Every Eval Ever
Every Eval Ever is a unified open data format and public dataset for AI evaluation results. Developed by the EvalEval Coalition, it provides one standardized schema to collect evaluation outputs from disparate sources.
The initiative addresses fragmentation in AI evaluation where results are siloed by framework. It creates a common interchange format so outputs from HELM, EleutherAI, Inspect, and custom scripts can coexist and be compared directly. The schema captures full experimental context including prompt templates, inference parameters, and system states to make each result traceable, transparent, and reproducible. This supports rigorous research, meta-analysis, and the construction of automated leaderboards by turning scattered metrics into a structured, queryable global dataset.
Version 0.2.2 of the schema is documented with aggregate and instance examples. A granular line-by-line breakdown is available along with the dataset on GitHub. The project incorporates feedback from researchers at Inspect and was launched as an open effort to enable trust and comparability across the ecosystem.
Open SourceMITWebCLIAPI
94stars
42forks
4features
2025since
Overview
4 featuresEvery Eval Ever sits in PulseGate's LLM eval & observability category. Fragmented and incomparable AI evaluation results scattered across different frameworks and formats. It is built as an open-source project for AI researchers and developers. The project is open source (MIT). It ships for the web, the command line, and API.
EvalEval Coalition builds and maintains Every Eval Ever, and it first shipped in 2025. The project is developed in the open on GitHub with 94 stars and 79 commits in the last 90 days. Among its 4 catalogued features are unified evaluation schema, standardized dataset, and provenance tracking. It exposes integrations via a public API.
Summary written by a language model from the project’s public pages.
- Unified evaluation schema
- Standardized dataset
- Provenance tracking
- Meta-analysis tools
Tags
ai-evaluationstandardized-schemaeval-datasetmeta-scienceevaluation-framework
AI capabilities
Structured
Built with & integrations
Framework
WordPress
Hosting
Cloudflare
AI providers
local_oss
Connectors
API
Runs on
BrowserCLIAPI-only
Detected from
- local_oss
- bvllm in the HTML
- WordPress
- /wp-content/ in the HTML
- Cloudflare
- cf-ray header · cf-cache-status header
Trust & compliance
License
MIT
Verified signals
Indexing history
1What PulseGate has recorded for this listing
- Indexed23 Jul · 21:05 UTCOne Schema for Every Eval verified against its public sourceSource: PulseGate · Open
Frequently asked questions about Every Eval Ever
- What does Every Eval Ever do?
- Fragmented and incomparable AI evaluation results scattered across different frameworks and formats. It is catalogued under LLM eval & observability on PulseGate.
- Who should use Every Eval Ever?
- Every Eval Ever is an open-source project built for AI researchers and developers.
- Is Every Eval Ever free?
- Yes — Every Eval Ever is open source under the MIT license and free to use.
- What platforms does Every Eval Ever run on?
- Every Eval Ever runs on the web, the command line, and API.
- Is Every Eval Ever still active?
- The GitHub repository shows 79 commits in the last 90 days.
- What are alternatives to Every Eval Ever?
- Similar projects tracked by PulseGate include constraintloop, trajectory-judge, and DeFake.constraintlooptrajectory-judgeDeFake
- Who makes Every Eval Ever?
- Every Eval Ever is developed by EvalEval Coalition.
- How long has Every Eval Ever been around?
- Every Eval Ever first shipped in 2025.
Also in LLM eval & observability
Same category — not a similarity match