Ax vs Pydantic AI
Ax and Pydantic AI are both agent frameworks for Python. Ax is published by Ax and Pydantic AI by Pydantic. On GitHub, Pydantic AI has 20,838 stars and Ax has 2,969. Both were last active in Oct 2026. The table lines up where they differ (publisher, license, GitHub stars and weekly downloads) and has the install commands for both. Everything here comes from the listings' public sources and is refreshed daily. Ax describes itself as: DSPy-style toolkit for typed LLM signatures, agents and flows, TypeScript-first with Python, Java, C++, Go and Rust libraries. Pydantic AI: Typed Python SDK for building agents with swappable model providers, plus optional capabilities for memory, sub-agents, planning and durable execution. Licenses: Ax Apache-2.0, Pydantic AI MIT.
Updated Oct 26, 2026 · Built from catalog data; how we rank and grade
Ax
Ax
DSPy-style toolkit for typed LLM signatures, agents and flows, TypeScript-first with Python, Java, C++, Go and Rust libraries.
Pydantic AI
Pydantic
Typed Python SDK for building agents with swappable model providers, plus optional capabilities for memory, sub-agents, planning and durable execution.
Who should pick which
- Pick Ax if you work in TypeScript and Java.
- Pick Pydantic AI if you want MCP support built in.
- Pydantic AI has the larger community: 20,838 GitHub stars against 2,969.
From listing data only. We don't pick a winner on security beyond the grades; read how grades work.
Side by side
| Fact | Ax | Pydantic AI |
|---|---|---|
| Type | Harness | Harness |
| Publisher | Ax | Pydantic |
| License | Apache-2.0 | MIT |
| Pricing | Not stated | Not stated |
| Runs | Not stated | Not stated |
| Auth | Not stated | Not stated |
| Hosts supported | Not stated | Not stated |
| Tools | Not listed yet | Not listed yet |
| Security grade | –Security: not graded yet | –Security: not graded yet |
| Freshness grade | AFreshness: A | AFreshness: A |
| GitHub stars | 2,969 | 20,838 |
| Weekly downloads | 27,168 | 1,516,568 |
| Last release | Oct 21, 2026 | Oct 24, 2026 |
| Last activity | Oct 21, 2026 | Oct 24, 2026 |
Facts from each listing's public sources, checked daily. Tool lists arrive with tool scans.
Install
Ax
npm install @ax-llm/ax
Pydantic AI
pip install pydantic-ai
Also consider
- 0.809score
Rig
Playgrounds
Rust library for LLM applications with agents, tool calling, streaming and 20+ model providers, plus a terminal coding agent.
HarnessAFreshness: A★ 9K↓ 152.4K/wk - 0.777score
ADK for TypeScript
Google
TypeScript toolkit for agents with Zod-typed tools, graph and multi-agent workflows, and Node.js or browser runtimes.
HarnessAFreshness: A★ 1.4K↓ 143.5K/wk - 0.748score
LangGraph
LangChain
Low-level Python orchestration framework for long-running stateful agents, with durable execution, human review points and short- and long-term memory.
HarnessAFreshness: A★ 43.8K↓ 13.1M/wk
Questions
- Is Ax or Pydantic AI more popular?
- Pydantic AI has more GitHub stars (20,838 against 2,969). Stars measure attention, not quality, so check freshness and docs too.
- Are Ax and Pydantic AI open source?
- Yes: Ax is Apache-2.0 and Pydantic AI is MIT.
Related
- AlternativesAlternatives to Ax
- AlternativesAlternatives to Pydantic AI
- Best ofBest agent frameworks for Python
- Best ofBest agent frameworks for TypeScript
- Best ofBest agent frameworks for building AI agents
- ComparisonAx vs Rig
- ComparisonADK for TypeScript vs Ax
- ComparisonAx vs LangGraph
- ComparisonGoogle Agent Development Kit (ADK) vs Pydantic AI
- ComparisonMicrosoft Agent Framework vs Pydantic AI
Cite this page
Ax vs Pydantic AI. Agent Mart. https://agentmart.dev/compare/ax-vs-pydantic-ai (last updated 2026-10-26)