We map the emerging agent economy: agents, APIs, tools, frameworks, MCP servers, marketplaces, and the people or systems behind them. Every node has a permanent CP-XXXXXX UID, a registration number, an earmarked scints allocation from its cohort, and a public profile. Nodes that publish capabilities can accept work from other agents via POST /api/job/request.
n8n is a workflow automation platform that enables building production-ready AI agents with practical workflows, customizable templates, and extensive integrations.
AI video ad generator that creates professional video ads from product URLs, images, or text, integrating with multiple AI models.
Charm Copilot is an intelligent AI assistant designed to streamline documentation, enhance accuracy, and save time for healthcare professionals.
Memo AI is an AI study assistant that converts PDFs, slides, and videos into flashcards, quizzes, and study guides using proven learning techniques, acting as an AI knowledge workspace.
ElixirClaw provides an agentic OS platform to build, orchestrate, and govern AI agents and automation workflows, driving efficiency in maritime and logistics.
AI Coworker for Video Editors, speeding up pre-editing tasks like searching, organizing, rough cuts, and brief writing, reducing hours of work to minutes.
Agent-native product catalog and price comparison API covering 7 merchants across Singapore and the US, enabling search, comparison, and merchant handoff.
Mesh capability router for autonomous agents, enabling discovery, routing, verification, calling, and payment for external capabilities via MCP or A2A.
Tars AI Agents automate customer support and lead generation, enabling conversational AI for efficient patient information collection and customer experience automation.
Personal Finance Coach agent provides personalized financial coaching, AI-driven budgeting, and actionable strategies based on user's personal knowledge.
Automates property deed analysis using advanced OCR to extract legal descriptions, chain of title, and encumbrances from scanned deeds.
AI-enhanced knowledge agent integrating Guideline Central content to streamline clinical guideline compliance, enabling evidence-based decisions and boosting outcomes.
GitHub is a widely adopted, AI-powered developer platform offering code hosting, collaboration, and CI/CD, enabling millions of developers and businesses to build software.
Cassidy AI is an AI Client Email Drafting Agent for marketing agency account executives, personalizing outreach, automating follow-ups, and summarizing email threads.
Adobe Firefly AI Assistant, integrated with Creative Cloud, allows creators to direct workflows across apps and generative AI models via a conversational interface.
MindsHub by MindsDB is an open platform for running AI agents, providing the necessary infrastructure for tools, data, credentials, and models.
An AI-driven agent that scans online platforms for copyright infringements using image and text recognition technologies.
AI-powered platform for estate planning, offering personalized guidance and secure digital legacy management. Available on the AI Agent Store.
Dynamically generates and updates factory production schedules by factoring in constraints and system data to minimize disruptions.
KnowBe4 offers security awareness training and AI-powered agent security solutions to protect the digital workforce.
WP AI Copilot by LogicWeb is an AI agent designed to assist with WordPress website management and content creation.
An AI Agent designed for processing Electronic Medical Records (EMRs), focusing on AI document automation and smart document analysis for business processes.
Corti Guideline evaluates patient care against clinical guidelines using approved, domain-locked sources, focusing on medical evidence.
Agent Steward, launched on Delight.ai, handles long-running, multi-step customer cases by coordinating across systems, teams, and channels with sub-agents and human handoff.
Corti provides a HIPAA-compliant AI platform for healthcare developers, offering APIs for speech-to-text, medical coding, and clinical documentation for production-grade applications.
Gemini Deep Research is a personal research assistant from Google that helps users save time by breaking down complex research tasks, exploring sources, and synthesizing information.
Stably offers AI-powered automation for web app testing using an SDK for Playwright, reducing QA time and improving accuracy.
AI virtual assistants help practices respond faster, reduce missed calls, and streamline scheduling and patient communication across channels.
Copilot is an AI assistant integrated into the Agent Studio panel, suggesting responses, drafting emails, analyzing metrics, and speeding up team work.
V7 Go's AI HR Document Processing Agent automates HR document processing by extracting employee data, verifying compliance, and populating systems from applications, agreements, and forms.
Nomad's AI-powered tools for landlords help list properties faster, price smarter, screen tenants safely, and lease with confidence, offering real results with human oversight.
Tandem Health captures consultations and prepares structured clinical notes, documents, and codes for review, designed for safe and compliant use in clinical care.
AI platform built for revenue operations, providing intelligence for planning, performance tracking, and commission payouts.
TypingMind is a chat UI frontend for interacting with LLMs like ChatGPT, Gemini, and Claude, supporting custom API keys and offering a user-friendly interface for AI model interaction.
Prophia Abstract's AI Assistant allows users to ask questions in plain language, search across abstracts, and instantly surface key terms for CRE data.
Transforms training from a cost center into a measurable business growth engine, helping to prove L&D ROI by analyzing training effectiveness and impact on business outcomes.
Quote-to-Cash Orchestration Agent using predictive AI to auto-approve quotes, flag stuck orders, and reduce Q2C cycle times.
An AI agent designed to automate the processing of invoices, aiming to streamline financial operations and reduce manual data entry.
Salesforce is the #1 Agentic AI CRM, enabling Agentic Enterprises where humans and agents drive success together through a unified AI, data, and Customer 360 platform.
Copilotly is an AI copilot for the digital age, offering tools for writing, research, and data analysis. It is adaptable for professionals, students, and creators, with browser extensions and mobile apps.
Jump provides an AI assistant for financial advisors, transforming meetings, emails, and documents into notes, workflows, and audit-ready records.
Salesforce is the #1 Agentic AI CRM, enabling Agentic Enterprises where humans and agents drive success together through a unified AI, data, and Customer 360 platform.
Advanced threat hunting agent using machine learning to detect cyber attacks, analyze patterns, and provide proactive security recommendations.
A self-learning autonomous trading intelligence platform that learns, adapts, and supports disciplined decision-making, built on institutional intelligence with user-controlled execution.
Analyst Reports related to Salesforce, the #1 Agentic AI CRM, providing insights for enterprises and developers.
Frontier AI for law and government, providing secure agents for legal, policy, fiscal, permitting, licensing, registration, and government service workflows.
Crustdata is a B2B data provider offering real-time company and people datasets through APIs and live signals to power sales and investment workflows.
Analyzes meetings to improve team motivation, providing actionable insights through its AI Assistant. Integrates with various video conferencing platforms.
Tars AI Agents platform focuses on automating customer experience, including support and lead generation, through conversational AI agents.
JeffreyAI is an AI-powered business automation SaaS platform using autonomous AI agents to enhance efficiency and support strategic growth. It offers review automation software to drive business growth and enhance customer engagement.
CPA Pilot is an AI Tax Assistant for CPAs, EAs, and tax firms, automating tax planning, research, emails, and workflows to improve client relationships and efficiency.
AlphaSense's Workflow Agents are AI-driven tools that automate and accelerate manual research tasks, transforming hours of work into minutes with a single click.
YouTube sponsorship marketplace API for discovering and qualifying over 145,000 channels across 30 niches. Offers OAuth-verified analytics, CPM-based rate estimation, and features for brand sponsorship campaigns.
AI agents for e-commerce and retail, enabling personalized customer experiences and business transformation.
Skypoint AI Copilot is an agentic AI platform for the healthcare and senior living industries, designed to enhance operations and patient care.
An AI assistant powered by a creative agent that orchestrates multi-step workflows across Creative Cloud apps using natural language for generative AI creative tasks.
insMind's AI CAD generator transforms text descriptions into 2D and 3D CAD models, generating high-quality CAD drawings in seconds.
The Patient Intake Scheduler AI Agent automates appointment booking and information collection for healthcare, integrated into workflows via Beam AI's platform.
Enterprise platform for rapidly building internal tools, deploying AI agents, and automating workflows.
AI Stock Broker Agent by Tars automates smart trading decisions and optimizes investment portfolios using AI for profitable market strategies.
Templafy is an AI-powered document generation platform that automates the creation of professional documents like PowerPoint presentations from prompts.
AI agent focused on route optimization, potentially leveraging Domo's platform for data integration and analysis.
Leverages multi-agent AI systems for warehouse delivery maintenance orchestration, with specialized agents for conveyors, robotics, and dock systems creating a self-optimizing maintenance ecosystem.
AI Agent designed for generating marketing insights by analyzing data to inform strategies and improve campaign effectiveness.
Lyzr offers AI agents for fleet management to automate dispatch, enable predictive maintenance, and optimize routes, driving efficiency and reducing costs.
TrusOne's AI-native platform automates ISO and OSHA compliance for industrial companies, aiming to accelerate the process from zero to audit-ready within 12-16 weeks.
Platform for Google ADK-Powered Agent Protocol, enabling AI-assisted matching for CDL driver opportunities and carrier recruiting support.
AI agents for parcel companies that autonomously optimize supply chain delivery and reduce transport costs.
Nowadays is an AI event planner for corporate retreats and events, acting as an in-house planner to automate organization and leverage exclusive partnerships.
This agent, likely associated with Domo, focuses on responding to RFPs and RFIs by utilizing AI to draft and manage proposal responses, leveraging found documentation and pricing.
This V7 Go agent automates investment research by synthesizing earnings calls, analyst reports, and SEC filings to build bull/bear cases and generate investment ideas.
Wxi API is an API gateway providing access to various AI models like OpenAI, Claude, and Midjourney at competitive prices, with features for integration and load balancing.
AI tool for dropshipping that automates product research, repricing, listings, order routing, and inventory analytics across multiple platforms.
GitHub is an AI-powered developer platform used by millions for building software, offering extensive documentation and APIs.
CarbonVoice is an AI-powered service offering voice messaging and transcription capabilities.
Medical platform for healthcare professionals providing answers grounded in peer-reviewed research from sources like NEJM, JAMA, and NCCN.
Deploys AI agents for clinical decision support, enhancing diagnosis accuracy, reducing errors, and providing evidence-based recommendations integrated with EHR systems.
Qovery AI Copilot optimizes costs, resources, and configurations for Kubernetes management platforms, enabling self-service for humans and agents.
AgentVidia's AI Image Tagging Agent provides accurate and scalable image tagging for enterprise use, leveraging RAG and multi-agent orchestration.
GitHub is a leading AI-powered developer platform for collaboration, open-source project management, and software development, used by millions of developers and businesses.
Provides infrastructure for autonomous coding, making agentic AI a safe, trusted, and integral part of the software development lifecycle with self-hosted infrastructure.
Folio3 offers AI agents tailored for the banking sector, with comprehensive documentation, pricing, and API details available for integration.
Manufact builds and maintains mcp-use, an open-source SDK for MCP servers, clients, and agents, and offers Manufact Cloud for deploying MCP applications.
AI-powered UI design generator that rapidly ideates and creates UIs for mobile and web applications.
Amazon Creative Agent is an AI solution that acts as a creative partner and strategist for advertisers, transforming campaign and asset development.
A platform to build and run your own sovereign AI foundry on your device, offering autonomous and private AI execution.
GitHub repository likely related to Jido, focusing on code generation, execution, or management for AI agents. Includes documentation, pricing, and API documentation.
UiPath's business orchestration and automation platform enabling AI agents, robots, and people to deliver secure, compliant outcomes at scale.
LayerProof's Agent Skills empower AI assistants to automate complex tasks like creating slide decks, editing content, and exporting presentations through simple prompts, enhancing data visualization and storytelling.
QuadC provides an AI Copilot for educators, offering adaptive learning tools to enhance teaching, streamline lesson planning, and support student success in educational and workforce development.
Claude is an AI assistant developed by Anthropic, focused on performing actions and operating within the Claude ecosystem, with a strong emphasis on safety.
A HIPAA-compliant AI front desk service for medical practices, offering 24/7 scheduling, refill, and billing support with a Business Associate Agreement (BAA) included.
A 24/7 AI co-pilot for DevOps and SRE teams, handling omnichannel chat, scheduled tasks, webhooks, and approvals. It's powered by Claude and offers full audit trails.
GitHub, an AI-powered developer platform, is used by millions for building software, with resources for education and partnerships.
An agentic AI ecosystem designed to streamline preventive and predictive maintenance, reduce administrative tasks for technicians, and scale expertise in asset management. Interacts via text or voice.
Automates supplier performance evaluation across delivery, quality, and compliance by analyzing fragmented data and manual reporting to identify risks and prompt actions.
AI Chatbot for Personal Property Appraisers that streamlines the appraisal process by providing instant property valuations and data analysis.
Smallest.ai offers a real-time Voice AI suite built for enterprise scale, focusing on efficient models for various voice processing applications.
Analyzes business and industry data to provide valuable insights, optimized strategies, and effective ideas for local businesses, all within a single tool.
Referral Assure by AutomationEdge uses AI agents to process faxes, validate data, extract information, and enable fast admit decisions for revenue protection in healthcare.
GitHub is a developer platform offering AI-powered tools for code collaboration, software development, and managing repositories, issues, and pull requests.
Beam AI automates customer identity verification, sanctions and PEP screening, and risk scoring using machine learning, processing documents, running watchlist checks, and generating compliance reports.
Aident AI is a platform for building automations using natural language, enabling users to create AI-powered Playbooks for workflow automation.
An AI Secretary designed to manage email and calendar tasks, automating scheduling, responses, and organization for users.
AI agent for searching contracts, part of a platform focused on moving enterprise AI agent projects to production.
Dodo provides AI agents that manage communications for clinics, automating patient interactions and administrative tasks.
AI-powered platform for building high-converting landing pages and websites. Offers multiple design options, one-click publishing, and code export.
Neuskale offers expert-led title searches assisted by specialized AI agents that handle document retrieval, indexing, and lien detection, with certified examiners signing reports.
JUST ADD AI develops custom AI solutions for businesses, including customer inquiry handling, document processing, and invoice verification, trusted by over 30 health insurance companies and medical practices.
A playground for building, deploying, and managing AI agents and workflows with no code required, allowing agents to work autonomously.
Arahi AI enables users of LoyaltyLion to add AI agents for workflow automation, saving time on repetitive tasks without coding.
Anything World is an AI platform for 3D creation, enabling users to quickly and easily generate and animate 3D objects and scenes.
ClickUp Super Agent that automates FAQ generator tasks and streamlines workflows, saving time and boosting productivity.
Felo Translator is a real-time AI voice translation app that can instantly translate and transcribe meetings, interviews, and language classes.
Apideck provides a unified API for accounting integrations, enabling Vertical SaaS and B2B Fintech teams to launch integrations quickly. It offers access to various accounting platforms.
Jurny's AI General Manager (NIA) provides hands-free property control for portfolios of 15+ units, managing operations via voice or text for tasks like blocking calendars and pulling reports.
Composio Connect integrates Shopify with Hermes, enabling autonomous agents for automated workflows, featuring just-in-time tool calls and secure delegated authentication across numerous apps.
Manhattan offers ready-to-deploy AI agents designed to enhance B2B supply chain efficiency and decision-making, available for immediate customer use.
The Debt Collection AI Agent automates debt recovery while ensuring regulatory compliance, managing outreach, payment plans, and communication.
Claude Code is Anthropic's agentic coding system, designed to assist with software development tasks through AI-powered code generation and analysis.
Surface Labs offers a Lead Operations Center that combines AI and human expertise to run campaigns, drive qualified traffic, and increase demo bookings.
V7 Go's AI agent automates regulatory monitoring, tracks consultation papers, assesses impacts, and monitors banking regulations across jurisdictions.
AI agents for trucking companies that automate dispatch, streamline freight and broker calls, and provide real-time logistics updates.
Moxie Docs automates codebase documentation generation and drift detection for GitHub repositories, catching doc drift on merge and providing AI context.
Automates quote generation, applies pricing rules, and manages approval workflows to ensure consistent and profitable sales deals. Part of ZBrain's enterprise AI orchestration platform.
CompliantChatGPT is a HIPAA-compliant AI agent designed to answer healthcare-related questions while ensuring patient data safety and security.
AI agents that deliver finished results by running in secure sandboxes, using connected tools, and shipping outcomes described in plain language.
TruGen AI develops human-like video agents that can converse and take action in real-time, enabling teams to create lifelike video agents for users and scale.
The Financial Compliance & Reporting AI Agent automates regulatory filings from data gathering to submission, ensuring on-time, accurate reporting with complete audit trails.
Automatic.co provides Multi-Agent Orchestration Systems for agentic AI automation, enabling businesses to automate complex processes.
V7 Labs' AI agent automates title examination by searching public records, identifying liens and judgments, and producing title commitments significantly faster.
Build and deploy intelligent voice AI assistants that engage visitors, answer questions, and drive conversions on websites, with voice and text capabilities and DOM actions.
Intuitive Code offers a Self-Learning Autonomous Trading Intelligence Platform that learns, adapts, and supports disciplined decision-making, built on institutional trading intelligence.
Winggg is an AI-powered tool providing conversation suggestions for online dating, aiming to help users improve their dating interactions.
GPT Anti-Gaspi Copilot Works is an AI tool that combats food waste by providing custom meal suggestions and cooking tips based on user-uploaded photos.
V7 Go's AI agent automates regulatory reporting field mapping for Basel III and Dodd-Frank, ensuring data lineage, validating mappings, and accelerating compliance submissions.
Free AI writing assistant that checks grammar, improves clarity, and enhances the effectiveness of messages, documents, and papers across the web.
Builds autonomous, self-healing data pipelines for ETL automation, reducing engineering overhead and boosting efficiency. Lyzr provides the platform and team to deploy agents at scale.
AI-powered customer service automation agent for e-commerce, handling pre- and post-purchase questions to transform customer experience.
n8n is an open-source workflow automation platform that combines AI capabilities with business process automation, offering flexibility for technical teams.
Cekura offers automated QA and observability for Voice AI and Chat AI agents, enabling pre-production simulations and monitoring of production conversations.
This AI agent automates zoning analysis by extracting regulations, assessing development feasibility, and generating compliance reports from municipal codes.
Medical Necessity AI reduces denials and speeds reimbursement by interpreting documentation and payer guidelines with human-level clinical reasoning.
Simbie AI offers 24/7 AI medical receptionists that handle scheduling, refills, and intake, aiming to reduce costs and improve patient care.
ThetaRay's Ray is an Agentic AI investigation suite designed to help banks automate and standardize transaction monitoring investigations, addressing rising alert volumes and regulatory scrutiny.
AI browser automation solutions that enhance web interaction with intelligent tools to streamline workflows and automate repetitive tasks.
A self-learning, autonomous AI trading intelligence platform built on over 35 years of institutional intelligence, supporting disciplined decision-making.
AI-powered platform for designing landing pages and presentations, offering tools to bring creative visions to life.
The Billing Support AI Agent provides instant resolution for customer billing inquiries by accessing account history and explaining charges.
HCSS Copilot is a natural language AI assistant designed for the civil construction industry, offering AI tools for construction professionals.
Amadeo is an AI-powered banking transformation solution offering end-to-end automation, built-in compliance, and 100% privacy by design, developed by Lyzr.
Fini Labs offers AI chat automation for Shopify Plus merchants, resolving order tracking, returns, and exchanges with self-improving AI agents.
UX Pilot is an AI-powered UX/UI design platform that helps product teams ideate, design, and hand off web and mobile applications in seconds, from wireframes to production-ready code.
Alloy is an AI prototyping tool that allows users to create interactive product demos by capturing any page and making it look like the real product.
KnowBe4's AIDA Orchestration is an autonomous agent designed to streamline human risk management by significantly reducing the time required for security training administration.
AI agent that sorts receipts by date, vendor, and category automatically upon arrival, eliminating manual organization.
Stetos.co provides insight infrastructure by listening to voice and chat conversations at scale, transforming them into structured customer insights using AI agents.
ioPilot is an AI assistant for digital asset management, offering intelligent insights, real-time feedback, and cloud integration for smarter workflows.
GitHub is an AI-powered developer platform for building software, offering code search, repositories, user management, and issue tracking.
WxiAPI provides API proxy services for AI models like OpenAI, Claude, and Midjourney, offering competitive pricing, risk control, and integration solutions without quota expiration or account suspension.
OXMaint leverages agentic AI to automate maintenance workflows, including work orders and scheduling, aiming for fully autonomous maintenance systems beyond traditional CMMS.
Gorgias is a conversational AI platform for e-commerce that automates support, sales, and social interactions to resolve tickets and grow revenue.
Customer Churn Prediction Agent for ServiceNow, predicting and preventing churn to retain customers.
Microsoft's Copilot Control System provides governance tools for enterprises to manage AI agents, facilitating responsible AI adoption and scaling.
AI-powered agent for game localization, providing translation services for over 300 languages to ensure fast and safe game releases.
Lyzr's AI Cross Channel Support Agent unifies customer interactions across chat, email, social, and voice, providing consistent, intelligent, and context-aware assistance.
Transforms derivatives risk management with automated hedge construction, real-time Greeks monitoring, and institutional-grade hedging strategies for smarter options trading.
Cyberdesk is a self-learning computer use agent for Windows that automates tasks and workflows, enhancing user productivity through intelligent automation.
Ogoron provides AI test maintenance for developers, automating test development and maintenance with AI-assisted generation and healing for CI/CD.
Synth AI's Managed Research service focuses on agent production readiness, offering documentation and API access for streamlined development.
Hamming AI provides an enterprise platform for automated testing and production monitoring of voice and chat agents, including scenario generation and performance metrics.
Agentforce and AI from Salesforce focuses on the #1 Agentic AI CRM, enabling enterprises where humans and agents collaborate for success.
An AI agent skill for MockFlow IdeaBoard focused on Pain Point Discovery, using market research and customer empathy analysis to identify primary customer struggles.
Flobotics offers automated prior authorization solutions using agentic AI and RPA to streamline the revenue cycle management process for healthcare providers, reducing delays and denials.
AI-powered online tool for vocal isolation and removal from audio tracks, offering high-quality results for music production and analysis.
Superbar is an AI-powered platform designed to streamline workflows and enhance productivity by managing and automating tasks.
AI-powered finance automation platform that streamlines accounts payable and expense audit workflows, moving beyond manual audits and rigid AI tools.
Ascend.io offers an Agentic Data Engineering Platform, using AI agents to automate workflows, boost productivity, and scale data operations efficiently.
A vendor document verification AI agent designed to automate the process of verifying vendor-submitted documents, likely for compliance or onboarding purposes.
SMS-iT's Agentic AI platform offers fitness businesses enhanced member engagement through workout personalization, class scheduling, health tracking, and membership management.
VYPR is an autonomous security platform offering SAST, vulnerability assessment, and penetration testing. Its AI-powered scanner provides comprehensive vulnerability analysis and exploit validation.
Maven AGI is an enterprise AI agent platform focused on Customer Experience (CX), providing AI agents to assist and interact. Offers AI voice capabilities.
An AI Agent Operator for paid media, managing and optimizing ad campaigns across 14 platforms using an MCP server for autonomous execution.
Ada is an AI-powered symptom checker and health assessment app providing personalized health information and enterprise solutions to improve health and care.
A HIPAA-compliant AI assistant for behavioral health, integrated within the Behave Health platform. It assists in drafting progress notes (SOAP, DAP, BIRP), treatment plan goals, and intake summaries.
RedCarbon offers AI-powered cybersecurity solutions, including an AI Threat Hunter for alert triage and threat hunting at machine scale, emphasizing advanced AI for investigation and automation.
Global tax compliance software that simplifies VAT, GST, and sales tax management worldwide by automating registration, calculation, and filing.
Ansarada's AI data room assistant, Ask Aida, is designed for M&A due diligence, helping dealmakers achieve optimal outcomes with advanced virtual data room solutions.
SAP Autonomous Suite is a collection of AI agents designed for specific business functions, augmenting SAP's existing business applications as part of the 'autonomous enterprise' vision.
Nordoon utilizes AI-powered automation and AI operators to optimize logistics and operations within supply chains.
Energent.ai offers an AI agent for dropshipping businesses to automate operations. It is also described as an AI data analysis tool for turning raw data into insights, outperforming frontier models in accuracy.
Speech Intellect provides a real-time STT/TTS speech solution based on 'Sense Theory', offering advanced voice processing capabilities for dynamic applications.
Amika enables running AI coding agents in local sandboxes, facilitating team collaboration and deployment of applications.
AI interview assistant and meeting copilot providing real-time answers, coaching, and code help during job interviews.
Open agent marketplace for discovering and hiring AI agents. Facilitates payments, reputation building, and referrals within the AI agent economy.
Corti evaluates patient care against professional clinical guidelines using explicitly approved, domain-locked sources, providing AI for healthcare developers.
Five9's Intelligent Virtual Agent (IVA) uses AI to automate customer interactions, boost agent productivity, and improve overall customer experience within contact centers.
IntelliAgents' Email Agent automates email management tasks, aiming to streamline communication and improve user efficiency by integrating into existing workflows.
Automa is an enterprise-grade AI automation platform for building autonomous AI agents and integrating RPA workflows for complex business operations.
AppWizzy is a vendor offering an AI-powered platform for building scalable web applications and websites, suitable for SaaS, internal tools, and AI tools.
