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.
AI answer engine that performs web searches, cites sources inline, and supports conversational follow-up research. Offers APIs for search, embeddings, and agent capabilities.
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.
DeepCode is an open agentic coding agent project focused on Paper2Code, Text2Web, and Text2Backend code generation, stemming from academic 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.
AI agent for enterprise content orchestration. Autonomously reasons through multi-document workflows to search, analyze, and create finished outputs.
ScholarAI is an AI research assistant for students, developers, and clinical teams that summarizes academic papers, generates citations, and creates study guides.
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.
AnswerThis is a scientific discovery platform that aims to reduce manual research work from hours to minutes, described as an AI research assistant.
SuperNinja's research agent browses the web, analyzes documents, cross-references sources, and compiles structured reports with verified citations for autonomous research.
Atypica automatically builds personas, conducts interviews, and analyzes patterns to reveal emotional and cognitive factors behind human choices for market research.
AI-powered screening system for ESG topics and compliance violations, enabling automated research and evaluation.
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.
Paperguide is an AI research assistant that provides research-backed answers, analyzes papers, streamlines literature reviews, manages references, and aids in document writing.
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.
Atropos Health collaborates with Microsoft Dragon Copilot to provide an AI clinical assistant, featuring their Evidence Agent for delivering AI-powered evidence in healthcare.
KX at NVIDIA GTC 2026 showcases agentic AI blueprints for capital markets, featuring a research assistant and trading signal agent, leveraging time-aware RAG and NVIDIA GPUs. Offers a fast vector database and analytics platform.
Atropos Health collaborates with Microsoft on Dragon Copilot, an AI clinical assistant delivering AI-powered evidence to healthcare professionals.
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.
MedDeep AI delivers evidence-based answers to clinical questions, grounded in current guidelines and peer-reviewed research, providing clear citations for medical professionals.
UpToDate Expert AI is a GenAI clinical reasoning tool grounded in evidence-based content, aiding case analysis and clinical question answering.
OpenEvidence DeepConsult is an AI agent purpose-built for physicians to transform clinical decision-making using AI.
AI copilot for small business compliance, focusing on permits, inspections, and license renewals. Offers beta testing in Sacramento County.
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.
The Financial Compliance & Reporting AI Agent automates regulatory filings from data gathering to submission, ensuring on-time, accurate reporting with complete audit trails.
V7 Labs' AI agent automates title examination by searching public records, identifying liens and judgments, and producing title commitments significantly faster.
Kyla AI API is a tool for healthcare providers and developers to build smart medical assistant applications, offering AI-powered action plans.
An open-source, self-hosted AI trading agent with research, execution, and risk management capabilities, licensed under AGPL-3.0.
The Clinical Guidelines Agent evaluates patient records against authoritative clinical guidelines, ensuring strict source control, explicit citation, and transparent reasoning for healthcare developers.
ZBrain's agent validates tax information on purchase orders against legal standards, reducing manual checks and compliance risks for enterprises.
Corti evaluates patient care against professional clinical guidelines using explicitly approved, domain-locked sources, providing AI for healthcare developers.
The AI Doctor API is an advanced AI-powered medical chatbot for real-time symptom analysis, health diagnosis, and virtual medical assistance, enhancing healthcare platforms.
AI agent that evaluates patient care against professional clinical guidelines using explicitly approved, domain-locked sources. Focuses on healthcare compliance and evidence-based practice.
Tandem Health captures consultations and prepares structured clinical notes, documents, and codes for review, designed for safe and compliant use in clinical care.
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.
Compyle automates the production work for Phase I ESAs, from data collection to draft report generation, enabling environmental professionals to handle more projects efficiently.
Shasta Health provides AI-powered automation for clinic workflows, handling calls, faxes, and referrals 24/7, integrating with EMRs and deploying in days.
Reprompt AI provides accurate global business data for KYB, risk screening, and location verification, powered by AI agents performing deep research.
CloudCruise builds self-healing healthcare browser automations for payer portals and EHR workflows on a managed infrastructure, enabling faster development.
Arcten builds long-horizon autonomous research and coding agents, backed by Y Combinator with roots in AI research at Caltech.
Minicor deploys self-healing computer use agents that automate legacy desktop systems, capable of detecting failures, self-correcting, and maintaining operation through UI changes.
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.
Alpha Research provides open-source knowledge bases for all of humanity.
CTGT provides an enterprise AI solution focused on accuracy, speed, and compliance for critical operations.
Quetzal is a modern internationalization platform designed to help manage and streamline localization processes for products, enabling instant translation.
Automates the end-to-end referral process for primary care, optimizing operations and ensuring patients get the care they need.
AI for blue teams to scale detection, response, and threat hunting across the security stack, improving coverage and reducing MTTR.
Assesses and monitors AI risk in vendors, providing continuous monitoring and adaptive insights into emerging threats for AI-driven third-party risk management.
Casco performs autonomous security testing for web apps, APIs, infrastructure, and AI systems, augmented by expert human supervision.
Ocular AI provides AI-powered security testing solutions for web applications, APIs, and infrastructure.
Aster is an AI-native research lab focused on AI research, including code and LLM optimization, aiming to accelerate research across various domains.
Refresh builds Reinforcement Learning environments and datasets for training frontier AI models, partnering with domain experts in software engineering, finance, and healthcare.
Suki's Ambient Clinical Intelligence platform automates clinical documentation, reducing burnout and giving clinicians more time with their patients.
AI-powered voice imitation technology for creating realistic voiceovers, integrated into Descript's video and podcast editing suite.
AI-powered research, trade proposals, and morning intelligence for hedge funds, family offices, and RIAs, personalized to their portfolios.
Builds AI systems for operating and scaling quantum computers, focusing on quantum control and automation for various qubit technologies.
Applied AI research lab focused on integrating AI into the workforce by developing advanced agent environments and tooling.
Security Delivery Platform for Microsoft Sentinel and Defender, using AI agents for triage, investigation, and response. Deploys in 30 minutes.
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.
AI-enhanced knowledge agent integrating Guideline Central content to streamline clinical guideline compliance, enabling evidence-based decisions and boosting outcomes.
Copilot for financial institutions to accelerate and strengthen third-party diligence, modernizing compliance stacks without increasing headcount or costs.
MDM software for Linux, macOS, Windows, iOS, iPadOS, and Android, automating compliance and providing visibility into Shadow IT.
Advanced AI-powered penetration testing agent that autonomously performs complex security tasks using terminal, browser, and external search.
Luthor ensures content accuracy, compliance, and safety before publication, acting as a control layer for regulated industries.
Clodo is a Y Combinator-backed, planet-scale people search engine that provides deep customer qualification with intent scoring and automated research.
Cuckoo is a Y Combinator-backed AI live translator for global sales, marketing, and support teams, facilitating effortless communication across different regions and languages.
Tivara is an AI workforce solution for medical groups, focusing on patient engagement and streamlining operations within healthcare organizations.
Kastle is an AI platform for mortgage servicing and consumer lending, automating borrower interactions, ensuring compliance, and reducing costs.
Dodo provides AI agents that manage communications for clinics, automating patient interactions and administrative tasks.
Bretton provides AI agents specifically designed for financial compliance, including Anti-Money Laundering (AML), Know Your Customer (KYC), and Sanctions screening.
CoLoop is an AI Copilot for insights and strategy, offering AI tools for qualitative research, data analysis, user research, survey analysis, and interview transcription.
Mango Medical is a digital health platform providing virtual consultations with doctors and specialists to make healthcare more accessible and convenient.
Prana Health offers a free AI doctor consultation service providing instant health answers and personalized guidance 24/7, with options to connect with licensed physicians.
GroundControl helps aerospace and advanced manufacturing teams automate AS9102 FAIRs, APQP/PPAP packages, and supplier submissions with GD&T extraction.
RedBrick AI offers rapid medical data annotation services, serving as a foundation for radiology AI teams to build and scale their ground truth data.
et al. is a YC Summer 2024 company providing a feed of insights extracted from user-specified sources using LLMs.
Healthcare AI copilot providing fast, trusted answers for modern medicine, including clinical questions, note automation, and patient management.
Hamming AI offers a comprehensive QA platform for enterprise voice and chat agents, featuring automated scenario generation, call replays, and over 50 metrics, with SOC 2 certification.
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.
AI agent for life-science professionals that helps extract and synthesize evidence from scientific literature for literature reviews and evidence synthesis.
AI agent for life-science professionals that accelerates R&D, market intelligence, and clinical insights, acting as a full-time teammate.
An AI agent focused on the critical decision-making process of prescription writing, balancing medical evidence, clinical experience, and patient factors.
Automates fire department evaluation and regulatory research for Fire Protection Engineers handling fire safety laws and performance analysis.
Manages customer inquiries via email and chat, enhancing responsiveness for e-commerce, telecom, healthcare, travel, and financial services.
Automated review of user access rights, analyzing permissions, detecting anomalies, and orchestrating the entire recertification process.
Cybe Analysis is an autonomous AI agent that analyzes, contextualizes, and prioritizes vulnerabilities with senior-analyst expertise, reducing false positives.
Accelerate brand growth with AI agents for innovation and consumer research, enabling teams to identify trends, map whitespace, and launch products.
End-to-end identity verification workflow: collects personal details, verifies documents via OCR, collects address proof, and uses AI-powered verification.
Trulli is an AI accounting agent that interprets standards, analyzes documents, and delivers traceable, source-cited answers within existing workflows.
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.
This solution analyzes OCR-extracted contract data to identify leases according to accounting policies, structuring results for transfer to SAP CLM.
Money Forward, Inc. is introducing an AI-supported lease contract assessment solution to streamline compliance with new accounting standards.
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.
Konvu's AI agents investigate security alerts, verifying real exploitability with audit-ready evidence, focusing on exploitability over severity.
Validates every pay slip before distribution, catching calculation errors, compliance issues, and fraud.
Automates RFQ creation by processing requirements, selecting templates, and ensuring compliance with organizational standards.
Validates expense claims with automated accuracy and completeness, ensuring compliance with company policies.
The Debt Collection AI Agent automates debt recovery while ensuring regulatory compliance, managing outreach, payment plans, and communication.
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.
AI agent focused on summarizing clinical notes. Aims to extract key information from medical documentation to provide concise summaries.
Oracle Health is developing AI-powered solutions aimed at enhancing the patient and physician experience, ultimately driving better clinical outcomes and improved health.
AI agent for routing patients in telehealth services. Aims to optimize patient flow and ensure appropriate care connections within a telehealth environment.
AI Agents for Online Doctor Consultation Platforms, designed to automate customer support, qualify leads, and scale conversations for healthcare providers.
A medical symptom checker chatbot for digital front door triage and nurse line automation, acting as a care navigation bot and medical AI agent to route patients.
Agentic automation solution for healthcare Revenue Cycle Management (RCM). Combines AI, Automation, and RPA for end-to-end enterprise automation.
CareAgent AI provides AI-assisted healthcare automation for billing, coding, and workflow support, emphasizing human-in-the-loop for accuracy and auditability.
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.
Tempus One is a generative AI-enabled clinical assistant providing voice and text access to patient data and insights, leveraging Tempus's extensive library of clinical and molecular data.
The Patient Intake Scheduler AI Agent automates appointment booking and information collection for healthcare, integrated into workflows via Beam AI's platform.
PrescriberPoint is an artificial intelligence agent designed to streamline the prior authorization workflow for healthcare providers.
Agent skills automate prior authorization, eligibility checks, claims, denial discovery, inbox management, patient communications, and Rx refills for independent medical practices.
Medical Necessity AI reduces denials and speeds reimbursement by interpreting documentation and payer guidelines with human-level clinical reasoning.
Automates eligibility and benefits verification using Availity in real-time, reducing manual checks and claim denials for healthcare revenue cycle management.
Verify AI is an agent that automates patient benefit verification by communicating directly with insurers, streamlining eligibility checks and reducing claim denials.
Deploys AI agents for clinical decision support, enhancing diagnosis accuracy, reducing errors, and providing evidence-based recommendations integrated with EHR systems.
Coordio Healthcare by OpenBots is an AI-first, highly autonomous healthcare RCM automation platform covering patient intake, eligibility, prior authorization, claims, and collections.
Amazon Connect Health is a purpose-built agentic AI solution for handling high-volume administrative tasks in healthcare, such as appointment scheduling and clinical documentation.
Automates the review of business-critical documents, identifying key risks and ensuring compliance, saving time and reducing inconsistency.
Monitors HR policies across jurisdictions, including whistleblower channels, bias audits, DPIAs, supply chain compliance, and DOJ program standards.
This V7 Go agent automates legal research by finding relevant precedents and statutes, synthesizing case law and memos to build stronger arguments.
A Research Agent that utilizes dataforseo for web search capabilities, designed to assist in deep research tasks.
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.
Medical platform for healthcare professionals providing answers grounded in peer-reviewed research from sources like NEJM, JAMA, and NCCN.
Expert AI agent that seamlessly integrates real-world evidence directly into the clinical workflow for healthcare professionals.
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.
Leena AI's Gen AI autonomous Agent functions as an integrated SuperApp and federated search layer across enterprise applications like HRIS, ITSM, and KMS.
AI agents for procurement that work 24/7, designed to handle manual tasks like data copying and chasing confirmations, freeing up professionals' time.
Vera Health provides evidence-based answers from over 60 million peer-reviewed medical papers, built by clinicians and AI researchers to improve patient outcomes.
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.
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 agent for insurers to align portfolios with ESG goals, meet regulations, reduce risk, and drive sustainable growth using real-time insights.
Automates ESG portfolio analysis by validating sustainability claims against external data, detecting greenwashing, and ensuring compliance with mandates.
Norm Ai offers a compliance agent for Microsoft 365 Copilot, designed to integrate AI into enterprise workflows and assist with compliance tasks.
Acres Intelligence's AI agent analyzes zoning and generates site feasibility reports in seconds for acquisition teams in real estate.
Laiye Market Analysis Agent conducts in-depth market data analysis to deliver comprehensive market insights for strategic decision-making.
Market Agents delivers synchronized intelligence through specialized AI agents collaborating to produce clear, confident, and actionable market insights.
Discrepancy AI is an autonomous AI agent for property management, handling operational tasks like compliance reports, tenant document review, and communication to allow managers to focus on portfolio growth.
Discrepancy AI is an autonomous AI agent for property management, automating compliance reports, tenant document review, task management, and outreach.
UpAgents is an AI agent marketplace for real estate appraisers, automating property tax calculations and report generation for audit-ready results.
Automatic.co provides a research report on Agentic AI for the Energy & Utilities Market, highlighting a shift in how work gets done.
Taxora AI is an AI-powered platform for tax compliance and legal assistance, offering UAE tax automation, USA tax compliance, and India Legal AI with autonomous agents.
V7 Go's AI agent accelerates sanctions screening by automatically resolving false positives in SWIFT payment queues, reducing investigation time and ensuring compliance.
Automation Anywhere provides agentic process automation to accelerate loan decisions, ensure compliance, and enhance borrower experiences in loan underwriting.
Assistents' regulatory filing agent automates SEC, CMS, and agency forms, reducing filing errors and ensuring compliance with deadlines.
Narrativa's Agentic AI Platform revolutionizes regulatory document creation for life sciences, simplifying writing with AI-powered automation for CSRs, patient narratives, and eCTD documentation.
HendrenAI implements AI assistants and tools for pharmacy workflow automation, utilizing artificial intelligence to enhance everyday pharmacy practice operations and streamline decision-making.
MAIA's autonomous AI agent transforms ophthalmology with automated retinal analysis, diagnostic support, and clinical workflow integration for enhanced patient care.
An AI radiology copilot that drafts structured reports from dictation, worksheets, or PACS images, learning user style with corrections.
Automatically validates payment instructions in real-time against policies, regulations, and sanctions, flagging true exceptions for review.
Provides AI solutions for biomedical imaging, focusing on pathology and integrating multimodal biomarker data to enhance healthcare diagnostic and therapeutic workflows.
Automates Letter of Credit (LC) processes, reducing processing time by 80% and ensuring compliance by streamlining complex tasks.
Delivers HIPAA-compliant, governed agentic AI solutions for healthcare and regulated industries, offering enterprise-grade LLM fine-tuning and automation services.
A 24/7 AI operator for camera feeds that detects critical events, generating alerts, summaries, and answers in plain English. It continuously monitors all camera feeds for immediate insights.
Latent-Y is an autonomous AI agent developed by Latent Labs for large-scale drug design in the pharmaceutical and biotech industries.
On-demand research assistant for marketing, leveraging agentic capabilities to enhance marketing strategies and execution.
Linkly AI is a local document search engine built for AI agents, enabling full-text search across various file types with OCR support.
The Atropos Evidence Agent is an expert AI agent that integrates real-world evidence directly into clinical workflows for healthcare.
An autonomous AI assistant designed to streamline Greenhouse Gas (GHG) emission tracking for sustainability reporting.
Abundly's AI agent automates CSRD & CS3D compliance by tracking requirements, collecting supplier data, analyzing documents, and flagging risks before deadlines.
Zania provides AI compliance agents that conduct controls testing, risk assessments, and audits with provable accuracy in minutes, designed for security and risk management.
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.
The Atropos Evidence Agent is an expert AI agent that seamlessly integrates real-world evidence directly into the clinical workflow for personalized healthcare.
An AI agent framework for FinTech operations that automates merchant onboarding, AML list checks, and risk assessments, enabling faster ROI with human control.
Sensa Copilot enhances investigator productivity by 70% using generative AI for AML, fraud prevention, and financial crime investigations.
Veezoo's Agentic Analytics Engine empowers business users to confidently ask, understand, and act on data using AI and Knowledge Graphs.
UnleashX AI Agent cross-sells insurance products 24/7 via calls, WhatsApp & SMS, ensuring IRDAI compliance and rapid deployment.
OpenAlice is an open-source, self-hosted AI trading agent that reads markets, makes decisions, and trades autonomously with visible reasoning.
Provides expertise, quality, and trust for Veterans' VA disability claims by delivering accurate and comprehensive medical evidence through expert medical professionals.
A cybersecurity AI agent that autonomously scans for vulnerabilities and threats in cloud infrastructure and applications, offering managed security services for enhanced protection.
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.
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.
Tars AI Agents automate customer support and lead generation, enabling conversational AI for efficient patient information collection and customer experience automation.
Ozwell AI Assistant is designed to streamline clinical documentation and enhance provider efficiency within the Enterprise Health system.
Scriptoware's AI Assistant enhances radiology diagnostics by improving image analysis accuracy, speeding up workflows, and enhancing patient care with AI-powered cloud tools.
Braid Health offers an AI-powered radiology assistant for medical imaging analysis, providing second opinions and explanations, validated by board-certified radiologists.
Oncora Medical offers an intelligent assistant for streamlining cancer registry quality control, aiming to improve data accuracy and efficiency in cancer registry management.
A Generative AI Copilot platform for life sciences, aiming to accelerate R&D decision-making through agentic AI.
Owkin's Specialized Biological AI Agent Pathology Explorer, launched with Anthropic's Claude, is designed for healthcare and life sciences.
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 Agent that transforms survey data into actionable insights, saving time, ensuring accuracy, and identifying critical themes and sentiments.
AI-powered agent for game localization, providing translation services for over 300 languages to ensure fast and safe game releases.
Security Copilot Phishing Triage Agent for identifying and handling phishing attempts, with documentation available for setup and feedback.
Open-source AI research agent that reads papers, searches the web, writes drafts, runs experiments, and cites claims locally on your computer.
Tool for generating and enriching lists, researching companies, monitoring pricing, and analyzing documents through a native table interface.
Folio3 provides AI agents specialized for healthcare, featuring accessible documentation, pricing, and API information for integration.
Lyzr offers secure AI agents for medical report summarization, automating clinical summaries, ensuring HIPAA compliance, and integrating with EHR systems to save time.
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.
Gosign offers enterprise AI agents for tracking mandatory training compliance and expiring certifications, with auditable LLM decisions and governance features.
Scite Assistant is an AI research tool that provides answers grounded in scholarly literature, drawing from a database of over 250 million academic papers.
CompliantChatGPT is a HIPAA-compliant AI agent designed to answer healthcare-related questions while ensuring patient data safety and security.
Simbie AI offers 24/7 AI medical receptionists that handle scheduling, refills, and intake, aiming to reduce costs and improve patient care.
An AI-assisted Electronic Health Record (EHR) system for therapists, providing tools to streamline practice management and patient care.
Specialized clinician-in-the-loop AI that synthesizes patient history and suggests clinical actions in real-time, supporting compliance with preferred AI models.
A vendor document verification AI agent designed to automate the process of verifying vendor-submitted documents, likely for compliance or onboarding purposes.
Scales multilingual communication with AI translation agent solutions, automating workflows, improving accuracy, and integrating systems.
Discovers product opportunities by analyzing Amplitude analytics, experiments, session replays, and customer feedback. Synthesizes evidence into prioritized insights.
AI agent for searching contracts, part of a platform focused on moving enterprise AI agent projects to production.
Kathy, the AI Competitor Analyst, researches competitors to enable informed business decisions and help companies outpace the competition.
Corti Guideline evaluates patient care against clinical guidelines using approved, domain-locked sources, focusing on medical evidence.
AI-powered cybersecurity agent monitoring network traffic, detecting anomalies, and providing real-time threat intelligence for enterprise security.
Advanced threat hunting agent using machine learning to detect cyber attacks, analyze patterns, and provide proactive security recommendations.
