awesome-ai-agents-2026

> The complete guide to AI agent frameworks, tools, and platforms. What's actually worth using in 2026.

AI agents went from research demos to production tools. This list separates the real from the hype.

⭐ Star this repo — updated monthly with new tools and benchmarks.

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| Framework | Language | Stars | Best For | |-----------|----------|-------|----------| | Claude Code | Python/TS | — | Coding, file editing, terminal | | OpenAI Agents SDK | Python | 15K+ | General-purpose agents | | LangGraph | Python | 8K+ | Complex multi-step workflows | | CrewAI | Python | 20K+ | Multi-agent collaboration | | AutoGen | Python | 35K+ | Research, multi-agent debate | | Semantic Kernel | C#/Python | 22K+ | Enterprise, Microsoft stack |

| Framework | Language | Stars | Best For | |-----------|----------|-------|----------| | Mastra | TypeScript | 5K+ | TS-first agents | | Pydantic AI | Python | 3K+ | Type-safe agents | | Smolagents | Python | 2K+ | Minimal, HuggingFace | | Agency Swarm | Python | 3K+ | Custom agent swarms |

| Approach | Lines | Dependencies | Tutorial | |----------|-------|-------------|----------| | Raw Claude API | 50 | 1 (anthropic) | AI Agent Starter Kit | | Raw OpenAI API | 60 | 1 (openai) | OpenAI docs | | Raw Ollama | 40 | 1 (ollama) | Ollama docs |

My recommendation: Start with raw API calls. Add a framework only when you need multi-agent coordination or complex state management.

| Tool | What It Does | Link | |------|-------------|------| | MCP (Model Context Protocol) | Standard for AI ↔ tool communication | modelcontextprotocol.io | | Claude Desktop | Desktop app with MCP support | claude.ai | | Apify MCP Actors | 859+ MCP-compatible scrapers | apify.com/store | | Composio | 1