logging.log('BrowserAgent', 'Website MCP tools setting not found, defaulting to Enabled', 'info') + return true + } + + private async _registerWebsiteTools(): Promise { + try { + const page = await this.executionContext.browserContext.getCurrentPage() + const currentUrl = page.url() + const currentPath = new URL(currentUrl).pathname + + Logging.log('BrowserAgent', `[TOOL REGISTRATION] Current URL: ${currentUrl} | Path: ${currentPath}`, 'info') + + // Clear previous website tools if page changed + if (this.currentPageId && this.currentPageId !== currentPath) { + Logging.log('BrowserAgent', `[TOOL REGISTRATION] Page changed from ${this.currentPageId} to ${currentPath}, clearing old tools`, 'info') + this._clearWebsiteTools() + } + + const websiteTools = await page.getWebsiteTools() + + if (websiteTools.length > 0) { + Logging.log('BrowserAgent', `[TOOL REGISTRATION] Discovered ${websiteTools.length} website tools for ${currentPath}`, 'info') + + for (const toolDef of websiteTools) { + const tool = createWebsiteMCPTools(this.executionContext, toolDef) + this.toolManager.register(tool) + this.websiteToolNames.add(tool.name) // Track the tool name + Logging.log('BrowserAgent', `[TOOL REGISTRATION] ✓ Registered: ${toolDef.name} | Event: ${toolDef.eventName}`, 'info') + } + + // Log all currently registered tools + const allTools = this.toolManager.getAll().map(t => t.name) + Logging.log('BrowserAgent', `[TOOL REGISTRATION] Total tools available: ${allTools.length} | Website tools: ${this.websiteToolNames.size}`, 'info') + } else { + Logging.log('BrowserAgent', `[TOOL REGISTRATION] No website tools found for ${currentPath}`, 'warning') + } + + this.currentPageId = currentPath + } catch (error) { + Logging.log('BrowserAgent', `[TOOL REGISTRATION] Failed to register website tools: ${error}`, 'error') + } + } + + private _clearWebsiteTools(): void { + // Remove all previously registered website tools + // We track them by storing their names + if (this.websiteToolNames.size > 0) { + Logging.log('BrowserAgent', `Clearing ${this.websiteToolNames.size} website tools`, 'info'); + for (const toolName of this.websiteToolNames) { + this.toolManager.unregister(toolName); + } + this.websiteToolNames.clear(); + } + } + /** * Check if task is a special predefined task and return its metadata * @param task - The original task string @@ -583,6 +666,7 @@ export class BrowserAgent { // Use final answer if provided, otherwise fallback const completionMessage = plan.finalAnswer || "Task completed successfully"; + // Publish final result with 'assistant' role to match BrowserAgent pattern this.pubsub.publishMessage(PubSub.createMessage(completionMessage, "assistant")); break; @@ -658,19 +742,19 @@ export class BrowserAgent { simplified, ); - // check if browser state string exceed 50% of model's max tokens - const tokens = TokenCounter.countMessage(new HumanMessage(browserStateString)); - if (tokens > browserStateTokensLimit) { + // Simple character-based limit check (approx 4 chars per token) + const estimatedTokens = Math.ceil(browserStateString.length / 4); + if (estimatedTokens > browserStateTokensLimit) { // if it exceeds, first remove Hidden Elements from browser state string browserStateString = await this.executionContext.browserContext.getBrowserStateString( simplified, true // hide hidden elements ); - // then again check if it still exceeds 50% of model's max tokens, if it does, truncate the string to 50% of model's max tokens - const tokens = TokenCounter.countMessage(new HumanMessage(browserStateString)); - if (tokens > browserStateTokensLimit) { + // then again check if it still exceeds token limit + const estimatedTokens = Math.ceil(browserStateString.length / 4); + if (estimatedTokens > browserStateTokensLimit) { // Calculate the ratio to truncate by - const truncationRatio = browserStateTokensLimit / tokens; + const truncationRatio = browserStateTokensLimit / estimatedTokens; // Truncate the string (rough approximation based on character length) const targetLength = Math.floor(browserStateString.length * truncationRatio); @@ -680,6 +764,23 @@ export class BrowserAgent { browserStateString += "\n\n-- IMPORTANT: TRUNCATED DUE TO TOKEN LIMIT, USE GREP ELEMENTS TOOL TO SEARCH FOR ELEMENTS IF NEEDED --\n"; } } + + const page = await this.executionContext.browserContext.getCurrentPage() + // Only include website tools if the setting is enabled + const enableWebsiteMCP = await this._getWebsiteMCPSetting() + if (enableWebsiteMCP) { + const websiteTools = await page.getWebsiteTools() + + if (websiteTools.length > 0) { + const toolsDescription = websiteTools.map(t => + `- ${t.name}: ${t.description} (params: ${Object.keys(t.parameters).join(', ')})` + ).join('\n') + + const toolName = websiteTools.map(t => t.name).join(', '); + + browserStateString += `\n\n\nAvailable website actions:\n${toolsDescription}\nUse website_${toolName} tools instead of clicking/typing when available.\n` + } + } } if (includeScreenshot && this.executionContext.supportsVision()) { @@ -731,13 +832,13 @@ export class BrowserAgent { // Get accumulated execution history from all iterations let fullHistory = this._buildPlannerExecutionHistory(); - // Get numbeer of tokens in full history + // Get number of tokens in full history // System prompt for planner const systemPrompt = generatePlannerPrompt(this.toolDescriptions || ""); - const systemPromptTokens = TokenCounter.countMessage(new SystemMessage(systemPrompt)); - const fullHistoryTokens = TokenCounter.countMessage(new HumanMessage(fullHistory)); - Logging.log("BrowserAgent", `Full execution history tokens: ${fullHistoryTokens}`, "info"); + const systemPromptTokens = Math.ceil(systemPrompt.length / 4); + const fullHistoryTokens = Math.ceil(fullHistory.length / 4); + Logging.log("BrowserAgent", `Full execution history tokens: ~${fullHistoryTokens}`, "info"); // If full history exceeds 70% of max tokens, summarize it if (fullHistoryTokens + systemPromptTokens > this.executionContext.getMaxTokens() * 0.7) { @@ -778,7 +879,7 @@ ${executionContext} YOUR PREVIOUS STEPS DONE SO FAR (what you thought would work): ${fullHistory} `; - const userPromptTokens = TokenCounter.countMessage(new HumanMessage(userPrompt)); + const userPromptTokens = Math.ceil(userPrompt.length / 4); const browserStateMessage = await this._getBrowserStateMessage( /* includeScreenshot */ this.executionContext.supportsVision() && !this.executionContext.isLimitedContextMode(), /* simplified */ true, @@ -843,7 +944,7 @@ ${fullHistory} // Use the current iteration message manager from execution context const executorMM = new MessageManager(); const systemPrompt = generateExecutorPrompt(this._buildExecutionContext()); - const systemPromptTokens = TokenCounter.countMessage(new SystemMessage(systemPrompt)); + const systemPromptTokens = Math.ceil(systemPrompt.length / 4); executorMM.addSystem(systemPrompt); const currentIterationToolMessages: string[] = []; let executorIterations = 0; @@ -861,7 +962,8 @@ ${fullHistory} const plannerOutputForExecutor = this._formatPlannerOutputForExecutor(plannerOutput); const executionContext = this._buildExecutionContext(); - const additionalTokens = TokenCounter.countMessage(new HumanMessage(executionContext + '\n'+ plannerOutputForExecutor)); + const additionalContent = executionContext + '\n' + plannerOutputForExecutor; + const additionalTokens = Math.ceil(additionalContent.length / 4); const browserStateMessage = await this._getBrowserStateMessage( /* includeScreenshot */ this.executionContext.supportsVision() && !this.executionContext.isLimitedContextMode(), @@ -942,6 +1044,10 @@ ${fullHistory} }; } + // After tool execution, check if we need to re-register website tools + // This handles cases where navigation changes the page + await this._maybeReRegisterWebsiteTools(); + // Continue to next iteration } else { // No tool calls, might be done or ask for planner output @@ -971,6 +1077,37 @@ ${fullHistory} return { completed: false }; } + /** + * Re-register website tools if the page has changed + * This is called after each tool execution to ensure tools are up-to-date + */ + private async _maybeReRegisterWebsiteTools(): Promise { + try { + const page = await this.executionContext.browserContext.getCurrentPage(); + const currentPath = new URL(page.url()).pathname; + + // Only re-register if the page has actually changed + if (this.currentPageId !== currentPath) { + Logging.log('BrowserAgent', `[AUTO RE-REGISTER] Page changed: ${this.currentPageId} → ${currentPath}`, 'info'); + await this._registerWebsiteTools(); + + // Rebind tools to LLM after registration + const llm = await getLLM({ + temperature: 0.2, + maxTokens: 4096, + intelligence: 'low' + }); + + if (llm.bindTools && typeof llm.bindTools === 'function') { + this.executorLlmWithTools = llm.bindTools(this.toolManager.getAll()); + Logging.log('BrowserAgent', `[AUTO RE-REGISTER] ✓ Tools re-bound to LLM`, 'info'); + } + } + } catch (error) { + Logging.log('BrowserAgent', `[AUTO RE-REGISTER] Failed: ${error}`, 'warning'); + } + } + private async _invokeLLMWithStreaming(messageManager?: MessageManager): Promise { const mm = messageManager || this.executorMessageManager; // Use the pre-bound LLM (created and bound once during initialization) @@ -1077,10 +1214,13 @@ ${fullHistory} if (!accumulatedChunk) return new AIMessage({ content: "" }); // Convert the final chunk back to a standard AIMessage - return new AIMessage({ + const finalMessage = new AIMessage({ content: accumulatedChunk.content, tool_calls: accumulatedChunk.tool_calls, + usage_metadata: accumulatedChunk.usage_metadata, }); + + return finalMessage; } private async _processToolCalls( @@ -1360,9 +1500,9 @@ ${fullHistory} let fullHistory = this._buildPlannerExecutionHistory(); const systemPrompt = generatePredefinedPlannerPrompt(this.toolDescriptions || ""); - const systemPromptTokens = TokenCounter.countMessage(new SystemMessage(systemPrompt)); - const fullHistoryTokens = TokenCounter.countMessage(new HumanMessage(fullHistory)); - Logging.log("BrowserAgent", `Full execution history tokens: ${fullHistoryTokens}`, "info"); + const systemPromptTokens = Math.ceil(systemPrompt.length / 4); + const fullHistoryTokens = Math.ceil(fullHistory.length / 4); + Logging.log("BrowserAgent", `Full execution history tokens: ~${fullHistoryTokens}`, "info"); if (fullHistoryTokens + systemPromptTokens > this.executionContext.getMaxTokens() * 0.7) { const summary = await this.summarizeExecutionHistory(fullHistory); @@ -1400,7 +1540,7 @@ ${executionContext} YOUR PREVIOUS STEPS DONE SO FAR (what you thought would work): ${fullHistory} `; - const userPromptTokens = TokenCounter.countMessage(new HumanMessage(userPrompt)); + const userPromptTokens = Math.ceil(userPrompt.length / 4); const browserStateMessage = await this._getBrowserStateMessage( /* includeScreenshot */ this.executionContext.supportsVision() && !this.executionContext.isLimitedContextMode(), /* simplified */ true, diff --git a/src/lib/agent/ChatAgent.ts b/src/lib/agent/ChatAgent.ts index 5370d202..bcc7154c 100644 --- a/src/lib/agent/ChatAgent.ts +++ b/src/lib/agent/ChatAgent.ts @@ -333,9 +333,15 @@ export class ChatAgent { .flatMap(c => c.tool_calls || []) .filter(tc => tc.name) // Filter out incomplete tool calls + // Find the last chunk with usage_metadata (typically the final chunk) + const usageMetadata = chunks + .reverse() + .find(c => c.usage_metadata)?.usage_metadata + return new AIMessage({ content, - tool_calls: toolCalls.length > 0 ? toolCalls : undefined + tool_calls: toolCalls.length > 0 ? toolCalls : undefined, + usage_metadata: usageMetadata }) } diff --git a/src/lib/agent/LocalAgent.ts b/src/lib/agent/LocalAgent.ts index 4662f21b..3b40747a 100644 --- a/src/lib/agent/LocalAgent.ts +++ b/src/lib/agent/LocalAgent.ts @@ -12,7 +12,7 @@ import { import { Runnable } from "@langchain/core/runnables"; import { BaseLanguageModelInput } from "@langchain/core/language_models/base"; import { z } from "zod"; -import { getLLM } from "@/lib/llm/LangChainProvider"; +import { getLLM, langChainProvider } from "@/lib/llm/LangChainProvider"; import BrowserPage from "@/lib/browser/BrowserPage"; import { PubSub } from "@/lib/pubsub"; import { PubSubChannel } from "@/lib/pubsub/PubSubChannel"; @@ -63,7 +63,6 @@ import { MCPTool, } from "@/lib/tools"; import { GlowAnimationService } from '@/lib/services/GlowAnimationService'; -import { TokenCounter } from "../utils/TokenCounter"; import { wrapToolForMetrics } from '@/evals2/EvalToolWrapper'; import { ENABLE_EVALS2 } from '@/config'; @@ -431,6 +430,7 @@ export class LocalAgent { if (plan.taskComplete) { allComplete = true; const finalMessage = plan.finalAnswer || "All steps completed successfully"; + this._publishMessage(finalMessage, 'assistant'); break; } @@ -541,6 +541,7 @@ export class LocalAgent { // Use final answer if provided, otherwise fallback const completionMessage = plan.finalAnswer || "Task completed successfully"; + // Publish final result with 'assistant' role to match LocalAgent pattern this.pubsub.publishMessage(PubSub.createMessage(completionMessage, "assistant")); break; @@ -616,19 +617,19 @@ export class LocalAgent { simplified, ); - // check if browser state string exceed 50% of model's max tokens - const tokens = TokenCounter.countMessage(new HumanMessage(browserStateString)); - if (tokens > browserStateTokensLimit) { + // Simple character-based limit check (approx 4 chars per token) + const estimatedTokens = Math.ceil(browserStateString.length / 4); + if (estimatedTokens > browserStateTokensLimit) { // if it exceeds, first remove Hidden Elements from browser state string browserStateString = await this.executionContext.browserContext.getBrowserStateString( simplified, true // hide hidden elements ); - // then again check if it still exceeds 50% of model's max tokens, if it does, truncate the string to 50% of model's max tokens - const tokens = TokenCounter.countMessage(new HumanMessage(browserStateString)); - if (tokens > browserStateTokensLimit) { + // then again check if it still exceeds token limit + const estimatedTokens = Math.ceil(browserStateString.length / 4); + if (estimatedTokens > browserStateTokensLimit) { // Calculate the ratio to truncate by - const truncationRatio = browserStateTokensLimit / tokens; + const truncationRatio = browserStateTokensLimit / estimatedTokens; // Truncate the string (rough approximation based on character length) const targetLength = Math.floor(browserStateString.length * truncationRatio); @@ -693,9 +694,9 @@ export class LocalAgent { // System prompt for planner const systemPrompt = generatePlannerPrompt(this.toolDescriptions || ""); - const systemPromptTokens = TokenCounter.countMessage(new SystemMessage(systemPrompt)); - const fullHistoryTokens = TokenCounter.countMessage(new HumanMessage(fullHistory)); - Logging.log("LocalAgent", `Full execution history tokens: ${fullHistoryTokens}`, "info"); + const systemPromptTokens = Math.ceil(systemPrompt.length / 4); + const fullHistoryTokens = Math.ceil(fullHistory.length / 4); + Logging.log("LocalAgent", `Full execution history tokens: ~${fullHistoryTokens}`, "info"); // If full history exceeds 70% of max tokens, summarize it if (fullHistoryTokens + systemPromptTokens > this.executionContext.getMaxTokens() * 0.7) { @@ -736,7 +737,7 @@ ${fullHistory} Continue upon the previous steps what has been done so far and suggest next steps to complete the task. `; - const userPromptTokens = TokenCounter.countMessage(new HumanMessage(userPrompt)); + const userPromptTokens = Math.ceil(userPrompt.length / 4); const browserStateMessage = await this._getBrowserStateMessage( /* includeScreenshot */ this.executionContext.supportsVision() && !this.executionContext.isLimitedContextMode(), /* simplified */ true, @@ -811,7 +812,7 @@ Continue upon the previous steps what has been done so far and suggest next step // Use the current iteration message manager from execution context const executorMM = new MessageManager(); const systemPrompt = generateExecutorPrompt(this._buildExecutionContext()); - const systemPromptTokens = TokenCounter.countMessage(new SystemMessage(systemPrompt)); + const systemPromptTokens = Math.ceil(systemPrompt.length / 4); executorMM.addSystem(systemPrompt); const currentIterationToolMessages: string[] = []; let executorIterations = 0; @@ -829,7 +830,8 @@ Continue upon the previous steps what has been done so far and suggest next step const plannerOutputForExecutor = this._formatPlannerOutputForExecutor(plannerOutput); const executionContext = this._buildExecutionContext(); - const additionalTokens = TokenCounter.countMessage(new HumanMessage(executionContext + '\n'+ plannerOutputForExecutor)); + const additionalContent = executionContext + '\n' + plannerOutputForExecutor; + const additionalTokens = Math.ceil(additionalContent.length / 4); const browserStateMessage = await this._getBrowserStateMessage( /* includeScreenshot */ this.executionContext.supportsVision() && !this.executionContext.isLimitedContextMode(), @@ -1045,10 +1047,13 @@ Continue upon the previous steps what has been done so far and suggest next step if (!accumulatedChunk) return new AIMessage({ content: "" }); // Convert the final chunk back to a standard AIMessage - return new AIMessage({ + const finalMessage = new AIMessage({ content: accumulatedChunk.content, tool_calls: accumulatedChunk.tool_calls, + usage_metadata: accumulatedChunk.usage_metadata, }); + + return finalMessage; } private async _processToolCalls( @@ -1328,9 +1333,9 @@ Continue upon the previous steps what has been done so far and suggest next step let fullHistory = this._buildPlannerExecutionHistory(); const systemPrompt = generatePredefinedPlannerPrompt(this.toolDescriptions || ""); - const systemPromptTokens = TokenCounter.countMessage(new SystemMessage(systemPrompt)); - const fullHistoryTokens = TokenCounter.countMessage(new HumanMessage(fullHistory)); - Logging.log("LocalAgent", `Full execution history tokens: ${fullHistoryTokens}`, "info"); + const systemPromptTokens = Math.ceil(systemPrompt.length / 4); + const fullHistoryTokens = Math.ceil(fullHistory.length / 4); + Logging.log("LocalAgent", `Full execution history tokens: ~${fullHistoryTokens}`, "info"); if (fullHistoryTokens + systemPromptTokens > this.executionContext.getMaxTokens() * 0.7) { const summary = await this.summarizeExecutionHistory(fullHistory); @@ -1368,7 +1373,7 @@ ${fullHistory} Continue upon your previous steps what has been done so far and suggest next steps to complete the current TODO item. `; - const userPromptTokens = TokenCounter.countMessage(new HumanMessage(userPrompt)); + const userPromptTokens = Math.ceil(userPrompt.length / 4); const browserStateMessage = await this._getBrowserStateMessage( /* includeScreenshot */ this.executionContext.supportsVision() && !this.executionContext.isLimitedContextMode(), /* simplified */ true, diff --git a/src/lib/agent/TeachAgent.ts b/src/lib/agent/TeachAgent.ts index f704ae02..429373e3 100644 --- a/src/lib/agent/TeachAgent.ts +++ b/src/lib/agent/TeachAgent.ts @@ -12,7 +12,7 @@ import { import { Runnable } from "@langchain/core/runnables"; import { BaseLanguageModelInput } from "@langchain/core/language_models/base"; import { z } from "zod"; -import { getLLM } from "@/lib/llm/LangChainProvider"; +import { getLLM, langChainProvider } from "@/lib/llm/LangChainProvider"; import BrowserPage from "@/lib/browser/BrowserPage"; import { PubSub } from "@/lib/pubsub"; import { PubSubChannel } from "@/lib/pubsub/PubSubChannel"; @@ -53,7 +53,6 @@ import { MCPTool, } from "@/lib/tools"; import { GlowAnimationService } from '@/lib/services/GlowAnimationService'; -import { TokenCounter } from "../utils/TokenCounter"; import { wrapToolForMetrics } from '@/evals2/EvalToolWrapper'; import { ENABLE_EVALS2 } from '@/config'; import { type SemanticWorkflow } from "@/lib/teach-mode/types"; @@ -521,9 +520,9 @@ export class TeachAgent { // System prompt for planner const systemPrompt = generatePlannerPromptWithUserTrajectory(this.toolDescriptions || ""); - const systemPromptTokens = TokenCounter.countMessage(new SystemMessage(systemPrompt)); - const fullHistoryTokens = TokenCounter.countMessage(new HumanMessage(fullHistory)); - Logging.log("TeachAgent", `Full execution history tokens: ${fullHistoryTokens}`, "info"); + const systemPromptTokens = Math.ceil(systemPrompt.length / 4); + const fullHistoryTokens = Math.ceil(fullHistory.length / 4); + Logging.log("TeachAgent", `Full execution history tokens: ~${fullHistoryTokens}`, "info"); // If full history exceeds 70% of max tokens, summarize it if (fullHistoryTokens + systemPromptTokens > this.executionContext.getMaxTokens() * 0.7) { @@ -844,10 +843,13 @@ ${fullHistory} if (!accumulatedChunk) return new AIMessage({ content: "" }); // Convert the final chunk back to a standard AIMessage - return new AIMessage({ + const finalMessage = new AIMessage({ content: accumulatedChunk.content, tool_calls: accumulatedChunk.tool_calls, + usage_metadata: accumulatedChunk.usage_metadata, }); + + return finalMessage; } private async _processToolCalls( diff --git a/src/lib/browser/BrowserPage.ts b/src/lib/browser/BrowserPage.ts index 620f5db2..12c5cb32 100644 --- a/src/lib/browser/BrowserPage.ts +++ b/src/lib/browser/BrowserPage.ts @@ -13,6 +13,7 @@ import { } from "./BrowserOSAdapter"; import { profileAsync } from "@/lib/utils/profiler"; import { ElementFormatter } from "./ElementFormatter"; +import { WebsiteToolsDiscovery, type WebsiteTool } from "./WebsiteToolsDiscovery"; // Default formatter instances const FULL_FORMATTER = new ElementFormatter(false); // Full format @@ -1086,6 +1087,34 @@ export class BrowserPage { tabId: this._tabId, }; } + + /** + * Discover website-provided MCP tools from llms.txt + * Checks /.well-known/llms.txt for available tools the website exposes to AI agents + * @returns Array of WebsiteTool definitions + */ + async getWebsiteTools(): Promise { + try { + const tools = await WebsiteToolsDiscovery.discoverTools(this._url); + if (tools.length > 0) { + Logging.log( + "BrowserPage", + `Discovered ${tools.length} website tools`, + "info", + ); + return tools; + } + Logging.log("BrowserPage", "No website tools discovered", "info"); + return []; + } catch (error) { + Logging.log( + "BrowserPage", + `Error getting website tools: ${error}`, + "error", + ); + return []; + } + } } export default BrowserPage; diff --git a/src/lib/browser/WebsiteToolsDiscovery.ts b/src/lib/browser/WebsiteToolsDiscovery.ts new file mode 100644 index 00000000..47843550 --- /dev/null +++ b/src/lib/browser/WebsiteToolsDiscovery.ts @@ -0,0 +1,239 @@ +import { Logging } from "@/lib/utils/Logging"; +import { z } from "zod"; + + +export const WebsiteToolParameterSchema = z.object({ + type: z.enum(['string', 'number', 'boolean', 'array', 'object']), // Parameter type + description: z.string(), // Parameter description + required: z.boolean(), // Whether parameter is required + }); + +export type WebsiteToolParameter = z.infer; + +export const WebsiteToolSchema = z.object({ + name: z.string(), + description: z.string(), + eventName: z.string(), + parameters: z.record(z.string(), WebsiteToolParameterSchema), +}); + +export type WebsiteTool = z.infer; + +export const RouteManifestSchema = z.object({ + pageId: z.string(), // Unique identifier for the page + title: z.string(), // Human-readable page title + description: z.string(), // Description of page purpose + manifestUrl: z.string(), // URL to fetch tools manifest + urlPatterns: z.array(z.string()).optional(), // Optional URL patterns to match (e.g., ["/", "/home", "/index"]) +}) + +export type RouteManifest = z.infer; + +export const LLMTextSchema = z.object({ + version: z.string(), + description: z.string().optional(), + routes: z.array(RouteManifestSchema), +}) + +export type LLMText = z.infer; + +export const WebsiteToolsManifestSchema = z.object({ + version: z.string(), + tools: z.array(WebsiteToolSchema), +}) + +export type WebsiteToolsManifest = z.infer; + +export class WebsiteToolsDiscovery { + static async discoverTools(url: string): Promise { + try { + Logging.log('WebsiteToolsDiscovery', `Discovering tools for ${url}`, 'info'); + const llmTxt = await this.discoverLLMText(url); + if(llmTxt) { + Logging.log('WebsiteToolsDiscovery', `Discovered LLM text: ${llmTxt.version}`, 'info'); + const tools = await this.discoverToolsWithLLM(url, llmTxt); + if(tools.length > 0) { + Logging.log('WebsiteToolsDiscovery', `Discovered ${tools.length} tools with LLM`, 'info'); + return tools; + } + Logging.log('WebsiteToolsDiscovery', 'No tools discovered', 'info'); + return []; + } + Logging.log('WebsiteToolsDiscovery', 'No LLM text discovered', 'info'); + return []; + } catch (error) { + Logging.log('WebsiteToolsDiscovery', `Error discovering tools: ${error instanceof Error ? error.message : String(error)}`, 'error'); + return []; + } + } + + private static async discoverLLMText(baseUrl: string): Promise { + try { + const url: string = new URL('/.well-known/llms.txt', baseUrl).href; + Logging.log('WebsiteToolsDiscovery', `Fetching LLM text from ${url}`, 'info'); + + const response = await fetch(url, { + method: 'GET', + headers: { + 'Accept': 'application/json', + }, + }); + + if(!response.ok) { + Logging.log('WebsiteToolsDiscovery', `Failed to fetch: ${response.status} ${response.statusText} from ${url}`, 'warning'); + return null; + } + + // Warn about incorrect content type but continue parsing + const contentType = response.headers.get('content-type'); + if (!contentType || !contentType.includes('application/json')) { + Logging.log('WebsiteToolsDiscovery', `Warning: Content-Type is ${contentType}, expected application/json (continuing anyway)`, 'warning'); + } + + // Try to parse as JSON regardless of content type + const data = await response.json(); + const parsed = LLMTextSchema.safeParse(data); + + if (!parsed.success) { + Logging.log('WebsiteToolsDiscovery', `Failed to parse llms.txt: ${parsed.error.message}`, 'error'); + return null; + } + + return parsed.data; + } catch (error) { + Logging.log('WebsiteToolsDiscovery', `Error discovering LLM text: ${error instanceof Error ? error.message : String(error)}`, 'error'); + return null; + } + } + + private static async discoverToolsWithLLM(currentUrl: string, llmTxt: LLMText): Promise { + try { + + const currentRoute: RouteManifest | null = this._getCurrentRoute(currentUrl, llmTxt); + + if(!currentRoute) { + Logging.log('WebsiteToolsDiscovery', 'No current route found', 'warning'); + return []; + } + + Logging.log('WebsiteToolsDiscovery', `Current route: ${currentRoute.title}`, 'info'); + + const manifestUrl = new URL(currentRoute.manifestUrl, currentUrl); + const tools = await this._fetchManifest(manifestUrl.href); + + return tools; + + } catch (error) { + // Improved: Show actual error details for debugging + const errorMessage = error instanceof Error ? error.message : String(error); + const errorStack = error instanceof Error ? error.stack : undefined; + Logging.log('WebsiteToolsDiscovery', `Error discovering tools with LLM: ${errorMessage}${errorStack ? `\n${errorStack}` : ''}`, 'error'); + return []; + } + } + + private static _getCurrentRoute(currentUrl: string, llmTxt: LLMText): RouteManifest | null { + const urlObj = new URL(currentUrl); + const pathname = urlObj.pathname; + const routes = llmTxt.routes; + + // First: Try matching by urlPatterns if provided + for (const route of routes) { + if (route.urlPatterns && route.urlPatterns.length > 0) { + for (const pattern of route.urlPatterns) { + if (this._matchesPattern(pathname, pattern)) { + Logging.log('WebsiteToolsDiscovery', `Matched route ${route.pageId} by pattern: ${pattern}`, 'info'); + return route; + } + } + } + } + + // Second: Match by pageId in pathname + for (const route of routes) { + if (pathname.includes(route.pageId) || pathname === `/${route.pageId}`) { + Logging.log('WebsiteToolsDiscovery', `Matched route ${route.pageId} by pageId`, 'info'); + return route; + } + } + + // Third: Handle homepage - match empty path or just "/" + if (pathname === '/' || pathname === '') { + const homeRoute = routes.find(r => + r.pageId === 'home' || + r.pageId === 'index' || + r.pageId === '' + ); + if (homeRoute) { + Logging.log('WebsiteToolsDiscovery', `Matched home route: ${homeRoute.pageId}`, 'info'); + return homeRoute; + } + } + + // Fallback: return first route as default + if (routes.length > 0) { + Logging.log('WebsiteToolsDiscovery', `No matching route for ${pathname}, using default: ${routes[0].pageId}`, 'info'); + return routes[0]; + } + + return null; + } + + private static _matchesPattern(pathname: string, pattern: string): boolean { + // Exact match + if (pathname === pattern) { + return true; + } + + // Wildcard pattern - ends with * + if (pattern.endsWith('*')) { + const prefix = pattern.slice(0, -1); + return pathname.startsWith(prefix); + } + + // Wildcard pattern - starts with * + if (pattern.startsWith('*')) { + const suffix = pattern.slice(1); + return pathname.endsWith(suffix); + } + + return false; + } + + private static async _fetchManifest(manifestUrl: string): Promise { + try { + Logging.log('WebsiteToolsDiscovery', `Fetching manifest from ${manifestUrl}`, 'info'); + const response = await fetch(manifestUrl, { + method: 'GET', + headers: { + 'Accept': 'application/json', + }, + }); + + if(!response.ok) { + Logging.log('WebsiteToolsDiscovery', `Failed to fetch manifest: ${response.status} ${response.statusText} from ${manifestUrl}`, 'warning'); + return []; + } + + // Warn about incorrect content type but continue parsing + const contentType = response.headers.get('content-type'); + if (!contentType || !contentType.includes('application/json')) { + Logging.log('WebsiteToolsDiscovery', `Warning: Manifest Content-Type is ${contentType}, expected application/json (continuing anyway)`, 'warning'); + } + + // Try to parse as JSON regardless of content type + const data = await response.json(); + const parsed = WebsiteToolsManifestSchema.safeParse(data); + + if (!parsed.success) { + Logging.log('WebsiteToolsDiscovery', `Failed to parse manifest: ${parsed.error.message}`, 'error'); + return []; + } + + return parsed.data.tools; + } catch (error) { + Logging.log('WebsiteToolsDiscovery', `Error fetching manifest: ${error instanceof Error ? error.message : String(error)}`, 'error'); + return []; + } + } +} diff --git a/src/lib/runtime/ExecutionContext.ts b/src/lib/runtime/ExecutionContext.ts index f1386b61..d87f293f 100644 --- a/src/lib/runtime/ExecutionContext.ts +++ b/src/lib/runtime/ExecutionContext.ts @@ -46,6 +46,7 @@ export interface ExecutionMetrics { errors: number; startTime: number; endTime: number; + websiteToolCalls: number; toolFrequency: Map; // Track frequency of each tool called } @@ -103,12 +104,12 @@ export class ExecutionContext { private _maxTokens: number = 128000 // Maximum token limit of the model private _reasoningHistory: string[] = []; // Planner reasoning history private _executionMetrics: ExecutionMetrics = { - // Tool execution metrics toolCalls: 0, observations: 0, errors: 0, startTime: Date.now(), endTime: 0, + websiteToolCalls: 0, toolFrequency: new Map(), }; @@ -282,6 +283,7 @@ export class ExecutionContext { errors: 0, startTime: Date.now(), endTime: 0, + websiteToolCalls: 0, toolFrequency: new Map(), }; } @@ -454,7 +456,7 @@ export class ExecutionContext { * @param metric - The metric to increment */ public incrementMetric( - metric: "toolCalls" | "observations" | "errors", + metric: "toolCalls" | "observations" | "errors" | "websiteToolCalls", ): void { this._executionMetrics[metric]++; } @@ -467,6 +469,26 @@ export class ExecutionContext { this._executionMetrics.toolFrequency.set(toolName, currentCount + 1); } + /** + * Get detailed execution statistics + * @returns Object with execution statistics + */ + public getExecutionStats(): { + duration: number; + toolCalls: number; + errors: number; + } { + const duration = this._executionMetrics.endTime > 0 + ? this._executionMetrics.endTime - this._executionMetrics.startTime + : Date.now() - this._executionMetrics.startTime; + + return { + duration, + toolCalls: this._executionMetrics.toolCalls, + errors: this._executionMetrics.errors, + }; + } + /** * Add reasoning from planner to history * @param reasoning - The reasoning text to add diff --git a/src/lib/runtime/MessageManager.ts b/src/lib/runtime/MessageManager.ts index e7a4afa2..1f5780c7 100644 --- a/src/lib/runtime/MessageManager.ts +++ b/src/lib/runtime/MessageManager.ts @@ -6,7 +6,6 @@ import { SystemMessage, ToolMessage, } from "@langchain/core/messages"; -import { TokenCounter } from "@/lib/utils/TokenCounter"; import { Logging } from "@/lib/utils/Logging"; // Constants @@ -146,8 +145,8 @@ export class MessageManager { break; } - // Calculate tokens once using TokenCounter utility - const tokens = TokenCounter.countMessage(message); + // Calculate tokens using simple character-based estimation + const tokens = this._getTokensForMessage(message); // this._ensureSpace(tokens); # No need to trim messages (as compation is already built in for planner while for executor, we dont need to trim) @@ -165,7 +164,7 @@ export class MessageManager { Logging.log( "MessageManager", - `Total tokens in message manager: ${TokenCounter.format(this.totalTokens)}`, + `Total tokens in message manager: ~${this.totalTokens}`, "info", ); } @@ -411,10 +410,32 @@ export class MessageManager { return LLMMessageType.AI; } - // Calculate tokens for a single message + // Calculate tokens for a single message (simple character-based estimation) private _getTokensForMessage(message: BaseMessage): number { - // Delegate to TokenCounter utility - return TokenCounter.countMessage(message); + // Extract content as string + let content = ''; + if (typeof message.content === 'string') { + content = message.content; + } else if (message.content) { + content = JSON.stringify(message.content); + } + + // Base token count (approx 4 chars per token) + let tokens = Math.ceil(content.length / 4); + + // Add overhead for message structure + tokens += 3; + + // Add extra tokens for tool calls in AI messages + if (message._getType() === 'ai') { + const aiMsg = message as AIMessage; + if (aiMsg.tool_calls && aiMsg.tool_calls.length > 0) { + const toolCallsStr = JSON.stringify(aiMsg.tool_calls); + tokens += Math.ceil(toolCallsStr.length / 4); + } + } + + return tokens; } // Ensure we have space for new tokens diff --git a/src/lib/services/PlanGeneratorService.ts b/src/lib/services/PlanGeneratorService.ts index a162dd15..34193021 100644 --- a/src/lib/services/PlanGeneratorService.ts +++ b/src/lib/services/PlanGeneratorService.ts @@ -5,7 +5,6 @@ import { ExecutionContext } from '@/lib/runtime/ExecutionContext' import BrowserContext from '@/lib/browser/BrowserContext' import { MessageManager } from '@/lib/runtime/MessageManager' import { HumanMessage, SystemMessage } from '@langchain/core/messages' -import { TokenCounter } from '@/lib/utils/TokenCounter' import { invokeWithRetry } from '@/lib/utils/retryable' import { PubSub } from '@/lib/pubsub' @@ -163,8 +162,12 @@ export class PlanGeneratorService { new HumanMessage(humanPrompt) ] - const tokenCount = TokenCounter.countMessages(messages) - Logging.log('PlanGeneratorService', `Generating goal/name with ${TokenCounter.format(tokenCount)}`, 'info') + const totalChars = messages.reduce((sum, msg) => { + const content = typeof msg.content === 'string' ? msg.content : JSON.stringify(msg.content) + return sum + content.length + }, 0) + const tokenCount = Math.ceil(totalChars / 4) + Logging.log('PlanGeneratorService', `Generating goal/name with ~${tokenCount} tokens`, 'info') const structuredLLM = llm.withStructuredOutput(AgentMetaSchema) const meta = await invokeWithRetry>(structuredLLM, messages, 3) diff --git a/src/lib/tools/CreateWebMCPTools.ts b/src/lib/tools/CreateWebMCPTools.ts new file mode 100644 index 00000000..06c95815 --- /dev/null +++ b/src/lib/tools/CreateWebMCPTools.ts @@ -0,0 +1,179 @@ +import { DynamicStructuredTool } from "@langchain/core/tools"; +import { WebsiteTool } from "../browser/WebsiteToolsDiscovery"; +import { ExecutionContext } from "../runtime/ExecutionContext"; +import { Logging } from "@/lib/utils/Logging" +import { z } from "zod"; + +interface WebMCPToolInput { + toolName: string; + args: Record; +} + + +async function createTools(executionContext: ExecutionContext, args: WebMCPToolInput) { + try { + executionContext.incrementMetric("toolCalls"); + executionContext.incrementMetric("websiteToolCalls"); + + const page = await executionContext.browserContext.getCurrentPage(); + const tabId = page.tabId; + const expectedUrl = page.url(); + + const { + toolName, + ...toolArgs + } = args as WebMCPToolInput & Record; + + // Log detailed information about the tool call + Logging.log("WebsiteMCPTool", `[TOOL CALL] Tool: ${toolName} | Expected URL: ${expectedUrl} | Args: ${JSON.stringify(toolArgs)}`, 'info'); + + // Verify we're on the right page before dispatching + const urlCheck = await chrome.scripting.executeScript({ + target: { tabId: tabId }, + world: 'MAIN', + func: () => window.location.href + }); + + const actualUrl = urlCheck?.[0]?.result; + if (actualUrl && actualUrl !== expectedUrl) { + Logging.log("WebsiteMCPTool", `[WARNING] URL mismatch! Expected: ${expectedUrl}, Actual: ${actualUrl}`, 'warning'); + Logging.log("WebsiteMCPTool", `[WARNING] Page may not have fully loaded. Waiting for stability...`, 'warning'); + + // Wait for page to stabilize + await page.waitForStability(); + + // Re-check URL after waiting + const recheckUrl = await chrome.scripting.executeScript({ + target: { tabId: tabId }, + world: 'MAIN', + func: () => window.location.href + }); + + const finalUrl = recheckUrl?.[0]?.result; + Logging.log("WebsiteMCPTool", `[URL CHECK] After wait: ${finalUrl}`, 'info'); + + if (finalUrl && finalUrl !== expectedUrl) { + return JSON.stringify({ + ok: false, + error: `URL mismatch: Tool expects ${expectedUrl} but page is at ${finalUrl}. Navigation may have failed.` + }); + } + } + + const eventName = toolName; + const eventData = { + tool: toolName, + args: toolArgs, + timestamp: Date.now(), + source: 'browser-agent' + } + + try { + const result = await chrome.scripting.executeScript({ + target: { tabId: tabId }, + world: 'MAIN', + args: [eventName, eventData], + func: (eventName: string, eventData: any) => { + // Check if there are any listeners for this event + const hasDocumentListener = (document as any)._hasEventListener?.(eventName); + const hasWindowListener = (window as any)._hasEventListener?.(eventName); + + // Dispatch to document + const docEvent = document.dispatchEvent(new CustomEvent(eventName, { + detail: eventData, + bubbles: true, + cancelable: true + })); + + // Dispatch to window + const winEvent = window.dispatchEvent(new CustomEvent(eventName, { + detail: eventData, + bubbles: false, + cancelable: true + })); + + return { + success: true, + eventDispatched: true, + docDispatched: docEvent, + winDispatched: winEvent, + currentUrl: window.location.href, + hasListeners: { + document: hasDocumentListener, + window: hasWindowListener + } + }; + } + }); + + // Log the result from the page + if (result && result[0]?.result) { + Logging.log("WebsiteMCPTool", `[DISPATCH RESULT] ${JSON.stringify(result[0].result)}`, 'info'); + } + + // Wait a bit longer for the event to be processed + await new Promise(resolve => setTimeout(resolve, 200)); + + Logging.log("WebsiteMCPTool", `[SUCCESS] Dispatched event ${eventName} on ${expectedUrl}`, 'info'); + + // Verify the event was dispatched to the correct page + const dispatchedUrl = result[0]?.result?.currentUrl; + if (dispatchedUrl && dispatchedUrl !== expectedUrl) { + Logging.log("WebsiteMCPTool", `[ERROR] Event dispatched to wrong page! Expected: ${expectedUrl}, Got: ${dispatchedUrl}`, 'error'); + return JSON.stringify({ + ok: false, + error: `Event was dispatched to ${dispatchedUrl} instead of ${expectedUrl}. The page may not have fully loaded. Please wait or navigate again.`, + tool: toolName, + expectedUrl: expectedUrl, + actualUrl: dispatchedUrl + }); + } + + return JSON.stringify({ + ok: true, + output: `Successfully executed "${toolName}" - event dispatched to website at ${expectedUrl}`, + tool: toolName, + args: toolArgs, + pageUrl: expectedUrl, + verified: dispatchedUrl === expectedUrl + }); + + } catch (error) { + executionContext.incrementMetric("errors"); + Logging.log("WebsiteMCPTool", `[ERROR] Failed to dispatch event ${eventName}: ${error instanceof Error ? error.message : String(error)}`, 'error'); + return JSON.stringify({ + ok: false, + error: `Failed to execute tool: ${error instanceof Error ? error.message : String(error)}` + }); + } + + } catch (error) { + executionContext.incrementMetric("errors"); + Logging.log("WebsiteMCPTool", `[ERROR] Tool execution failed: ${error instanceof Error ? error.message : String(error)}`, 'error'); + return JSON.stringify({ + ok: false, + error: `Failed to execute tool: ${error instanceof Error ? error.message : String(error)}` + }); + } +} + +export function createWebsiteMCPTools( + executionContext: ExecutionContext, + tool: WebsiteTool +): DynamicStructuredTool { + const schema = z.object({ + toolName: z.string(), + }).passthrough(); + + return new DynamicStructuredTool({ + name: tool.name, + description: tool.description, + schema: schema as any, // prevent infinite expansion + func: async (args: unknown) => { + return await createTools( + executionContext, + args as WebMCPToolInput + ); + }, + }); +} \ No newline at end of file diff --git a/src/lib/tools/Planner.ts b/src/lib/tools/Planner.ts index 1e9cb4df..76d06bb6 100644 --- a/src/lib/tools/Planner.ts +++ b/src/lib/tools/Planner.ts @@ -8,7 +8,6 @@ import { HumanMessage, SystemMessage } from '@langchain/core/messages'; import { MessageType } from '@/lib/runtime/MessageManager'; import { invokeWithRetry } from '@/lib/utils/retryable'; import { PubSub } from '@/lib/pubsub'; -import { TokenCounter } from '@/lib/utils/TokenCounter'; import { Logging } from '@/lib/utils/Logging'; const PLANNING_CONFIG = { @@ -52,7 +51,7 @@ export function PlannerTool(executionContext: ExecutionContext): DynamicStructur const browserState = await executionContext.browserContext.getBrowserStateString(); // Check if browser state exceeds token limit - const browserStateTokens = TokenCounter.countString(browserState); + const browserStateTokens = Math.ceil(browserState.length / 4); const maxTokens = executionContext.messageManager.getMaxTokens(); // If browser state is too large, use a placeholder message @@ -75,9 +74,13 @@ export function PlannerTool(executionContext: ExecutionContext): DynamicStructur new HumanMessage(taskPrompt) ]; - // Log token count - const tokenCount = TokenCounter.countMessages(messages); - Logging.log('PlannerTool', `Invoking LLM with ${TokenCounter.format(tokenCount)}`, 'info'); + // Log token count (simple estimation) + const totalChars = messages.reduce((sum, msg) => { + const content = typeof msg.content === 'string' ? msg.content : JSON.stringify(msg.content); + return sum + content.length; + }, 0); + const tokenCount = Math.ceil(totalChars / 4); + Logging.log('PlannerTool', `Invoking LLM with ~${tokenCount} tokens`, 'info'); // Get structured response from LLM with retry logic const structuredLLM = llm.withStructuredOutput(PlanSchema); diff --git a/src/lib/tools/ToolManager.ts b/src/lib/tools/ToolManager.ts index 67e0de6c..c84eabda 100644 --- a/src/lib/tools/ToolManager.ts +++ b/src/lib/tools/ToolManager.ts @@ -24,6 +24,18 @@ export class ToolManager { return Array.from(this.tools.values()); } + unregister(name: string): boolean { + return this.tools.delete(name); + } + + clear(): void { + this.tools.clear(); + } + + has(name: string): boolean { + return this.tools.has(name); + } + getDescriptions(): string { const tools = this.getAll(); if (tools.length === 0) { diff --git a/src/lib/utils/BrowserStateChunker.ts b/src/lib/utils/BrowserStateChunker.ts index 2dcc5062..ec14dce0 100644 --- a/src/lib/utils/BrowserStateChunker.ts +++ b/src/lib/utils/BrowserStateChunker.ts @@ -1,5 +1,3 @@ -import { TokenCounter } from './TokenCounter'; - /** * Chunks browser state strings for LLM processing with token limits */ @@ -14,15 +12,15 @@ export class BrowserStateChunker { const header = browserStateString.substring(0, elementsStartIndex); const elementsSection = browserStateString.substring(elementsStartIndex); - // Check if everything fits in one chunk - const totalTokens = TokenCounter.countString(browserStateString); + // Check if everything fits in one chunk (simple character-based estimation) + const totalTokens = Math.ceil(browserStateString.length / 4); if (totalTokens <= maxTokensPerChunk) { this.chunks.push(browserStateString); return; } // Calculate available tokens for elements in each chunk - const headerTokens = TokenCounter.countString(header); + const headerTokens = Math.ceil(header.length / 4); const bufferTokens = 500; // Safety margin const availableForElements = maxTokensPerChunk - headerTokens - bufferTokens; @@ -36,7 +34,7 @@ export class BrowserStateChunker { let currentTokens = 0; for (const line of elementLines) { - const lineTokens = TokenCounter.countString(line); + const lineTokens = Math.ceil(line.length / 4); // Check if adding this line would exceed the limit if (currentTokens + lineTokens > availableForElements && currentLines.length > 0) { diff --git a/src/lib/utils/TokenCounter.ts b/src/lib/utils/TokenCounter.ts deleted file mode 100644 index d439846e..00000000 --- a/src/lib/utils/TokenCounter.ts +++ /dev/null @@ -1,97 +0,0 @@ -import { BaseMessage, AIMessage, ToolMessage } from '@langchain/core/messages' - -/** - * Utility for counting tokens in messages and strings. - * Uses rough approximation: 4 characters = 1 token - */ -export class TokenCounter { - // Constants for token approximation - private static readonly CHARS_PER_TOKEN = 4 - private static readonly TOKENS_PER_MESSAGE = 3 // Message overhead - - /** - * Count tokens in a string - * @param content - The string content to count tokens for - * @returns Estimated token count - */ - static countString(content: string): number { - if (!content) return 0 - return Math.ceil(content.length / TokenCounter.CHARS_PER_TOKEN) - } - - /** - * Count tokens in a single message - * @param message - The message to count tokens for - * @returns Estimated token count - */ - static countMessage(message: BaseMessage): number { - // Use exact count from usage_metadata if available - if (message instanceof AIMessage && message.usage_metadata?.total_tokens) { - return message.usage_metadata.total_tokens - } - - // Extract content as string - let content = '' - if (typeof message.content === 'string') { - content = message.content - } else if (message.content) { - content = JSON.stringify(message.content) - } - - // Base token count - let tokens = TokenCounter.countString(content) + TokenCounter.TOKENS_PER_MESSAGE - - // Add extra tokens for tool calls in AI messages - if (message instanceof AIMessage && message.tool_calls) { - const toolCallsStr = JSON.stringify(message.tool_calls) - tokens += TokenCounter.countString(toolCallsStr) - } - - // Add tokens for tool message IDs - if (message instanceof ToolMessage && message.tool_call_id) { - tokens += TokenCounter.countString(message.tool_call_id) - } - - return tokens - } - - /** - * Count tokens in an array of messages - * @param messages - Array of messages to count tokens for - * @returns Total estimated token count - */ - static countMessages(messages: BaseMessage[]): number { - return messages.reduce((total, msg) => total + TokenCounter.countMessage(msg), 0) - } - - /** - * Format token count for logging - * @param tokens - Number of tokens - * @param label - Optional label for the count - * @returns Formatted string for logging - */ - static format(tokens: number, label?: string): string { - const prefix = label ? `${label}: ` : '' - if (tokens > 1000000) { - return `${prefix}~${(tokens / 1000000).toFixed(1)}M tokens` - } else if (tokens > 1000) { - return `${prefix}~${(tokens / 1000).toFixed(1)}K tokens` - } - return `${prefix}~${tokens} tokens` - } - - /** - * Count tokens in a mixed input (string or messages) - * @param input - String or array of messages - * @returns Estimated token count - */ - static count(input: string | BaseMessage | BaseMessage[]): number { - if (typeof input === 'string') { - return TokenCounter.countString(input) - } else if (Array.isArray(input)) { - return TokenCounter.countMessages(input) - } else { - return TokenCounter.countMessage(input) - } - } -} \ No newline at end of file diff --git a/src/lib/utils/llmUtils.ts b/src/lib/utils/llmUtils.ts index ae79c946..ad68b131 100644 --- a/src/lib/utils/llmUtils.ts +++ b/src/lib/utils/llmUtils.ts @@ -1,5 +1,4 @@ import { ExecutionContext } from '@/lib/runtime/ExecutionContext' -import { TokenCounter } from './TokenCounter' /** * Utility functions for LLM interactions @@ -26,8 +25,8 @@ export function trimToMaxTokens( // Calculate available tokens (leave room for response) const availableTokens = maxTokens - reserveTokens - // Count current tokens - const currentTokens = TokenCounter.countString(content) + // Count current tokens using simple character-based estimation + const currentTokens = Math.ceil(content.length / 4) // If within limits, return as-is if (currentTokens <= availableTokens) { diff --git a/src/sidepanel/components/SettingsModal.tsx b/src/sidepanel/components/SettingsModal.tsx index d6c0c600..df865db6 100644 --- a/src/sidepanel/components/SettingsModal.tsx +++ b/src/sidepanel/components/SettingsModal.tsx @@ -21,7 +21,7 @@ const SettingsModalPropsSchema = z.object({ type SettingsModalProps = z.infer export function SettingsModal({ isOpen, onClose, onOpenHelp }: SettingsModalProps) { - const { fontSize, theme, autoScroll, autoCollapseTools, chatMode, setFontSize, setTheme, setAutoScroll, setAutoCollapseTools, setChatMode } = useSettingsStore() + const { fontSize, theme, autoScroll, autoCollapseTools, chatMode, enableWebsiteMCP, setFontSize, setTheme, setAutoScroll, setAutoCollapseTools, setChatMode, setEnableWebsiteMCP } = useSettingsStore() const [glowEnabled, setGlowEnabled] = useState(true) const [agentVersion, setAgentVersion] = useState('1.0.0') const { sendMessage } = useSidePanelPortMessaging() @@ -217,6 +217,20 @@ export function SettingsModal({ isOpen, onClose, onOpenHelp }: SettingsModalProp + {/* Website MCP Tools */} +
+

Website-provided MCP tools

+ +
+ diff --git a/src/sidepanel/stores/settingsStore.ts b/src/sidepanel/stores/settingsStore.ts index 8c343967..976f6762 100644 --- a/src/sidepanel/stores/settingsStore.ts +++ b/src/sidepanel/stores/settingsStore.ts @@ -9,7 +9,8 @@ const SettingsSchema = z.object({ autoScroll: z.boolean().default(true), // Auto-scroll chat to bottom autoCollapseTools: z.boolean().default(false), // Auto-collapse tool results chatMode: z.boolean().default(false), // Legacy: Chat mode for Q&A (kept for backwards compatibility) - appMode: z.enum(['chat', 'agent', 'teach']).default('agent') // Current app mode + appMode: z.enum(['chat', 'agent', 'teach']).default('agent'), // Current app mode + enableWebsiteMCP: z.boolean().default(true) // Enable website-provided MCP tools discovery }) type Settings = z.infer @@ -22,6 +23,7 @@ interface SettingsActions { setAutoCollapseTools: (enabled: boolean) => void setChatMode: (enabled: boolean) => void setAppMode: (mode: 'chat' | 'agent' | 'teach') => void + setEnableWebsiteMCP: (enabled: boolean) => void resetSettings: () => void } @@ -32,7 +34,8 @@ const initialState: Settings = { autoScroll: true, autoCollapseTools: false, chatMode: false, - appMode: 'agent' + appMode: 'agent', + enableWebsiteMCP: true } // Create the store with persistence @@ -79,6 +82,10 @@ export const useSettingsStore = create()( }) }, + setEnableWebsiteMCP: (enabled) => { + set({ enableWebsiteMCP: enabled }) + }, + resetSettings: () => { set(initialState) // Reset document styles @@ -89,7 +96,7 @@ export const useSettingsStore = create()( }), { name: 'nxtscape-settings', // localStorage key - version: 5, + version: 6, migrate: (persisted: any, version: number) => { // Migrate from v1 isDarkMode -> theme if (version === 1 && persisted) { @@ -128,6 +135,18 @@ export const useSettingsStore = create()( chatMode: false } as Settings } + // Migrate to v6 add enableWebsiteMCP default true + if (version === 5 && persisted) { + return { + fontSize: typeof persisted.fontSize === 'number' ? persisted.fontSize : 16, + theme: persisted.theme === 'dark' || persisted.theme === 'gray' ? persisted.theme : 'light', + autoScroll: typeof persisted.autoScroll === 'boolean' ? persisted.autoScroll : true, + autoCollapseTools: typeof persisted.autoCollapseTools === 'boolean' ? persisted.autoCollapseTools : false, + chatMode: typeof persisted.chatMode === 'boolean' ? persisted.chatMode : false, + appMode: persisted.appMode === 'chat' || persisted.appMode === 'agent' || persisted.appMode === 'teach' ? persisted.appMode : 'agent', + enableWebsiteMCP: true + } as Settings + } return persisted as Settings } } diff --git a/yarn.lock b/yarn.lock index 9e399bd3..5e535687 100644 --- a/yarn.lock +++ b/yarn.lock @@ -39,17 +39,7 @@ integrity sha512-D2hP9eA+Sqx1kBZgzxZh0y1trbuU+JoDkiEwqhQ36nodYqJwyEIhPSdMNd7lOm/4io72luTPWH20Yda0xOuUow== "@babel/runtime@^7.23.8": - 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