Project Knowledge

openai/frontier-evals

Use openai/frontier-evals when the user needs a curated llm eval resource collection with library-only, local, cloud usage paths.

TypeCollection / resource hub

Difficultybeginner

LanguagePython

LicenseMIT

TL;DR

Use openai/frontier-evals when the user needs a curated llm eval resource collection with library-only, local, cloud usage paths.

Install

Reference collection; there is no direct install step.

Good For

discover related AI projects

compare implementation patterns

bootstrap project selection

Not Good For

users expecting a single installable runtime or library

edge-only Cloudflare Workers deployment without adaptation

users expecting a complete hosted product

Git.Top Score71/100

Agent Score58/100

Maintenance6

Stability55

Quality7/100

Best Use

discover related AI projects

Primary situation where this project is a good shortlist candidate.

Watch Out

users expecting a single installable runtime or library

Main reason to compare alternatives before adopting it.

Deployment Fit

library_only, local, cloud

Git.Top did not classify this as Cloudflare-ready. Evidence: Runtime blocker: python.

Best Alternative

comet-ml/opik: docker, kubernetes

Compare this option when the target stack or language preference differs.

Confidence

2/4 classification signals high; 4 quality signals complete or snapshot

Classification evidence and quality signal confidence should be checked before production recommendations.

Freshness

Repo 2026-08-04; metrics 2026-08-04

Repository and metric timestamps for this knowledge record.

Freshness

Repository and metrics timestamps

Repository synced2026-08-04T00:00:24.216Z

Metrics calculated2026-08-04T00:00:24.216Z

Scoring

Quality and agent score are separate

Quality score weights star movement, commits, releases, contributors, and issue response. Agent score weights documentation, maintenance, deployment, popularity, and community.

Confidence

Signal confidence

Stars 30dsnapshot

Commits 30dcomplete

Releases 180dcomplete

Contributors 90dcomplete

Badge

Agent Score badge

Embed a lightweight SVG badge for this repository.

Project Type

Collection / resource hub

This repository is treated as a collection, cookbook, awesome list, or resource hub. Use it for discovery and examples before treating linked projects as production dependencies.

ScopeIntegration Collection

CuratedYes

Estimated items10

FreshnessUnknown

Cloudflare Readiness

No Cloudflare-ready signal

Git.Top did not classify this as Cloudflare-ready. Evidence: Runtime blocker: python.

Selection Guidance

Use the evidence before choosing

Treat this page as a shortlist input. Confirm source metadata, classification confidence, deployment evidence, and current repository activity before making a production recommendation.

Alternatives

Comparable projects

JSON

comet-ml/opikUse comet-ml/opik when the user needs a llm eval project with docker, kubernetes, library-only deployment options.

Arize-ai/phoenixUse Arize-ai/phoenix when the user needs a llm eval project with docker, vercel, serverless deployment options.

confident-ai/deepevalUse confident-ai/deepeval when the user needs a llm eval project with library-only, local, cloud deployment options.

ShenSeanChen/waku-agentUse ShenSeanChen/waku-agent when the user needs a llm eval project with library-only, local, cloud deployment options.

Giskard-AI/awesome-ai-safetyUse Giskard-AI/awesome-ai-safety when the user needs a curated llm eval resource collection with library-only, local, cloud usage paths.

Related Projects

Adjacent ecosystem projects

JSON

Giskard-AI/awesome-ai-safetyUse Giskard-AI/awesome-ai-safety when the user needs a curated llm eval resource collection with library-only, local, cloud usage paths. Shared llm eval category and library_only deployment context.

promptfoo/promptfooUse promptfoo/promptfoo when the user needs a llm eval project with docker, library-only, local deployment options. Shared llm eval category and library_only deployment context.

SigNoz/Awesome-OpenTelemetryUse SigNoz/Awesome-OpenTelemetry when the user needs a curated llm eval resource collection with kubernetes, local, cloud usage paths. Shared llm eval category and local deployment context.

modelscope/evalscopeUse modelscope/evalscope when the user needs a llm eval project with docker, library-only, local deployment options. Shared llm eval category and library_only deployment context.

ShenSeanChen/waku-agentUse ShenSeanChen/waku-agent when the user needs a llm eval project with library-only, local, cloud deployment options. Shared llm eval category and library_only deployment context.

Giskard-AI/giskard-ossUse Giskard-AI/giskard-oss when the user needs a llm eval project with library-only, local, cloud deployment options. Shared llm eval category and library_only deployment context.

Deploy

Supported deployment paths

Compatible With

Inferred dependencies and protocols

Use Cases

Where agents should consider it

Classification Evidence

Why Git.Top categorized this project

Full JSON

Category: mediumMatched "eval" in metadata.

Deployment: highMatched "pip install" in repository content. Local usage is assumed for open source repositories unless contradicted.

Difficulty: mediumRepository has under 10k stars, so complexity is treated conservatively.

Cloudflare Ready: highRuntime blocker: python. No Cloudflare deployment signal detected.

Compare

comet-ml/opik leads this context

JSON

ProjectStarsAgentLocalCloudflareScore

openai/frontier-evals1,270NoYesNo58

comet-ml/opik21,118NoYesNo90

Arize-ai/phoenix10,868YesYesNo89

confident-ai/deepeval17,360NoYesNo82