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What is Lingma?

Lingma is an AI-powered coding assistant from Alibaba Cloud, designed to significantly improve software development efficiency. It boasts features like real-time code completion at both line and function levels, natural language code generation, and intelligent troubleshooting, allowing developers to express their needs in straightforward terms and receive automatically generated code directly in their editors. With support for over 200 programming languages, Lingma provides comprehensive code explanations along with visual flow diagrams for enhanced understanding. It also evaluates codebases to create unit tests, automatically compiles and executes code, and resolves issues to enhance test coverage. Users can upload images for contextual insight, which helps in generating relevant code or implementing fixes based on their outlined requirements. For corporate environments, Lingma integrates effortlessly with private data sources such as documents and repositories, refining its outputs to align with company policies and improving its relevance in professional settings. This integration not only enhances individual productivity but also cultivates a collaborative environment for development teams, streamlining workflows across various projects and ensuring that all team members can work more effectively together. Ultimately, Lingma stands out as a versatile tool that adapts to diverse needs and enhances the overall coding experience.

What is Brokk?

Brokk stands out as a cutting-edge AI-powered coding assistant, crafted to handle large and complex codebases by providing language models with an extensive, compiler-grade understanding of code structure, semantics, and interrelationships. It enhances context management by judiciously incorporating summaries, diffs, or entire files into a workspace, enabling the AI to concentrate on relevant portions of a codebase that can contain millions of lines, rather than attempting to parse everything simultaneously. With features such as Quick Context, which suggests files based on their embeddings and structural importance; Deep Scan, which uses sophisticated models to pinpoint files needing edits or further summarization; and Agentic Search, allowing a multi-step investigation of symbols, call graphs, or usages throughout the project, Brokk significantly improves the coding experience. Its foundation is built on static analysis through Joern, allowing for type inference that goes beyond basic Abstract Syntax Trees (ASTs), while JLama is employed for swift embedding inference to aid in context adjustments. Available as a stand-alone Java application instead of a plugin for an Integrated Development Environment (IDE), Brokk enables users to manage AI-driven workflows with both clarity and precision, leading to a more efficient development process overall. This innovative methodology not only simplifies navigation through intricate codebases but also fosters improved developer productivity and satisfaction.

Media

Media

Integrations Supported

C
C++
Go
Java
JavaScript
PHP
Python
Rust
AppCode
GPT-5 nano
GPT-5.1 Pro
GPT-5.2 Pro
GPT-5.4
GPT-5.4 Pro
GPT-5.4 mini
Gemini 3.1 Flash-Lite
Grok 3 mini
JetBrains Aqua
OpenAI o3
WebStorm

Integrations Supported

C
C++
Go
Java
JavaScript
PHP
Python
Rust
AppCode
GPT-5 nano
GPT-5.1 Pro
GPT-5.2 Pro
GPT-5.4
GPT-5.4 Pro
GPT-5.4 mini
Gemini 3.1 Flash-Lite
Grok 3 mini
JetBrains Aqua
OpenAI o3
WebStorm

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

$20 per month
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Alibaba

Date Founded

1999

Company Location

China

Company Website

www.alibabacloud.com/en/product/lingma

Company Facts

Organization Name

Brokk

Company Location

United States

Company Website

brokk.ai/

Categories and Features

Categories and Features

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