Freedom251 › AI Agent Evaluation Tools
VRUNAI

What VRUNAI is
VRUNAI evaluates LLM agents by examining their execution paths, tool calls, and final outcomes. Users can describe tools, mock data, conditional flows, and test scenarios in YAML without writing code. Repeating a scenario lets you score how consistently an agent follows the same path. VRUNAI also estimates scenario and provider costs from token usage, with model pricing and context-window statistics. Its listed providers include OpenAI, Anthropic, Google, xAI, DeepSeek, Mistral, Ollama, and custom providers. The tool offers a terminal interface and a React web app, usable locally or through a hosted browser version. Local inference is available through Ollama and custom API endpoints, including OpenAI-compatible APIs. The CLI runs on your machine; web app keys are stored in browser localStorage and sent to configured provider APIs. VRUNAI is free, open source under AGPL-3.0, and has no usage limits or VRUNAI fees, though providers may charge for API calls. It is fully client-side, with no accounts, backend, or telemetry.
Who it suits
VRUNAI suits people evaluating LLM agents and comparing behavior across providers. It is also suited to users who want to define scenarios in YAML and track consistency and API costs.
What it does well
- Evaluates execution paths, tool calls, and outcomes
- Scenario definitions use YAML without coding
- Repeated runs score path consistency
- Tracks costs from provider token usage
- Free with no VRUNAI usage limits
What to know first
- Configured providers may charge for API calls
- Web app keys are stored in browser localStorage
- No trace ingestion or safety evaluations
Limits
VRUNAI has no fees or usage limits of its own. You still pay any configured LLM providers for their API calls, and the free plan is distributed under AGPL-3.0.
Plans
| Plan | Billed and limits | Price |
|---|---|---|
| Free | Completely free; only LLM API calls to configured providers cost extra · No VRUNAI fees, subscriptions, or usage limits · AGPL-3.0 | Free |
As vrunai.com lists them, read 7 Oct 2026. The maker's own page has the final word.
Getting started
- Open the VRUNAI website or its GitHub project
- Choose the terminal interface or React web app
- Run the tool locally or try the hosted browser version
- Define tools, mock data, flows, and scenarios in YAML
- Configure a listed provider, Ollama, or a custom API endpoint
- Run scenarios repeatedly and review paths, tool calls, outcomes, and costs
Verdict
VRUNAI combines agent scenario checks with consistency and cost tracking across a broad list of providers. Its free, client-side setup has no VRUNAI usage limits, but API calls can still incur provider charges.
Questions
Does VRUNAI cost anything?
VRUNAI is completely free, with no subscriptions or usage limits. Configured LLM providers may charge for API calls.
Which providers can it evaluate?
The listed providers are OpenAI, Anthropic, Google, xAI, DeepSeek, Mistral, Ollama, and custom providers.
Can it use local models?
Yes. Local inference is supported through Ollama and custom API endpoints, including OpenAI-compatible APIs.
Does VRUNAI require an account or backend?
The project says it has no accounts, backend, or telemetry and is fully client-side.
Where are API keys handled?
CLI keys stay in the terminal on your machine. Web-app keys are stored in browser localStorage and sent directly to configured provider APIs.
What license does VRUNAI use?
VRUNAI is open source under the AGPL-3.0 license.
Facts from VRUNAI's own pages
- Agent definitions
- Users define tools, mock data, conditional flows, and test scenarios in YAML without writing code. · vrunai.com, 7 Oct 2026
- Backend and telemetry
- The site states that VRUNAI has no accounts, backend, or telemetry and is fully client-side. · vrunai.com, 7 Oct 2026
- Consistency
- It can run each scenario multiple times and score how consistently the agent follows the same path. · vrunai.com, 7 Oct 2026
- Cost tracking
- It calculates cost per scenario and provider from token usage and includes model pricing and context window statistics. · vrunai.com, 7 Oct 2026
- Intended users
- The site presents VRUNAI for people evaluating LLM agents and comparing their behavior across providers. · vrunai.com, 7 Oct 2026
- Interfaces
- VRUNAI offers a terminal interface and a React web app, which can run locally or be tried in a hosted browser version. · vrunai.com, 7 Oct 2026
- License
- VRUNAI is open source under the AGPL-3.0 license. · vrunai.com, 7 Oct 2026
- Local model support
- The FAQ says it supports local inference through Ollama and custom API endpoints, including OpenAI-compatible APIs. · vrunai.com, 7 Oct 2026
- Notable cost limit
- VRUNAI itself has no usage limits, but users pay for LLM API calls to the providers they configure. · vrunai.com, 7 Oct 2026
- Privacy
- The CLI runs on the user's machine and the site says its keys stay in the terminal; web app keys are stored in browser localStorage and sent directly to configured provider APIs. · vrunai.com, 7 Oct 2026
- Providers
- The site lists OpenAI, Anthropic, Google, xAI, DeepSeek, Mistral, Ollama, and custom providers. · vrunai.com, 7 Oct 2026
- Support
- The site links to GitHub for bug reports and feature requests. · vrunai.com, 7 Oct 2026
- What it does
- VRUNAI evaluates LLM agents across execution path, tool calls, and final outcomes. · vrunai.com, 7 Oct 2026
Where VRUNAI stands on Freedom251
- AI Agent Evaluation Tools#23 of 28