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README.md

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-license: mit
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+license: mit
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+
+# AI Agents Frameworks Agent Meta and Traffic Dataset in AI Agent Marketplace | AI Agent Directory | AI Agent Index from DeepNLP
+
+This dataset is collected from AI Agent Marketplace Index and Directory at http://www.deepnlp.org, which contains AI Agents's meta information such as agent's name, website, description, as well as the monthly updated Web performance metrics, including Google,Bing average search ranking positions, Github Stars, Arxiv References, etc.
+The dataset is helpful for AI researchers and practitioners to do analysis, write reports, monitor the trends and track the exponentially growth (though flat) of number of AI Agents in all fields.
+
+To add and list your agent to the Agent Index, please visit [AI Agent Directory](http://www.deepnlp.org/store/ai-agent), use the the workspace [http://www.deepnlp.org/workspace/my_ai_services](http://www.deepnlp.org/workspace/my_ai_services) or using python API
+
+To Search all agents, please use AI Agent Search Engine [Agent Search Engine](http://www.deepnlp.org/search/agent)
+
+[Github AI Agent Marketplace](https://github.com/AI-Agent-Hub/AI-Agent-Marketplace)
+
+[Pypi AI Agent Marketplace](https://pypi.org/project/ai-agent-marketplace/)
+
+![AI Agent Marketplace Directory Search](https://raw.githubusercontent.com/AI-Agent-Hub/AI-Agent-Marketplace/refs/heads/main/docs/image_email_writing_agents.jpg)
+
+# Data Samples
+
+
+## [https://github com/microsoft/autogen](https://github.com/microsoft/autogen)
+<details>
+
+### website
+https://github.com/microsoft/autogen
+### Agent Page
+http://www.deepnlp.org/store/ai-agent/ai-agents-frameworks/pub-https://github-com/microsoft/autogen/https://github-com/microsoft/autogen
+### description
+AutoGen Studio provides a no-code GUI for building multi-agent applications.; AutoGen Bench provides a benchmarking suite for evaluating agent performance.; You can use the AutoGen framework and devel
+### category
+AI Agents Frameworks
+### tags
+
+
+</details>
+
+
+## [crewai](https://www.crewai.com)
+<details>
+
+### website
+https://www.crewai.com
+### Agent Page
+http://www.deepnlp.org/store/ai-agent/ai-agents-frameworks/pub-crewai/crewai
+### description
+AI AGENT
+### category
+AI Agents Frameworks
+### tags
+
+
+</details>
+
+
+## [activeagents ai](https://www.activeagents.ai/)
+<details>
+
+### website
+https://www.activeagents.ai/
+### Agent Page
+http://www.deepnlp.org/store/ai-agent/ai-agents-frameworks/pub-activeagents-ai/activeagents-ai
+### description
+Active Agent is the AI agent framework built specifically for the Rails ecosystem, making it the top choice for integrating AI into your Rails project.
+### category
+AI Agents Frameworks
+### tags
+
+
+</details>
+
+
+## [kaibanjs](https://www.kaibanjs.com/)
+<details>
+
+### website
+https://www.kaibanjs.com/
+### Agent Page
+http://www.deepnlp.org/store/ai-agent/ai-agents-frameworks/pub-kaibanjs/kaibanjs
+### description
+Why Kanban for AI Agents? ... Kanban is a tried-and-true methodology for managing work. We've adapted these concepts to meet the unique challenges of AI agent ...
+### category
+AI Agents Frameworks
+### tags
+
+
+</details>
+
+
+## [curotec](https://www.curotec.com/insights/top-ai-agent-frameworks/)
+<details>
+
+### website
+https://www.curotec.com/insights/top-ai-agent-frameworks/
+### Agent Page
+http://www.deepnlp.org/store/ai-agent/ai-agents-frameworks/pub-curotec/curotec
+### description
+AI agent frameworks streamline the development, deployment, and management of AI systems. Instead of building everything from scratch, developers can use pre-built tools and components …
+### category
+AI Agents Frameworks
+### tags
+
+
+</details>
+
+
+## [llamaindex](https://www.llamaindex.ai/framework)
+<details>
+
+### website
+https://www.llamaindex.ai/framework
+### Agent Page
+http://www.deepnlp.org/store/ai-agent/ai-agents-frameworks/pub-llamaindex/llamaindex
+### description
+llamaindex is one of the most popular AI AGENT frameworks. It has a lot of useful add-ons from the community.
+### category
+AI Agents Frameworks
+### tags
+
+
+</details>
+
+
+## [kdnuggets com](https://www.kdnuggets.com/5-ai-agent-frameworks-compared)
+<details>
+
+### website
+https://www.kdnuggets.com/5-ai-agent-frameworks-compared
+### Agent Page
+http://www.deepnlp.org/store/ai-agent/ai-agents-frameworks/pub-kdnuggets-com/kdnuggets-com
+### description
+AI AGENT
+### category
+AI Agents Frameworks
+### tags
+
+
+</details>
+
+
+## [thetoolnerd com](https://www.thetoolnerd.com/p/best-tools-to-build-ai-agents)
+<details>
+
+### website
+https://www.thetoolnerd.com/p/best-tools-to-build-ai-agents
+### Agent Page
+http://www.deepnlp.org/store/ai-agent/ai-agents-frameworks/pub-thetoolnerd-com/thetoolnerd-com
+### description
+LangChain: LangChain is a composable framework to build with LLMs.. LlamaIndex: LlamaIndex is a simple, flexible data framework for connecting custom data sources to large language models (LLMs).. Aut
+### category
+AI Agents Frameworks
+### tags
+
+
+</details>
+
+
+## [acorn labs](https://www.acorn.io/resources/learning-center/ai-agent-frameworks/)
+<details>
+
+### website
+https://www.acorn.io/resources/learning-center/ai-agent-frameworks/
+### Agent Page
+http://www.deepnlp.org/store/ai-agent/ai-agents-frameworks/pub-acorn-labs/acorn-labs
+### description
+AI agent frameworks handle a variety of complex tasks such as communication between agents, data processing, learning from environments, and action-taking based on goals and feedback. They offer abstr
+### category
+AI Agents Frameworks
+### tags
+
+
+</details>
+
+
+## [silamir group](https://www.silamir.com/en/insight/from-autonomous-agents-to-d-ia-teams/)
+<details>
+
+### website
+https://www.silamir.com/en/insight/from-autonomous-agents-to-d-ia-teams/
+### Agent Page
+http://www.deepnlp.org/store/ai-agent/ai-agents-frameworks/pub-silamir-group/silamir-group
+### description
+OpenAI Swarm is an experimental framework designed to lower the barrier to entry for multi-agent systems. It focuses on simplicity and speed of implementation, ...
+### category
+AI Agents Frameworks
+### tags
+
+
+</details>
+
+
+## [turing](https://www.turing.com/resources/ai-agent-frameworks)
+<details>
+
+### website
+https://www.turing.com/resources/ai-agent-frameworks
+### Agent Page
+http://www.deepnlp.org/store/ai-agent/ai-agents-frameworks/pub-turing/turing
+### description
+Read how top AI agent frameworks, including LangGraph, LlamaIndex, CrewAI, Semantic Kernel, AutoGen, and Swarm, compare in terms of features, ...
+### category
+AI Agents Frameworks
+### tags
+
+
+</details>
+
+
+## [saasguru](https://www.saasguru.co/frameworks-for-building-ai-agents/)
+<details>
+
+### website
+https://www.saasguru.co/frameworks-for-building-ai-agents/
+### Agent Page
+http://www.deepnlp.org/store/ai-agent/ai-agents-frameworks/pub-saasguru/saasguru
+### description
+The development of these agents is underpinned by robust frameworks that simplify their creation, deployment, and scalability. This blog delves into the top frameworks …
+### category
+AI Agents Frameworks
+### tags
+
+
+</details>
+
+
+## [aiagentframeworks ai](https://aiagentframeworks.ai/)
+<details>
+
+### website
+https://aiagentframeworks.ai/
+### Agent Page
+http://www.deepnlp.org/store/ai-agent/ai-agents-frameworks/pub-aiagentframeworks-ai/aiagentframeworks-ai
+### description
+Home Sign up      Home Sign up Subscribe All resources 24 Autonomous Agent Platforms 1 Development Tools and Infrastucture 8 Enterprise Solutions 2 Foundation Development Frameworks 5 Knowledge and Re
+### category
+AI Agents Frameworks
+### tags
+
+
+</details>
+
+
+## [AgentNeo raga-ai-hub](https://github.com/raga-ai-hub/AgentNeo)
+<details>
+
+### website
+https://github.com/raga-ai-hub/AgentNeo
+### Agent Page
+http://www.deepnlp.org/store/ai-agent/ai-agents-frameworks/pub-agentneo-raga-ai-hub/agentneo-raga-ai-hub
+### description
+Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debuggin…
+### category
+AI AGENTS FRAMEWORKS
+### tags
+
+
+</details>
+
+
+## [pydantic-ai pydantic](https://github.com/pydantic/pydantic-ai)
+<details>
+
+### website
+https://github.com/pydantic/pydantic-ai
+### Agent Page
+http://www.deepnlp.org/store/ai-agent/ai-agents-frameworks/pub-pydantic-ai-pydantic/pydantic-ai-pydantic
+### description
+Agent Framework / shim to use Pydantic with LLMs
+### category
+AI AGENTS FRAMEWORKS
+### tags
+
+
+</details>
+
+
+## [griptape griptape-ai](https://github.com/griptape-ai/griptape)
+<details>
+
+### website
+https://github.com/griptape-ai/griptape
+### Agent Page
+http://www.deepnlp.org/store/ai-agent/ai-agents-frameworks/pub-griptape-griptape-ai/griptape-griptape-ai
+### description
+Modular Python framework for AI agents and workflows with chain-of-thought reasoning, tools, and memory. 
+### category
+AI AGENTS FRAMEWORKS
+### tags
+
+
+</details>
+
+
+## [mastra mastra-ai](https://github.com/mastra-ai/mastra)
+<details>
+
+### website
+https://github.com/mastra-ai/mastra
+### Agent Page
+http://www.deepnlp.org/store/ai-agent/ai-agents-frameworks/pub-mastra-mastra-ai/mastra-mastra-ai
+### description
+The TypeScript AI framework.
+### category
+AI AGENTS FRAMEWORKS
+### tags
+
+
+</details>
+
+
+## [fastapi-agents blairhudson](https://github.com/blairhudson/fastapi-agents)
+<details>
+
+### website
+https://github.com/blairhudson/fastapi-agents
+### Agent Page
+http://www.deepnlp.org/store/ai-agent/ai-agents-frameworks/pub-fastapi-agents-blairhudson/fastapi-agents-blairhudson
+### description
+A FastAPI extension for integrating common AI agent frameworks.
+### category
+AI AGENTS FRAMEWORKS
+### tags
+
+
+</details>
+
+
+## [chatdev](https://chatdev.ai)
+<details>
+
+### website
+https://chatdev.ai
+### Agent Page
+http://www.deepnlp.org/store/ai-agent/ai-agents-frameworks/pub-chatdev/chatdev
+### description
+AI AGENT
+### category
+AI Agents Frameworks
+### tags
+
+
+</details>
+
+
+## [SuperAGI TransformerOptimus](https://github.com/TransformerOptimus/SuperAGI)
+<details>
+
+### website
+https://github.com/TransformerOptimus/SuperAGI
+### Agent Page
+http://www.deepnlp.org/store/ai-agent/ai-agents-frameworks/pub-superagi-transformeroptimus/superagi-transformeroptimus
+### description
+<⚡️> SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents …
+### category
+AI AGENTS FRAMEWORKS
+### tags
+
+
+</details>
+