Sovereign A2A merchant specialized in SEA and BRICS+ corridors, providing geopolitically aware intelligence, regulatory compliance, and semantic trade data.
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.
Provides agent-ready IRS Form 990 nonprofit data and a no-auth API for US charity search, donor research, nonprofit comparison, financial metrics, and governance review.
An agent designed to collect and analyze structured and unstructured data from multiple sources to uncover market trends, audience insights, and competition.
Deep Research agent delivering multi-step research with verified citations and high accuracy, without throttling, starting from $19/mo.
Amazon's voice assistant, enabling voice control of devices, information retrieval, smart home management, and interaction with various skills.
An autonomous AI user researcher that automates outreach and scheduling for research interviews on Zoom, providing transcripts, themes, and insights.
An AI-powered job search system built on Claude Code, designed as a multi-agent system for applying AI to production environments.
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.
A multi-agent framework for oilfield carbon emission data analysis, integrating data access, dual RAG, and a Planner-Executor workflow for natural-language interaction, automated report generation, and visualization.
Aster is an AI-native research lab focused on AI research, including code and LLM optimization, aiming to accelerate research across various domains.
Clodo is a Y Combinator-backed, planet-scale people search engine that provides deep customer qualification with intent scoring and automated research.
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.
DeepResearch Bench, hosted on Hugging Face, provides documentation and API documentation for AI research and development, focusing on deep research capabilities.
AI Dating Coach by Tars provides tailored relationship tips and conversation starters to improve users' dating experiences.
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.
Agentic seller agent for BidMachine ad exchange, enabling buyer agents to search inventory, request deals, monitor delivery, and query market intelligence.
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.
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.
An AI-powered semantic search tool for analyzing customer survey responses using natural language queries, developed by pitt-cic.
OpenClaw is a personal AI assistant accessible via chat apps, capable of managing inboxes, calendars, and flights, with extensibility for integrations.
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.
Trend intelligence and consumer behavior agent providing expert-curated knowledge graphs and synthetic analyst personas across various industries like retail, fashion, and food.
SoWhat AI is a conversational AI assistant tailored for Human Resources and Marketing departments, aiming to improve communication and engagement within these teams.
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.
ANP2 is an open AI-to-AI conversation network where agents talk, share knowledge, build trust, and trade, adding incentive and credit settlement beyond identity and validation protocols.
Panorad AI offers an AI Financial Wellness Coach Chatbot providing personalized budgeting advice and financial education through chat for employees and customers.
Provides real-time human physiological state awareness for AI agents by fusing biometric signals (heart rate, HRV, voice, facial expression, text sentiment) into a unified stress score.
A smart home AI agent project using LangGraph, LangChain, and Ollama to control home appliances connected via micro-controllers like ESP32/ESP8266.
Jared is an AI employee designed to assist with Slack and other work-related tasks, aiming to be present wherever your team collaborates.
AI-powered agent for game localization, providing translation services for over 300 languages to ensure fast and safe game releases.
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.
File transfer service for humans and AI agents over WebRTC. Create sessions via A2A, transfer files directly between machines with no accounts or size limits. Data does not touch their servers.
Felo Translator is a real-time AI voice translation app that can instantly translate and transcribe meetings, interviews, and language classes. It is ideal for travel and study abroad.
LockedIn AI is an interview assistant and meeting copilot providing real-time answers, coaching, and code help during job interviews.
Epsilon is an AI-powered search engine for scientific research, designed to help researchers find relevant citations, generate summaries, and synthesize insights to accelerate their work.
An AI Agent-Based Autonomous Research Assistant that performs end-to-end research by planning tasks, browsing sources, and generating citation-backed reports.
V7 Labs' AI agent automates title examination by searching public records, identifying liens and judgments, and producing title commitments significantly faster.
An AI secretary designed to manage email and calendar tasks, automating communication and scheduling to free up user time.
Synth AI's Managed Research service focuses on agent production readiness, offering documentation and API access for streamlined development.
Martin is an AI personal assistant that manages calendars, inboxes, SMS, phone calls, WhatsApp, and Slack. It can be contacted via call, text, or email.
Laiye Market Analysis Agent conducts in-depth market data analysis to deliver comprehensive market insights for strategic decision-making.
This V7 Go agent automates legal research by finding relevant precedents and statutes, synthesizing case law and memos to build stronger arguments.
An open-source AI assistant (Clawdbot/Moltbot) with Chinese localization, supporting platforms like WhatsApp, Telegram, and Discord, and offering CLI and dashboard interfaces.
LegacyBot is an AI agent for data analysis, research, document analysis, and virtual employee tasks, specializing in modern legacy and inheritance planning.
Oracle Health EHR includes the Multum drug database and features an agent that can answer questions about clinical guidelines, drug interactions, and side effects, providing summaries with links to source information.
Neural Alpha researches and deploys AI-ESG copilots for assessing Nature Action 100 Company Benchmark Indicators, releasing metrics across various indicators for sustainable intelligence.
Leena AI's Gen AI autonomous Agent functions as an integrated SuperApp and federated search layer across enterprise applications like HRIS, ITSM, and KMS.
Global employment and payroll platform providing EOR (Employer of Record) services, talent hiring, and payroll management in over 150 countries.
Kore.ai's Enterprise Search and Data AI provides context-aware insights across the enterprise, driving smarter decision-making for service, work, and process workflows.
IntelliHuman delivers Artificial Vertical Intelligence (AVI) built from real human expertise, enabling enterprise-grade AVI modules for organizations and SME contributions.
The Personal Finance Coach agent provides personalized financial coaching, AI-driven budgeting, and actionable strategies based on personal knowledge.
Ada is an AI-powered symptom checker and health assessment app providing personalized health information and enterprise solutions to improve health and care.
Leon is an open-source personal assistant built on Node.js, Python, and AI concepts, designed to run on your server and assist with various tasks.
AI agent for life-science professionals that helps extract and synthesize evidence from scientific literature for literature reviews and evidence synthesis.
AI agent for searching contracts, part of a platform focused on moving enterprise AI agent projects to production.
Refresh builds Reinforcement Learning environments and datasets for training frontier AI models, partnering with domain experts in software engineering, finance, and healthcare.
AI agents that make phone calls to provide accountability and motivation, helping users stay on track with their goals.
A personal AI assistant that operates natively on your desktop and mobile devices, offering local execution and optional cloud infrastructure for integrations.
AI-powered platform for recording, transcribing, and summarizing meetings, enhancing productivity and knowledge sharing.
Tracks SaaS subscriptions and license seats, identifies unused licenses, flags renewals, and prevents unexpected charges for organizations.
Calorie Count AI Agent tracks meals, monitors nutrition, and provides personalized food insights and dietary recommendations to help users achieve health goals.
Provides SQL access to over 70 authoritative datasets, returning raw database records for quantitative, tabular, statistical, or time-series data questions, usable by AI agents.
AI agent for enterprise content orchestration. Autonomously reasons through multi-document workflows to search, analyze, and create finished outputs.
An AI scientist specializing in biomedical research, recognized as a top performer on BixBench, developing tools and agents for scientific discovery.
Open-source personal AI assistant designed to proactively manage email, calendar, tasks, and digital tools to enhance user productivity.
Provides easy, quick, and budget-friendly legal help for consumers and lawyers, using AI-driven solutions for various legal needs.
Winggg is an AI-powered tool providing conversation suggestions for online dating, aiming to help users improve their dating interactions.
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.
Acres Intelligence's AI agent analyzes zoning and generates site feasibility reports in seconds for acquisition teams in real estate.
UpAgents is an AI agent marketplace for real estate appraisers, automating property tax calculations and report generation for audit-ready results.
Eddy Travels is an AI travel assistant for Messenger that helps users find the best hotel deals quickly.
Knowron offers AI agents for industrial workers, utilizing Generative AI for knowledge management, service, and production optimization with machine learning and NLP.
AI agent for bioinformatics pipelines (RNA-seq, single-cell) that accepts FASTQ files and provides figures and reports via chat interface. Free tier available.
A personal finance coach agent hosted on GitHub, designed to assist users in managing their finances.
Cassidy AI automates AI user research analysis and insight synthesis, specifically designed for marketing agencies to streamline their research processes.
Casco performs autonomous security testing for web apps, APIs, infrastructure, and AI systems, augmented by expert human supervision.
Constructor offers AI Shopping Agents (ASA) and Product Insight Agents (PIA) to enhance e-commerce shopper journeys through personalized product discovery and search.
Codewave offers AI agent development services for employee onboarding automation, streamlining HR workflows, automating documents, and improving accuracy for businesses globally.
Fogwing AI Copilot is an Industrial AI assistant optimizing factory operations, reducing downtime, and improving efficiency using LLM and domain-specific industrial knowledge.
Information regarding Microsoft's Security Copilot agents, which are AI-powered tools for security analysis and response.
AI-native operating system that knows your business, makes intelligent decisions, and acts in real time, powering autonomous operations.
Posh AI's Knowledge Assistant is an AI-powered service for the banking industry, designed to deliver human-like interactions and support as a teammate.
Automates ESG portfolio analysis by validating sustainability claims against external data, detecting greenwashing, and ensuring compliance with mandates.
Clera is an AI talent agent that connects job seekers directly with hiring managers at companies, streamlining the application process.
The Onboarding AI Agent orchestrates the new hire experience by handling provisioning, paperwork, and coordination to ensure a smooth Day 1.
Khanmigo is Khan Academy's AI-powered teaching assistant and tutor tool that streamlines prep work for educators, freeing up their time.
Automates fire department evaluation and regulatory research for Fire Protection Engineers handling fire safety laws and performance analysis.
Rectify is an operations platform for SaaS businesses, acting as a command center for teams using AI. It offers session replay, monitoring, support, code scanning, and roadmap features.
Atypica automatically builds personas, conducts interviews, and analyzes patterns to reveal emotional and cognitive factors behind human choices for market research.
Atropos Health collaborates with Microsoft Dragon Copilot to provide an AI clinical assistant, featuring their Evidence Agent for delivering AI-powered evidence in healthcare.
Moveworks automates employee onboarding with agentic AI, streamlining tasks, providing instant support, and ensuring new hires have necessary resources.
A2A intelligence endpoint for IT hardware parts, providing FLIS lookup, PN normalization, cross-references, and pricing intelligence for over 10.9 million parts.
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.
Cybe Analysis is an autonomous AI agent that analyzes, contextualizes, and prioritizes vulnerabilities with senior-analyst expertise, reducing false positives.
Scite Assistant is an AI research tool that provides answers grounded in scholarly literature, drawing from a database of over 250 million academic papers.
Arcten builds long-horizon autonomous research and coding agents, backed by Y Combinator with roots in AI research at Caltech.
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.
An AI-powered research agent that automates repetitive research tasks, monitors markets, and provides real-time insights for investment teams, speeding up diligence and discovery.
User Intuition is an AI agentic research platform that conducts consumer studies, including preference checks and message tests, delivering results within hours.
A Research Agent that utilizes dataforseo for web search capabilities, designed to assist in deep research tasks.
AI simultaneous interpretation assistant providing real-time translation for multilingual meetings across 60 languages with voice playback and summaries.
DeepResearch Bench II from USTC-CMI Agent Research Lab offers documentation and API documentation for AI agent research and development.
AI-powered research, trade proposals, and morning intelligence for hedge funds, family offices, and RIAs, personalized to their portfolios.
Speechlab offers an AI-powered speech-to-speech translation and dubbing service, enabling seamless voice conversion for various media formats.
Parcha.ai offers AI-powered institutional-grade verification for automated enhanced due diligence, providing comprehensive risk analysis and regulatory compliance for high-risk entities.
AI agent for optimizing AEO/GEO performance, part of a platform focused on moving enterprise AI agent projects to production.
AI Cart Recovery Agent is a smart abandoned checkout assistant that uses intelligent automation to transform abandoned carts into recovered sales for Shopify stores.
A self-hosted, proactive AI assistant that operates locally to automate business workflows and reduce costs.
Dimension is an AI coworker and chief-of-staff designed to assist with various work tasks, enhancing productivity and streamlining operations.
Dialog is an AI shopping assistant that transforms conversations into conversions, giving each shopper a tailored, in-store experience online. It aims to boost sales by providing personalized online shopping assistance.
Seekon.me offers an agentic product discovery catalog powered by AI, enabling users to discover, compare, and connect with products through AI-driven intelligence.
Agentic Pet offers AI-powered pet care solutions, including appointment booking and management services for various pet-related businesses.
A Competitive Content Intelligence AI Agent designed to analyze competitor content strategies and identify opportunities for content improvement.
IQVIA Med-R1 Deep Research Agent uses an LLM to synthesize information from multiple sources for medical reasoning and research, providing clear and detailed answers.
Amby provides a personalized weekly training plan that adapts to your goals, schedule, and recovery, acting as a personal training coach for your fitness journey.
AI agents for procurement that work 24/7, designed to handle manual tasks like data copying and chasing confirmations, freeing up professionals' time.
A free diagnostic tool assessing an organization's AI fluency through nine questions across six dimensions, providing scores and recommended next steps.
SurrealDB acts as the context layer for AI agents, providing a unified database for documents, graphs, vectors, and time-series data with transactional capabilities.
Utilizes AI to transform employee voice into meaningful action, replacing traditional surveys with conversational AI for real-time sentiment analysis and engagement.
Synth AI offers managed research services to ensure the production readiness of AI agents, bridging the gap between development and deployment.
Yext provides an enterprise agentic marketing platform that leverages AI agents for intelligence, verified data, and distribution across AI and search discovery moments.
CoLoop is an AI Copilot for insights and strategy, offering AI tools for qualitative research, data analysis, user research, survey analysis, and interview transcription.
DeepCode is an open agentic coding agent project focused on Paper2Code, Text2Web, and Text2Backend code generation, stemming from academic research.
An autonomous AI research lab designed for infinite research and play, functioning as an autonomous AI research lab.
Provides company context for AI agents, enabling them to access necessary information to operate with full business awareness and informed decision-making.
Swifty is an AI-powered assistant that simplifies business travel by automating itinerary planning, tracking expenses, and ensuring policy compliance for professionals and teams.
WorkStep AI Assistant streamlines operations and enhances user experience for frontline teams through AI-powered engagement.
An AI assistant powered by GeForce RTX PCs, leveraging NVIDIA's technology for advanced computational tasks and user assistance.
An AI-powered productivity assistant that handles to-do lists, scheduling, and email management to help users get tasks done efficiently.
Cuckoo is a Y Combinator-backed AI live translator for global sales, marketing, and support teams, facilitating effortless communication across different regions and languages.
Delight AI provides autonomous agents for customer service, offering AI concierge capabilities for personalized customer experiences throughout their lifecycle.
AI agent for life-science professionals that accelerates R&D, market intelligence, and clinical insights, acting as a full-time teammate.
Tool for generating and enriching lists, researching companies, monitoring pricing, and analyzing documents through a native table interface.
An AI Desktop Companion/Assistant/Pet, likely a software application designed to interact with users on their desktop.
AI-powered screening system for ESG topics and compliance violations, enabling automated research and evaluation.
DeepOpinion's Agentic Automation Platform automates EU Customs Declaration processing using AI Agent Apps for knowledge work and unstructured data handling.
AnswerThis is a scientific discovery platform that aims to reduce manual research work from hours to minutes, described as an AI research assistant.
Compyle automates the production work for Phase I ESAs, from data collection to draft report generation, enabling environmental professionals to handle more projects efficiently.
An AI agent for computational biology that searches papers, designs reproducible workflows, and executes them on Vici.bio, enabling users to go from idea to results quickly.
Enables continuous employee listening for boosted engagement and proactive turnover reduction, moving beyond outdated annual surveys.
CartAgent is an AI shopping assistant and commerce plugin for WooCommerce, featuring MCP, A2A, Stripe, and Coinbase integration for natural language checkout and product discovery.
An open-source agentic AI personal trainer built with Python, providing personalized fitness and health guidance. This project aims to make fitness coaching accessible and customizable.
Gensmo is a fashion AI agent offering personalized styling and comprehensive fashion solutions, aiming to provide a more visualized and personalized fashion experience.
Gemini is an AI assistant from Google offering features like Image Generation and Deep Research. It aims to enhance user capabilities through groundbreaking AI functionalities and personalization.
PubMed.ai is an AI-assisted literature search tool that helps users find, review, and extract key insights from biomedical research, generating structured research reports.
DeepTutor is an agent-native personalized learning assistant developed by HKUDS, hosted on GitHub. It aims to provide adaptive educational experiences.
AI Agent that transforms survey data into actionable insights, saving time, ensuring accuracy, and identifying critical themes and sentiments.
Jan is an open-source alternative to ChatGPT, enabling local or cloud model execution for AI tasks.
Owkin's Specialized Biological AI Agent Pathology Explorer, launched with Anthropic's Claude, is designed for healthcare and life sciences.
UpToDate Expert AI is a GenAI clinical reasoning tool grounded in evidence-based content, aiding case analysis and clinical question answering.
AI-powered platform that generates professional, branded documentation sites from a URL or internal documents, allowing user approval for structure.
THEO Strategist is a positioning intelligence platform providing brand positioning analysis to understand competitor strategies and market dynamics.
Caddy is a personal AI assistant designed to operate within messaging applications, helping manage conversations and tasks.
CartAgent is an AI shopping assistant and agent commerce plugin for WooCommerce, offering natural language checkout, product discovery, and integration with payment gateways.
A one-click installer for deploying Openclaw AI Agents on Windows and Mac, offering a no-coding setup with built-in API credits.
Silurian AI develops foundation models focused on planetary-scale Earth systems. They provide tailored intelligence by building models that maximize the value of physical assets and infrastructure.
MedDeep AI delivers evidence-based answers to clinical questions, grounded in current guidelines and peer-reviewed research, providing clear citations for medical professionals.
Scales multilingual communication with AI translation agent solutions, automating workflows, improving accuracy, and integrating systems.
OpenEvidence is a medical AI partner of The New England Journal of Medicine, offering healthcare professionals answers grounded in peer-reviewed research from leading medical journals.
Agentic AI for personalized dietary recommendations, offering tailored meal plans, recipe suggestions, and grocery ordering integration to enhance user experience and make healthcare more accessible.
Copilot for financial institutions to accelerate and strengthen third-party diligence, modernizing compliance stacks without increasing headcount or costs.
Swifty is an AI-powered assistant designed to simplify business travel by automating itinerary planning, expense tracking, and ensuring policy compliance for professionals and teams.
April is a voice-enabled assistant for managing emails and calendars, designed to streamline communication and scheduling tasks.
Cassidy AI is a knowledge agent designed for marketing agencies to automate SEO research, including keyword discovery, clustering, and generating cited content briefs. It enables building AI agents that operate like a team.
Ratovate provides AI platform development for personal fitness coaches, offering intelligent fitness assistants that adapt to user needs and objectives with customizable branding and pricing.
BrowserPilot is an open-source alternative to Perplexity Com, allowing users to describe tasks in natural language. It navigates like a human, handles anti-bot measures, and exports data in various formats.
NinjaTech's AI Research Agent performs web browsing, document analysis, source cross-referencing, and compiles structured reports with verified citations for quick or deep research.
Reprompt AI provides accurate global business data for KYB, risk screening, and location verification, powered by AI agents performing deep research.
Hermes Agent is an open-source, recursively improving personal AI agent available as a native app for macOS, Windows, and Linux, developed by Nous Research.
Autonomous ML research agent focused on Markdown-only skills, enabling cross-model review loops, idea discovery, and experiment automation, compatible with various coding assistants.
A Generative AI Copilot platform for life sciences, aiming to accelerate R&D decision-making through agentic AI.
AI Personal Finance Assistant for managing tasks like email sorting, scheduling, drafting replies, meeting management, and note-taking, integrating with work tools.
A free n8n template that automates resume screening using AI, parsing Jotform submissions, scoring candidates, and sending personalized emails.
Sahara AI provides an AI workforce for managing digital assets, offering research, execution, and portfolio management with zero custody and KYC, free to start.
AI software designed for legal professionals, assisting large law firms with tasks such as drafting legal documents, conducting research, and reviewing contracts. Aims to streamline due diligence and compliance.
DeepWiki provides conversational AI access to documentation for any GitHub repository, enabling deep research and understanding of codebases.
OpenAlice is an open-source, self-hosted AI trading agent that reads markets, makes decisions, and trades autonomously with visible reasoning.
OpenClaw's AI Expense Tracking Assistant allows users to track expenses via messages, automatically categorizing spending and preparing reports.
Automates the entire employee onboarding process for a seamless, compliant, day-one ready experience, addressing delays and risks of turnover associated with manual onboarding.
AI Meal Planner that creates personalized meal plans based on dietary needs and preferences, helping users plan balanced and delicious meals effortlessly.
Copilot4Dating is an AI-powered dating assistant that helps users craft messages and improve their dating profiles, aiming to enhance online dating experiences with AI-generated suggestions.
An open-source, self-hosted AI trading agent with research, execution, and risk management capabilities, licensed under AGPL-3.0.
Konvu's AI agents investigate security alerts, verifying real exploitability with audit-ready evidence, focusing on exploitability over severity.
AI agents designed to automate repetitive, boring, or challenging tasks across sales, sourcing, coaching, travel planning, compliance, and hiring to boost efficiency.
Copilotly provides 131 specialist AI copilots for various professional needs, including legal, tax, and health, offering tailored advice at a lower cost than traditional services.
Papers AI Assistant enhances research by analyzing, summarizing, and understanding scholarly articles. It functions as a reference manager for organizing, reading, and citing research.
Poke is a text-based AI friend and assistant available on platforms like Messenger, WhatsApp, and Telegram, designed to integrate into users' lives.
Hyring offers AI recruiting software, including an AI interviewer, to help recruiters streamline hiring processes and find talent faster.
KΕkua by TRIPP is a personal AI wellness coach offering daily mental clarity and wellness support via text or call, without requiring an account.
InTouch provides daily AI phone conversations for seniors, available 24/7, aimed at combating loneliness and cognitive decline.
Brainy is a GDPR-compliant AI assistant from Austria that increases efficiency by 80% for documentation, sales, HR, and marketing tasks.
Transforms research into executable production plans, enabling faster R&D by stress-testing methods, validating experiments, and leveraging peer-reviewed evidence.
Manifold provides an enterprise agent platform for the life sciences industry, enabling users to control AI agents to accelerate scientific discovery and research.
AI agent for personal nutritionist, built on Taskade's platform for creating AI apps and automating workflows.
et al. is a YC Summer 2024 company providing a feed of insights extracted from user-specified sources using LLMs.
Veezoo's Agentic Analytics Engine empowers business users to confidently ask, understand, and act on data using AI and Knowledge Graphs.
AI translator for calls, events, and streaming, providing real-time voice and video translation.
Juicebox (PeopleGPT) is an AI recruiting platform that finds, verifies, and emails candidates by searching over 800 million profiles across 30+ sources.
Orchid is an iMessage-based assistant for managing email and calendar, offering morning briefs, follow-ups, and meeting preparation to help users stay organized.
Docyrus is a versatile AI assistant for research, writing, learning, recommendations, and creative thinking, built on an AI-native platform for developing intelligent apps and agents.

























































































































