Alternatives Engine

qdrant-rag-eval Alternatives

Compare open-source alternatives to qdrant/qdrant-rag-eval by fit, deployment, maintenance, quality, and agent readiness.

Decision Summary

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

CandidatesExplicitCloudflare-readyAvg similarityTop candidate
123088promptfoo/promptfoo

Source Project

qdrant/qdrant-rag-eval

This repo is the central repo for all the RAG Evaluation reference material and partner workshop

Jupyter Notebook Unknown license LocalCloud

Best For

Where qdrant-rag-eval 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

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
qdrant/qdrant-rag-evalSource89Jupyter NotebookLocal, Cloud550
promptfoo/promptfoo100/10024,023TypeScriptDocker, Library Only7588
modelscope/evalscope100/1003,179PythonDocker, Library Only4383
Giskard-AI/giskard-oss100/1005,729PythonLibrary Only, Local4281
comet-ml/opik89/10021,167PythonDocker, Kubernetes6690
vibrantlabsai/ragas87/10015,103PythonDocker, Library Only3275

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 EvalLocalCloudVector Database
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality75
Agent88

Alternative Match

modelscope/evalscope

100/100

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

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

ExplicitLlm EvalLocalCloudVector Database
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality43
Agent83

Alternative Match

Giskard-AI/giskard-oss

100/100

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

🐢 Open-Source Evaluation & Testing library for LLM Agents

ExplicitLlm EvalLocalCloudVector Database
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality42
Agent81

Alternative Match

comet-ml/opik

89/100

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.

Llm EvalLocalCloudVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality66
Agent90

Alternative Match

vibrantlabsai/ragas

87/100

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Supercharge Your LLM Application Evaluations 🚀

Llm EvalLocalCloudVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality32
Agent75

Alternative Match

Marker-Inc-Korea/AutoRAG

86/100

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

AutoRAG: Now your agent can find anything in your computer. It gets smarter if you are using it frequently.

Llm EvalLocalCloudVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality24
Agent70

Alternative Match

promptfoo/promptfoo-action

86/100

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.
Quality17
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 EvalLocalCloudVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality9
Agent65

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

MAANG-level AI Engineer interview prep mapped to the AI Engineering Roadmap 2026 newsletter. Deep conceptual, coding, system design & behavioral questions with detailed answers. Covers LLMs, Python for AI, tool calling, agents, RAG, embeddings, vector DBs, eval frameworks & more. Biweekly added with each episode.

Llm EvalLocalCloudVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality7
Agent53

Alternative Match

supermemoryai/memorybench

85/100

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Unified benchmark for evaluating conversational memory and RAG across multiple datasets

Llm EvalLocalCloudVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality6
Agent55

Alternative Match

IntelLabs/RAG-FiT

78/100

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.

Llm EvalLocalCloudVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality5
Agent56

Alternative Match

meshkovQA/Eval-ai-library

78/100

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 EvalLocalCloudVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality5
Agent51

Data Source

d1 / d1_query

1057 loaded projects. Generated at 2026-08-08T03:53:29.599Z.