LocalAIAgents · 548 frameworks

The best AI agent frameworks, ranked on data instead of hype.

LocalAIAgents ranks the best AI agent frameworks on real GitHub activity: 548 frameworks scored on stars, forks and maintenance, with LangGraph vs CrewAI vs AutoGen verdicts and local-LLM support flags. I also build custom AI agents for businesses, scoped to your actual workflow.

548frameworks
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548frameworks 6ranking signals

Sample preview of the agent framework database.


●Direct answers

Quick answers

The questions everyone asks, answered straight.

01

LangGraph vs CrewAI vs AutoGen: which should I choose?

It depends on how much control you want. LangGraph gives Python developers fine-grained control over agent workflows. CrewAI is friendlier for role-based multi-agent teams. AutoGen pioneered conversational agent patterns. Our verdicts compare the best open source AI agent frameworks on activity, license and capabilities. Pick the one that matches your project, not the hype.

02

Best AI agent framework for local LLMs: which should I use?

One with a pluggable model layer, not locked to a single provider’s API. Plenty of frameworks now support Ollama and other local runtimes out of the box. We flag which frameworks officially support local LLMs and self-hosted agent runtimes before you commit.

03

Python vs TypeScript AI agent frameworks: which should I use?

Python has the mature options; TypeScript fits JavaScript stacks. Python dominates the agent ecosystem, while Mastra and the Vercel AI SDK suit teams building in JS. We separate frameworks by language, with stars, activity and license for each, so the choice is obvious.


●Features

The best AI agent frameworks, ranked on data

Real GitHub signals, head-to-head verdicts, local-LLM support. All in one place.

Ranked by GitHub activity

Ranked by GitHub activity

Stars, forks, contributors, maintenance signals. Compiled from GitHub across hundreds of agent frameworks, refreshed from real data.

Head-to-head verdicts

Head-to-head verdicts

LangGraph vs CrewAI vs AutoGen vs OpenAgents, compared on activity, capabilities and license. Opinions included.

Python and TypeScript

Python and TypeScript

Python staples on one side, Mastra and the Vercel AI SDK on the other. Filter by the language you actually write.

Local-LLM and self-hosted

Local-LLM and self-hosted

Which frameworks run on local LLMs and self-hosted runtimes, and which are genuinely production-ready.


●The dataset

Inside the AI agent framework comparison dataset

What we collected, field by field. Every signal traceable to its repo.

Table 1: Best AI agent frameworks coverage by ecosystem (launch dataset).
EcosystemFrameworksKey fields
Python frameworks250+Stars, forks, maintenance signals
TypeScript frameworks100+Activity, license, capabilities
Multi-agent orchestration120+Orchestration style, language
Runtimes & tooling70+Local-LLM support, self-hosting
Table 2: Fields in each framework record (illustrative sample values).
FieldWhat it meansSample value
GitHub starsPopularity signal12.4K
Last commitMaintenance freshness3 days ago
LicenseUsage termsMIT
Local-LLM supportWorks with local runtimesyes

Key terms, defined

Agent framework
A library or runtime for building agents: software that plans, calls tools and acts toward a goal.
Multi-agent orchestration
How several agents work together: role-based teams, graphs, or conversational handoffs.
Stars and forks
GitHub’s popularity signals. Stars mean interest; forks mean people building on the code.
Maintenance signals
Recent commits, issue response times, contributor counts. The signs a project is alive, not abandoned.
Local LLM support
Whether a framework runs agents on self-hosted models, via Ollama for example, instead of a cloud API.

●Preview

A sneak peek inside LocalAIAgents

A peek under the hood. This is the data I work from.


How to choose the best AI agent framework

Rankings built on GitHub data, not marketing copy.

Dozens of AI agent frameworks launched in the last two years, and their marketing pages all claim the same things. LocalAIAgents’ AI agent framework comparison ranks the best AI agent frameworks on GitHub data: stars, forks, contributors, maintenance. So you can see which open source AI agent frameworks are actually alive.

The big matchups matter. LangGraph vs CrewAI vs AutoGen is the question most teams ask first, so we publish head-to-head verdicts. We also track CrewAI alternatives and LangChain alternatives, and compare multi-agent frameworks on orchestration style, language and license.

Pick by your stack. The best Python AI agent framework if you build in Python, TypeScript options if you don’t. Hunting for the best open source AI agent builder projects or the top AI agent projects on GitHub? Our rankings update from real activity data. Build my agent to put this data to work for you.


●FAQ

Frequently asked questions

Answers about picking frameworks, languages, and local-LLM support

LangGraph vs CrewAI vs AutoGen vs OpenAgents: which should I choose?
LangGraph suits developers who want fine-grained control over agent workflows in Python. CrewAI is friendlier for role-based multi-agent teams. AutoGen pioneered conversational agent patterns. Our verdict pages compare all four on activity, license and capabilities, so you can match the best AI agent frameworks to your project.
Most starred AI agent GitHub repos 2026: which lead?
The most-starred agent projects shift quickly, but LangChain, AutoGen, and CrewAI have consistently led the pack, with newer TypeScript frameworks gaining fast. LocalAIAgents’ ranking tracks stars, forks, and contributor activity across hundreds of agent repos, updated from GitHub data.
Best AI agent framework for local LLMs: which should I use?
Pick one with a pluggable model layer that isn’t locked to a single provider’s API. Many frameworks now support Ollama and other local runtimes. We flag which frameworks officially support local LLMs and self-hosted agent runtimes.
Python vs TypeScript AI agent frameworks: which should I use?
Python dominates the agent ecosystem with the most mature frameworks, while TypeScript options like Mastra and the Vercel AI SDK are better if your stack is JavaScript and you want tight frontend integration. LocalAIAgents’ comparison table separates frameworks by language with stars, activity, and license for each.
Production-ready open source agent frameworks: which make the list?
Production-readiness shows up in maintenance signals: recent commits, responsive issue handling, documentation quality, and a real user base. LocalAIAgents scores frameworks on these GitHub activity signals so you can filter for production-ready options.

●References

Sources & further reading

01

Hugging Face: Open-weight models that power many local agents, all in one hub.

02

arXiv: The papers behind agent architectures and methods.

03

GitHub: Repos, stars and activity data. Where our rankings come from.

04

Ollama: Local models your agent frameworks can call, running on your machine.


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