Best AI Agent Evaluation Tools in 2026
Updated
In short: Noveum is ranked #1 of 29 as of 4 October 2026, ahead of W&B Weave and Opik. The best-ranked option with a free plan is W&B Weave. The lowest first paid tier on this page is Amazon Bedrock Data Automation at $0.01/mo.
When you need to check how an AI agent behaves across tasks, the evaluation approach matters as much as the traces it produces. Compare evaluation methods, safety evaluations and tool-call checks, then look at regression runs, trace ingestion and SDK language support. Dataset limits and free plans can shape how you begin, while paid-from pricing helps frame ongoing costs. Noveum, DeepEval and Future AGI AI Evaluation SDK are among the first entries, alongside Opik and W&B Weave. Use the listed criteria to judge which tools cover the checks and workflow details that matter for your agents.
29 AI agent evaluation tools ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
#1 Noveum Top pick · 7.8 Free plan · $69/mo
#2 W&B Weave Runner-up · 7.8 Free plan · $60/mo
#3 Opik Also great · 7.7 Free plan · $19/mo
- Free planFree trial apiLinuxself-hostedWeb
- Free plan
- Yes
- Paid from
- 69 /mo
- Evaluation methods
- hybrid
- Tool-call checks
- Yes
- Trace ingestion
- Yes
- Safety evaluations
- Yes
RecognisedDocumentedFree planFree trialPlatforms$69/mofirst paid tier About NoveumVisit site - Free planFree trial apiLinuxmacOSself-hostedWebWindows
- Free plan
- Yes
- Paid from
- 60 /mo
RecognisedDocumentedFree planFree trialPlatforms$60/mofirst paid tier About W&B WeaveVisit site - Free planFree trial apiLinuxself-hostedWeb
- Free plan
- Yes
- Paid from
- 19 /mo
RecognisedDocumentedFree planFree trialPlatforms$19/mofirst paid tier About OpikVisit site - Free trial apiWeb
- Evaluation methods
- hybrid
- Tool-call checks
- Yes
- Trace ingestion
- Yes
- Safety evaluations
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Free planFree trial apiself-hostedWeb
- Free plan
- Yes
RecognisedDocumentedFree planFree trialPlatforms$29/mofirst paid tier About Maxim AIVisit site - Free plan apiLinuxmacOSself-hostedWebWindows
- Free plan
- Yes
- Paid from
- 0 /mo
- Evaluation methods
- hybrid
- Tool-call checks
- Yes
- Trace ingestion
- Yes
- Safety evaluations
- Yes
RecognisedDocumentedFree planFree trialPlatforms$250/mofirst paid tier About Future AGI AI Evaluation SDKVisit site - Free plan LinuxmacOSself-hostedWindows
- Free plan
- Yes
- Evaluation methods
- model
- Tool-call checks
- Yes
- Trace ingestion
- Yes
- Safety evaluations
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Free plan apiLinuxmacOSself-hostedWebWindows
- Free plan
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Free plan apiLinuxself-hosted
- Evaluation methods
- model
- Tool-call checks
- Yes
- Trace ingestion
- Yes
- Safety evaluations
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Free plan apiself-hostedWeb
- Free plan
- Yes
- Paid from
- 39 /mo
- Evaluation methods
- hybrid
- Tool-call checks
- Yes
- Trace ingestion
- Yes
- Safety evaluations
- Yes
RecognisedDocumentedFree planFree trialPlatforms$49/mofirst paid tier About AgentClashVisit site - Free plan apiself-hostedWeb
- Free plan
- Yes
- Paid from
- 100 /mo
RecognisedDocumentedFree planFree trialPlatforms$100/mofirst paid tier About GalileoVisit site - Free plan apiLinuxself-hostedWeb
- Free plan
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Free plan apiLinuxWeb
- Free plan
- Yes
- Paid from
- 29 /mo
- Tool-call checks
- Yes
- Trace ingestion
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Free plan apiself-hostedWeb
- Free plan
- Yes
- Paid from
- 249 /mo
RecognisedDocumentedFree planFree trialPlatforms$249/mofirst paid tier About BraintrustVisit site - Free plan apiself-hostedWeb
- Free plan
- Yes
- Evaluation methods
- hybrid
- Tool-call checks
- Yes
- Trace ingestion
- Yes
- Safety evaluations
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Free plan apiself-hostedWeb
- Free plan
- Yes
RecognisedDocumentedFree planFree trialPlatforms$150/mofirst paid tier About Parea AIVisit site - apiRecognisedDocumentedFree planFree trialPlatforms$0.01/mofirst paid tier About Amazon Bedrock Data AutomationVisit site
-
- Evaluation methods
- hybrid
- Tool-call checks
- Yes
- Trace ingestion
- Yes
- Safety evaluations
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Web
- Free plan
- Yes
- Evaluation methods
- code
- Tool-call checks
- Yes
- Trace ingestion
- No
- Safety evaluations
- No
RecognisedDocumentedFree planFree trialPlatforms - Web
- Free plan
- Yes
RecognisedDocumentedFree planFree trialPlatforms - WebLinux
- Free plan
- Yes
RecognisedDocumentedFree planFree trialPlatforms -
- Free plan
- Yes
- Evaluation methods
- hybrid
- Tool-call checks
- No
RecognisedDocumentedFree planFree trialPlatforms - Web
- Free plan
- No
- Evaluation methods
- model
- Tool-call checks
- Yes
- Safety evaluations
- Yes
RecognisedDocumentedFree planFree trialPlatforms -
- Evaluation methods
- code
- Tool-call checks
- Yes
RecognisedDocumentedFree planFree trialPlatforms - Web
- Free plan
- Yes
RecognisedDocumentedFree planFree trialPlatforms
Is your platform on this list?
Numbered spots on this list can be sponsored. They are labelled, and the editorial order and scores never change for payment.
Questions about this list
Which AI agent evaluation tool is ranked first on The Geeks Club?
Noveum is ranked #1 of 29 with a score of 7.8. W&B Weave is second and Opik third.
How many of these have a free plan?
15 of the 25 on this page publish a free plan on their own pricing pages.
Which is the cheapest paid option?
On this page, Amazon Bedrock Data Automation has the lowest first paid tier we found: $0.01/mo.
How is this list ranked?
Ranked on how quickly a newcomer can get going: documentation depth, a free tier or trial, and the platforms it runs on. Paid placements never change a rank.