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.
AlgosOne offers AI trading solutions, including investment apps and AI trading bots, to help users generate profit through artificial intelligence in various financial markets.
Instacrops Agentic Farming utilizes AI agents to manage farm operations, functioning as a full-time employee to oversee and execute farming tasks.
Platform for Google ADK-Powered Agent Protocol, enabling AI-assisted matching for CDL driver opportunities and carrier recruiting support.
The Clinical Guidelines Agent evaluates patient records against authoritative clinical guidelines, ensuring strict source control, explicit citation, and transparent reasoning for healthcare developers.
MCP server for Claude Desktop, Claude Code, Windsurf, and Cursor to build n8n workflows. Connects AI tools to workflow automation.
Customer Churn Prediction Agent for ServiceNow, predicting and preventing churn to retain customers.
Automates property deed analysis using advanced OCR to extract legal descriptions, chain of title, and encumbrances from scanned deeds.
Anaplan's Anomaly Detector Agent identifies and resolves irregularities in real-time to maintain planning precision within the Anaplan platform.
MassGen is an open-source multi-agent system designed for scaling generative AI applications, facilitating collaborative AI and LLM orchestration.
Praxim offers an AI assistant for Microsoft Word, aiming to provide enhanced functionality for document editing and content generation within the Word environment.
This agent detects risks, deviations, and compliance issues in contracts, recommending changes to expedite legal review processes.
SNAgents.ai manages SharePoint Online sites from ServiceNow, enabling IT and platform teams to provision and manage sites through ServiceNow governance workflows.
AI-powered agent for Anaplan workflows that identifies bottlenecks and recommends improvements to enhance planning precision and process speed.
Hospitable's Copilot is an AI assistant designed to help users manage their short-term rental business more efficiently.
Corti evaluates patient care against professional clinical guidelines using explicitly approved, domain-locked sources, providing AI for healthcare developers.
SkillsMP is a marketplace for agent skills compatible with Claude Code, Codex CLI, and ChatGPT, using the SKILL.md format for AI coding assistants.
Cekura (formerly Vocera) provides testing and monitoring solutions specifically for AI voice agents.
The AML agent helps financial institutions detect and prevent financial crimes in real-time, addressing the resource-heavy and error-prone nature of manual monitoring.
Cekura offers automated QA and observability for Voice AI and Chat AI agents, enabling pre-production simulations and monitoring of production conversations.
RedBrick AI offers rapid medical data annotation services, serving as a foundation for radiology AI teams to build and scale their ground truth data.
Infinitus automates prior authorization follow-ups using voice AI, reducing denials and improving revenue cycle management for healthcare providers. Integrates with EMRs and payer systems.
Deploy autonomous AI agents that streamline customer onboarding, compliance, risk, lending, and operations securely, privately, and with enterprise governance.
AI Social Media Manager designed for creators and teams, aiming to streamline social media management tasks.
Delivers HIPAA-compliant, governed agentic AI solutions for healthcare and regulated industries, offering enterprise-grade LLM fine-tuning and automation services.
Seosapient is an autonomous AI agent designed to automate SEO tasks for agencies, connecting to Google Search Console and Google Ads to deliver insights and execute strategies.
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.
Udio is an AI music generator that allows users to discover, create, and share music using advanced AI technology, producing AI music in seconds.
Quote-to-Cash Orchestration Agent uses predictive AI to auto-approve quotes, detect stuck orders, and accelerate time-to-cash by up to 40% within 90 days.
AI-Powered Healthcare Referral Management by KeenStack, Inc. streamlines referrals, improves collaboration, and enhances patient care, built on the ServiceNow platform.
Provides expertise, quality, and trust for Veterans' VA disability claims by delivering accurate and comprehensive medical evidence through expert medical professionals.
Zeda.io's AI Copilot transforms Voice of Customer feedback into product-led revenue by uncovering insights to build impactful products. Offers AI product management software.
Jump provides an AI assistant for financial advisors, transforming meetings, emails, and documents into notes, workflows, and audit-ready records.
FRANK is an AI assistant designed to automate insurance advisory tasks, including handling quotes, paperwork, and client support, allowing advisors to focus on client relationships.
Riskonnect offers AI-powered automation solutions designed to streamline insurance claims processes and shorten the claims lifecycle, making advanced technology accessible for efficiency gains.
AI-powered document generation platform that automates the creation of professional documents, including presentations, from prompts to final output.
Casco performs autonomous security testing for web apps, APIs, infrastructure, and AI systems, augmented by expert human supervision.
GPTrader provides autonomous multi-LLM AI agents for 24/7 trading of crypto, stocks, and forex, offering automated trading solutions.
Gosign offers enterprise AI agents for tracking mandatory training compliance and expiring certifications, with auditable LLM decisions and governance features.
AI-powered platform for estate planning, offering personalized guidance and secure digital legacy management. Available on the AI Agent Store.
Insurance solutions designed to boost productivity for life, health, and ancillary insurance agents through cutting-edge tools.
An AI agent skill for MockFlow IdeaBoard focused on Pain Point Discovery, using market research and customer empathy analysis to identify primary customer struggles.
ZeroHuman War Room is a CLI command center for coordinating AI-assisted software delivery across repositories, issues, agents, tools, reviews, and PRs.
AI-powered voice learning simulation platform for law enforcement training, offering POST-aligned scenarios and real-time performance evaluations.
Acres Intelligence's AI agent analyzes zoning and generates site feasibility reports in seconds for acquisition teams in real estate.
Forsy enables users to capture and monetize data generated from AI agent workflows, providing a platform for selling workflow data.
Gruve's AI Compliance Agent automates compliance by providing real-time policy updates, regulatory mapping, automated audits, and end-to-end AI compliance automation for enterprise teams.
ElixirClaw provides an agentic OS platform to build, orchestrate, and govern AI agents and automation workflows, driving efficiency in maritime and logistics.
Deep research service with audit trails, providing reports, datasets, and chains where every claim links to its source and tool call. Operates on a pay-as-you-go model.
Salesmsg provides a simple, scalable, and secure business texting and calling platform designed for effective communication and sales outreach.
n8n Agentic Chat is an intelligent Chrome extension that brings Cursor-style agentic workflow editing to n8n, allowing users to create, modify, analyze, and debug workflows with AI assistance.
Autonomous AI agents designed for enterprise operations within the trade finance sector.
An AI agent designed for PR monitoring, likely analyzing media mentions and sentiment to provide insights on public relations efforts.
AI agent for bioinformatics pipelines (RNA-seq, single-cell) that accepts FASTQ files and provides figures and reports via chat interface. Free tier available.
AI-powered platform to translate and localize videos with a single click, offering a suite of generative AI tools for visual marketing.
Humoniq offers AI-native BPO services for the travel and transport industry, utilizing voice and text conversational AI with end-to-end travel integrations.
OpenTable leveraged Salesforce's Agentforce to build AI agents that improved their case resolution rate by 40%, turning service chats into seamless support.
Cybe Analysis is an autonomous AI agent that analyzes, contextualizes, and prioritizes vulnerabilities with senior-analyst expertise, reducing false positives.
C8 Hedge is an AI-powered FX hedging platform designed for treasury teams and portfolio managers. It is accessible via multiple AI assistants including ChatGPT, Claude, Gemini, and Microsoft Copilot, as well as a dedicated web app.
Topo is an AI sales platform featuring agents for outbound sales, combining intelligent agents with full execution capabilities to engage buyers effectively.
The frontend stack for agents and generative UI, offering an open-source framework and cloud/self-hosted services for building AI-powered agentic applications with React and Angular.
Global employment and payroll management platform providing EOR services, talent hiring, and visa processing in over 150 countries.
Framewise Health creates clinically validated, personalized demonstration videos for patient recovery, reviewed by clinicians and delivered in under 5 minutes.
AI marketing and search agent platform focused on visibility and analytics for generative engine optimization and content strategy.
Tars AI Agents automate customer support and lead generation, enabling conversational AI for efficient patient information collection and customer experience automation.
UpAgents offers an AI agent marketplace to automate requesting, collecting, and organizing customs documents, reducing manual work by 85%.
Labex provides hands-on labs for learning Linux, DevOps, and Cybersecurity, offering practical experience in these technical domains.
ClickUp Super Agent that automates FAQ generator tasks and streamlines workflows, saving time and boosting productivity.
SalesPatriot deploys AI into supply chains that the West depends on, focusing on critical enterprise needs within supply chain management.
A no-code AI agent platform for supply chain teams that automates invoices, compliance, forecasting, and order workflows.
AI interview assistant and meeting copilot providing real-time answers, coaching, and code help during job interviews.
Ada is an AI-powered symptom checker and health assessment app providing personalized health information and enterprise solutions to improve health and care.
Blockchain App Factory offers an enterprise-grade AI CoPilot solution designed to boost productivity through automation, helping enterprises achieve new levels of efficiency and sustainable growth.
Agent Beam Data Collection Agent by AgentPowered collects data from the web using AI agents, offering AI solutions for businesses.
Forbes is a global media company focused on business, investing, technology, and entrepreneurship. This entry appears to be a reference to VALR, a digital currency exchange, discussed within Forbes' content.
Enterprise platform for building internal tools, deploying AI agents, and automating workflows efficiently.
The Procurement Management AI Agent automates key procurement tasks, including order placements and supplier management, to improve efficiency.
Listnr is an AI voice and content generation platform offering realistic AI voices, voice cloning, and multilingual text-to-speech in over 142 languages.
ThirdLayer's Dex product transforms browser tabs into automated workflows and tasks, enabling efficient task management and automation.
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.
AI Agent designed for extracting information from lease agreements. Integrates with Domo.
AI spreadsheet generator that creates advanced Excel files with formulas and formatting from a single prompt, integrated with Agentic AI.
Panorad AI provides a secure AI Investment Portfolio Rebalancing agent for regulated industries, monitoring portfolios and automatically rebalancing assets based on target weights and market movements.
Nordoon utilizes AI-powered automation and AI operators to optimize logistics and operations within supply chains.
AutoDev is an AI innovation challenge focused on creating an autonomous AI software engineer capable of operating within live project environments, built using OpenClaw and Umaku.ai.
AI Tax Assistant (XatBot) is part of the Orbitax International Tax Platform, designed to simplify global tax compliance for businesses.
WillowVoice offers AI-powered speech-to-text dictation software for Mac, Windows, and iPhone, enabling fast and accurate voice input for various applications.
Autonomous AI software engineer developed by Cognition. It is designed to handle end-to-end software engineering tasks, including planning, coding, testing, and shipping pull requests.
SMS-iT's Agentic AI platform enhances fitness businesses with personalized workouts, class scheduling, health tracking, and membership management.
Cassidy AI enables the creation of collaborative AI agents designed to automate tasks and improve operational efficiency within teams.
Aidentyx offers an Asset Performance Management Agent focused on optimizing the performance and maintenance of industrial assets.
Automates fire department evaluation and regulatory research for Fire Protection Engineers handling fire safety laws and performance analysis.
Ancher provides intelligent tools designed to help users think clearer, remember better, and create with confidence by acting as a Chief of Staff for information.
Agentic document processing leverages AI agents for end-to-end autonomous document workflows, including OCR and data extraction, with LlamaIndex.
Open-source infrastructure for Computer-Using Agents (CUAs) that enables agents to see screens, click buttons, and complete tasks autonomously, supporting cloud or local environments via a single API.
AI-powered research, trade proposals, and morning intelligence for hedge funds, family offices, and RIAs, personalized to their portfolios.
Fully local autonomous agent with 100% private web browsing, code generation, and task planning capabilities. It is voice-enabled and has no cloud dependency.
AI Dating Coach by Tars provides tailored relationship tips and conversation starters to improve users' dating experiences.
Dari provides a simplified way to build production-grade browser automation agents, focusing on making the development of web-interacting agents more accessible and robust.
An AI Trading Agent for cTrader, powered by ChatGPT, that analyzes markets, understands trends, and manages trades. Rated 4.5/5 stars.
AI agent focused on route optimization, potentially leveraging Domo's platform for data integration and analysis.
AI-powered Collections Platform for Food & Bev Distributors, designed to reduce back-office work and increase efficiency.
Microsoft AI Copilot is presented as a necessary feature in modern tools and solutions, with competitors adopting AI, emphasizing the need for organizations to leverage generative AI.
CrowdReply is an AI-powered search visibility tool with an Engagement Engine to track rankings, monitor conversations, and enhance brand presence.
Dispatchino is an AI-powered dispatch agent for auto transport, negotiating loads, contacting brokers and customers, and managing documents.
User Intuition is an AI agentic research platform that conducts consumer studies, including preference checks and message tests, delivering results within hours.
AI clone and avatar creator that allows users to generate personalized digital representations for various applications.
Automates invoice capture, validation, and routing from any source. Extracts data with 98% accuracy and matches to purchase orders for automated approval.
Article demonstrating AI agentic workflows in financial decision-making, such as personal loan origination, leveraging domain-specific knowledge.
Operator is an AI agent powered by the Computer-Using Agent (CUA) model, combining GPT-4o's vision with advanced reasoning to execute tasks independently.
Automated review of user access rights, analyzing permissions, detecting anomalies, and orchestrating the entire recertification process.
This agent, built with Copilot Studio and Power Platform, automates the bug reporting and updating processes in software development.
AI agent that evaluates patient care against professional clinical guidelines using explicitly approved, domain-locked sources. Focuses on healthcare compliance and evidence-based practice.
Verify AI is an agent that automates patient benefit verification by communicating directly with insurers, streamlining eligibility checks and reducing claim denials.
Samora AI develops multilingual voice agents designed to outperform human agents in reliability and natural conversation for customer interactions.
The Economic Research Institute for ASEAN and East Asia (ERIA) is a knowledge hub providing analysis, policy support, and initiatives for regional integration.
Charm Copilot is an intelligent AI assistant designed to streamline documentation, enhance accuracy, and save time for healthcare professionals.
Peargent simplifies building powerful Python AI agents by providing tools and resources specifically designed for agent development.
Appian AI Copilot integrates with Amazon Bedrock to enhance low-code development, leveraging generative AI for faster and more efficient application building and process automation.
The official documentation portal for the Databricks Lakehouse Platform, offering comprehensive guides, tutorials, and API references for data engineering, data science, and machine learning.
AI-driven fixed income analytics and corporate bond trading solution offering enhanced liquidity discovery and more efficient execution.
AI agent focused on summarizing clinical notes. Aims to extract key information from medical documentation to provide concise summaries.
SYMAR provides instant, bias-free market insights through AI Personas, Synthetic Surveys, and Focus Groups to understand customer behavior and inform decisions.
Roger is an AI-powered outbound sales representative that handles prospect finding, personalized email writing, and meeting booking.
Tests five headline variations scored for clarity, emotional pull, and search intent alignment, providing data-informed optimization before publication.
SuperAGI is an AI sales agent designed to work 24/7, identifying and engaging with potential prospects without the need for manual hiring, streamlining the sales process.
Automates matching of vendor statements against AP sub-ledger using OCR extraction from emails and vendor portals. Flags discrepancies and accelerates reconciliation for faster closing.
V7 Go's AI agent automates regulatory rule configuration by converting regulatory texts into monitoring rules, thresholds, and compliance reports.
Terralogic's OCR Agent digitizes and indexes county deeds for modernizing property records, offering IT solutions and digital transformation services including AI/ML and cloud.
Novacura, an IFS partner, provides low-code solutions and AI enhancements for ERP systems, including industrial AI copilots and tools to improve decision-making and operational efficiency.
Ozwell AI Assistant is designed to streamline clinical documentation and enhance provider efficiency within the Enterprise Health system.
Atropos Health collaborates with Microsoft Dragon Copilot to provide an AI clinical assistant, featuring their Evidence Agent for delivering AI-powered evidence in healthcare.
AI Assistant platform that automates employee onboarding, streamlines tasks, provides instant support, and ensures new hires have necessary resources.
Folio3 AI partners with enterprises to navigate AI strategy, engineering, and transformation, building custom AI solutions from readiness assessments to production-grade deployment.
SAP AI Assistant for Cash and Treasury is an agentic AI tool designed for financial management, monitoring liquidity, predicting cash flow, and optimizing capital allocation.
Agentic Traders provides AI trading agents that execute user-defined strategies with technical indicators (RSI, EMA, MACD) for 24/7 trading of crypto, forex, stocks, and commodities.
Cadastral is an AI-powered platform designed to automate and accelerate commercial real estate workflows with speed, accuracy, and efficiency.
GrantBot.AI automates the creation of grant applications and business plans, generating personalized documents in minutes with AI assistance for funding opportunities.
Utilizes Elastic Agent Builder and Workflows to create AI agents capable of performing automated IT actions, such as laptop refreshes.
Speech Intellect offers a real-time STT/TTS speech solution based on 'Sense Theory', providing advanced voice processing capabilities with low latency.
An AI tool for transactional lawyers designed to understand legal language and assist in day-to-day work, integrating seamlessly into their workflow.
AI-powered speech-to-speech translation and dubbing service, enabling seamless voice conversion for various media formats.
oneCXi by Ozonetel is a platform focused on shaping the future of Customer Experience (CX) by driving cohesive experiences across customer lifecycles and transforming CX into measurable metrics.
Folio3 AI acts as a Strategy, Engineering & Transformation Partner for enterprises, building custom AI solutions from readiness assessments to production-grade deployment.
Automation Anywhere provides agentic process automation to accelerate loan decisions, ensure compliance, and enhance borrower experiences in loan underwriting.
Specific is a cloud platform built for coding agents, enabling them to write code and build the infrastructure required to run it.
Salesforce introduces Agentforce Operations, a solution aimed at automating outdated business processes.
ISEE AI develops autonomous driver solutions for yard trucks, engineered for reliable operation in dynamic industrial environments.
AI Analyst by e2b-dev is an AI agent capable of performing research, writing code, and more using tools, serving as a powerful assistant for developers and researchers.
Real-time AI voice changer and soundboard application that enhances voice for platforms like Discord, Zoom, and OBS.
Voice Mate answers missed calls with AI, transcribes who called and what they called about, and schedules callbacks directly into your agenda.
This AI agent focuses on Manufacturing Procurement Optimization, leveraging Domo's platform to enhance procurement processes.
Provides infrastructure for autonomous coding, making agentic AI a safe, trusted, and integral part of the software development lifecycle with self-hosted infrastructure.
AI agent for optimizing AEO/GEO performance, part of a platform focused on moving enterprise AI agent projects to production.
Agentic OS Platform for building, orchestrating, and governing AI agents and automation workflows with decision traces and controlled autonomy.
Wonderchat is an AI agent for manufacturing support that masters technical and regulatory documents, providing precise, source-cited answers to ensure compliance and resolve issues.
An AI-powered enterprise copilot designed to help employees get work done more efficiently within an organization.
Analyzes meetings to improve team motivation, providing actionable insights through its AI Assistant. Integrates with various video conferencing platforms.
Platform for developing and automating AI agents specifically for shipment tracking purposes.
Granicus's GXA is an AI-powered digital agent for the public sector, designed to deliver 24/7 self-service, reduce staff burden, and transform resident engagement.
Glean Assistant helps teams find answers, analyze data, and create content using company and web knowledge, integrating with enterprise tools for a unified knowledge base.
Clearly AI provides AI-powered security reviews to help ship secure software faster. It integrates with existing team workflows to offer automated threat modeling, design reviews, and smart risk triage.
An AI virtual agronomist that combines sensor and satellite data to optimize irrigation and boost farm yields across Latin America.
AI Chatbot for Personal Property Appraisers that streamlines the appraisal process by providing instant property valuations and data analysis.
3E Regulatory Agent provides AI-powered regulatory intelligence across 160+ countries, covering over 500K substances (REACH, TSCA, RoHS) to enable faster compliance decisions.
Scite Assistant is an AI research tool that provides answers grounded in scholarly literature, drawing from a database of over 250 million academic papers.
Linkly is a local search engine built for AI agents, enabling AI tools to read and understand local documents through full-text search.
An Employee Compliance Training AI Agent that transforms compliance and regulatory processes in insurance with adaptive training, policy guidance, risk insights, and audit-ready evidence.
AI agent for wedding planning inquiries, qualifying couples, and booking consultations 24/7 for event businesses. Part of the Tars platform for AI agents.
An AI agent designed to perform automated tasks without human intervention, offered by Temenos, a leader in banking software.
Justype is Malaysia's first AI legal assistant for litigation, transactional, and in-house counsel, offering instant case law research, automated drafting, and contract review.
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.
Aidelly provides agentic social media workflows, enabling AI agents to autonomously create, schedule, and manage content across 10 platforms using MCP, REST API, and Claude Skill.
CodeAgent Mobile allows developers to control AI coding agents from their phones, enabling pair programming with VS Code or JetBrains, voice prompts, and collaboration in Team Spaces.
Public.com offers AI agents for automated trading of stocks, ETFs, options, crypto, and bonds without coding, alongside other investment tools.
Coldreach is an AI Sales Development Representative (SDR) that monitors Ideal Customer Profiles (ICPs), identifies buying signals from multiple data sources, and scales personalized outreach 24/7 for targeted outbound campaigns.
AI agent integration infrastructure providing access to over 300 apps for customer onboarding, automating tasks and tracking milestones across platforms.
Tradezbird offers AI trading agents that monitor markets, make decisions, and execute trades based on plain language instructions and user-defined rules.
Kinro is an AI-powered insurance platform providing instant quotes and policy issuance for real estate investors, leveraging AI to streamline the insurance process.
Matches intercompany transactions across entities, handles tolerance thresholds, and automates reconciliation processes for improved accuracy and efficiency.
Lyrebird, now part of Descript, is a voice imitation algorithm that allows users to copy and generate voices, integrated into an AI video and podcast editor.
Kore.ai offers an agentic contact center solution combining intelligent self-service, AI-powered routing, and real-time agent assistance for enterprise-scale customer support.
An AI agent designed to automate marketing tasks, including content creation and campaign management, to help businesses optimize marketing efforts and accelerate campaign execution.
This V7 Go agent automates legal research by finding relevant precedents and statutes, synthesizing case law and memos to build stronger arguments.
The Onboarding AI Agent orchestrates the new hire experience by handling provisioning, paperwork, and coordination to ensure a smooth Day 1.
Global tax compliance software that simplifies VAT, GST, and sales tax management worldwide by automating registration, calculation, and filing.
CoinMax, launching May 15, 2026, on Phemex, will offer AI Agent Copy Trading using deep learning to replicate top trader strategies with real-time monitoring and dynamic stop-losses.
Check Point SASE (formerly Perimeter 81) offers a secure internet access solution designed to enhance network security for enterprises.
Virtual paraplanner for wealth managers, automating meeting notes, annual reviews, reporting, and client onboarding using AI-driven tools.
Lakera provides an AI-native security platform to protect AI models and applications from threats, ensuring safe GenAI deployment and operation.
Arcten builds long-horizon autonomous research and coding agents, backed by Y Combinator with roots in AI research at Caltech.
InspectMind AI offers an AI agent for construction drawing review, providing same-day plan checks and drawing review to catch code, spec, and coordination issues before permit.
Agent Studio provides a platform to automate the processing of supplier invoices, addressing issues of manual processing, errors, and missing information.
Lyzr offers secure AI agents for medical report summarization, automating clinical summaries, ensuring HIPAA compliance, and integrating with EHR systems to save time.
Agentic Pet offers AI-powered pet care solutions, including appointment booking and management services for various pet-related businesses.
Prodigal provides AI agents purpose-built for loan servicing and debt collections, aiming to increase self-serve payments, reduce costs, and improve consumer experiences.
Dialog is an AI shopping assistant that transforms conversations into conversions, giving each shopper a tailored, in-store experience online to boost sales.
The AI Agent is an autonomous assistant within the Client Dashboard that handles repeatable tasks without manual triggering, unlike AI tools that require initiation and review.
Thesis is an AI-native platform for data science and machine learning, providing tools for building and deploying AI models.
Public.com offers AI agents for building automated trading strategies in stocks, ETFs, options, crypto, and bonds without requiring coding expertise. The platform supports brokerage and IRA accounts.
The Patient Intake Scheduler AI Agent automates appointment booking and information collection for healthcare, integrated into workflows via Beam AI's platform.
