LIME

LIME

Local interpretable model-agnostic explanations for ML.

4.3
Ranked #1
1.2K views
Added Recently
open-sourcecoding
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The Expert Verdict

A faster, though slightly less mathematically rigorous, alternative to SHAP for explaining individual AI predictions.

Trust Score

94%

Performance

92%

UX / UI

82%

LIME (Local Interpretable Model-agnostic Explanations) is another popular open-source library for explaining machine learning models. Unlike SHAP, which tries to calculate exact feature contributions globally, LIME works by tweaking the input data slightly and seeing how the black-box model's prediction changes, building a simple, interpretable model locally around that specific prediction.

Core Features

Model-agnostic

Works on text, images, and tabular data

Fast execution time

Local interpretability

Who is it for?

Data ScientistsMachine Learning EngineersResearchers

How It Works

1

Create an Account

Sign up in seconds and connect your existing workspace.

2

Configure your AI

Set your preferences, tone, and parameters to match your brand.

3

Generate & Deploy

Let the AI do the heavy lifting while you review and publish the results.

Pricing Plans

Open Source

$0
  • Free Python library
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Traffic & Analytics

Monthly Visits

N/A (GitHub hosted)

↑ 12.4% vs last month

Bounce Rate

N/A

↓ 2.1% improvement

Global Rank

N/A

Top 5% in category

User Reviews

Write a Review
MC

Marcus Chen

Content Director1 week ago

"I've tested five different platforms in the coding category and this one blows them all out of the water. The speed and precision are unmatched."

DK

David Kim

Product Manager1 month ago

"Solid platform. Does exactly what it promises without unnecessary bloat. Customer support was also surprisingly fast when we had an API question."

Integrations

Works seamlessly with your existing stack — one click to connect.

SlackSlack
ZapierZapier
NotionNotion
GoogleGoogle
HubSpotHubSpot
SalesforceSalesforce
StripeStripe
AirtableAirtable
GitHubGitHub
FigmaFigma
JiraJira
LinearLinear
DiscordDiscord
WebflowWebflow
ShopifyShopify
WordPressWordPress

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Frequently Asked Questions

Is LIME free to use?

LIME offers a paid subscription. Check the Pricing section above for full details on what's included at each tier.

How does LIME compare to competitors?

LIME stands out in the coding category for its ease of use and feature depth. See the Alternatives section above for a direct comparison with similar tools. You can also use our Compare tool to run a side-by-side analysis.

Can I integrate LIME with my existing workflow?

Yes. LIME supports integrations with popular platforms including Slack, Zapier, Notion, and more. See the Integrations section above for the full list of supported connections.

Is there a mobile app for LIME?

Availability of a mobile app depends on the specific product tier. Many coding tools offer progressive web apps or native mobile apps. Check LIME's official website for the most up-to-date information on platform support.

How do I get started with LIME?

Getting started is straightforward: visit the official website, sign up for a free account (if available), and follow the onboarding guide. Most users are fully operational within a single session.

Changelog

Recent updates and product improvements.

v3.2.0Major UpdateJune 2026
  • Redesigned coding dashboard with real-time insights
  • Introduced AI-powered batch processing mode
  • New API endpoints for enterprise integrations
v3.1.5Bug FixApril 2026
  • Fixed latency issues on high-traffic periods
  • Resolved export formatting bug on Windows
  • Performance improvements for large datasets
v3.1.0Feature DropFebruary 2026
  • Launched team collaboration workspace
  • Added 12 new coding templates
  • Slack and Zapier integration beta
v3.0.0Major ReleaseDecember 2025
  • Complete UI redesign with dark mode
  • Upgraded underlying AI model for 40% accuracy improvement
  • New pricing model with annual discount