LIME alternatives in 2026: 24 tools like LIME

Closest: Explainability & Alignment

Captum

Model interpretability library for PyTorch

Curated

0 use thisCompare with LIME
ELI5

Debug and explain ML classifiers and regressors

Curated

0 use thisCompare with LIME
InterpretML

Microsoft's toolkit for model interpretability

Curated

0 use thisCompare with LIME
SHAP

Game theoretic approach to explain ML model outputs

Curated

0 use thisCompare with LIME

More in Observability & Evals

Langfuse

Open-source LLM engineering platform for tracing and evals

Curated

1 use thisCompare with LIME
AgentOps

Observability and debugging platform purpose-built for AI agents

Curated

0 use thisCompare with LIME
Helicone

Open-source LLM observability and proxy

Curated

0 use thisCompare with LIME
Laminar

Open-source platform to trace, evaluate, and debug AI agents

CuratedWeb

0 use thisCompare with LIME
Opik

Open-source LLM evaluation and tracing by Comet

Curated

0 use thisCompare with LIME
Phoenix (Arize)

Open-source AI observability and evaluation platform

Curated

0 use thisCompare with LIME
Traceloop

OpenTelemetry-based LLM observability

Curated

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Arize AI

ML observability and monitoring platform

CuratedWeb

0 use thisCompare with LIME
Evidently

ML model monitoring and data quality checks

Curated

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Fiddler AI

ML model performance management

Curated

0 use thisCompare with LIME
WhyLabs

Discontinued AI observability platform; platform and whylogs open sourced

Curated

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Braintrust

LLM evaluation and prompt management platform

CuratedWeb

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DeepEval

Open-source LLM evaluation framework

Curated

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EleutherAI LM Evaluation Harness

Framework for few-shot language model evaluation

Curated

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HELM

Holistic evaluation of language models

Curated

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HumanEval

OpenAI's benchmark for evaluating code generation

Curated

0 use thisCompare with LIME
LangSmith

Platform for debugging and evaluating LLM apps

Curated

0 use thisCompare with LIME
Persimmon

Research-preview model that simulates how people behave in chats

CuratedWeb

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Ragas

Evaluation framework for RAG pipelines

Curated

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Guidance

Constrained generation and prompt control by Microsoft

Curated

0 use thisCompare with LIME

Questions

What are the closest alternatives to LIME?

Captum, ELI5 and InterpretML sit on the same sub-line as LIME (Explainability & Alignment) on AI Landscape, with 1 more.

How are these alternatives chosen?

They are the other products on the Observability & Evals stop of the map: curated products first, the ones on LIME's sub-line before the rest, then by name until members have marked enough of them.