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EvaluationReference

every_eval_ever

by evaleval

Shared schema and crowdsourced database for standardized AI evaluation results

Python
Updated Jul 4, 2026
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Overview

Defines a shared schema and crowdsourced database for AI evaluation results to standardize metadata across papers, leaderboards, and local runs. standardize metadata across papers, leaderboards, and local runs Normalizes how evals are described so results from different frameworks can be compared, reproduced, and merged. Provides a common format and import pathways to capture provenance, metrics, and dataset details.

Key Benefits

As multi-agent systems proliferate, comparing evaluation outputs from diverse sources is increasingly hard and brittle. common language for recording evals and provenance Every Eval Ever creates a common language for recording evals and provenance, enabling reproducible agent track records and fair cross-framework comparisons. That repeatable baseline is essential for building trustworthy agent-to-agent evaluation and long-term reputation signals.

Ideal For

Researchers and engineers who need to aggregate, compare, and reproduce evaluation results across frameworks and papers to build reliable agent track records. agent track records This tool helps establish reproducible baselines and enables fair comparisons, supporting teams as they assemble robust evaluation datasets. For interoperability across systems, consider adopting the Model Context Protocol (MCP) to align evaluation metadata with wider agent contexts.

Real-World Examples

  • Normalize disparate benchmark outputs into a single, comparable metadata format
  • Aggregate leaderboard and paper results to build reproducible agent track records
  • Store provenance and metric definitions for audits and continuous agent evaluation
Works With
langchainopenaihuggingface
Topics
agent-evaluationai-evaluationevaluationsinfrallm-evaluation
Similar Tools
openai-evalsagent-playground
Keywords
agent-to-agent evaluationagent track recordai-evaluationagent-evaluation