Best agent frameworks for building AI agents
We found 32 agent frameworks for building AI agents in the catalog; these are the 15 that rank highest. The order comes from our rank, which weighs adoption, freshness, documentation and publisher identity. Nobody can pay for a place on this list. ADK for Go, LangChain and Pydantic AI lead it. LangChain has the most GitHub stars here (148,371). 14 of the 15 had activity in the last 30 days. Each entry lists why it made the list and links to its install page.
Updated Oct 26, 2026 · Built from catalog data; how we rank and grade
Top 15 of 32
- 1ADK for Go
Google
Code-first Go toolkit for building agents with a tool ecosystem, composable multi-agent systems and Cloud Run deployment.
- 8.9K GitHub stars
- Active in the last 30 days
- Open source (Apache-2.0)
★ 8.9KLast active Oct 23, 2026
AFreshness: A–Security: not graded yet - 2LangChain
LangChain
Python framework of interoperable components and integrations for building agents and LLM apps, with LangGraph and Deep Agents layered above it.
- Most GitHub stars here (148,371)
- Most weekly downloads here (37.3M)
- Active in the last 30 days
★ 148.4K↓ 37.3M/wkLast active Oct 24, 2026
AFreshness: A–Security: not graded yet - 3Pydantic AI
Pydantic
Typed Python SDK for building agents with swappable model providers, plus optional capabilities for memory, sub-agents, planning and durable execution.
- 20.8K GitHub stars
- Active in the last 30 days
- Open source (MIT)
★ 20.8K↓ 1.5M/wkLast active Oct 24, 2026
AFreshness: A–Security: not graded yet - 4
Open-source toolkit for building, evaluating and deploying agents in Python, TypeScript, Go, Java and Kotlin, tuned for Gemini but model-agnostic.
- 22K GitHub stars
- Active in the last 30 days
- Open source (Apache-2.0)
★ 22K↓ 2.4M/wkLast active Oct 24, 2026
AFreshness: A–Security: not graded yet - 5Claude Agent SDK (Python)
Anthropic
Python SDK that runs the Claude Code agent loop inside your own program, with custom tools and hooks written as Python functions.
- 8.3K GitHub stars
- Active in the last 30 days
- Open source (MIT)
★ 8.3K↓ 7.9M/wkLast active Oct 24, 2026
AFreshness: A–Security: not graded yet - 6Agno
Agno
Python framework and runtime for building agents, serving them over a REST API and MCP server, and managing them from a web control plane.
- 42.9K GitHub stars
- Active in the last 30 days
- Open source (Apache-2.0)
★ 42.9K↓ 519.4K/wkLast active Oct 24, 2026
AFreshness: A–Security: not graded yet - 7LangGraph.js
LangChain
Open-source agent harness from LangChain for building agents with code, with LangSmith for testing and monitoring.
- 3.4K GitHub stars
- Active in the last 30 days
- Open source (MIT)
★ 3.4K↓ 2.3M/wkLast active Oct 22, 2026
AFreshness: A–Security: not graded yet - 8Claude Agent SDK (TypeScript)
Anthropic
TypeScript SDK that gives programs Claude Code's built-in tools for reading, editing and running code, installed from npm.
- 1.8K GitHub stars
- Active in the last 30 days
- For TypeScript
★ 1.8K↓ 8.1M/wkLast active Oct 23, 2026
AFreshness: A–Security: not graded yet - 9AgentScope
Alibaba Tongyi Lab
Python agent framework from Alibaba that lets the model drive tool use, with team pipelines, MCP, agent skills, A2A, memory and tracing.
- 33.8K GitHub stars
- Active in the last 30 days
- Open source (Apache-2.0)
★ 33.8K↓ 50.9K/wkLast active Oct 23, 2026
AFreshness: A–Security: not graded yet - 10Active Agent
Active Agents
Rails framework for building AI agents as controllers, with provider gems for OpenAI, Anthropic, Ollama and more.
- Active in the last 30 days
- Open source (MIT)
- For Ruby
★ 985Last active Oct 22, 2026
AFreshness: A–Security: not graded yet - 11antigravity-sdk-python
google-antigravity
Python SDK for building agents on Google Antigravity and Gemini, with the agent loop handled by the runtime.
- 3.8K GitHub stars
- Active in the last 30 days
- Open source (Apache-2.0)
★ 3.8K↓ 126.5K/wkLast active Oct 13, 2026
AFreshness: A–Security: not graded yet - 12samples
strands-agents
Sample projects for the Strands Agents SDK, showing how to build agents in Python and TypeScript; not intended for production use.
- Active in the last 30 days
- Open source (Apache-2.0)
- For Python and TypeScript
★ 913↓ 8.9M/wkLast active Oct 21, 2026
AFreshness: A–Security: not graded yet - 13fast-agent
evalstate
CLI-first Python agent framework and coding agent with MCP, A2A and Agent Skills support, live streaming and human input.
- 3.9K GitHub stars
- Active in the last 30 days
- Open source (Apache-2.0)
★ 3.9K↓ 19.5K/wkLast active Oct 22, 2026
AFreshness: A–Security: not graded yet - 14chidori
ThousandBirdsInc
TypeScript agent framework on a Rust runtime, where runs are checkpointed, replayed with zero LLM calls and resumed after a crash.
- 1.4K GitHub stars
- Active in the last 30 days
- Open source (Apache-2.0)
★ 1.4K↓ 62/wkLast active Oct 22, 2026
AFreshness: A–Security: not graded yet - 15Marvin
Prefect
Python framework for structured LLM outputs and agentic workflows built from tasks, agents and threads.
- 6.2K GitHub stars
- Open source (Apache-2.0)
- For Python
★ 6.2K↓ 61.8K/wkLast active Sep 23, 2026
BFreshness: B–Security: not graded yet
Related
- ComparisonClaude Agent SDK (Python) vs LangChain
- ComparisonGoogle Agent Development Kit (ADK) vs Pydantic AI
- ComparisonAgno vs LangChain
- ComparisonLangChain vs samples
- Comparisonantigravity-sdk-python vs LangChain
- AlternativesAlternatives to ADK for Go
- AlternativesAlternatives to LangChain
- AlternativesAlternatives to Pydantic AI
- AlternativesAlternatives to Google Agent Development Kit (ADK)
- AlternativesAlternatives to Claude Agent SDK (Python)
- Best ofBest agent skills for building AI agents