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Lingma
An AI coding assistant that reshapes software development by helping developers code faster and more easily

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"Alibaba Cloud is the first cloud provider in China to adopt AI coding for all its staff. With Lingma enterprise dedicated edition, over 34% of new code is generated by AI, boosting R&D efficiency by 21%."

Jingren Zhou - CTO of Alibaba Cloud Intelligence
01/03
"Over 60% of our frontend and backend developers are using Lingma, achieving a 25% AI-driven code generation rate with an accuracy exceeding 90% in AI-assisted interactions."

Mili Tang - Deputy General Manager of China Insurance R&D Center
02/03
"Hello Group has fully adopted Lingma, with 25% of new code is generated by AI, improving efficiency by 12%."

Li Jia - Hello Group Algorithm Director
03/03
01/ 03
"Alibaba Cloud is the first cloud provider in China to adopt AI coding for all its staff. With Lingma enterprise dedicated edition, over 34% of new code is generated by AI, boosting R&D efficiency by 21%."

Jingren Zhou - CTO of Alibaba Cloud Intelligence
02/ 03
"Over 60% of our frontend and backend developers are using Lingma, achieving a 25% AI-driven code generation rate with an accuracy exceeding 90% in AI-assisted interactions."

Mili Tang - Deputy General Manager of China Insurance R&D Center
03/ 03
"Hello Group has fully adopted Lingma, with 25% of new code is generated by AI, improving efficiency by 12%."

Li Jia - Hello Group Algorithm Director
Overview
Overview
Lingma is an AI coding assistant that offers features such as autocomplete suggestions, AI chat, multi-file editing, and AI agent-driven task execution, all designed to help developers stay focused on innovation. Lingma's advanced enterprise security and customizable features empower organizations to create efficient, secure, and tailored software development environments.
Benefits
Collaborate with AI
Leverage cutting-edge LLMs and AI agents to collaborate with AI Developer and complete coding tasks more efficiently
Coding More Efficiently
Accelerate your coding with features like code completion, optimization, comment generation, and AI chat to streamline development and enhance your coding experience
Enterprise Customization
Empower your enterprise to unlock new capabilities with extensions, enhancing model outputs to align with your organization's knowledge base and conventions
Security & Compliance
Protect your data and code with robust encryption, secure network protocols, and comprehensive security strategies
Collaborate with AI
Leverage cutting-edge LLMs and AI agents to collaborate with AI Developer and complete coding tasks more efficiently
Coding More Efficiently
Accelerate your coding with features like code completion, optimization, comment generation, and AI chat to streamline development and enhance your coding experience
Enterprise Customization
Empower your enterprise to unlock new capabilities with extensions, enhancing model outputs to align with your organization's knowledge base and conventions
Security & Compliance
Protect your data and code with robust encryption, secure network protocols, and comprehensive security strategies

Features

AI Developer
Code Generation
AI Chat
Customizable Enterprise Extensions

AI Chat With Images

You can add images as context by selecting, dragging and dropping, or pasting them. These images are automatically analyzed to generate code or provide bug-fixing suggestions based on the requirement descriptions.

Engineering-Level Coding Tasks

Lingma's AI Developer, with the capability of multi-file edits and tool integration, can assist developers in accomplishing coding tasks such as fulfilling requirements, solving problems, generating unit tests, and performing batch code modifications.

Unit Test Generation

Lingma's AI Developer can generate unit tests based on current code changes, single or multiple code files. It automatically compiles and runs code, and repairs issues, significantly improving test coverage.

AI Chat With Images

You can add images as context by selecting, dragging and dropping, or pasting them. These images are automatically analyzed to generate code or provide bug-fixing suggestions based on the requirement descriptions.

Engineering-Level Coding Tasks

Lingma's AI Developer, with the capability of multi-file edits and tool integration, can assist developers in accomplishing coding tasks such as fulfilling requirements, solving problems, generating unit tests, and performing batch code modifications.

Code Explanation

Lingma supports over 200 programming languages. You can select a portion of code and let Lingma automatically generate detailed code explanations with visualized flow charts. This enables you to quickly grasp the code logic and functional design.

Line/Function-Level Real-Time Code Completion

Lingma can analyze your codebase and generate code or entire functions for you in real time.

Natural-Language Code Generation

You can describe your requirements in natural languages through comments and get generate code directly in the editor.

Code Explanation

Lingma supports over 200 programming languages. You can select a portion of code and let Lingma automatically generate detailed code explanations with visualized flow charts. This enables you to quickly grasp the code logic and functional design.

Line/Function-Level Real-Time Code Completion

Lingma can analyze your codebase and generate code or entire functions for you in real time.

Intelligent Troubleshooting

Lingma analyzes your codebase and environment to help you quickly troubleshoot coding problems, compilation errors, runtime errors, etc., and provides code suggestions and solutions to improve problem-solving efficiency.

AI Chat in R&D Field

Lingma is trained on massive R&D documents, product manuals, general R&D knowledge data, and cloud service documents from Alibaba Cloud, among others. This enables Lingma to answer your questions and assist in resolving R&D issues efficiently.

Intelligent Troubleshooting

Lingma analyzes your codebase and environment to help you quickly troubleshoot coding problems, compilation errors, runtime errors, etc., and provides code suggestions and solutions to improve problem-solving efficiency.

AI Chat in R&D Field

Lingma is trained on massive R&D documents, product manuals, general R&D knowledge data, and cloud service documents from Alibaba Cloud, among others. This enables Lingma to answer your questions and assist in resolving R&D issues efficiently.

Customizable Extensions and Integration

Lingma's Enterprise Extensions can empower your organization to unlock new capabilities with customizable extensions, allowing you to tailor commands, tools and agents to fit your specific needs and scenarios.

Enterprise Knowledge Base Enhancement

Lingma's Enterprise Knowledge Base can integrate your organization's private data, including documents, specifications, and repositories, to enhance model outputs, ensuring alignment with your standards and practice.

Customizable Extensions and Integration

Lingma's Enterprise Extensions can empower your organization to unlock new capabilities with customizable extensions, allowing you to tailor commands, tools and agents to fit your specific needs and scenarios.

Enterprise Knowledge Base Enhancement

Lingma's Enterprise Knowledge Base can integrate your organization's private data, including documents, specifications, and repositories, to enhance model outputs, ensuring alignment with your standards and practice.

Features

AI Chat With Images

You can add images as context by selecting, dragging and dropping, or pasting them. These images are automatically analyzed to generate code or provide bug-fixing suggestions based on the requirement descriptions.

Engineering-Level Coding Tasks

Lingma's AI Developer, with the capability of multi-file edits and tool integration, can assist developers in accomplishing coding tasks such as fulfilling requirements, solving problems, generating unit tests, and performing batch code modifications.

Unit Test Generation

Lingma's AI Developer can generate unit tests based on current code changes, single or multiple code files. It automatically compiles and runs code, and repairs issues, significantly improving test coverage.

AI Chat With Images

You can add images as context by selecting, dragging and dropping, or pasting them. These images are automatically analyzed to generate code or provide bug-fixing suggestions based on the requirement descriptions.

Engineering-Level Coding Tasks

Lingma's AI Developer, with the capability of multi-file edits and tool integration, can assist developers in accomplishing coding tasks such as fulfilling requirements, solving problems, generating unit tests, and performing batch code modifications.

Line/Function-Level Real-Time Code Completion

Lingma can analyze your codebase and generate code or entire functions for you in real time.

Natural-Language Code Generation

You can describe your requirements in natural languages through comments and get generate code directly in the editor.

Code Explanation

Lingma supports over 200 programming languages. You can select a portion of code and let Lingma automatically generate detailed code explanations with visualized flow charts. This enables you to quickly grasp the code logic and functional design.

AI Chat in R&D Field

Lingma is trained on massive R&D documents, product manuals, general R&D knowledge data, and cloud service documents from Alibaba Cloud, among others. This enables Lingma to answer your questions and assist in resolving R&D issues efficiently.

Intelligent Troubleshooting

Lingma analyzes your codebase and environment to help you quickly troubleshoot coding problems, compilation errors, runtime errors, etc., and provides code suggestions and solutions to improve problem-solving efficiency.

Enterprise Knowledge Base Enhancement

Lingma's Enterprise Knowledge Base can integrate your organization's private data, including documents, specifications, and repositories, to enhance model outputs, ensuring alignment with your standards and practice.

Customizable Extensions and Integration

Lingma's Enterprise Extensions can empower your organization to unlock new capabilities with customizable extensions, allowing you to tailor commands, tools and agents to fit your specific needs and scenarios.

Pricing
Free
Free Edition
Free
Code Completion: Basic functionalities include real-time inline/function-level code completion, generating code from comments, offline single-line completion via a local model, and cross-file contextual awareness.

AI Chat: Basic functionalities include smart AI chat, chat based on codebase, chat with images, and terminal-based chat.

AI Developer (Beta): Multi-file edits and unit test agent.

Monthly Usage Limits: Up to 50 rounds of chat dialogues per month and 50 functions per month for unit test generation agent

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Get Started For Free
Free Offer (Limited Time)
Professional Edition
Free Offer (Limited Time)
Code Completion: Basic functionalities include real-time inline/function-level code completion, generating code from comments, offline single-line completion via a local model, and cross-file contextual awareness.

AI Chat: Basic functionalities include smart AI chat, chat based on codebase, chat with images, and terminal-based chat.

AI Developer (Beta): Multi-file modification and unit test agent.




Learn more
Expand
Get Started For Free
Recommended
Enterprise Dedicated Edition
$32/person-month (from 100 persons)
Code Completion: Same with Professional Edition
AI Chat: Same with Professional Edition
AI Developer (Beta): Same with Professional Edition

Enterprise Management:
- Security Protection: exclusive VPC deployment, IP whitelist management, etc.;
- Enterprise Customization: enterprise knowledge base, customizable extensions;
- Efficient Management and Control: multi-organizational collaboration, authorization management, performance statistics, etc.

Learn more
Expand
Buy Now
Free
Free Edition
Free
Code Completion: Basic functionalities include real-time inline/function-level code completion, generating code from comments, offline single-line completion via a local model, and cross-file contextual awareness.

AI Chat: Basic functionalities include smart AI chat, chat based on codebase, chat with images, and terminal-based chat.

AI Developer (Beta): Multi-file edits and unit test agent.

Monthly Usage Limits: Up to 50 rounds of chat dialogues per month and 50 functions per month for unit test generation agent

Learn more
Expand
Get Started For Free
Free Offer (Limited Time)
Professional Edition
Free Offer (Limited Time)
Code Completion: Basic functionalities include real-time inline/function-level code completion, generating code from comments, offline single-line completion via a local model, and cross-file contextual awareness.

AI Chat: Basic functionalities include smart AI chat, chat based on codebase, chat with images, and terminal-based chat.

AI Developer (Beta): Multi-file modification and unit test agent.




Learn more
Expand
Get Started For Free
Recommended
Enterprise Dedicated Edition
$32/person-month (from 100 persons)
Code Completion: Same with Professional Edition
AI Chat: Same with Professional Edition
AI Developer (Beta): Same with Professional Edition

Enterprise Management:
- Security Protection: exclusive VPC deployment, IP whitelist management, etc.;
- Enterprise Customization: enterprise knowledge base, customizable extensions;
- Efficient Management and Control: multi-organizational collaboration, authorization management, performance statistics, etc.

Learn more
Expand
Buy Now
Security and Compliance
China's LLM Pre-Training Test Pioneer
Alibaba Cloud's Qwen is among the first to pass China's "LLM Standard Conformance Evaluation," meeting national standards in versatility, intelligence, and security.
Among the First to Complete CAC Filing
Alibaba Cloud has completed the filing to the Cyberspace Administration of China (CAC) as 1) a technical support service provider of Tongyi Qwen LLM service, and 2) generative artificial intelligence (GAI) service.
ISO/IEC 42001 Certified by IQNet
Alibaba Cloud pioneered the achievement of ISO 42001 certification for Artificial Intelligence Management, setting an international benchmark. With this certification, Alibaba Cloud helps ensure the safety and controllability of technology, leading the high-standard development of cloud computing and AI services.
Comprehensive Security Measures
Security measures such as full-link encrypted transmission, identity authentication, content security protection, etc., provide comprehensive protection for your data. Code data is used only for inference and will not be used in 2nd-time training.
Customer Success Stories
Mili Tang - Deputy General Manager of Innovation Research and Development Center at China United Property Insurance Co., Ltd.
"By using Alibaba Cloud's Lingma, China Insurance has seen a significant and effective improvement in its coding efficiency. Currently, we have 500+ developers in the front-end and back-end teams, of which 60% are using Lingma. About 20% of the generated code has been accepted. Lingma has freed developers from tedious work such as repetitive coding, unit testing, and troubleshooting. It also plays an important role in reducing human errors, ensuring code quality, and enhancing our team's innovation capabilities.”
Jianye Di - ICBU Architect at Alibaba International
"As a team of in-depth users of Lingma, we have truly felt the revolution of AI technology on R&D performance. The code completion, comment generation, and intelligent troubleshooting functions of Lingma effectively improved the efficiency of code output by 30%, and its accurate context-awareness capability allowed developers to focus more on core logic design. The tool not only supports seamless switching between mainstream languages such as Java and Python, but also automatically generates unit testing cases, reducing the code error rate by 40%. Through deep integration with existing IDEs, team collaboration efficiency is increased by 25%, which helped us achieve an intelligent upgrade of the development process while safeguarding code security.”
FinVolution Group
As a leading Chinese fintech group, FinVolution is committed to fulfilling its mission of "Enhancing Financial Services Through Innovative Technologies" with big data, artificial intelligence, and other cutting-edge technologies.
At present, hundreds of R&D personnel at FinVolution are using Lingma. With a weekly active user rate of 70%, 33% of new code is generated by Lingma, leading to an 11% overall improvement in R&D efficiency. This truly demonstrates AI-driven productivity.
In the future, FinVolution will continue to use Lingma to integrate various R&D scenarios intelligently, achieving an end-to-end upgrade of its development tools.
Gaia Workshop
Gaia Workshop is a Chinese enterprise that provides digital solutions for human efficiency. As a leader in this field, Gaia Workshop has long focused on developing products and solutions such as intelligent scheduling and attendance systems. It has also accumulated extensive experience in labor-intensive industries like manufacturing and retail.
90% of the R&D team members have used Lingma, and 26% of the team's new code is generated by Lingma, resulting in a 10% increase in overall R&D efficiency.
Li Jia - Algorithm Director at Hello Group
"At present, more than 20% of developers at Hello Group have used Lingma in their daily work and achieved a 12% increase in R&D efficiency. By July, the user coverage rate among developers will reach 70%. For Hello Group's Hailuo copilot, the average response time for code completion is 1.3 seconds, with an accuracy rate of 80%. In terms of code review, 180 applications are reviewed by AI each week, with an average of 140 bugs detected weekly."
Mili Tang - Deputy General Manager of Innovation Research and Development Center at China United Property Insurance Co., Ltd.
"By using Alibaba Cloud's Lingma, China Insurance has seen a significant and effective improvement in its coding efficiency. Currently, we have 500+ developers in the front-end and back-end teams, of which 60% are using Lingma. About 20% of the generated code has been accepted. Lingma has freed developers from tedious work such as repetitive coding, unit testing, and troubleshooting. It also plays an important role in reducing human errors, ensuring code quality, and enhancing our team's innovation capabilities.”
Jianye Di - ICBU Architect at Alibaba International
"As a team of in-depth users of Lingma, we have truly felt the revolution of AI technology on R&D performance. The code completion, comment generation, and intelligent troubleshooting functions of Lingma effectively improved the efficiency of code output by 30%, and its accurate context-awareness capability allowed developers to focus more on core logic design. The tool not only supports seamless switching between mainstream languages such as Java and Python, but also automatically generates unit testing cases, reducing the code error rate by 40%. Through deep integration with existing IDEs, team collaboration efficiency is increased by 25%, which helped us achieve an intelligent upgrade of the development process while safeguarding code security.”
FinVolution Group
As a leading Chinese fintech group, FinVolution is committed to fulfilling its mission of "Enhancing Financial Services Through Innovative Technologies" with big data, artificial intelligence, and other cutting-edge technologies.
At present, hundreds of R&D personnel at FinVolution are using Lingma. With a weekly active user rate of 70%, 33% of new code is generated by Lingma, leading to an 11% overall improvement in R&D efficiency. This truly demonstrates AI-driven productivity.
In the future, FinVolution will continue to use Lingma to integrate various R&D scenarios intelligently, achieving an end-to-end upgrade of its development tools.
Gaia Workshop
Gaia Workshop is a Chinese enterprise that provides digital solutions for human efficiency. As a leader in this field, Gaia Workshop has long focused on developing products and solutions such as intelligent scheduling and attendance systems. It has also accumulated extensive experience in labor-intensive industries like manufacturing and retail.
90% of the R&D team members have used Lingma, and 26% of the team's new code is generated by Lingma, resulting in a 10% increase in overall R&D efficiency.
Li Jia - Algorithm Director at Hello Group
"At present, more than 20% of developers at Hello Group have used Lingma in their daily work and achieved a 12% increase in R&D efficiency. By July, the user coverage rate among developers will reach 70%. For Hello Group's Hailuo copilot, the average response time for code completion is 1.3 seconds, with an accuracy rate of 80%. In terms of code review, 180 applications are reviewed by AI each week, with an average of 140 bugs detected weekly."
Related Resources
Installation Guide
Download and install Lingma plug-in
Learn More
Quickstart for Lingma (Enterprise Dedicated Edition)
Start using the Enterprise Dedicated Edition of Lingma
Learn More
FAQ
Frequently asked questions
Learn More
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