Added Nov 5, 2026
Evaligo
FreemiumBenchmarks and RL training environments for LLM agents
What is Evaligo?
Evaligo builds agent benchmarks from real engineering work and pairs each one with a reinforcement learning environment. Model teams can train on a dedicated split, then measure the result on held-out tasks, and compare public models on its SWE-Race leaderboard.
Each benchmark ships with real tasks, simulated tools, a verifier and separate public, private and training splits. SWE-Race, the first live family, asks agents to fix race conditions, deadlocks and cancellation bugs in pinned commits of real repositories, checked by each project's own hidden tests.
Environments run in the Harbor format, so any RL trainer can drive rollouts against them. Scores are reported as pass@1 on the private split, and results can stay private or be added to the public comparison. Guardrail and multi-step tool-use benchmarks are listed as in preparation.
Features
- SWE-Race coding benchmark
- RL training environments
- Held-out private test split
- Public model leaderboard
- Harbor format support
Tags
Releases
+ Submit new release- Listed
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Organization
Evaligo
Listed by kitio.ai · unverified owner
Pricing
- Pricing model
- Freemium
- Paid options from
- Not listed
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Pros and cons
Pros
- Tasks drawn from real repositories
- Private split guards against contamination
- Works with any RL trainer
Cons
- Only the coding benchmark is live so far
- Pricing for training access is not published
- Aimed at model builders, not end users
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Q&A
What is Evaligo?
Evaligo builds agent benchmarks from real engineering work and pairs each one with a reinforcement learning environment. Model teams can train on a dedicated split, then measure the result on held-out tasks, and compare public models on its SWE-Race leaderboard.
What does the SWE-Race benchmark test?
It gives agents concurrency bugs such as race conditions and deadlocks in real projects. Fixes are verified with each project's hidden tests in a sandbox without network access.
How much does Evaligo cost?
Evaligo is freemium.
Is there a free version of Evaligo?
Yes. Evaligo has a free plan, and paid plans add more usage and features.
What are the main features of Evaligo?
SWE-Race coding benchmark, RL training environments, Held-out private test split, Public model leaderboard, Harbor format support.
Who makes Evaligo?
Evaligo is made by Evaligo.
What are the best alternatives to Evaligo?
Popular alternatives include Arena, LangSmith, Artificial Analysis.