Project Knowledge

Helicone/helicone

Use Helicone/helicone when the user needs a llm eval project with docker, cloudflare, serverless deployment options.

llm_evalagent-monitoringanalyticsevaluationgptlangchainlarge-language-modelsllama-indexllm
TypeProject / implementation
Difficultybeginner
LanguageTypeScript
LicenseApache-2.0

TL;DR

Use Helicone/helicone when the user needs a llm eval project with docker, cloudflare, serverless deployment options.

Use Helicone/helicone when the user needs a llm eval project with docker, cloudflare, serverless deployment options.

Install

Deploy on Cloudflare Workers using the repository's deployment instructions.

DockerCloudflareServerlessVercel

Good For

evaluate LLM outputs
benchmark prompts and agents
track model quality

Not Good For

edge-only Cloudflare Workers deployment without adaptation
production inference serving
end-user chat apps
Git.Top Score76/100
Agent Score77/100
Maintenance23
Stability60
Quality22/100

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

docker, cloudflare, serverless

Git.Top did not classify this as Cloudflare-ready. Evidence: Cloudflare signal: cloudflare workers.

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 2026-08-03; metrics 2026-08-03

Repository and metric timestamps for this knowledge record.

Freshness

Repository and metrics timestamps

Repository synced2026-08-03T15:00:17.389Z
Metrics calculated2026-08-03T15:00:17.389Z

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: Cloudflare signal: cloudflare workers.

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.
langwatch/langwatchUse langwatch/langwatch when the user needs a llm eval project with docker, vercel, serverless deployment options.
lmnr-ai/lmnrUse lmnr-ai/lmnr when the user needs a llm eval project with docker, vercel, serverless deployment options.
Arize-ai/phoenixUse Arize-ai/phoenix when the user needs a llm eval project with docker, vercel, serverless deployment options.
promptfoo/promptfooUse promptfoo/promptfoo when the user needs a llm eval project with docker, library-only, local deployment options.

Related Projects

Adjacent ecosystem projects

JSON
langfuse/langfuseUse langfuse/langfuse when the user needs a prompt tooling project with docker, vercel, serverless deployment options. Shared LLM provider dependency context.
comet-ml/opikUse comet-ml/opik when the user needs a llm eval project with docker, kubernetes, library-only deployment options. Shared llm eval category and docker deployment context.
Scale3-Labs/langtraceUse Scale3-Labs/langtrace when the user needs a llm eval project with docker, vercel, serverless deployment options. Shared llm eval category and docker deployment context.
Arize-ai/phoenixUse Arize-ai/phoenix when the user needs a llm eval project with docker, vercel, serverless deployment options. Shared llm eval category and docker deployment context.
langwatch/langwatchUse langwatch/langwatch when the user needs a llm eval project with docker, vercel, serverless deployment options. Shared llm eval category and docker 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 docker deployment context.

Deploy

Supported deployment paths

dockercloudflareserverlessvercelkuberneteslocal

Compatible With

Inferred dependencies and protocols

Cloudflare WorkersLLM provider

Use Cases

Where agents should consider it

evaluate LLM outputsbenchmark prompts and agentstrack model quality

Classification Evidence

Why Git.Top categorized this project

Full JSON
Category: highMatched "eval" in metadata. Matched "evaluation" in metadata.
Deployment: highFound Docker configuration file. Matched "cloudflare workers" in repository content.
Difficulty: mediumCloudflare deployment path suggests a guided serverless setup.
Cloudflare Ready: highCloudflare signal: cloudflare workers. Runtime blocker: python.

Compare

Helicone/helicone leads this context

JSON
ProjectStarsAgentLocalCloudflareScore
Helicone/helicone6,031YesYesYes77
comet-ml/opik21,118NoYesNo90
langwatch/langwatch3,463NoYesNo81
lmnr-ai/lmnr3,138YesYesNo76