Best AI Agent Evaluation Tools in 2026
Updated
In short: Future AGI AI Evaluation SDK is ranked #1 of 29 as of 4 October 2026, ahead of W&B Weave and DeepEval. 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.
Evaluating AI agents can involve checking their outputs, tool calls, traces, and behavior under safety tests. Compare evaluation methods and safety evaluations with tool-call checks and trace ingestion; SDK language support and dataset limits add practical considerations. Regression runs can matter when you need to assess changes, while free-plan availability and paid-from pricing help frame access. The ranking starts with Future AGI AI Evaluation SDK, DeepEval, and AgentClash, followed by Noveum and MLflow GenAI Evaluation. Use the stated criteria to compare how each tool may fit your evaluation workflow and the kinds of agent behavior you need to examine.
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 Future AGI AI Evaluation SDK Top pick · 7.3 Free plan · $250/mo
#2 W&B Weave Runner-up · 7.2 Free plan · $60/mo
#3 DeepEval Also great · 7.1 Free plan · Free
- 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 planPlatforms$250/mofirst paid tier About Future AGI AI Evaluation SDKVisit site - Free planFree trial apiLinuxmacOSself-hostedWebWindows
- Free plan
- Yes
- Paid from
- 60 /mo
RecognisedDocumentedFree planPlatforms$60/mofirst paid tier About W&B WeaveVisit site - Free plan LinuxmacOSself-hostedWindows
- Free plan
- Yes
- Evaluation methods
- model
- Tool-call checks
- Yes
- Trace ingestion
- Yes
- Safety evaluations
- Yes
RecognisedDocumentedFree planPlatforms - 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 planPlatforms$69/mofirst paid tier About NoveumVisit site - Free plan apiLinuxmacOSself-hostedWebWindows
- Free plan
- Yes
RecognisedDocumentedFree planPlatforms - Free planFree trial apiLinuxself-hostedWeb
- Free plan
- Yes
- Paid from
- 19 /mo
RecognisedDocumentedFree planPlatforms$19/mofirst paid tier About OpikVisit site - 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 planPlatforms$49/mofirst paid tier About AgentClashVisit site - Free plan apiLinuxself-hosted
- Evaluation methods
- model
- Tool-call checks
- Yes
- Trace ingestion
- Yes
- Safety evaluations
- Yes
RecognisedDocumentedFree planPlatforms - Free plan apiLinuxself-hostedWeb
- Free plan
- Yes
RecognisedDocumentedFree planPlatforms - Free plan apiLinuxWeb
- Free plan
- Yes
- Paid from
- 29 /mo
- Tool-call checks
- Yes
- Trace ingestion
- Yes
RecognisedDocumentedFree planPlatforms - Free plan apiself-hostedWeb
- Free plan
- Yes
- Paid from
- 249 /mo
RecognisedDocumentedFree planPlatforms$249/mofirst paid tier About BraintrustVisit site - Free plan apiself-hostedWeb
- Free plan
- Yes
- Paid from
- 100 /mo
RecognisedDocumentedFree planPlatforms$100/mofirst paid tier About GalileoVisit site - Free trial apiWeb
- Evaluation methods
- hybrid
- Tool-call checks
- Yes
- Trace ingestion
- Yes
- Safety evaluations
- Yes
RecognisedDocumentedFree planPlatforms - Free planFree trial apiself-hostedWeb
- Free plan
- Yes
RecognisedDocumentedFree planPlatforms$29/mofirst paid tier About Maxim AIVisit site - Free plan apiself-hostedWeb
- Free plan
- Yes
- Evaluation methods
- hybrid
- Tool-call checks
- Yes
- Trace ingestion
- Yes
- Safety evaluations
- Yes
RecognisedDocumentedFree planPlatforms - Free plan apiself-hostedWeb
- Free plan
- Yes
RecognisedDocumentedFree planPlatforms$150/mofirst paid tier About Parea AIVisit site - apiRecognisedDocumentedFree planPlatforms$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 planPlatforms - Web
- Free plan
- Yes
- Evaluation methods
- code
- Tool-call checks
- Yes
- Trace ingestion
- No
- Safety evaluations
- No
RecognisedDocumentedFree planPlatforms - apiRecognisedDocumentedFree planPlatforms
- Web
- Free plan
- Yes
RecognisedDocumentedFree planPlatforms - WebLinux
- Free plan
- Yes
RecognisedDocumentedFree planPlatforms - Web
- Free plan
- No
- Evaluation methods
- model
- Tool-call checks
- Yes
- Safety evaluations
- Yes
RecognisedDocumentedFree planPlatforms - Web
- Free plan
- Yes
RecognisedDocumentedFree planPlatforms -
- Free plan
- Yes
- Evaluation methods
- hybrid
- Tool-call checks
- No
RecognisedDocumentedFree planPlatforms
Is your app 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 Everything Xiaomi?
Future AGI AI Evaluation SDK is ranked #1 of 29 with a score of 7.3. W&B Weave is second and DeepEval 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 what each maker publishes: documentation depth, a free tier and the platforms it runs on. Paid placements never change a rank.