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.
Fast Agent is a GitHub repository providing code, build, and evaluation tools for AI agents, with support for Models, Skills, MCP, and ACP, aiming to be a development and testing framework.
A human-AI system that models expert thinking to assist tutors in real-time, improving student mastery of math topics. It is low-cost and promotes effective pedagogy.
A personal finance coach agent designed to help users manage their finances. This is a GitHub repository for the agent.
mech.app is an editorial platform featuring technical field notes on agentic AI projects, orchestration, automation infrastructure, developer tooling, financial systems, and security.
Relevance AI's Agent Marketplace offers over 1,000 free AI agents for sales, marketing, and operations, allowing users to clone and deploy agents quickly without coding.
Instantly AI prompts designed to personalize at scale by transforming raw lead data into high-converting narratives for sales and marketing.
AIM, an open-source NHI platform for AI agents, providing cryptographic identity, governance, and access control for agent management.
PyPI is the Python Package Index, a repository for software packages for the Python programming language, enabling developers to find, install, and publish Python packages.
An open-source alternative to Claude Cowork, powered by opencode, aiming to provide a collaborative AI agent environment.
Synology Chat AI Assistant, an open-source project hosted on GitHub, designed to enhance chat functionalities within Synology environments.
Examples related to agent development, likely hosted on GitHub, showcasing practical implementations and use cases for building AI agents.
Agentic Commerce Index tracks the emerging industry of agentic commerce, focusing on the AI-driven commerce ecosystem.
Open-source project focused on agent development and automation, likely providing tools or frameworks for building AI agents.
SaM Solutions explores how autonomous AI agents revolutionize logistics through warehouse management, route optimization, and predictive supply chain analytics.
Smart Farming Weather Assistant AI Agent project hosted on GitHub, contributing to the amajai/farm-sense-ai repository.
An AI agent-based autonomous research assistant that plans, browses multiple sources, validates information, and generates citation-backed reports using agentic reasoning.
aws-samples/sample-agent-platform-on-eks is a sample agent platform on EKS, contributing to the development of agent platforms within the AWS ecosystem.
A GitHub repository containing various autonomous agent examples and implementations, exploring different autonomous agent functionalities.
ClawBio is a bioinformatics-native AI agent skill library, built for local-first, reproducible workflows on OpenClaw.
GitHub is an AI-powered developer platform used by millions for building software, collaborating on open source projects, and managing code repositories.
A collection of utility functions and tools, likely hosted on GitHub, designed to support various agentic operations and development tasks within an AI agent framework.
GitHub repository likely related to Jido, focusing on code generation, execution, or management for AI agents. Includes documentation, pricing, and API documentation.
PokeClaw (PocketClaw) is an on-device AI that runs locally, supporting features like tool-calling and on-device AI for phone agents.
PageIndex is a vectorless, reasoning-based RAG engine that mirrors human document reading, achieving high accuracy on benchmarks with traceable and explainable retrieval.
Neural Alpha researches and deploys AI-ESG copilots for assessing Nature Action 100 Company Benchmark Indicators, releasing metrics across various indicators for sustainable intelligence.
GitHub repository likely related to Jido, focusing on connectivity aspects or integration capabilities for agents. Includes documentation, pricing, and API documentation.
DeepResearch Bench II from USTC-CMI Agent Research Lab offers documentation and API documentation for AI agent research and development.
Time tracking functionalities, likely integrated into a GitHub project or agent framework, enabling the monitoring and management of task durations for AI agents or development processes.
NanoMind security classifier, hosted on Hugging Face, is an AI model designed for classifying security-related data or code. Offers documentation and API documentation.
PR Newswire provides a comprehensive list of press releases related to surveys, polls, and research, categorized under general business news.
A smart home AI agent project using LangGraph, LangChain, and Ollama to control home appliances connected via micro-controllers like ESP32/ESP8266.
Explores Agentic AI systems that combine planning, reasoning, tool invocation, and feedback loops for autonomous goal pursuit, enabling an evolution in networking from static configuration.
Build.inc developed Dougie, a multi-agent system using LangGraph for orchestrating complex commercial real estate development workflows, particularly for data center projects.
Your AI copilot for cross-chain yield optimization, developed for the Chainlink Convergence Hackathon 2026.
Demonstrates how AI agents can streamline compliance and fulfill regulatory requirements for financial institutions using Amazon Bedrock and CrewAI.
HolmesGPT is an SRE Agent and a CNCF Sandbox Project designed for AI Ops, DevOps, and incident management. It leverages LLM agents for incident response and chat ops.
Synth AI offers managed research services to ensure the production readiness of AI agents, bridging the gap between development and deployment.
An AI-powered eCommerce platform enabling rapid store creation with automated product descriptions and SEO optimization. Integrates with Shopify and Stripe, offering AI agent marketplace services.
Gemini CLI is an open-source AI agent that brings the power of Gemini directly into the terminal, facilitating building, debugging, and deploying with AI.
EcoRxAgent GitHub repository. This project appears to be related to environmental or chemical research agents.
AI Agents Directory is a marketplace and directory listing over 2496 AI agent solutions, with filters for use case, pricing, model, and integrations.
Agentic Security is an open-source LLM vulnerability scanner designed for safe and reliable AI. It provides tools for identifying vulnerabilities in AI models and systems.
Focuses on comprehensive AI agent capability frameworks, with a mention of SiliconFlow as an AI infrastructure platform for LLMs and multimodal models.
GitHub is a widely adopted, AI-powered developer platform used by millions of developers, businesses, and the open source community to build software. It offers features for searching code, repositories, users, and issues.
DeepCode is an open agentic coding agent project focused on Paper2Code, Text2Web, and Text2Backend code generation, stemming from academic research.
Rapid AI Copilot Framework for accelerating success with Microsoft Copilot Studio and Azure AI Foundry, following agile principles.
PeerSpot provides comparisons and reviews for enterprise technology, including AI agents for wholesale lockbox automation and accounts payable.
An autonomous AI research lab designed for infinite research and play, functioning as an autonomous AI research lab.
AI-Enhanced Teaching Assistant project by DHRUVvkdv, bridging instructor knowledge and web intelligence to assist in educational contexts. Aims to enhance learning and teaching through AI.
A solution powered by Agentic AI & NLP that automates the labor-intensive and error-prone workflow of travel voucher reimbursement.
xpander.ai offers an AI agent platform for enterprises, featuring an agent harness, sandbox, and AI-native workflows for production agents with self-hosted deployment.
Broadridge provides analyst coverage reports from industry experts like IDC, Celent, and Everest Group, focusing on financial technology in wealth management and capital markets.
Lyzr Agent Studio provides a platform to build and deploy AI agents, aiming to accelerate the process of taking AI agents to production.
TerraAI is a smart farming copilot designed to assist with agricultural tasks, aiming to improve efficiency and yield through AI.
AI Agent Store is a marketplace and directory for AI agents and AI agencies, featuring products like Agent Steward for managing customer cases.
Learn to build intelligent AI agents using agent skills for workflows and MCP servers for external integrations, with practical examples provided.
Anchor Browser provides secure infrastructure for computer use agents, focusing on the operational aspects and limitations of AI agents in production.
GitHub is a developer platform offering AI-powered tools for code hosting, collaboration, and CI/CD. Supports deployment protection rules and dependency management.
A curated list of AI Agent frameworks including AutoGen, CrewAI, MetaGPT, LangGraph, and Swarms, focusing on Multi-Agent Systems and Agentic AI.
Automation Anywhere's Agentic App Store offers a wide selection of Automations using Agentic Process Automation (APA), enabling users to browse and utilize pre-built automation solutions.
This repository is for contributing to the development of agentic AI immersion experiences on Azure, focusing on agent-based AI applications.
An open-source agentic AI personal trainer built with Python, offering personalized fitness and health guidance.
Open source coding agent project hosted on GitHub, aiming to provide an AI agent for coding tasks.
GitHub, an AI-powered developer platform, is used by millions for building software, with resources for education and partnerships.
Autonomous agent for Kubernetes incident management (detection, diagnosis, mitigation) using LLMs, LangChain, LangGraph, and MCP servers.
DeepTutor is an agent-native personalized learning assistant developed by HKUDS, hosted on GitHub. It aims to provide adaptive educational experiences.
Nilus provides agentic AI for cash flow forecasting, enabling treasury teams to improve accuracy with real-time data, autonomous updates, anomaly detection, and scenario modeling.
Online video editor built with Next.js, Remotion, and FFmpeg (WebAssembly port) for rendering. Hosted on GitHub.
GitHub is a developer platform offering AI-powered tools for code collaboration, software development, and managing repositories, issues, and pull requests.
GitHub is a developer platform offering AI-powered tools for code hosting, collaboration, and CI/CD. Supports deployment protection rules and dependency management.
Reporting tools and functionalities, likely part of a GitHub project or agent framework, designed for generating insights and summaries from agent activities.
An open-source curriculum introducing the Model Context Protocol (MCP) for beginners, covering topics like C#, Java, JavaScript, and MCP server/client implementations.
GitHub is a developer platform offering AI-powered tools for code collaboration, software development, and managing repositories, issues, and pull requests.
AgentShield Repo is a GitHub repository likely containing code and resources related to the AgentShield project, which may involve agent security or management.
Sustainability-focused features or tools, potentially within a GitHub project, aimed at promoting environmentally conscious practices in AI development or operations.
Yield Seeker is an AI-powered DeFi agent focused on automated stablecoin yield optimization.
HoneyComb is a platform that analyzes job market trends and predicts which jobs AI might replace, allowing users to make informed decisions about their careers.
Agentic.ai is a curated directory of agentic AI tools for personal productivity and business automation, featuring autonomous AI and agentic system building.
Moltlaunch is an agent marketplace and open protocol for hiring AI agents, featuring trustless escrow, permanent reputation, and tradeable tokens on Base.
GitHub is a widely adopted developer platform for building software, hosting code repositories, and facilitating collaboration among millions of developers.
Python SDK for interacting with GitHub's services, enabling developers to programmatically access and manage GitHub features. Includes documentation, pricing, and API documentation.
Agentic AI for personalized dietary recommendations, offering tailored meal plans, recipe suggestions, and grocery ordering integration to enhance user experience and healthcare accessibility.
This article discusses agentic artificial intelligence in radiology, referencing foundational models, LLMs, and their implications for the field, citing research papers.
DeFi agent definitions and JSON API for Web3, crypto trading, portfolio management, and blockchain automation. MCP compatible and production-ready.
MCP Agentic Framework is a communication framework for multi-agent collaboration using the Model Context Protocol (MCP), providing a way for agents to communicate and collaborate.
Open-source benchmark for evaluating AI browser agents, featuring a live leaderboard ranking agents on real-world tasks. Uses a two-stage scoring system with HTTP request interception and LLM judging.
GitHub is a widely adopted, AI-powered developer platform offering code hosting, collaboration, and CI/CD, enabling millions of developers and businesses to build software.
The 2025 AI Agent Index documents the origins, design, capabilities, ecosystem, and safety features of 30 prominent AI agents, providing a comprehensive overview.
Open-source AI-powered browser automation tool enabling users to interact with web pages via natural language for automated browsing and data extraction.
GitHub is a widely adopted, AI-powered developer platform used by millions of developers, businesses, and the open source community to build software. It offers features for searching code, repositories, users, and issues.
GitHub is a widely adopted, AI-powered developer platform offering code hosting, collaboration, and CI/CD, enabling millions of developers and businesses to build software.
HiClaw is an open-source Collaborative Multi-Agent OS for transparent, human-in-the-loop task coordination via Matrix rooms, facilitating agent communication and management.
GitHubSecurityLab/seclab-taskflows is a GitHub project likely containing task flows for security research and development within the GitHub Security Lab.
The 'coding-agent' package within the 'pi' project on GitHub is designed for developing AI agents, with a likely focus on coding-related tasks.
Folio3 AI partners with enterprises for AI strategy, engineering, and transformation, building custom AI solutions from readiness assessments to production deployment.
Grand View Research provides comprehensive market research reports and data analysis across various industries to support strategic business decisions.
Automates vendor discovery, evaluation, and shortlisting, helping procurement teams source faster by reducing time spent on manual research, communication, and verification.
AgDex is a curated directory of AI agent tools, frameworks, and resources, including LangChain, CrewAI, AutoGen, and LangGraph. It covers core frameworks, LLM APIs, cloud infrastructure, and developer tools.
Credo AI is a leader in AI governance, offering tools and services to ensure responsible and ethical AI development and deployment.
GitHub is an AI-powered developer platform for code hosting, collaboration, and managing software development projects. It offers features for searching code, repositories, users, and issues.
Provides rankings and comparisons of AI coding agents, focusing on production performance and agent orchestration infrastructure, covering tools like Cursor, Claude Code, Devin, and Codegen.
Trigger.dev is an open-source platform for building and deploying fully-managed AI agents and workflows using TypeScript, featuring long-running tasks, retries, queues, observability, and elastic scaling.
Explores the application of agentic systems in Treasury and Liquidity Management (TLM) to optimize cash flow, manage risk, and ensure real-time regulatory compliance.
Auto-dispatch copilot CLI instances based on GitHub issues. A tool for managing and automating copilot CLI deployments triggered by GitHub events.
GitHub repository related to 'agentevals', likely for evaluating AI agents. Facilitates development, testing, and contribution to agent evaluation frameworks.
GitHub is a developer platform offering AI-powered tools for code hosting, collaboration, and CI/CD. Supports deployment protection rules and dependency management.
A curated list of awesome open source libraries to deploy, monitor, version and scale agentic applications and systems.
GitHub repository for the 'agent-for-rfp-response-solution-accelerator' project by Microsoft, focused on developing solutions for RFP responses.
A collection of AI agent skills for legal education, hosted on GitHub.
Greenbook.org provides a directory of AI agent tools for market research, enabling autonomous LLM agents for survey drafting, data summarization, and workflow orchestration with human oversight.
Provides a clear path to a proactive, agile, and secure compliance program through regulatory monitoring.
GitHub is a widely adopted, AI-powered developer platform used by millions of developers, businesses, and the open source community to build software. It offers features for searching code, repositories, users, and issues.
Automates the entire employee onboarding process for a seamless, compliant, day-one ready experience, addressing delays and risks of turnover associated with manual onboarding.
Augment (Augie) is an AI teammate for logistics that automates communication, document collection, tracking, and billing across the order-to-cash flow.
Google Research publishes papers and shares developments across a wide range of domains, with a strong focus on artificial intelligence and science research.
A GitHub repository curated with resources related to free ChatGPT alternatives, providing a collection of tools and information for users seeking open-source or cost-effective AI chat solutions.
Cloudflare Skills refers to capabilities for building and deploying AI agents, potentially integrated with Cloudflare's network services. Available on GitHub.
Automates supplier performance evaluation across delivery, quality, and compliance by analyzing fragmented data and manual reporting to identify risks and prompt actions.
An AI-powered semantic search tool for analyzing customer survey responses using natural language queries, developed by pitt-cic.
GitHub's machine learning team enhanced Copilot's contextual understanding for more relevant suggestions, addressing LLM processing limitations.
A GitHub project focused on automated unit test generation using AI, providing tools and code for AI-driven testing.
A real-world AI system on GitHub for supply chain insights, risk analysis, and decision support using RAG, combining supplier, procurement, delivery, and cost data.
The Coalition for Health AI (CHAI) advances responsible development, deployment, and oversight of AI in healthcare through collaboration.
Contributes to the development of an autonomous AI agent for plant disease detection and SMS-based treatment delivery.
Agent Device is a command-line interface for AI agents, designed to control iOS and Android devices for mobile automation tasks.
DeepResearch Bench, hosted on Hugging Face, provides documentation and API documentation for AI research and development, focusing on deep research capabilities.
Urban AI Copilot project hosted on GitHub, contributing to the shriyaMadan/urban-ai-copilot repository.
Maps, inspects, and audits AI-agent markdown ecosystems, including skills, agents, commands, and hooks, as a graph. This GitHub project focuses on visualizing and understanding AI agent interactions.
Vellum.ai provides a curated list of low-code AI workflow automation tools, comparing features and use cases to aid teams in platform selection.
An Akka sample demonstrating an agent that responds to emails using LLM integration and tools, found in the akka-samples/real-estate-cs-agent repository on GitHub.
RAGFlow is a leading open-source Retrieval-Augmented Generation engine providing a superior context layer for AI agents, built for enterprise with reliable context and an integrated agent platform.
A GitHub repository related to Windows Agent Arena, part of a platform for developers to build software, potentially involving agent orchestration or frameworks.
GitHub repository potentially related to Jido, focusing on chat functionalities or agent communication. Includes documentation, pricing, and API documentation.
PrivateGPT is an open-source project allowing users to connect their data sources to a private AI tool for natural language querying.
Postgres AI Agent repository for performance optimization, developed by cloudraftio. Hosted on GitHub.
An AI-powered competitive intelligence agent that monitors competitors, analyzes market positioning, tracks pricing, compares features, and generates sales insights.
An open-source MCP server designed to parse game save files, hosted on GitHub.
AgentReach gives AI agents the ability to see the entire internet, enabling them to read and search platforms like Twitter.
Constructor offers AI Shopping Agents (ASA) and Product Insight Agents (PIA) to enhance shopper journeys in e-commerce. They provide a demo to showcase these capabilities, focusing on site search and product discovery.
Methodology related to agent development, likely found on GitHub, detailing approaches and best practices for building AI agents.
An AI-driven public opinion and trend monitor that aggregates data from multiple platforms, including RSS feeds, with smart alerts.
Native command-line interface for AI agents, enabling control over any application through OS access for desktop automation.
Microsoft's Copilot Scenario Library offers guidance for legal departments on leveraging AI to navigate complex legal, regulatory, and compliance landscapes.
A curated marketplace of AI applications for regulated industries, enabling users to discover and utilize various AI-powered tools for KYC/AML, claims, and compliance.
GitHub repository likely focused on database interactions or management for Large Language Models (LLMs), potentially for agent memory or data storage. Includes documentation, pricing, and API documentation.
GitHub is a comprehensive platform for software development, collaboration, and version control, offering extensive code search and repository hosting.
GitHub repository likely associated with Jido, potentially related to agent development, AI research, or specific agent functionalities. Includes documentation, pricing, and API documentation.
Node.js SDK for interacting with GitHub's services, enabling developers to programmatically access and manage GitHub features. Includes documentation, pricing, and API documentation.
A GitHub repository containing resources related to Google Gemini, likely focused on Chinese language applications or information.
Testing functionalities, likely part of a GitHub project or agent framework, providing tools and methods for evaluating the performance and reliability of AI agents.
GitHub repository likely related to Jido, focusing on integration capabilities and connecting agents with external systems. Includes documentation, pricing, and API documentation.
A server component within the MCP ecosystem, specifically designed for code-related agent interactions. Hosted on GitHub with documentation.
Adds an autonomous execution mode for agents, allowing proactive scheduling of follow-up actions and environmental discovery without user messages.
Lyzr is a platform and team focused on moving enterprise AI agent projects from proof of concept to production, ensuring governed, reliable, and scalable operation.
A comparison of top agentic AI platforms based on reasoning, integration, governance, and deployment ease, providing an honest breakdown for enterprise adoption.
Alternates.ai is an AI agent marketplace for exploring, evaluating, and integrating AI agents for various business functions like sales, marketing, and HR.
An awesome-style curated list and directory for multi-agent orchestration, maintained by Agent-Analytics.
Composio, a GitHub repository powering 1000+ toolkits for AI agents, enabling them to interact with various tools and services.
Pickaxe provides a directory of AI integrations, including Actions and MCP servers, designed to connect tools and automate production workflows for AI agents.
Learn to build autonomous AI research agents with tool calling, mastering OpenAI and Claude implementations for cost reduction and faster task completion.
GitHub's solution library provides code examples, templates, and tools to help developers build and deploy applications and agents on the platform. Includes documentation.
AgentLocker is a comprehensive directory for AI agents and tools, updated daily, enabling users to discover, compare, and integrate AI solutions.
GitHub is a leading AI-powered developer platform for collaboration, open-source project management, and software development, used by millions of developers and businesses.
AI Agent Posts provides breaking news, in-depth analysis, and industry insights on the latest developments and trends shaping the AI agent landscape.
Guidance on building effective agents, potentially from Anthropic, focusing on AI development best practices and methodologies.
A curated list of the best truly open-source AI projects, models, tooling, infrastructure, evaluation, and interfaces, covering topics like agents, AI, and LLMs.
GitHub is a widely adopted, AI-powered developer platform used by millions of developers, businesses, and the open source community to build software. It offers features for searching code, repositories, users, and issues.
Ment Tech Labs is an AI-first Web3 and blockchain company specializing in developing AI trading tools, tokenized assets, and DeFi platforms to build smarter blockchain solutions.
Salesforce AgentExchange (formerly AppExchange) is a marketplace for agents, apps, and experts to find, try, and buy solutions across Salesforce and Slack.
Launchonomy is a system for orchestrating AI agents to complete missions through consensus, providing a framework for managing and coordinating agent activities.
An AI agent designed for web scraping tasks, leveraging artificial intelligence to automate the process of extracting data from websites efficiently.
A curated directory for AI agents, helping users compare and find autonomous AI for code generation, debugging, personal productivity, and business automation.
Legal AI Assistants leverage advanced LLMs and generative AI to improve legal processes through automation, addressing multiple use cases.
Compares security awareness training tools for AI copilots to help users find the right solution for their security needs.
ECC is an open agent harness system for GitHub App automation and security, providing skills, agents, and security layers for coding agents. Available via npm.
A Raycast extension for creating powerful, contextually-aware AI commands. It enables users to leverage AI within the Raycast launcher for enhanced productivity and task automation.
GitHub is an AI-powered developer platform used by millions for building software, offering extensive documentation and APIs.
Agentic App Store by Automation Anywhere offers a wide selection of Automations using Agentic Process Automation (APA), serving as a marketplace for pre-built automation solutions.
Designs and deploys custom AI agent workflows for businesses, aiming to transform operations within 30 days through process and workflow automation.
TxAgent is an AI agent from the Zitnik Lab at Harvard, designed for therapeutic reasoning across tools to assist in treatment decisions.
Agent Arena is a platform for comparing the performance of frontier AI models, including OpenAI, Anthropic, and Gemini, in creating small applications side-by-side.
Yutori offers AI agent tutorials and frameworks, providing resources for developers to learn and build AI agents. Scouts by Yutori monitors the web for user-specified information.
A personal project page for SRE Agent hosted on marcellomartini.tech, likely showcasing research or a demo related to Site Reliability Engineering agents.
Microsoft Autogen is a framework for building multi-agent AI systems that can work autonomously alongside humans.
Zenity Labs provides research, tools, and talks focused on securing AI agents, aiming to enhance the safety and reliability of artificial intelligence systems.
AI Agent News provides breaking news, in-depth analysis, and industry insights on the latest developments and trends shaping the AI agent landscape.
A GitHub repository offering 50+ tutorials and implementations for Generative AI Agent techniques, covering basic conversational bots to advanced multi-agent systems.
An open-source browser agent designed for autonomously performing complex tasks on the web, supporting multiple LLMs like Claude 3 and Gemini Pro.
VoltAgent's AI agent platform is an open-source project for building multi-agent systems with orchestration, memory, RAG, workflows, and enterprise observability.
A local-first AI agent for personal accounting, storing data as plain text files and compatible with any LLM, including local ones.
A curated GitHub collection of 500 AI agent use cases across industries, providing practical applications and links to open-source projects for implementation.
Augment Code is an AI software development platform with an industry-leading context engine, enabling AI agents to understand entire codebases for faster development.
An open-source AI assistant (Clawdbot/Moltbot) with Chinese localization, supporting platforms like WhatsApp, Telegram, and Discord, and offering CLI and dashboard interfaces.
GitHub Security Lab framework, discussed on the GitHub blog, likely provides tools or methodologies for security-focused agent development and research.
An experimental Proof of Concept (PoC) for an autonomous agent swarm designed for batch processing insurance claims, hosted on GitHub.
seclab-taskflow-agent is a Python package on PyPI for building and managing task flows, likely related to security or agent operations. Focuses on the Python programming language.
Awesome-LLM-based-AI-Agents-Knowledge is a GitHub repository dedicated to sharing knowledge and resources related to LLM-based AI agents.
Example of creating a workflow agent or add-in for Kofax Capture, demonstrating integration with capture systems.
A curated directory of AI agent agencies specializing in data pipelines, featuring intelligent ETL agents for data extraction, validation, transformation, and loading with contextual understanding.
AARENA allows building apps and websites through conversations, testing and comparing AI models in real-time battles, and evaluating LLM performance with anonymous comparisons.
