AG2 vs. Invicta AI Comparison


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Platforms - Cloud scheduling from Containers for Docker®, Kubernetes®, OpenShift® etc. - True multi-platform scheduling on premises for Windows®, Linux®, AIX®, Solaris®, macOS® etc. - Hybrid use for cloud and on premises User Interface - Modern, no-code GUI for inventory management, monitoring and control with web browsers - Near real-time information brings immediate visibility of status changes and log output of jobs and workflows - Multi-client capability, role based access management High Availability - Redundancy and Resilience based on asynchronous design and autonomous Agents - Clustering for all JS7 products, automatic fail-over and manual switch-over 1 Rating Visit Website Apify Apify is a full-stack web scraping and automation platform helping anyone get value from the web. At its core is Apify Store, a marketplace with over 10,000 Actors where developers build, publish, and monetize automation tools. Actors are serverless cloud programs that extract data, automate web tasks, and run AI agents. Developers build them using JavaScript, Python, or Crawlee, Apify's open-source library. Build once, publish to Store, and earn when others use it. Thousands of developers do this - Apify handles infrastructure, billing, and monthly payouts. Apify Store has ready-made Actors for scraping Amazon, Google Maps, social media, tracking prices, lead-gen, and more. Actors handle proxies, CAPTCHAs, JavaScript rendering, headless browsers, and scaling. Everything runs on Apify's cloud with 99.95% uptime. SOC2, GDPR, and CCPA compliant. Integrate with Zapier, Make, n8n, and LangChain. Apify's MCP server lets AI like Claude dynamically discover and use Actors 1,714 Ratings Visit Website LM-Kit.NET LM-Kit.NET is a complete local AI runtime for .NET that lets engineering teams ship AI-powered features without cloud dependencies, per-token costs, or data leaving the network. 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About AG2 is the open source AgentOS for building production-ready AI agents and multi-agent systems in minutes, not months. Formerly AutoGen, it provides an open source Python framework for building, orchestrating, and scaling AI agents that can collaborate through shared context, use tools, execute workflows, and support both autonomous and human-in-the-loop patterns. AG2 is designed for developers who want to build systems, not prompts, with simple and intuitive syntax, built-in conversation patterns, and a flexible platform for multi-agent automation. Agents in AG2 can extend their capabilities with tools, allowing them to interact with external systems, fetch real-time data, execute code, search the web, process documents, and complete complex tasks beyond a model’s internal knowledge. It supports many LLM providers and local models, including OpenAI-compatible endpoints, Anthropic Claude, Gemini through Vertex AI, DeepSeek, and LM Studio.	About Orchestrate AI agent teams with Mixture of Agents (MoE) approach. Create specialised AI workers with unique knowledge, LLMs, triggers and tools. Scale work with compute, not headcount. Automate complex workflows effortlessly—no coding required.
Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Not Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Developers, enterprises, and research teams that need to build, orchestrate, and scale coordinated systems of specialized AI agents	Audience Individuals and companies looking for a tool to create powerful and shareable AI Agents and AI Agent Teams
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Supported Online Supported
API Offers API Not Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Free Version Supported Free Trial Not Supported	Pricing $0 Freemium Free Version Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information AG2 Founded: 2024 United States www.ag2.ai/	Company Information Invicta AI Founded: 2023 United Kingdom invictai.io
Alternatives Agent2Agent (A2A) Google	Alternatives Giselle
AionUi	IBM watsonx Orchestrate IBM
AutoGen Microsoft	Automation Anywhere
Flowise Flowise AI	Emergence Orchestrator Emergence
Agent Development Kit (ADK) Google View All	Cognigy.AI NiCE Cognigy View All
Categories Agentic AI Supported Agentic Orchestration Supported AI Agent Builders Supported	Categories Agentic AI Supported Agentic Orchestration Supported AI Agent Builders Supported AI Agents Supported AI Orchestration Supported

Integrations OpenAI Supported Claude Supported Claude Sonnet 3.5 Not Supported Claude Sonnet 3.7 Not Supported DeepSeek Supported GPT-3.5 Not Supported GPT-4 Not Supported Gemini Supported Gmail Not Supported Google Drive Not Supported Hindsight Supported HubSpot CRM Not Supported HubSpot Customer Platform Not Supported LM Studio Supported Microsoft Outlook Not Supported Mixtral 8x7B Not Supported Notion Not Supported Python Supported Vertex Supported Show More Integrations View All 8 Integrations	Integrations OpenAI Supported Claude Not Supported Claude Sonnet 3.5 Supported Claude Sonnet 3.7 Supported DeepSeek Not Supported GPT-3.5 Supported GPT-4 Supported Gemini Not Supported Gmail Supported Google Drive Supported Hindsight Not Supported HubSpot CRM Supported HubSpot Customer Platform Supported LM Studio Not Supported Microsoft Outlook Supported Mixtral 8x7B Supported Notion Supported Python Not Supported Vertex Not Supported Show More Integrations View All 12 Integrations
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