Awesome LLM Agents

Overview

Awesome LLM Agents is a curated list of frameworks, tools, and resources for building autonomous AI agents powered by large language models. Last updated March 15, 2026.

Popular Frameworks

• CrewAI (46,080 stars) - Framework for orchestrating role-playing autonomous AI agents
• Mastra (20,636 stars) - TypeScript framework for building AI applications
• Neurolink - Multi-provider systems that unify 12+ LLM providers
• agent-opt - Tool with six optimization algorithms for iterative prompt refinement

Key Features

Multi-Agent Systems

• Agent-to-agent communication protocols
• Collaborative task completion
• Hierarchical agent structures

Memory Architectures

• Episodic context reconstruction
• Multi-graph memory systems
• Hippocampus-inspired designs for personalization

Evaluation & Benchmarks

• SWE-bench for coding agents (industry standard, top performance at 80.9%)
• Terminal agent benchmarks (GPT-5.3 leads at 77.3%)
• Custom evaluation frameworks

Security Considerations

• Prompt injection attack detection
• Agent-to-agent secure communication
• Reinforcement learning for security

Use Cases

• Code generation and assistance
• Autonomous software engineering
• Research and analysis
• Customer service automation
• Data processing pipelines

Development Tools

• Agent development SDKs
• Debugging and monitoring tools
• Deployment platforms
• Integration libraries