base on The most no-nonsense, locally or API-hosted AI code completion plugin for Visual Studio Code - like GitHub Copilot but 100% free. # Twinny Twinny is a free AI extension for Visual Studio Code, offering powerful AI-assisted coding features. ## Supported Providers - localhost OpenAI/Ollama Compatible API (default) - [OpenAI](https://openai.com) - [Anthropic](https://www.anthropic.com) - [OpenRouter](https://openrouter.ai) - [Deepseek](https://www.deepseek.com) - [Cohere](https://www.cohere.ai) - [Mistral AI](https://mistral.ai) - [Perplexity](https://www.perplexity.ai) - [Groq](https://groq.com) ## 🚀 Getting Started For a quick start guide, visit our [documentation](https://twinnydotdev.github.io/twinny-docs/). ## Main Features ### Fill in the Middle Code Completion Twinny provides AI-powered real-time code suggestions to enhance your coding experience. ### Chat with AI About Your Code Use the sidebar to discuss your code with AI, getting explanations, tests, refactoring suggestions, and more. ### Additional Features - Online and offline operation - Customizable API endpoints - Preserved chat conversations - OpenAI API standard compliance - Single and multiline fill-in-the-middle completions - Customizable prompt templates - Git commit message generation - Easy installation via VS Code marketplace - Configurable settings (API provider, model, port, path) - Direct code solution acceptance - New document creation from code blocks - Side-by-side diff view - Full-screen chat mode - Code solution block copying - Workspace embeddings for context-aware assistance - Symmetry network integration for P2P AI inference ### Workspace Embeddings Twinny uses workspace embeddings to provide context-aware AI assistance, improving the relevance of suggestions. ### Symmetry Network A decentralized P2P network for sharing AI inference resources, enhancing the capabilities of Twinny. ## Known Issues For troubleshooting and known issues, please check our GitHub [issues page](https://github.com/rjmacarthy/twinny/issues). ## Contributing We welcome contributions! Please contact us via [Twitter](https://x.com/twinnydotdev), describe your proposed changes in an issue, and submit a pull request. Twinny is MIT licensed. ## Support Twinny Twinny is free and open-source. If you'd like to support the project, donations are appreciated: Bitcoin: `1PVavNkMmBmUz8nRYdnVXiTgXrAyaxfehj` For updates, follow us on Twitter: https://x.com/twinnydotdev ## Disclaimer Twinny is actively developed and provided "as is". Functionality may vary between updates. ", Assign "at most 3 tags" to the expected json: {"id":"7534","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"