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.
Eonis AI Labs builds custom AI agents for business automation and workflow optimization, with over 500 use cases. They offer free consultations for enterprise AI solutions.
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.
Browser4 is a lightning-fast, coroutine-safe browser engineered for AI agents. It provides browser infrastructure for AI to browse, automate, scrape, and crawl the web.
viasocket connects Figma to tools and AI, enabling automation and custom workflows for designers. Streamlines design processes by integrating Figma with other applications and AI models.
VoltAgent is an observability-first TypeScript AI Agent framework, designed for building and managing AI agents. It is hosted on GitHub and offers documentation and API access.
AgentOS is an operating system for AI agents, providing a foundation for building and deploying them. It is part of Shyft's offerings for unified data infrastructure, making B2B revenue data AI-ready.
A four-layer reference model for governing AI agent behavior within organizations, from intent discovery to runtime alignment.
AgentScope's A2A (Agent-to-Agent) communication protocol enables multiple agents to interact and collaborate, facilitating complex task execution through a distributed network.
AI Agent Workflows provides an API for website categorization and URL classification, enabling automated analysis and data generation for web content.
Quick Automate handles multi-agent automation for complex enterprise processes, integrating agents across systems, UI, and API interactions for simplified business process management.
Manus is an AI browser extension that automates tasks in premium platforms, CRMs, and authenticated services using local sessions with transparency and control.
A GitHub repository related to Windows Agent Arena, part of a platform for developers to build software, potentially involving agent orchestration or frameworks.
n8n offers an AI workflow automation platform that combines AI capabilities with business process automation, providing flexibility for technical teams to build customizable automation tools.
Agent Tracker is a feature of the Lyzr platform, designed to monitor and manage AI agents throughout their lifecycle, ensuring reliable and scalable production deployment.
Enterprise organizations increasingly rely on web-based applications for critical business processes, yet many workflows remain manually intensive, creating operational inefficiencies.
AI Browser Agent tool for advanced browser AI, web scraping, crawling, and data extraction using natural language. Part of Oxylabs AI Studio, simplifying web data collection.
A curated list of AI Agent frameworks including AutoGen, CrewAI, MetaGPT, LangGraph, and Swarms, focusing on Multi-Agent Systems and Agentic AI.
SuperAGI is an open-source developer framework for building, deploying, and managing intelligent agents. It facilitates the creation and operation of autonomous AI agents.
Open-source AI sandbox infrastructure for secure code execution, browser use, and AI agents. Powers isolated computers for AI agents, enabling them to browse, code, and run untrusted commands.
Agent S, presented at ICLR 2025, is an open agentic framework designed for complex task execution and interaction with computational environments, using computers like a human.
The Automation Pathfinder Program by Automation Anywhere provides resources and guidance to scale Robotic Process Automation (RPA) initiatives and accelerate automation success for organizations.
GitHub is a widely adopted developer platform for building software, hosting code repositories, and facilitating collaboration among millions of developers.
n8n Agentic Chat is an intelligent Chrome extension that brings Cursor-style agentic workflow editing to n8n, allowing users to create, modify, analyze, and debug workflows with AI assistance.
DeepResearch Bench, hosted on Hugging Face, provides documentation and API documentation for AI research and development, focusing on deep research capabilities.
Secure sandboxed cloud environments for running AI-generated code, making it easy to add code interpreting capabilities to AI applications.
A server component within the MCP ecosystem, specifically designed for code-related agent interactions. Hosted on GitHub with documentation.
holaOS is an open-source Agent Computer designed to run AI work-streams, allowing agents to maintain memory, utilize tools, execute applications, and continue work across multiple sessions.
Claude Workflow Library is a resource providing pre-built workflows and examples for utilizing Claude's AI capabilities.
MCP Spine is a middleware proxy designed to reduce LLM tool token usage by up to 61%, facilitating efficient agent communication.
GitHub is a developer platform offering AI-powered tools for code collaboration, software development, and managing repositories, issues, and pull requests.
Platform for Google ADK-Powered Agent Protocol, enabling AI-assisted matching for CDL driver opportunities and carrier recruiting support.
Build multimodal AI agents with memory, knowledge and tools. Simple, fast and model-agnostic agent framework.
ECC is an open agent harness performance optimization system and agent framework, providing skills, instincts, memory, security, and research for GitHub App automation. It includes AgentShield.
Agent Hooks in AgentScope allow customization of agent behavior by defining functions called at different lifecycle stages, enabling more dynamic and responsive interactions.
DocuSeal knowledge base. Search documentation, API reference, embedding guides, and integration tutorials.
TypeScript-native multi-agent orchestration framework that automatically generates task DAGs from goals. Features MCP integration and live tracing for agent development.
Enterprise-grade, commercial-friendly agentic workflow platform for building AI agents. Offers low-code development and multi-agent orchestration capabilities.
Integrates ServiceNow Product Catalog Management with enterprise stacks via native integrations and API coverage, deployable on Mindflow's agentic automation platform.
Open source coding agent project hosted on GitHub, aiming to provide an AI agent for coding tasks.
Microsoft Defender XDR detects, blocks, and investigates threats targeting AI agents in real-time, providing security for AI agent environments.
SiliconFlow is an AI platform for developers, offering fast deployment, fine-tuning, and operation of LLMs and multimodal models via simple APIs.
Zenity's AI Observability Platform discovers, monitors, and maps relationships of AI agents across SaaS, custom apps, and endpoints to detect shadow AI and mitigate risk.
DNS-first agent discovery and identity for the agentic web, providing machine-readable agent endpoints via DNS TXT records.
Gumloop is a no-code platform for building and hosting AI-powered business automations, offering various pricing tiers to suit different needs.
Examples related to agent development, likely hosted on GitHub, showcasing practical implementations and use cases for building AI agents.
NanoMind security classifier, hosted on Hugging Face, is an AI model designed for classifying security-related data or code. Offers documentation and API documentation.
An open-source MCP server designed to parse game save files, hosted on GitHub.
Provides infrastructure for autonomous coding, making agentic AI a safe, trusted, and integral part of the software development lifecycle with self-hosted infrastructure.
GitHub, an AI-powered developer platform, is used by millions for building software, with resources for education and partnerships.
Laminar provides an AI-powered developer platform for building software, with documentation suggesting capabilities relevant to agent development and observability.
A React SDK for embedding workflow editors, allowing delegation of workflow steps to AI models or agents with tool access.
GitHub repository likely related to Jido, focusing on code generation, execution, or management for AI agents. Includes documentation, pricing, and API documentation.
AI Operator Studio provides AI consulting, automation, training, and agent development services, positioning itself as the world's first AI collective.
GitHubSecurityLab/seclab-taskflows is a GitHub project likely containing task flows for security research and development within the GitHub Security Lab.
GitHub is a leading AI-powered developer platform for collaboration, open-source project management, and software development, used by millions of developers and businesses.
AirShelf.AI is an agentic commerce platform that makes product catalogs AI-ready, enabling transactions through AI agents like ChatGPT, Gemini, and Perplexity, moving beyond mere visibility to direct sales.
K2view offers a no-code platform for building AI agents that leverage enterprise data. Their Data Agent Builder simplifies data integration for autonomous agents without requiring coding.
An overview of Microsoft Agent Framework Workflows, providing documentation and guidance for developers building with Microsoft products.
Agentforce's AI Agent Builder allows users to create custom AI agents effortlessly using pre-set templates or no-code building, empowering businesses with natural language and advanced capabilities.
AgentPilot is a versatile workflow automation platform for creating, organizing, and executing AI workflows, aiming to empower developers and businesses in building software.
Self-evolving agent infrastructure where agents share evolved capabilities via an open protocol, with skills inheriting through biological-inspired evolution and human intuition.
KG-Agent is an efficient autonomous agent for complex reasoning and task execution, presented in a 2025 ACL Anthology publication.
GitHub is an AI-powered developer platform used by millions for building software, collaborating on open source projects, and managing code repositories.
MateClaw is an open-source, self-hosted Multi-Agent AI Operating System built on Spring AI Alibaba. It features dual engines (ReAct + Plan-and-Execute), a knowledge base, multi-layered memory, and MCP protocol support.
An open-source curriculum introducing the Model Context Protocol (MCP) for beginners, covering topics like C#, Java, JavaScript, and MCP server/client implementations.
Agentix Labs designs custom AI agents, voice agents, automation systems, and data intelligence solutions for modern businesses, specializing in AI infrastructure.
mech.app is an editorial platform featuring technical field notes on agentic AI projects, orchestration, automation infrastructure, developer tooling, financial systems, and security.
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.
The official documentation portal for the Databricks Lakehouse Platform, offering comprehensive guides, tutorials, and API references for data engineering, data science, and machine learning.
LiveKit provides a platform for building voice, video, and physical AI agents, offering comprehensive documentation for developers.
Automates product catalog updates by entering and verifying details like pricing, descriptions, and availability using agentic workflow automation.
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.
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.
Wxi API is an API gateway providing access to various AI models like OpenAI, Claude, and Midjourney at competitive prices, with features for integration and load balancing.
Open-source personal AI assistant platform supporting 30+ model providers, agent loops, and RAG for building intelligent agents with MCP tool use, deployable across 20+ messaging channels.
LangWatch is an open-source LLMOps platform with over 3k stars on GitHub, offering observability, evaluations, and agent simulations to accelerate agent development.
Browser Operator is an open-source, privacy-friendly AI browser for web research, analysis, and automation.
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.
The fastest local AI engine for Apple Silicon, offering significantly faster inference speeds compared to alternatives like Ollama.
Composio, a GitHub repository powering 1000+ toolkits for AI agents, enabling them to interact with various tools and services.
Rasa's AI Orchestrator connects tools, channels, and agents with context-aware control, managing state, directing tasks, and unifying experiences at scale.
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.
Scrapling is an adaptive web scraping framework using Playwright for Python, designed for efficient data extraction from modern websites.
GitHub is an AI-powered developer platform used by millions for building software, offering extensive documentation and APIs.
Set up Microsoft Copilot Studio agents to use generative AI for orchestrating interactions between other agents, topics, tools, and knowledge sources, enhancing agent capabilities.
Observes voice agents in production, streamlining troubleshooting and providing real-time dashboards and session insights via LiveKit Cloud.
Jido is an open-source agent framework for Elixir, built for distributed, autonomous agents with fault tolerance, tool calling, and multi-agent coordination.
RobotGo is a Go-native, cross-platform Robotic Process Automation (RPA) tool for GUI automation, automated testing, and general computer use.
Google's AI agent suite includes Workspace Studio and the A2A protocol, aiming to provide a full-stack AI solution for enterprises, with documentation and pricing available.
Node.js SDK for interacting with GitHub's services, enabling developers to programmatically access and manage GitHub features. Includes documentation, pricing, and API documentation.
Shopify developer documentation provides guidance on building a Storefront AI agent, an AI-powered shopping assistant to help customers find products and complete purchases.
Intelligent memory layer for AI assistants and agents, enabling personalized interactions through persistent cross-session memory.
GitHub repository likely related to Jido, focusing on integration capabilities and connecting agents with external systems. Includes documentation, pricing, and API documentation.
Sim Docs provides documentation for Sim, an open-source AI workspace designed for teams to build, deploy, and manage AI agents collaboratively.
Overview of Kindo Agents, which are autonomous and semi-autonomous automations designed to execute workflows on behalf of users within the Kindo ecosystem.
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.
A platform for building and deploying AI agents for production use, offering documentation and API access. Enables users to create and manage AI agents effectively.
Salesforce offers an Agentic AI CRM, enabling humans and agents to drive success together through a unified AI, data, and Customer 360 platform. Unlocks new ways to automate tasks and personalize experiences.
Automates businesses using AI and n8n systems to reduce repetitive tasks by 30-50%. Focuses on AI agent implementation for business process optimization.
Agent CLI docs provide information on guardrails and observability for coding agents, linked to the Runtime project.
A GitHub repository containing various autonomous agent examples and implementations, exploring different autonomous agent functionalities.
Aider is an AI pair programmer that runs in your terminal, supporting over 100 languages and Git integration for coding assistance.
High-performance web crawling platform for AI agents, offering scalable browser automation for web scraping and internet intelligence. Provides an AI browser agent platform.
UiPath Business Automation Platform enables AI agents, robots, and people to deliver secure, compliant outcomes at scale.
AgentReach gives AI agents the ability to see the entire internet, enabling them to read and search platforms like Twitter.
Documentation for xAI developers focusing on models, providing insights into their AI models and integration capabilities via OpenAPI specifications.
Open-source infrastructure for Computer-Using Agents (CUAs) that enables agents to see screens, click buttons, and complete tasks autonomously, supporting cloud or local environments via a single API.
An MCP-native platform for building, evaluating, and deploying AI agents, workflows, and servers with comprehensive documentation.
Headless browser infrastructure for AI agents. Public API to run agentic browser sessions at scale.
OpenCode is an open-source AI coding agent that helps write code in the terminal, IDE, or desktop, automatically loading the right Language Server Protocols (LSPs).
ClawBio is a bioinformatics-native AI agent skill library, built for local-first, reproducible workflows on OpenClaw.
AgentRx is an automated diagnostic framework for pinpointing critical failures in complex AI agents, supporting more robust development and debugging.
Uplizd is an AI workflow platform for building, deploying, and scaling AI agents and automations, with a focus on government compliance (FedRAMP, FISMA).
Demonstrates protecting OpenAI API keys using a Cloudflare Worker, enabling client-side applications to securely interact with OpenAI services.
PageIndex is a vectorless, reasoning-based RAG engine that mirrors human document reading, achieving high accuracy on benchmarks with traceable and explainable retrieval.
An open-source alternative to Claude Cowork, powered by opencode, aiming to provide a collaborative AI agent environment.
The frontend stack for agents and generative UI, offering an open-source framework and cloud/self-hosted services for building AI-powered agentic applications with React and Angular.
Documentation or discussion regarding the concept of agent identities, likely within a Microsoft ecosystem, with links available via aka.ms.
OpenRouter provides unified access to a wide range of AI models, including free options, enabling users to experiment, learn, and build with various LLMs.
An open-source, low-code platform for building AI agents and LLM orchestrations visually, enabling rapid development of AI-powered applications.
Gigacatalyst automates customer workflows into SaaS using AI, enabling users to embed an AI builder that learns APIs and allows customers to build apps within the SaaS.
Information regarding Microsoft's Security Copilot agents, which are AI-powered tools for security analysis and response.
Automate and accelerate incident response with Swimlane's agentic AI automation, improving MTTR and security posture at scale.
GitAgent Protocol (GAP) is a framework-agnostic, Git-native standard for defining AI agents. It allows agents to be defined, versioned, and run natively within Git, supporting various AI frameworks.
Google Cloud Architecture Center outlines an agentic AI use case for automating data science workflows, enabling complex data analytics and machine learning tasks via a multi-agent system.
Open-source project focused on agent development and automation, likely providing tools or frameworks for building AI agents.
Modular Python framework and cloud platform for building, deploying, and scaling AI applications and agents, enabling orchestration of multiple AI models and agents.
NorthBay Solutions provides an Agentic AI Platform Accelerator, offering tools and guidance to expedite AI project development and deployment.
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.
AIM, an open-source NHI platform for AI agents, providing cryptographic identity, governance, and access control for agent management.
This repository is for contributing to the development of agentic AI immersion experiences on Azure, focusing on agent-based AI applications.
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.
ClawPanel is a cross-platform desktop application providing a visual management panel for multiple AI agent frameworks, including OpenClaw and Hermes Agent. It supports tool invocation for AI assistants.
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.
Bytebot is a self-hosted AI desktop agent that automates computer tasks by interacting with applications through the UI, mimicking human actions like screen interaction, clicking, and typing.
Gemini Enterprise Agent Platform revolutionizes ecommerce inventory management with AI-driven automation, predictive analytics, and intelligent restocking solutions. Rewarx Studio offers AI photography tools.
Digital Workforce is a leading service provider specializing in enterprise AI agents, business automation, and Robotic Process Automation (RPA) on an industrial scale.
TestMu AI provides scalable web browser infrastructure for AI agents, enabling them to scrape, test, and automate web interactions. Offers an AI-powered testing platform.
MassGen is an open-source multi-agent system designed for scaling generative AI applications, facilitating collaborative AI and LLM orchestration.
Emergence builds mission-critical agentic infrastructure for enterprises, providing verified, governed AI agents that plan, reason, and act across complex systems.
Rapid AI Copilot Framework for accelerating success with Microsoft Copilot Studio and Azure AI Foundry, following agile principles.
GitHub repository likely related to Jido, focusing on connectivity aspects or integration capabilities for agents. Includes documentation, pricing, and API documentation.
Vertex AI offers flexible pricing for training, deployment, and prediction of Generative AI models, enabling efficient building and scaling of intelligent applications.
DeepResearch Bench II from USTC-CMI Agent Research Lab offers documentation and API documentation for AI agent research and development.
AI Agent Directory for hosting all workflow agent services, community, reviews, and more, found on PyPI.
AI Cart Recovery Agent is a smart abandoned checkout assistant that uses intelligent automation to transform abandoned carts into recovered sales for Shopify stores.
DataRobot's Agentic AI enables development, delivery, and governance of AI agents with a sandbox, AI tool library, and production-grade governance and observability.
Agentic workflows for complex, long-running business operations, enabling the automation of intricate tasks.
Rapid agent development framework in Python for building autonomous AI agents, supporting multiple LLM providers and tool integration.
IntentKit is an open-source, self-hosted cloud agent cluster for managing collaborative AI agents, offering a lightweight, always-on, production-ready solution. It is designed for managing team agents.
Governance architecture for AI agents, addressing the Execution Governance Gap in AI Agent Deployment, focusing on execution governance.
Lyzr Enterprise Platform deploys intelligent AI agents to automate end-to-end business workflows, providing a secure, scalable, and autonomous process automation solution.
Agentic Chat is an intelligent orchestration platform for DevSecOps, providing a centralized solution for managing development, security, and operations.
A cognitive SOC platform utilizing agentic AI to solve complex security operations at scale with high accuracy and awareness.
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.
LangChain Deep Agents documentation provides resources for developing applications powered by language models, including extensive documentation and API references for the LangChain framework.
EcoRxAgent GitHub repository. This project appears to be related to environmental or chemical research agents.
Build AI agents and multi-agent workflows in .NET and Python with Microsoft Agent Framework.
A secure, scalable enterprise AI orchestration layer built on the Model Context Protocol (MCP) for standardizing tool access across business workflows.
Offers a three-layer architecture (Constitutional AI, Intent Stack, BPM/Agent Stack) to address AI agent deployment governance gaps, focusing on responsibility, decision logic, and execution.
Microsoft 365 Copilot Security, from Oleria, focuses on usage-aware identity security to end blind spots and control access within an organization's systems.
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.
GitHub's solution library provides code examples, templates, and tools to help developers build and deploy applications and agents on the platform. Includes documentation.
Framework for orchestrating role-playing, autonomous AI agents that collaborate to complete complex tasks.
Composio provides a framework for integrating tools and services, enabling autonomous agents to perform automated workflows. It offers tools, authentication, and sandboxes for agents like Claude and Codex.
Synth AI offers managed research services to ensure the production readiness of AI agents, bridging the gap between development and deployment.
TypeScript AI agent framework with assistants, RAG, and observability. Supports GPT-4, Claude, Gemini, Llama.
AccuKnox documentation detailing runtime security for Linux Virtual Machines, utilizing eBPF and LSM for protection.
DeepCode is an open agentic coding agent project focused on Paper2Code, Text2Web, and Text2Backend code generation, stemming from academic research.
Resource for recovering Foundry Agent Service projects from errors, deletions, and data corruption, with documentation available.
AI Agent Memory Cognis refers to a component or capability within a platform designed to enhance AI agent memory and cognitive functions for production deployment.
Automaker is an open-source AI software engineer for agented coding, enabling autonomous AI agents to build, run, and fix code for entire applications.
Open source framework for building stateful LLM applications with advanced reasoning and transparent long-term memory.
AutoLab is an autonomous AI research lab designed for infinite research and play, functioning as an autonomous AI research lab.
Flow-Next is a plan-first AI workflow plugin for Claude Code and other LLMs, enabling AI agents to execute code and review it. It supports AI agent workflows and code generation.
Anchor Browser provides secure infrastructure for computer use agents, focusing on the operational aspects and limitations of AI agents in production.
GitHub repository related to 'openclaw', an AI agent framework.
Level 8 provides tools to manage and monitor UniFi sites, offering a multi-site overview and centralized infrastructure management for organizations.
MindStudio is a no-code platform for designing, building, and deploying AI agents, integrating with over 1,000 business applications.
LiveKit provides a platform for building voice, video, and physical AI agents, offering comprehensive documentation for developers.
Open-source LLM app development platform combining AI workflow, RAG pipeline, and agent capabilities with an intuitive UI.
Arize.com offers an LLM observability and evaluation platform for AI applications, providing unified insights from development to production for complex multiagent, multimodal systems.
Tovie AI launches its Agent Platform, enabling enterprises to build and scale AI agents that automate end-to-end workflows. It provides custom chatgpt bots and voice bots.
Glean's AI Agent Builder allows users to visually create and deploy AI agents with a no-code interface, enabling workflow automation and secure connection to enterprise data.
MCP-native agent framework with elicitation support, managing long tool loops, LLM+tool streams, session control, and export to Hugging Face with advanced model support.
Kalki offers infrastructure for the agent economy, focusing on trust, identity, marketplace, and agent wallets to facilitate AI agent commerce.
Browser automation CLI tool for AI agents, developed by Vercel Labs. Contribute via GitHub.
Agentic AI Automation by Automatic.co focuses on agent versioning and prompt management for automating business processes.
Aider is an AI pair programming tool that operates in the terminal, allowing users to start new projects or build on existing codebases with LLMs, integrating with Git.
Open-source AI-powered browser automation tool enabling users to interact with web pages via natural language for automated browsing and data extraction.
The 'coding-agent' package within the 'pi' project on GitHub is designed for developing AI agents, with a likely focus on coding-related tasks.
Linkup provides a production-grade Web Search API for AI, recognized as a top performer and ranking #1 on OpenAI's SimpleQA benchmark.
Innodataβs Agentic Evaluation Platform provides enterprise AI agent evaluation, trace-level observability, and continuous monitoring for generative and traditional AI.
Documentation portal for xAI, covering topics such as multi-agent systems and developer resources, with OpenAPI specifications available for integration.
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.
Developer documentation for the Claude API, providing resources for developers to build applications using Anthropic's language models.
ClawApp is a mobile chat client for the OpenClaw AI Agent platform, offering features like streaming dialogue, image sending, tool invocation, and PWA/APK support for a seamless mobile experience.
NPI is an action library for AI agents, supporting integration with large language models like GPT-4. It focuses on enabling AI agents to perform actions and interact with various systems.
Agentic RAG is a model that enhances Retrieval-Augmented Generation (RAG) by using AI agents to dynamically find and utilize data from diverse sources for accurate responses.
Autonomous agent for Kubernetes incident management (detection, diagnosis, mitigation) using LLMs, LangChain, LangGraph, and MCP servers.
