Project Knowledge

raga-ai-hub/RagaAI-Catalyst

Use raga-ai-hub/RagaAI-Catalyst when the user needs a llm eval project with library-only, local, cloud deployment options.

TypeProject / implementation

Difficultyintermediate

LanguagePython

LicenseApache-2.0

TL;DR

Use raga-ai-hub/RagaAI-Catalyst when the user needs a llm eval project with library-only, local, cloud deployment options.

Install

Install as a library or package using the repository instructions.

Good For

evaluate LLM outputs

benchmark prompts and agents

track model quality

Not Good For

edge-only Cloudflare Workers deployment without adaptation

users expecting a complete hosted product

production inference serving

Git.Top Score73/100

Agent Score65/100

Maintenance9

Stability55

Quality9/100

Best Use

evaluate LLM outputs

Primary situation where this project is a good shortlist candidate.

Watch Out

edge-only Cloudflare Workers deployment without adaptation

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

3/4 classification signals high; 4 quality signals complete or snapshot

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

Freshness

Repo 2026-08-10; metrics 2026-08-10

Repository and metric timestamps for this knowledge record.

Freshness

Repository and metrics timestamps

Repository synced2026-08-10T13:53:50.741Z

Metrics calculated2026-08-10T13:53:50.741Z

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

Project / implementation

This repository is treated as an implementation project. Compare its deployment fit, maintenance, and alternatives before adopting it.

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.

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

vibrantlabsai/ragasUse vibrantlabsai/ragas when the user needs a llm eval project with docker, library-only, local deployment options.

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

Related Projects

Adjacent ecosystem projects

JSON

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.

Marker-Inc-Korea/AutoRAGUse Marker-Inc-Korea/AutoRAG when the user needs a llm eval project with library-only, local, cloud deployment options. Shared llm eval category and library_only 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.

lmnr-ai/lmnrUse lmnr-ai/lmnr when the user needs a llm eval project with docker, vercel, serverless deployment options. Shared llm eval category and library_only deployment context.

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

strands-agents/evalsUse strands-agents/evals 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: highMatched "eval" in metadata. Matched "evaluation" in metadata.

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

Difficulty: mediumNo strong beginner or advanced signal found; defaulting to intermediate.

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

Compare

comet-ml/opik leads this context

JSON

ProjectStarsAgentLocalCloudflareScore

raga-ai-hub/RagaAI-Catalyst16,146YesYesNo65

comet-ml/opik21,397NoYesNo90

Arize-ai/phoenix11,062YesYesNo89

Giskard-AI/giskard-oss5,752YesYesNo82