Overview of Tabnine - AI Assistant for Faster and Safer Code Delivery
Tabnine is an AI assistant that helps developers write code faster while keeping it safe and secure. It provides intelligent code completions and suggestions in your IDE based on your codebase and permissible open source code.
Tabnine aims to boost developer productivity by automating repetitive coding tasks. It adapts to your coding style and codebase to provide relevant recommendations.
How Tabnine Works
Tabnine utilizes machine learning models trained on open source code to generate code completions and suggestions tailored to your codebase.
- It studies the way you write code to recommend completions that match your coding style and preferences.
- The models run locally on your machine to keep your code private and secure.
- It integrates seamlessly into popular IDEs like VSCode, IntelliJ, PyCharm etc.
When you start typing code, Tabnine scans your codebase and suggests completions for the next token or line. If you accept a suggestion, Tabnine incorporates your feedback to improve further recommendations.
Features and Benefits
Tabnine offers intelligent code completion and generation capabilities:
Code Completion
- Line completions - Suggests completion for the entire line based on context.
- Function definition completion - Generates full function definition using the function declaration.
- Code generation from comments - Creates code blocks from comments describing the functionality.
Benefits:
- Reduces repetitive coding
- Speeds up development cycles
- Promotes code consistency and best practices
Security
- Fully private - No code leaves your environment. Models run locally on your machines.
- Trained only on permissible open source code - Eliminates privacy, security and compliance risks.
Benefits:
- Provides code suggestions securely without exposing IP
- Stays compliant with security policies
- Respects licenses and developer intent
Customization
- Adaptability to codebase - Improves continuously by learning from your codebase without seeing actual code.
- Remembers your coding style - Generates code tailored to your preferences.
- Central configuration - Enforce organization-wide assistant configuration.
Benefits:
- Code recommendations are highly contextual and relevant
- Coding standardization across teams
- Control over assistant behavior
IDE Integration
- Supports all popular IDEs - VSCode, IntelliJ, PyCharm, WebStorm etc.
- Easy setup - Simple plugins make Tabnine readily available in your IDE.
Benefits:
- Coding assistance available where you need it
- Start benefiting quickly with minimal effort
Chat Capabilities
- Chat interface to Tabnine assistant - Ask questions and get code recommendations through chat.
- Code generation and explanation - Get code generated and explained for given tasks.
- Search codebase - Plain text search queries for your organizational code.
Benefits:
- Faster discovery of code solutions
- Accelerates onboarding with chat-based assistance
- Easier investigation into existing codebase
Use Cases
Tabnine boosts productivity across the entire coding lifecycle:
Faster Coding
The core benefit Tabnine provides is accelerated development by reducing repetitive coding effort. It is especially useful for:
- Codifying common logic and patterns
- Implementing standard library usage
- Encoding complex business logic
For example, Tabnine can automatically generate code for reading a file, connecting to a database, or mapping data objects.
Code Reviews
By standardizing code and promoting reuse, Tabnine can help streamline code reviews. Benefits include:
- Less back-and-forth communication for standard code patterns
- Focus reviews on logic rather than syntax
- Ensure best practices are shareable and reusable
Onboarding
Onboarding engineers can get intelligently customized code recommendations from their first day.
- Get them productive faster by providing code assistance for ramp-up tasks
- Reduce dependency on senior engineers for questions
- Enable learning the codebase by providing contextual recommendations
Refactoring
Tabnine suggestions can highlight areas to apply improvements.
- Apply modern patterns for legacy systems
- Adopt new libraries or capabilities
- Improve readability, performance or security
Who is Tabnine For?
Tabnine aims to help all developers write better code faster. Specific personas that benefit:
Software Engineers
- Reduce daily repetitive coding
- Maintain focus on complex tasks vs. mundane
Architects
- Guide and align team development
- Upgrade existing systems with modern best practices
Managers
- Shorten release cycles to deliver value faster
- Reallocate resources from maintenance to innovation
Students
- Accelerate learning with coding assistant for assignments
- Understand how to apply coding best practices
Essentially any developer from beginner to expert can benefit from code assistance.
Pricing and Plans
Tabnine offers free and paid personal plans, along with enterprise licensing:
- Personal - Free basic code suggestions for individual developers.
- Pro - $10/mo billed annually - Advanced code completions with priority support.
- Enterprise - Contact sales - On-premise AI assistant customized for large development teams.
Free personal plans are fully-featured but have request limits. Paid plans enable higher usage.
Support
Tabnine provides technical support through email and chat. Support level depends on plan:
- Personal: Email support
- Pro: Priority email and chat support
- Enterprise: 24/7 chat & email support
Integrations
Tabnine provides deep integration with all popular IDEs:
- JetBrains - IntelliJ, PyCharm, WebStorm, GoLand etc.
- VSCode
- Eclipse
- Android Studio
It also integrates with text editors like Sublime and Vim/Neovim.
Installing Tabnine plugin takes just minutes. Get Tabnine for your IDE.
API and Customization
Enterprise plans unlock the ability to customize Tabnine's models:
- Train on internal code - Improve recommendations without exposing IP
- Enforce configurations - Centrally manage assistant behavior
- REST API - Programmatically control assistant as needed
- On-premise deployment - Runs fully privately on internal infrastructure
Get in touch to discuss custom integration.
What Users are Saying
Tabnine has over 2 million users benefiting from intelligent coding assistance:
"Tabnine literally writes rust code for you"
"This plugin saved my life! It knows my coding style!"
"Sublime + Tabnine = pure love!"
Users highlight quicker coding, relevant recommendations, and integration with existing workflows as top benefits.
Frequently Asked Questions
Is Tabnine free?
Tabnine has a free personal version with request limits. Paid Pro plans enable higher usage.
What IDEs does Tabnine support?
It supports VSCode, IntelliJ, PyCharm, WebStorm, Android Studio, Eclipse and others.
Can Tabnine see or leak my code?
No, Tabnine runs locally on your machine without sending code externally.
More Resources
- Tabnine Blog - Product updates, AI research and guides
- Docs - Documentation and configuration details
- Academy - Educational articles and videos
- Twitter - Get updates on new releases
- GitHub - Report issues and contribute