☑️ A curated list of tools, methods & platforms for evaluating AI reliability in real applications

Comprehensive AI Model Evaluation Framework with advanced techniques including Temperature-Controlled Verdict Aggregation via Generalized Power Mean. Support for multiple LLM providers and 15+ evaluation metrics for RAG systems and AI agents.

Comprehensive AI Evaluation Framework with advanced techniques including Temperature-Controlled Verdict Aggregation via Generalized Power Mean. Support for multiple LLM providers and 15+ evaluation metrics for RAG systems and AI agents.

A comprehensive, implementation-focused guide to evaluating Large Language Models, RAG systems, and Agentic AI in production environments.

[NeurIPS 2025] AGI-Elo: How Far Are We From Mastering A Task?

Deterministic runtime for agent evaluation

Test and evaluate Large Language Models against prompt injections, jailbreaks, and adversarial attacks with a web-based interactive lab.

prompt-evaluator is an open-source toolkit for evaluating, testing, and comparing LLM prompts. It provides a GUI-driven workflow for running prompt tests, tracking token usage, visualizing results, and ensuring reliability across models like OpenAI, Claude, and Gemini.

🤖 Evaluate AI systems effectively with our comprehensive guide to methods, tools, and frameworks for assessing Large Language Models and agents.

VEX-HALT — Benchmark suite for AI verification systems. 443+ tests for calibration, robustness, honesty, and proof integrity.

VerifyAI is a simple UI application to test GenAI outputs

Multi-dimensional evaluation of AI responses using semantic alignment, conversational flow, and engagement metrics.

Pondera is a lightweight, YAML-first framework to evaluate AI models and agents with pluggable runners and an LLM-as-a-judge.

Public Driftmap harness: public-safe CSV suites + rubrics + run logs for drift detection, refusal integrity, injection resistance, and uncertainty tracking.

Sandbox platform for testing and evaluating autonomous agents

Structural Reliability Evaluation Report and Supporting Artefacts

Web app & CLI for benchmarking LLMs via OpenRouter. Test multiple models simultaneously with custom benchmarks, live progress tracking, and detailed results analysis.

Official public release of MirrorLoop Core (v1.3 – April 2025)

Clinical trial application for mental health benchmark evaluation of AI responses in multi-turn conversations. Guides users to understand AI interaction patterns and resolve personal mental health issues through therapeutic AI assistance.

🔍 Run efficient evaluations for prompt and LLM regression testing with this lightweight, secret-free evaluation harness.