Open-Source AI · AI agent framework

Letta vs SWE-agent

Letta vs SWE-agent compared for 2026 — features, license, ease of use, performance and which one to choose. Stateful agents with long-term memory vs Agent that fixes GitHub issues.

Updated regularly · curated by olud.ai

Choose Letta for agents that remember across sessions. Choose SWE-agent for automated bug fixing on real repos.

Letta vs SWE-agent at a glance

SpecLettaSWE-agent
CategoryAI agent frameworkAI agent framework
TypeAgent runtime (memory)Autonomous issue-fixing agent
LicenseApache-2.0MIT
Runs locallySelf-hostedCloud-optional
Primary languagePythonPython
Ease of useAdvancedAdvanced
Best foragents that remember across sessionsautomated bug fixing on real repos
GitHub stars23.9k19.9k

How Letta and SWE-agent score

🤝 Too close to call — Letta and SWE-agent land within a hair (4.1 vs 3.9 / 5). Pick on fit, not on score.
CriterionLettaSWE-agent
Popularity3.53.5
Maintenance5.05.0
Ease of use2.52.5
Privacy4.53.5
License freedom5.05.0

Scores are computed automatically from public signals — GitHub stars (popularity), recent commit activity (maintenance), license type (freedom), local-first design (privacy) and onboarding complexity (ease of use). Indicative, not a verdict.

What each one is

Letta

Agent runtime (memory) · Apache-2.0

Letta (formerly MemGPT) is a framework and server for building stateful agents with long-term memory that persists across sessions, with a visual agent editor.

  • Persistent long-term agent memory
  • Server with REST API and visual editor
  • Model-agnostic and self-hostable
See the Letta page →

SWE-agent

Autonomous issue-fixing agent · MIT

SWE-agent from Princeton turns an LLM into an autonomous agent that fixes bugs in real GitHub repositories using a purpose-built agent-computer interface.

  • Strong results on SWE-bench
  • Purpose-built agent-computer interface
  • Research-grade and reproducible
See the SWE-agent page →

Key differences

Letta is agent runtime (memory), while SWE-agent is autonomous issue-fixing agent. Their licenses differ (Apache-2.0 vs MIT), which matters if you ship a commercial product. They also differ in how they run (Self-hosted vs Cloud-optional). In short, Letta fits agents that remember across sessions, and SWE-agent fits automated bug fixing on real repos.

Which should you choose?

Choose Letta for agents that remember across sessions. Choose SWE-agent for automated bug fixing on real repos.

There is rarely one winner — many setups use both. The right pick depends on your hardware, your team's skills, and whether you value simplicity or control.

Frequently asked questions

Is Letta or SWE-agent easier to use?

Both sit at a similar level (Advanced). Your choice should come down to fit rather than difficulty.

Are Letta and SWE-agent free?

Letta is free and open source (Apache-2.0), and SWE-agent is free and open source (MIT). Neither charges for the core software.

Can I run Letta and SWE-agent locally?

Letta: self-hosted · SWE-agent: cloud-optional. Both can be used without sending your data to a third-party cloud where their setup allows.

Letta vs SWE-agent — which should I pick in 2026?

Choose Letta for agents that remember across sessions. Choose SWE-agent for automated bug fixing on real repos.

People also compare

Explore more open-source AI

Browse thousands of open-source AI tools, models and projects — all curated in one place, updated daily.

Explore the directory →