Alternatives Engine

awesome-ai-safety Alternatives

Compare open-source alternatives to Giskard-AI/awesome-ai-safety by fit, deployment, maintenance, quality, and agent readiness.

Decision Summary

Giskard-AI/awesome-ai-safety has 12 alternative candidates. Top match is Giskard-AI/giskard-oss at 90/100 because Similar llm eval with library_only/local deployment overlap.

CandidatesExplicitCloudflare-readyAvg similarityTop candidate
123073Giskard-AI/giskard-oss

Source Project

Giskard-AI/awesome-ai-safety

📚 A curated list of papers & technical articles on AI Quality & Safety

Unknown language Apache-2.0 Library OnlyLocalCloud

Best For

Where awesome-ai-safety fits

discover related AI projects
compare implementation patterns
bootstrap project selection

Not Best For

When to compare alternatives

users expecting a single installable runtime or library
edge-only Cloudflare Workers deployment without adaptation
users expecting a complete hosted product

Comparison Table

langwatch/langwatch leads this comparison context

langwatch/langwatch has the strongest combined agent score and maintenance profile in this comparison.

ProjectSimilarityStarsLanguageDeployQualityAgent
Giskard-AI/awesome-ai-safetySource222UnknownLibrary Only, Local554
Giskard-AI/giskard-oss90/1005,836PythonLibrary Only, Local3780
huggingface/text-embeddings-inference89/1005,062RustDocker, Serverless1976
langwatch/langwatch84/1004,872TypeScriptDocker, Vercel7380
dataelement/bisheng70/10011,983PythonDocker, Local3078
aurelio-labs/semantic-router70/1003,924PythonLibrary Only, Local2774

Alternative Match

Giskard-AI/giskard-oss

90/100

Similar llm eval with library_only/local deployment overlap.

Fit: Strong replacement candidate with category and deployment overlap.

🐢 Open-Source Evaluation & Testing library for LLM Agents

ExplicitLlm EvalLibrary OnlyLocalLlm 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

huggingface/text-embeddings-inference

89/100

Similar llm eval with local/cloud deployment overlap.

Fit: Strong replacement candidate with category and deployment overlap.

A blazing fast inference solution for text embeddings models

ExplicitLlm EvalLocalCloudLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality19
Agent76

Alternative Match

langwatch/langwatch

84/100

Similar llm eval with library_only/local deployment overlap.

Fit: Strong replacement candidate with category and deployment overlap.

The platform for LLM evaluations and AI agent testing

ExplicitLlm EvalLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local.
Quality73
Agent80

Alternative Match

dataelement/bisheng

70/100

Similar llm eval with local/cloud deployment overlap.

Fit: Strong replacement candidate with category and deployment overlap.

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 EvalLocalCloudLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality30
Agent78

Alternative Match

aurelio-labs/semantic-router

70/100

Similar llm eval with library_only/local deployment overlap.

Fit: Strong replacement candidate with category and deployment overlap.

Superfast AI decision making and intelligent processing of multi-modal data.

Llm EvalLibrary OnlyLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality27
Agent74

Alternative Match

langfuse/langfuse

68/100

Similar llm eval with library_only/local deployment overlap.

Fit: Strong replacement candidate with category and deployment overlap.

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

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

Alternative Match

promptfoo/promptfoo

68/100

Similar llm eval with library_only/local deployment overlap.

Fit: Strong replacement candidate with category and deployment overlap.

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.

Llm EvalLibrary OnlyLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality72
Agent88

Alternative Match

comet-ml/opik

68/100

Similar llm eval with library_only/local deployment overlap.

Fit: Strong replacement candidate with category and deployment overlap.

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

Llm EvalLibrary OnlyLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality64
Agent90

Alternative Match

truera/trulens

66/100

Similar llm eval with library_only/local deployment overlap.

Fit: Strong replacement candidate with category and deployment overlap.

Evaluation and Tracking for LLM Experiments and AI Agents

Llm EvalLibrary OnlyLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality38
Agent80

Alternative Match

lmnr-ai/lmnr

66/100

Similar llm eval with library_only/local deployment overlap.

Fit: Strong replacement candidate with category and deployment overlap.

Laminar - open-source observability platform purpose-built for AI agents. YC S24.

Llm EvalLibrary OnlyLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local.
Quality34
Agent78

Alternative Match

vibrantlabsai/ragas

66/100

Similar llm eval with library_only/local deployment overlap.

Fit: Strong replacement candidate with category and deployment overlap.

Supercharge Your LLM Application Evaluations 🚀

Llm EvalLibrary OnlyLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality31
Agent75

Alternative Match

hugalafutro/model-hotel

66/100

Similar llm eval with local/cloud deployment overlap.

Fit: Strong replacement candidate with category and deployment overlap.

Multi-Provider AI Gateway - No personal logs by design. Model autodiscovery, Failover groups, High availability, Android companion app, and more - "Because we have LiteLLM at home"

Llm EvalLocalCloudLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality30
Agent63

Data Source

d1 / d1_query

1213 loaded projects. Generated at 2026-09-26T18:15:09.841Z.