Alternatives Engine

evalscope Alternatives

Compare open-source alternatives to modelscope/evalscope by fit, deployment, maintenance, quality, and agent readiness.

Decision Summary

modelscope/evalscope has 12 alternative candidates. Top match is promptfoo/promptfoo at 100/100 because Same llm eval intent with rag overlap.

CandidatesExplicitCloudflare-readyAvg similarityTop candidate
123090promptfoo/promptfoo

Source Project

modelscope/evalscope

A streamlined and customizable framework for efficient large model (LLM, VLM, AIGC) evaluation and performance benchmarking.

Python Apache-2.0 DockerLibrary OnlyLocal

Best For

Where evalscope fits

evaluate LLM outputs
benchmark prompts and agents
track model quality

Not Best For

When to compare alternatives

edge-only Cloudflare Workers deployment without adaptation
users expecting a complete hosted product

Comparison Table

comet-ml/opik leads this comparison context

comet-ml/opik has the strongest combined agent score and maintenance profile in this comparison.

ProjectSimilarityStarsLanguageDeployQualityAgent
modelscope/evalscopeSource3,474PythonDocker, Library Only4683
promptfoo/promptfoo100/10025,558TypeScriptDocker, Library Only7088
comet-ml/opik100/10022,290PythonDocker, Kubernetes6290
IntelLabs/RAG-FiT100/100767PythonLibrary Only, Local556
dataelement/bisheng94/10012,008PythonDocker, Local3178
vibrantlabsai/ragas94/10015,878PythonDocker, Library Only3075

Alternative Match

promptfoo/promptfoo

100/100

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI and Anthropic.

ExplicitLlm EvalDockerLibrary OnlyVector Database
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, library_only, local.
Quality70
Agent88

Alternative Match

comet-ml/opik

100/100

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.

ExplicitLlm EvalDockerLibrary OnlyVector Database
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, library_only, local.
Quality62
Agent90

Alternative Match

IntelLabs/RAG-FiT

100/100

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Framework for enhancing LLMs for RAG tasks using fine-tuning.

ExplicitLlm EvalLibrary OnlyLocalVector Database
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality5
Agent56

Alternative Match

dataelement/bisheng

94/100

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

BISHENG is an open LLM devops platform for next generation Enterprise AI applications. Powerful and comprehensive features include: GenAI workflow, RAG, Agent, Unified model management, Evaluation, SFT, Dataset Management, Enterprise-level System Management, Observability and more.

Llm EvalDockerLocalVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, local, cloud.
Quality31
Agent78

Alternative Match

vibrantlabsai/ragas

94/100

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Supercharge Your LLM Application Evaluations 🚀

Llm EvalDockerLibrary OnlyVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, library_only, local.
Quality30
Agent75

Alternative Match

Giskard-AI/giskard-oss

90/100

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

🐢 Open-Source Evaluation & Testing library for LLM Agents

Llm EvalLibrary OnlyLocalVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality37
Agent80

Alternative Match

promptfoo/promptfoo-action

87/100

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

The GitHub Action for Promptfoo. Test your prompts, agents, and RAGs. AI Red teaming, pentesting, and vulnerability scanning for LLMs. Compare performance of GPT, Claude, Gemini, Llama, and more. Simple declarative configs with command line and CI/CD integration.

Llm EvalLocalCloudVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality16
Agent58

Alternative Match

raga-ai-hub/RagaAI-Catalyst

85/100

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view

Llm EvalLibrary OnlyLocalVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality9
Agent65

Alternative Match

evalaiqa/Eval-ai-library

84/100

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Comprehensive AI Model Evaluation Framework with advanced techniques including Temperature-Controlled Verdict Aggregation via Generalized Power Mean. Support for multiple LLM providers and 15+ evaluation metrics for RAG systems and AI agents.

Llm EvalLibrary OnlyLocalVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality5
Agent54

Alternative Match

fzn0x/watchtower

84/100

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Watchtower is a simple AI-powered penetration testing automation CLI tool that leverages LLMs and LangGraph to orchestrate agentic workflows that you can use to test your websites locally. Generate useful pentest reports for your websites.

Llm EvalDockerLibrary OnlyVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, library_only, local.
Quality4
Agent57

Alternative Match

langfuse/langfuse

83/100

Similar llm eval with docker/library_only deployment overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

🪢 Open source agent evals & observability: Trace, evaluate, and improve LLM applications with one open platform.

Llm EvalDockerLibrary OnlyLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, library_only, local.
Quality80
Agent90

Alternative Match

Arize-ai/phoenix

80/100

Similar llm eval with docker/library_only deployment overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

AI Observability & Evaluation

Llm EvalDockerLibrary OnlyLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, library_only, local.
Quality56
Agent89

Data Source

d1 / d1_query

1213 loaded projects. Generated at 2026-10-01T06:17:10.844Z.