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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

  1. 1

    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

  2. 2
    LangChain

    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

  3. 3
    Pydantic 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

  4. 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

  5. 5

    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

  6. 6
    Agno

    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

  7. 7
    LangGraph.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

  8. 8

    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

  9. 9
    AgentScope

    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

  10. 10
    Active 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

  11. 11
    antigravity-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

  12. 12
    samples

    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

  13. 13
    fast-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

  14. 14
    chidori

    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

  15. 15
    Marvin

    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