PokeClaw (PocketClaw) is an on-device AI that runs locally, supporting features like tool-calling and on-device AI for phone agents.
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.
NanoMind security classifier, hosted on Hugging Face, is an AI model designed for classifying security-related data or code. Offers documentation and API documentation.
GAIA is an open-source personal AI assistant designed to proactively manage email, calendar, tasks, and digital tools to boost productivity for users.
Ready-to-deploy AI agents designed to enhance B2B supply chain efficiency and decision-making for immediate customer use.
Starship Technologies is a leader in autonomous robot delivery, focusing on providing a future-forward delivery service using robots.
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.
Sudocode is an open-source, Git-native context management system for coding agents that captures user intent as durable specs and tracks agent activity as issues.
Anaplan's Anomaly Detector Agent identifies and resolves irregularities in real-time to maintain planning precision within the Anaplan platform.
MCP server for Claude Desktop, Claude Code, Windsurf, and Cursor to build n8n workflows. Connects AI tools to workflow automation.
AI-powered voice learning simulation platform for law enforcement training, offering POST-aligned scenarios and real-time performance evaluations.
Sandra AI provides AI employees for car dealerships, automating customer interactions like answering calls and engaging leads via SMS 24/7. The platform serves over 300,000 users monthly.
APIDNA provides vertically-trained agentic systems designed to reliably execute real-world workflows across enterprise environments, focusing on reconciliation, compliance, and process automation.
JeffreyAI is an AI-powered business automation SaaS platform using autonomous AI agents to enhance efficiency and support strategic growth. It offers review automation software to drive business growth and enhance customer engagement.
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.
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.
Kore.ai offers AI for process automation, enabling the automation of complex business processes through event triggers, AI reasoning, decision-making, and human-in-the-loop capabilities.
Hamming AI provides an enterprise platform for automated testing and production monitoring of voice and chat agents, including scenario generation and performance metrics.
Freddy AI Copilot features include ticket summarization, reply suggestions, field autofill, similar incident suggestions, resolution note generation, and help article generation.
Open-source AI coding agent supporting local-first development, integrating with VS Code, JetBrains, and CLI for private code assistance.
Regology offers an AI-powered platform with purpose-built AI agents designed for enterprise regulatory compliance.
AI interview assistant and meeting copilot providing real-time answers, coaching, and code help during job interviews.
AutoDev is an AI innovation challenge focused on creating an autonomous AI software engineer capable of operating within live project environments, built using OpenClaw and Umaku.ai.
GitHub is a leading AI-powered developer platform for collaboration, open-source project management, and software development, used by millions of developers and businesses.
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.
An autonomous AI coding assistant and code generator designed to perform real work in software development.
Clearly AI provides AI-powered security reviews to help ship secure software faster. It integrates with existing team workflows to offer automated threat modeling, design reviews, and smart risk triage.
SNAgents.ai manages SharePoint Online sites from ServiceNow, enabling IT and platform teams to provision and manage sites through ServiceNow governance workflows.
ClawBio is a bioinformatics-native AI agent skill library, built for local-first, reproducible workflows on OpenClaw.
mech.app is an editorial platform featuring technical field notes on agentic AI projects, orchestration, automation infrastructure, developer tooling, financial systems, and security.
Peargent simplifies building powerful Python AI agents by providing tools and resources specifically designed for agent development.
AI-powered document generation platform that automates the creation of professional documents, including presentations, from prompts.
ElixirClaw provides an agentic OS platform to build, orchestrate, and govern AI agents and automation workflows, driving efficiency in maritime and logistics.
CowAgent is an open-source AI assistant that thinks, plans, operates computers, and creates skills with long-term memory. It is listed on AI Indigo, an AI tool directory.
AI Chatbot for Personal Property Appraisers that streamlines the appraisal process by providing instant property valuations and data analysis.
Specific is a cloud platform built for coding agents, enabling them to write code and build the infrastructure required to run it.
Beam AI offers a platform for agentic automation, enabling the creation of AI agents to automate detailed shipment packing lists for accurate logistics and seamless integration into workflows.
An open-source alternative to Claude Cowork, powered by opencode, aiming to provide a collaborative AI agent environment.
GitHub repository likely related to Jido, focusing on code generation, execution, or management for AI agents. Includes documentation, pricing, and API documentation.
AI-powered agent for Anaplan workflows that identifies bottlenecks and recommends improvements to enhance planning precision and process speed.
Comprehensive memory management for Claude Code, providing AI agents with a structured process to follow for faster development and better control over the build process.
ZeroHuman War Room is a CLI command center for coordinating AI-assisted software delivery across repositories, issues, agents, tools, reviews, and PRs.
Synology Chat AI Assistant, an open-source project hosted on GitHub, designed to enhance chat functionalities within Synology environments.
Flowdrop is a no-code platform for building, deploying, and managing AI agents for various tasks, allowing users to hire AI agents that work autonomously.
Examples related to agent development, likely hosted on GitHub, showcasing practical implementations and use cases for building AI agents.
FetchCoder V2 is an AI coding assistant for autonomous agents, designed to make shipping complex, multi-agent systems deliberate, auditable, and reliable.
Exa MCP server for web search and web crawling, providing AI search engine capabilities and a web search API. Enables searching and extracting structured content from live data.
Open-source project focused on agent development and automation, likely providing tools or frameworks for building AI agents.
Synikaa is a software studio specializing in designing and building web apps, mobile apps, and AI products for founders and businesses.
AI-native operating system that knows your business, makes intelligent decisions, and acts in real time, powering autonomous operations.
Blockchain App Factory offers an enterprise-grade AI CoPilot solution designed to boost productivity through automation, helping enterprises achieve new levels of efficiency and sustainable growth.
Enterprise platform for building internal tools, deploying AI agents, and automating workflows efficiently.
A personal finance coach agent designed to help users manage their finances. This is a GitHub repository for the agent.
ThirdLayer's Dex product transforms browser tabs into automated workflows and tasks, enabling efficient task management and automation.
Personalized internet experience leveraging AI to enhance visitor engagement, operating on a pay-as-you-go model without subscriptions.
AI Tax Assistant (XatBot) is part of the Orbitax International Tax Platform, designed to simplify global tax compliance for businesses.
WillowVoice offers AI-powered speech-to-text dictation software for Mac, Windows, and iPhone, enabling fast and accurate voice input for various applications.
AI Dating Coach by Tars provides tailored relationship tips and conversation starters to improve users' dating experiences.
SuperNinja is an autonomous AI coding assistant that writes, tests, debugs, and deploys full applications. It supports MCP and any API, working with over 25 languages, and features a dedicated VS Code VM per task.
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.
Operator is an AI agent powered by the Computer-Using Agent (CUA) model, combining GPT-4o's vision with advanced reasoning to execute tasks independently.
This agent, built with Copilot Studio and Power Platform, automates the bug reporting and updating processes in software development.
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.
AI Copilot integrates with monday.com to provide automation and insights using AI, leveraging models like ChatGPT, GPT-3.5, and GPT-4. Offers chatbot and AI assistant functionalities.
Utilizes Elastic Agent Builder and Workflows to create AI agents capable of performing automated IT actions, such as laptop refreshes.
oneCXi by Ozonetel is a platform focused on shaping the future of Customer Experience (CX) by driving cohesive experiences across customer lifecycles and transforming CX into measurable metrics.
Forsy enables users to capture and monetize data generated from AI agent workflows, providing a platform for selling workflow data.
Copilotly is an AI copilot for the digital age, offering tools for writing, research, and data analysis. It is adaptable for professionals, students, and creators, with browser extensions and mobile apps.
CodeAgent Mobile allows developers to control AI coding agents from their phones, enabling pair programming with VS Code or JetBrains, voice prompts, and collaboration in Team Spaces.
Smart Farming Weather Assistant AI Agent project hosted on GitHub, contributing to the amajai/farm-sense-ai repository.
Thesis is an AI-native platform for data science and machine learning, providing tools for building and deploying AI models.
Superexpert.AI is an open-source platform designed to simplify the development and deployment of enterprise AI agents, offering flexibility and transparency.
GitHub repository likely related to Jido, focusing on connectivity aspects or integration capabilities for agents. Includes documentation, pricing, and API documentation.
VYPR is an autonomous security platform offering SAST, vulnerability assessment, and penetration testing. Its AI-powered scanner provides comprehensive vulnerability analysis and exploit validation.
Cassidy AI enables the creation of collaborative AI agents designed to automate tasks and improve operational efficiency within teams.
Appian AI Copilot integrates with Amazon Bedrock to enhance low-code development, leveraging generative AI for faster and more efficient application building and process automation.
Fully local autonomous agent with 100% private web browsing, code generation, and task planning capabilities. It is voice-enabled and has no cloud dependency.
Agent Steward, launched on Delight.ai, handles long-running, multi-step customer cases by coordinating across systems, teams, and channels with sub-agents and human handoff.
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.
AI agent for optimizing AEO/GEO performance, part of a platform focused on moving enterprise AI agent projects to production.
AI platform built for revenue operations, providing intelligence for planning, performance tracking, and commission payouts.
ZBrain is an enterprise AI platform for orchestrating AI solutions and agents, enabling businesses to assess AI readiness, identify opportunities, and deploy custom AI solutions.
Agent Beam Data Collection Agent by AgentPowered collects data from the web using AI agents, offering AI solutions for businesses.
Dialog is an AI shopping assistant that transforms conversations into conversions, giving each shopper a tailored, in-store experience online to boost sales.
AIM, an open-source NHI platform for AI agents, providing cryptographic identity, governance, and access control for agent management.
The AI Agent is an autonomous assistant within the Client Dashboard that handles repeatable tasks without manual triggering, unlike AI tools that require initiation and review.
Seekon.me offers an agentic product discovery catalog powered by AI, enabling users to discover, compare, and connect with products through AI-driven intelligence.
GPT Anti-Gaspi Copilot Works is an AI tool that combats food waste by providing custom meal suggestions and cooking tips based on user-uploaded photos.
Autonomous AI software engineer developed by Cognition. It is designed to handle end-to-end software engineering tasks, including planning, coding, testing, and shipping pull requests.
Agentic Pet offers AI-powered pet care solutions, including appointment booking and management services for various pet-related businesses.
Mistle is an open-source platform for automating sandboxed coding agents, featuring credential brokering for secure tool access and integrations with GitHub and Slack.
Workflow Agents designed to automate business processes. Focuses on providing AI-driven automation solutions for various operational tasks.
GitHub is an AI-powered developer platform used by millions for building software, collaborating on open source projects, and managing code repositories.
Superapp enables users to build native iOS apps with AI and Swift in minutes, requiring no coding and accelerating the app development process.
Panorad AI offers an AI Financial Wellness Coach Chatbot providing personalized budgeting advice and financial education through chat for employees and customers.
TimeTrex's ChatGPT AI Assistant enhances payroll, HR, and workforce management with real-time AI support.
PageIndex is a vectorless, reasoning-based RAG engine that mirrors human document reading, achieving high accuracy on benchmarks with traceable and explainable retrieval.
MonoDesk is an all-in-one workspace for freelance creatives, turning proposals into project workspaces with clients, tasks, files, and AI, designed to increase creative flow.
Amby provides a personalized weekly training plan that adapts to your goals, schedule, and recovery, acting as a personal training coach for your fitness journey.
Anything is an AI agent designed to build applications, websites, tools, and products based on user descriptions. It aims to turn ideas into functional software through natural language prompts.
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.
AMPECO's AI-powered operations agent, CoOperator, is integrated into their EV charging platform, offering three capability layers to enhance operator interactions and streamline operations.
AI-powered solutions designed to automate manual work in pharmacies, aiming to maximize efficiency, increase productivity, and drive revenue growth.
Enterprise-grade AI automation platform for building autonomous AI agents and integrating RPA workflows for complex business operations.
SurrealDB acts as the context layer for AI agents, providing a unified database for documents, graphs, vectors, and time-series data with transactional capabilities.
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.
GitHub's solution library provides code examples, templates, and tools to help developers build and deploy applications and agents on the platform. Includes documentation.
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.
Jotform's Nutrition Coaching Intake AI Agent template assists in collecting client data for personalized nutrition coaching services.
Your personal AI assistant, native to your desktop. Run assistants locally, mirror on mobile, and add cloud infrastructure as needed for integrations.
VISEO Bot Maker is an open-source solution for creating chatbots and vocal applications with a few clicks, easily connecting to various messaging and voice platforms.
AI Agent Studio by Automation Anywhere is a platform for developing and deploying agentic automation solutions, integrating AI, Automation, and RPA for enterprise-level automation.
2Slides Agent Skills leverage AI agents like Claude and Cursor to automatically generate professional slides and presentations from user inputs.
AdKit Studio is a comprehensive toolbox for marketers and AI agents, enabling competitor research, ad creation, campaign launch, and performance tracking.
AgenticSeek is a fully local, autonomous AI agent that thinks and browses the web without requiring external APIs or subscription fees.
Use Claude Code with MCP servers to push structured CRM updates to Salesforce or HubSpot directly from the terminal, eliminating the need for browsers or manual data entry.
Replicas provides background coding agents for engineering teams, enabling them to run agents like Claude Code or Codex in a sandbox environment with pre-configured code and tooling.
Foil is an AI code security scanner that runs locally on your Mac, using on-device LLMs to find vulnerabilities without sending your code off-site. It provides explanations and rewrite suggestions for fixes.
Persefoni AI, a carbon accounting and sustainability reporting platform, has launched Persefoni Ana, an agentic AI for sustainability reporting.
Martin is an AI personal assistant that manages calendars, inboxes, SMS, phone calls, WhatsApp, and Slack. It can be contacted via call, text, or email.
a0.dev is a rapid mobile app builder that uses AI to create production-ready iOS and Android applications, deploying directly to app stores in minutes.
CaptivateIQ Agents are AI agents purpose-built for compensation and sales planning, offered by the intelligent sales performance management platform.
Datamatics offers Agentic AI solutions to transform business operations by automating complex tasks, enhancing efficiency, and empowering workforces for greater autonomy in process management.
AI-powered platform for rapidly building scalable internal tools, designed to accelerate development and deployment.
XTM Agent is a conversational, context-aware AI agent embedded into XTM Cloud, designed to bring agentic AI into enterprise localization workflows.
Calling Clones offers an experimental service allowing users to have conversations with a representation of their future self, exploring the dialogue between impulse and action.
Voker is an agent analytics platform designed for AI product teams to monitor and ensure their AI agents are performing effectively and helpfully.
Stamp is an AI secretary designed to manage email and calendars, automating tasks and organizing schedules for users.
Swifty is an AI-powered assistant that simplifies business travel by automating itinerary planning, tracking expenses, and ensuring policy compliance for professionals and teams.
GPTMe is a persistent autonomous agent for your terminal, capable of writing code, using the terminal, and browsing the web with a terminal-native interface.
Delos is an AI workspace platform offering an intuitive, modular, and powerful suite for generative AI applications, integrating various tools into a single interface.
Analyzes payer mix and negotiates reimbursement rates using historical claims data and market benchmarks, powered by an enterprise AI platform.
AI agents that deliver finished results by describing an outcome in plain language. Agents run in secure sandboxes, use connected tools, and ship the finished result without manual workflow wiring.
TerraAI is a smart farming copilot designed to assist with agricultural tasks, aiming to improve efficiency and yield through AI.
AI tool for karaoke and transforming songs into your AI voice, allowing users to create personalized audio content.
Espa is an AI-powered productivity assistant designed to help users manage to-do lists, schedule appointments, and handle emails.
StableBrowse provides a browser runtime for enterprise AI agents, addressing authentication, reliability, and LLM intent issues for production environments.
Morph provides an AI agent platform for building and deploying autonomous agents, simplifying the creation of complex AI workflows.
Agentic Labs provides a platform for AI agents, aiming to help users spend more time thinking and less time typing by acting as a context engine for AI teams.
Datamatics TruAgent is an Agentic AI solution designed to automate complex business tasks, enhance operational efficiency, and empower the workforce for greater autonomy in process management.
Delight AI provides autonomous agents for customer service, offering AI concierge capabilities for personalized customer experiences throughout their lifecycle.
Google's smart home platform, powered by Gemini, that connects and automates devices for a harmonious home environment.
Hal9 offers an autonomous AI platform for startups to launch and scale AI-powered products, built and managed by AI experts.
sast is an autonomous AI cybersecurity agent that continuously scans, detects, and fixes security vulnerabilities in codebases, covering OWASP Top 10 with CI/CD integration and zero false positives.
Superbar is an AI-powered platform designed to streamline workflows and enhance productivity by managing and automating tasks.
Builds quantum-accelerated AI servers to exponentially speed up AI training and inference, cutting compute costs and improving energy efficiency.
Agent C Advertising crafts clever, strategically placed creative campaigns to deliver high impact for clients, leveling the playing field against competition.
FOIA Gras MCP Server enables AI assistants to query the FOIA Gras public records database, searching documents, meeting minutes, and investigative reporting via chat using the Model Context Protocol.
Rezonant is a platform that transforms product ideas into engineering tasks, agents, and shipped code, capturing product intent throughout the development lifecycle.
Ascend.io provides an agentic data engineering platform that uses AI agents to automate workflows, boost productivity, and scale data operations efficiently.
The 'coding-agent' package within the 'pi' project on GitHub is designed for developing AI agents, with a likely focus on coding-related tasks.
DeepOpinion's Agentic Automation Platform automates Income Tax Return processing, handling complex knowledge work and unstructured data for enterprises with AI Agents.
Kernel provides robust browser infrastructure for AI agents and web automations, featuring anti-bot detection, reusable sessions, fast spin-up, and autoscaling browsers for reliable web interactions.
Enterprise AI Assistant that integrates with CRM, ERP, and internal documents for automated tasks, business data analysis, and daily employee assistance, going beyond generic chatbots.
Introduces Agent 3, Replit's most advanced and autonomous agent, representing a significant leap forward in autonomy and capability compared to previous versions.
Euphoric AI provides AI voice agents for business automation, handling tasks like customer support, lead qualification, and appointment booking with multilingual support.
Aident AI is a platform that allows users to build AI-powered automations and workflows using natural language, enabling the creation of intelligent automation playbooks.
Nuanced provides a space for clarifying intent with AI agents before they generate code, helping agents think before they build.
Pimics is building its own AI agents, leveraging Business Central, to enhance Product Information Management (PIM) solutions.
OpenHuman is an open-source AI harness designed with human interaction in mind, providing tools for 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.
Autonoly offers AI agents and a workflow automation platform with a task library to connect apps, scrape data, and manage spreadsheets autonomously.
CartAgent is an AI shopping assistant and commerce plugin for WooCommerce, featuring MCP, A2A, Stripe, and Coinbase integration for natural language checkout and product discovery.
CrabTalk is a lightweight, open-source agent daemon that aggregates information, posts updates, and answers queries, serving as a unified agent platform.
Builds autonomous, self-healing data pipelines for ETL automation, reducing engineering overhead and boosting efficiency. Lyzr provides the platform and team to deploy agents at scale.
Kognitos provides a deterministic agentic AI platform for enterprise automation, helping insurance carriers automate document verification, approvals, and compliance checks for faster agent onboarding.
An open-source agentic AI personal trainer built with Python, offering personalized fitness and health guidance.
Budibase enables the creation of AI operational agents, chat interfaces, and internal tools to automate business processes and workflows quickly.
Open source coding agent project hosted on GitHub, aiming to provide an AI agent for coding tasks.
OpenYak is an open-source, local-first AI agent desktop application that supports over 100 models and allows agents to interact with files and tools.
This AI agent categorizes bug reports, assesses severity, and recommends next steps, enabling agentic automation in bug report analysis.
Learning Genie is an AI Agent focused on P-12 curriculum development and portfolio-based assessment, providing AI-driven tools for educators.
An open-source framework for running AI agents in Kubernetes, designed for DevOps and platform engineers to automate operations and troubleshooting.
Relari is an AI Agent Builder platform focused on Software 3.0, helping teams craft intelligent agents by combining creativity with structure and intuition with rigor.
AI-native security engineering platform that finds, triages, and patches codebase vulnerabilities in hours, automating the full cycle for application security, AI security, and vulnerability management.
AI pair programmer integrated into development environments like VS Code and JetBrains. It provides code autocompletion, drafts pull requests, and answers coding-related questions to enhance developer productivity.
GitHub, an AI-powered developer platform, is used by millions for building software, with resources for education and partnerships.
Plexe AI is a natural language ML model builder that enables users to create machine learning models from simple prompts, acting as an AI data scientist.
No-code AI agent platform that integrates with Google Drive to automate workflows and tasks without requiring coding.
Autonoly offers a no-code platform for building autonomous AI agents that automate workflows, scrape data, and manage spreadsheets, allowing users to create self-running processes.
CodeDuet provides AI-powered development tools including intelligent code generation, analysis, and pair programming, compatible with OpenAI and Anthropic SDKs. Offers CLI tools and AI studio.
Part of Loop's Logistics Data Platform, this agent handles and manages exceptions within logistics operations.
Weavable provides persistent work context for AI agents, enabling them to maintain state and memory across interactions and tasks.
AMCS offers Agentic AI, an intelligent platform designed to optimize waste, recycling, and transport operations, transforming efficiency and decision-making in the industry.
Urban AI Copilot project hosted on GitHub, contributing to the shriyaMadan/urban-ai-copilot repository.
SaaS support intelligence platform combining AI support and self-driving development to resolve tickets, collect feedback, and manage bugs.
The first AI software engineer. Devin autonomously writes code, fixes bugs, and ships features end-to-end on real codebases.
Agent Val in Qualys ETM uses AI for exploitability validation, TruConfirm testing, and TruRisk amplification to accelerate risk reduction in production environments.
NOVA is a terminal-first AI coding assistant and developer tool that helps accelerate software development by debugging code, fixing runtime errors, and automating workflows.
Task-driven autonomous AI agents platform where one agent is assigned per task, executed in parallel across departments for features, campaigns, reports, and audits.
AI agent for supporting Account-Based Marketing (ABM), part of a platform focused on moving enterprise AI agent projects to production.
Map sales funnel stages to self-learning AI agents to boost speed, accuracy, and ROI without disrupting workflows.
PrivateGPT is an open-source project allowing users to connect their data sources to a private AI tool for natural language querying.
Payman automates the hiring and payment of human workers for AI agents, connecting AI workflows to a human marketplace with integrated payment systems.
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.
ManyPI is a data extraction platform that enables users to transform websites into APIs, extract, transform, and automate web data for developers, researchers, and data teams.
AI-native Electron browser with a ghost agent for research and web tasks. Features ad blocking, encrypted vault, and zero telemetry.
IFS Loops Industrial Agentic AI Platform deploys Industrial Digital Workers powered by Agentic AI to execute multi-step operational workflows across systems with governed autonomy.
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.






























































































































