Project Knowledge

aurelio-labs/semantic-router

Use aurelio-labs/semantic-router when the user needs a llm eval project with library-only, local, cloud deployment options.

TypeProject / implementation

Difficultybeginner

LanguagePython

LicenseMIT

TL;DR

Use aurelio-labs/semantic-router 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 Score91/100

Agent Score75/100

Maintenance59

Stability100

Quality27/100

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

NVIDIA/garak: library_only, local

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 2026-09-20; metrics 2026-09-20

Repository and metric timestamps for this knowledge record.

Freshness

Repository and metrics timestamps

Repository synced2026-09-20T23:01:09.827Z

Metrics calculated2026-09-20T23:01:09.827Z

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

NVIDIA/garakUse NVIDIA/garak when the user needs a llm eval project with library-only, local, cloud deployment options.

truera/trulensUse truera/trulens when the user needs a llm eval project with library-only, local, cloud deployment options.

dataelement/bishengUse dataelement/bisheng when the user needs a llm eval project with docker, local, cloud deployment options.

strands-agents/evalsUse strands-agents/evals when the user needs a llm eval project with library-only, local, cloud deployment options.

samugit83/redamonUse samugit83/redamon when the user needs a llm eval project with docker, local, cloud deployment options.

Related Projects

Adjacent ecosystem projects

JSON

microsoft/eureka-ml-insightsUse microsoft/eureka-ml-insights when the user needs a llm eval project with library-only, local, cloud 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.

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.

microsoft/promptyUse microsoft/prompty when the user needs a llm eval project with library-only, local, cloud deployment options. Shared llm eval category and library_only deployment context.

datastax/jvectorUse datastax/jvector when the user needs a llm eval project with library-only, local, cloud deployment options. Shared llm eval category and library_only deployment context.

huggingface/evaluateUse huggingface/evaluate 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 repository content. Matched "evaluation" in repository content.

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

truera/trulens leads this context

JSON

ProjectStarsAgentLocalCloudflareScore

aurelio-labs/semantic-router3,912NoYesNo75

NVIDIA/garak9,316NoYesNo79

truera/trulens3,566YesYesNo79

dataelement/bisheng11,983YesYesNo78