7 Awesome Platforms & Frameworks for Building AI Agents (Open-Source & More)
Blog post from Helicone
As of 2025, AI agents have significantly advanced, offering practical solutions that deliver real business value, although they are not yet capable of fully replacing human roles. The text provides an overview of several open-source platforms and frameworks for building AI agents, each suited for different use cases. Dify offers a no-code solution for rapid prototyping, while AutoGen, developed by Microsoft, is ideal for creating highly customizable multi-agent systems. LlamaIndex excels in data integration and retrieval, making it suitable for data-intensive applications. CrewAI allows for role-based agent collaboration, and LangChain provides a modular framework for developing complex AI workflows. Pydantic AI is designed for production-ready agents with structured output, while Wordware AI offers a user-friendly interface for rapid development and collaboration. Each platform has its own strengths and weaknesses, catering to varying needs such as scalability, ease of use, deep customization, and data integration. The text also suggests that integrating multiple platforms can enhance the development and monitoring of AI agents.
| Trend | Post Mentions | Total Month Mentions | Posts | Companies | MoM |
|---|---|---|---|---|---|
| AI Agents | 35 | 776 | 115 | 53 | +109% |
| Multi-agent systems | 8 | 99 | 30 | 19 | +94% |
| LLM | 6 | 4,126 | 494 | 151 | +3% |
| RAG | 5 | 1,977 | 263 | 84 | -21% |
| Data Pipeline | 4 | 1,437 | 344 | 74 | +108% |
| Observability | 3 | 1,798 | 332 | 107 | +34% |
| AI Guardrails | 1 | 151 | 73 | 36 | -9% |
| AI Model Fine-tuning | 1 | 691 | 164 | 77 | -30% |
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