โ–ฒToolTrail
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๐Ÿงฉ Build agents (frameworks)

SDKs, frameworks and visual builders for building your own AI agents.

How we rank: editorial order informed by public signals shown on each card (GitHub stars for open-source tools, notable adoption otherwise). Rankings are never for sale; paid placements appear only in the labeled Featured slot.

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#1

Dify

Free

Open-source platform for building agentic workflows and LLM apps.

Why people use it: Visual builder + RAG + agents, self-hostable with one Docker command.

โ˜… 159k GitHub stars
#2

LangChain

Free

The widely used framework for building LLM apps and agents.

Why people use it: Huge ecosystem of integrations and examples; most tutorials start here.

โ˜… 148k GitHub stars
#3

Ollama

Freemium

Run open-weight LLMs locally with one command.

Why people use it: The easy way to power agents with local models: no API bill, works offline.

โ˜… 184k GitHub stars
#4

AutoGen

Free

Microsoft's framework for multi-agent AI applications.

Why people use it: Research-grade multi-agent conversations from Microsoft.

โ˜… 61.5k GitHub stars
#5

CrewAI

Free

Framework for orchestrating role-playing, collaborating AI agents.

Why people use it: Define a 'crew' of agents with roles and goals in a few lines of Python.

โ˜… 59.9k GitHub stars
#6

Flowise

Free

Drag-and-drop UI to build AI agents and LLM flows.

Why people use it: Low-code canvas for agents, popular with makers who don't want to write Python.

โ˜… 55.5k GitHub stars
#7

LlamaIndex

Free

Framework for agents and RAG over your own data.

Why people use it: Go-to for agents that need to read your documents and data.

โ˜… 52.6k GitHub stars
#8

LangGraph

Free

Low-level orchestration for stateful, long-running agents.

Why people use it: When you need control: explicit graphs, persistence and human-in-the-loop.

โ˜… 43.5k GitHub stars
#9

OpenAI Agents SDK

Free

Lightweight Python framework for multi-agent workflows.

Why people use it: Minimal primitives (agents, handoffs, guardrails) from OpenAI.

โ˜… 30.2k GitHub stars
#10

Mastra

Free

TypeScript framework for AI agents, workflows and RAG.

Why people use it: The TypeScript-native option for web devs building agents.

โ˜… 28.9k GitHub stars
#11

Vercel AI SDK

Free

TypeScript toolkit for building AI apps and agents.

Why people use it: Streaming chat UIs and tool-calling agents in Next.js with any model provider.

โ˜… 27.4k GitHub stars
#12

Pydantic AI

Free

Type-safe Python agent framework from the Pydantic team.

Why people use it: Structured, validated outputs and FastAPI-style ergonomics for agents.

โ˜… 20.7k GitHub stars
#13

Pi

Free

MIT-licensed, extensible agent harness; 1.0 shipped Oct 1, 2026.

Why people use it: New: a minimal harness you extend yourself instead of a big framework.

New release
#14

Agent-Native (beta)

Free

Open-source TypeScript framework for agents that ship with their own UI.

Why people use it: New: define an action once and expose it to UI, API, CLI, MCP and A2A.

New release
#15

n8n

Freemium

Fair-code workflow automation platform with native AI agent nodes.

Why people use it: No-code way to wire up agents with tools and memory.

โ˜… 208k GitHub stars