Alternatives Engine

memorybench Alternatives

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

Decision Summary

supermemoryai/memorybench 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

supermemoryai/memorybench

Unified benchmark for evaluating conversational memory and RAG across multiple datasets

TypeScript MIT LocalCloud

Best For

Where memorybench 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
supermemoryai/memorybenchSource303TypeScriptLocal, Cloud655
promptfoo/promptfoo100/10023,937TypeScriptDocker, Library Only7288
Giskard-AI/giskard-oss100/1005,729PythonLibrary Only, Local4281
promptfoo/promptfoo-action100/10069TypeScriptLocal, Cloud1758
Marker-Inc-Korea/AutoRAG92/1004,965TypeScriptLibrary Only, Local2470
comet-ml/opik89/10021,118PythonDocker, Kubernetes7290

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.
Quality72
Agent88

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

promptfoo/promptfoo-action

100/100

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.

ExplicitLlm EvalLocalCloudVector Database
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality17
Agent58

Alternative Match

Marker-Inc-Korea/AutoRAG

92/100

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

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.
Quality72
Agent90

Alternative Match

modelscope/evalscope

87/100

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.

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

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

ShenSeanChen/waku-agent

83/100

Same llm eval intent with agent_memory overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Waku Waku! Waku agent is your personal AI agent, on your own laptop, in code you can read in an afternoon — harness + loop + memory + eval

Llm EvalLocalCloudLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality47
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

comet-ml/opik-openclaw

79/100

Similar llm eval with local/cloud deployment overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

🦞 Official plugin for OpenClaw that exports agent traces to Opik. See and monitor agent behaviour, cost, tokens, errors and more.

Llm EvalLocalCloudLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality23
Agent63

Alternative Match

Ahoo-Wang/GodeX

79/100

Similar llm eval with local/cloud deployment overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Make every model a CodeX engine through an OpenAI-compatible Responses API gateway

Llm EvalLocalCloudLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality23
Agent61

Alternative Match

raga-ai-hub/RagaAI-Catalyst

79/100

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

Data Source

d1 / d1_query

1047 loaded projects. Generated at 2026-08-06T04:57:44.098Z.