Gymnasium environments for NES Mario games, with task metadata, reward instrumentation, and reproducible evaluation interfaces.
Generate High-Quality Synthetics, Train, Measure, and Evaluate in a Single Pipeline
A command-line tool to get valuable information out of AWS CloudTrail
Provider-agnostic, open-source evaluation infrastructure for language models
open source agent engineering platform: traces, evals, and metrics to debug and improve your AI agents. Integrates with LangGraph, CrewAI, Claude Agent SDK, and more.
Claw-Eval is an evaluation harness for evaluating LLM as agents. All tasks verified by humans.
Generate and evaluate agent skills for code agents like Claude Code, Open Code, OpenAI Codex
Dingo: A Comprehensive AI Data, Model and Application Quality Evaluation Tool
Terminal-Bench-Science: Evaluating AI agents on research workflows across scientific domains
The Hailo Model Zoo includes pre-trained models and a full building and evaluation environment
Training-free Spectrum acceleration for ComfyUI’s native MiniMax H3 audio-video model. Uses Chebyshev ridge feature forecasting to skip selected H3 transformer evaluations, with adaptive scheduling, sampler-aware support for Euler, ER-SDE, RES, SEEDS and SA-Solver, CPU/VRAM history storage, and fail-closed native fallbacks.
Open-source infrastructure that turns scattered SKILL.md files into curated, retrieval-ready agent-skill corpora—with retrieval and evaluation tooling included.
Track your Data Science. Skore's open-source Python library accelerates ML model development with automated evaluation reports, smart methodological guidance, and comprehensive cross-validation analysis.
nnDetection is a self-configuring framework for 3D (volumetric) medical object detection which can be applied to new data sets without manual intervention. It includes guides for 12 data sets that were used to develop and evaluate the performance of the proposed method.
AgentLab: An open-source framework for developing, testing, and benchmarking web agents on diverse tasks, designed for scalability and reproducibility.
Agentic RAG for local and self-hosted document search: hybrid retrieval, reranking and multimodal RAG on embedded LanceDB, with Docling parsing and an MCP server
[ICML 2024] TrustLLM: LLM trustworthiness evaluation across truthfulness, safety, fairness, robustness, privacy and ethics. Python/CLI toolkit for local models, compatible APIs and AI agent orchestration.
Span-level grounding verification for RAG, code, and tool-grounded AI outputs.
[NeurIPS D&B '25] The one-stop repository for LLM unlearning
Simple Safe Sandboxed Extensible Expression Evaluator for Python
ParseBench - A Document Parsing Benchmark for AI Agents
Task-based datasets, preprocessing, and evaluation for sequence models.
reverse engineering docs.
External zigbee component
This package contains native dbt checks to report and fix issues in your dbt project
A tool for customers to evaluate their AWS service configurations based on AWS and community best practices and receive recommendations on potential improvements.
Meta Agents Research Environments is a comprehensive platform designed to evaluate AI agents in dynamic, realistic scenarios. Unlike static benchmarks, this platform introduces evolving environments where agents must adapt their strategies as new information becomes available, mirroring real-world challenges.
Combine the power of nix-eval-jobs with nix-output-monitor to speed-up your evaluation and building process.
中文优先的企业 RAG 知识库:可控解析、治理、切块、混合检索、重排、引用、图谱、评测与 Dify 接入。
🔥🔥 Awesome Jev: open-source models, projects, benchmarks, and independent evaluations for Jev and System One models.
An open-source Python library for poker game simulations, hand evaluations, and statistical analysis
Stockfish NNUE (Chess evaluation) trainer in Pytorch
A unified framework for training, fine-tuning, and evaluating World Action Models
An open-source Python library that automates the analysis and reporting of machine learning experiments, generating structured and comprehensive reports that make model performance, results, and key insights easier to understand and evaluate by data professionals, with optional Groq-powered AI explanations and recommendations for deeper insights.
An automated benchmark platform for AI-generated apps — built-in evaluation rules, standard sample sets, and layered test cases across a multi-dimensional metric system. One pipeline runs build, install, E2E tests, and scoring into a shareable report.
Evidence-first infrastructure for reproducible, isolated executable evaluation and online rewards.
A data platform for investment research. Ingests financial data sources and computes point-in-time financial metrics for valuation and screening. Delivered as an MCP server.
HarnessEval-W: Agentifying the Evaluation of Visual Worlds
Track 33,707+ AI benchmark, eval, dataset, and data-quality records from 40 public sources, with linked evidence and daily updates.
Compile real-world Claude Code and Codex trajectories into verified, tradable post-training assets.
Personal LLM engineering-maintenance evaluation harness (V4.1b, frozen). Not a public benchmark.
Evolutionary multi-agent runtime that breeds, evaluates, and improves autonomous agents across reproducible epochs to converge on optimization of a goal.
WAI Play - AI web game testing and quality evaluation platform
A Benchmark Evaluating Triple-View Embodied World Models
Inspect Codex / Claude logs, verify metering samples and re-count supported billing exports. Free local tools; bounded $10 diagnosis and $20 QA.
PerceptionBench: Evaluating Atomic Visual Perception in Multimodal Large Language Models
Evaluator-neutral AI evaluation evidence, baseline regression gates, and JSON, JUnit, and SARIF reports for CI.
开源劳动者AI研究与评测项目:建设劳动知识、公开评测基准与共同治理机制|Open worker-centered AI research and evaluation project.
MerchantBench is a 365-day, order-level benchmark for evaluating the long-term coherence of LLM agents in seller-side e-commerce operations.
[EMNLP 2026] A multilingual benchmark for repository-level unit test generation, evaluating LLMs across 5 programming languages and real-world code under reproducible, Docker-based execution.
Robot-agent harness with a CLI and local Web console for LIBERO short evaluation
Benchmarking models as runtime Controllers for Loop Engineering
Community registry of LLM serving-path traps that produce confidently wrong measurements: templates, tool parsers, reasoning fields, quant kernel paths, CUDA toolchains, KV allocation, eval harnesses, versioning. Symptom-first, with the check that catches each.
Deletion-first Agent Skill for removing test bloat, verification theater, and speculative fallbacks while preserving behavior.
Research project on bilingual Urdu-English retrieval-augmented generation for Pakistani government and legal documents, with OCR, hybrid retrieval, citation grounding, and evaluation.
Local-first YOLO workbench for annotation, training, evaluation, and AI assistance.
UltraText Bench: A Comprehensive Bilingual Benchmark for Evaluating Visual Text Rendering in Image Generation
Official repository of FoR-T2I, a benchmark evaluating T2I models from a different perspective.
Enterprise AI customer-service Agent platform featuring hybrid intent recognition, multi-agent orchestration, MCP-powered RAG, dynamic Skills, memory, human handoff, observability and evaluation. 小祥智能客服系统,支持可追溯、可观测与云端部署。
Evaluate visual models on your own images, JSON Schema, and production constraints with LangGraph, Pareto analysis, and a no-key Replay demo.