Trendshift - Ask AI

base on Initialize popular chatbots and apply responses with a single click <div align="center"> <img src="https://raw.githubusercontent.com/robertpiosik/CodeWebChat/refs/heads/master/packages/vscode/media/logo.png" alt="logo" width="128" /> <h1>Code Web Chat</h1> 👉 Select context, Type something and initialize chatbots hands-free! 👉 Apply chat responses in truncated, whole or diff edit formats 👉 API tools for code completions, multi-file edits and commit messages <a href="https://marketplace.visualstudio.com/items?itemName=robertpiosik.gemini-coder" target="_blank"><img src="https://img.shields.io/badge/Download-VS_Code_Marketplace-blue" alt="Download from Visual Studio Code Marketplace" /></a> <a href="https://github.com/robertpiosik/CodeWebChat/blob/dev/LICENSE" target="_blank"><img src="https://img.shields.io/badge/License-GPL--3.0-blue" alt="Download from Visual Studio Code Marketplace" /></a> <a href="https://github.com/robertpiosik/CodeWebChat" target="_blank"><img src="https://img.shields.io/github/stars/robertpiosik/CodeWebChat" alt="stars" /></a> <a href="https://x.com/robertpiosik" target="_blank"><img src="https://img.shields.io/badge/Created_by-@robertpiosik-black?logo=x" alt="X" /></a> <a href="https://x.com/CodeWebChat" target="_blank"><img src="https://img.shields.io/badge/Follow-@CodeWebChat-black?logo=x" alt="X" /></a> <a href="https://www.reddit.com/r/CodeWebChat" target="_blank"><img src="https://img.shields.io/badge/Join-r%2FCodeWebChat-orange?logo=reddit&logoColor=white" alt="Join r/CodeWebChat" /></a> <a href="https://codeweb.chat/" target="_blank">Documentation</a> </div> ## Meet CWC A community-driven, **non-agentic** coding tool for **AI-assisted programming** created by an independent developer. 🧩 Built for VS Code and its derivatives (Cursor, Windsurf, VSCodium, etc.) ✌️ 100% free and open source! **Guiding Principles:** - initialize popular chatbots—don't scrape responses - API tools—battle-tested must-haves - respect privacy—zero tracking - lightweight—about ~1MB of code **CWC is for you if:** - you're an experienced engineer working on a large codebase - you're a student or hobbyist on a budget - you love open source software! 🫶 **See how simple it is to implement a feature with ChatGPT:** <img src="https://github.com/robertpiosik/CodeWebChat/raw/HEAD/packages/shared/src/media/demo.gif" alt="Walkthrough" /> **Workflow with CWC is simple and effective:** <img src="https://github.com/robertpiosik/CodeWebChat/raw/HEAD/packages/shared/src/media/flow.png" alt="Flow" /> ## Context selection Coding agents are designed to offload the burden of relevant context selection from the programmer. With today's advancements in LLMs capabilities, the technology is dramatically accelerating the pace a new code is created. For some it is too fast too keep up though. Over time, they lose confidence in their understanding of the codebase they work on. Verifying AI-suggested changes can become challenging, making it easier for bugs or unintended behaviors to slip in. CWC does not prompt-engineer any form of autonomous AI assistance, instead, it expects programmer to be constantly in the loop with the evolving codebase by requiring careful context selection. The benefits of this friction include: - developing a mental model of the codebase - eliminating idle time while waiting for the AI to figure things out, - improved speed, quality, and cost efficiency of AI assistance. ## Chatbot initialization Code with your favorite chatbot without tedious copy-pasting and apply responses with a single click. The Connector extension bridges your editor and the browser. Available for all Chrome and Firefox based browsers. - [Chrome Web Store](https://chromewebstore.google.com/detail/code-web-chat-connector/ljookipcanaglfaocjbgdicfbdhhjffp) - [Firefox Add-ons](https://addons.mozilla.org/en-US/firefox/addon/gemini-coder-connector/) <hr /> ### Supported chatbots **AI Studio** • **ChatGPT** • **Claude** • **DeepSeek** • **Doubao** • **Gemini** • **Grok** • **HuggingChat** • **Mistral** • **Open WebUI** • **OpenRouter Chat** • **Qwen** • **Yuanbao** > **Legal Disclaimer:** After chat initialization, the extension does not read the incoming message. The injected _Apply response_ button is not a means of automatic output extraction, it's an alias for the original _copy to clipboard_ button. ## API Tools CWC includes battle-tested must-have API tools. ### Code Completions The best quality inline suggestions at the cost of latency. Designed to be used on demand. ✅ Includes selected context ✅ Works with any model ### Edit Context Create and modify files in context based on natural language instructions. ✅ Multi-file updates in a single API call ✅ Efficient in output tokens—requests diffs ### Intelligent Update Update files based on code blocks in truncated edit format and fix malformed diffs. ✅ Regenerates whole files in concurrent API calls ✅ Smaller models like Gemini Flash are sufficient ### Commit Messages Generate meaningful commit messages precisely adhering to your preferred style. ✅ Includes affected files in full ✅ Customizable instructions <hr /> ### Predefined API providers **Anthropic** • **Cerebras** • **Chutes** • **DeepInfra** • **DeepSeek** • **Fireworks** • **Gemini** • **Hyperbolic** • **Mistral** • **OpenAI** • **OpenRouter** • **TogetherAI** ℹ️ Any OpenAI-API compatible endpoint works with CWC 🔒️ API keys are [stored encrypted](https://code.visualstudio.com/api/references/vscode-api#SecretStorage) ## Commands ### Code completions - `Code Web Chat: Code Completion` - Get inline autocompletion at the cursor position. - `Code Web Chat: Code Completion with Suggestions` - Get inline autocompletion at the cursor position that follows given suggestions. - `Code Web Chat: Code Completion to Clipboard` - Copy inline autocompletion prompt to clipboard. - `Code Web Chat: Code Completion with Suggestions to Clipboard` - Copy inline autocompletion with suggestions prompt to clipboard. - `Code Web Chat: Code Completion in Chat` - Use chatbot for code completion. - `Code Web Chat: Code Completion in Chat with...` - Use chatbot for code completion with selected preset. ### Editing context - `Code Web Chat: Edit Context` - Create and modify files in context based on natural language instructions. ### Applying chat responses - `Code Web Chat: Apply Chat Response` - Integrate with the codebase copied overall chat response or a single code block. - `Code Web Chat: Revert Last Changes` - Revert last applied chat response or the Edit Context API tool use. ### Chat - `Code Web Chat: Chat` - Type instructions and open chatbot with default preset. - `Code Web Chat: Chat using...` - Type instructions and open chatbot with preset selection. - `Code Web Chat: Chat to Clipboard` - Enter instructions and copy prompt to clipboard. ### Context - `Code Web Chat: Copy Context` - Copy selected files and websites to clipboard. - `Code Web Chat: Apply Context from Clipboard` - Sets the context by parsing file paths from clipboard text. ### Version Control - `Code Web Chat: Commit Changes` - Generate a commit message for staged changes and commit. ## Settings ### Chatbot initialization - `Code Web Chat: Edit Format Instructions Truncated` - Style instructions for chat responses when using truncated format. - `Code Web Chat: Edit Format Instructions Whole` - Style instructions for chat responses when showing complete files. - `Code Web Chat: Edit Format Instructions Diff` - Style instructions for chat responses when using diff format. ### Commit Messages - `Code Web Chat: Commit Message Instructions` - The instructions used when generating a commit message. ## Community Please be welcomed in [discussions](https://github.com/robertpiosik/CodeWebChat/discussions) and in our subreddit [/r/CodeWebChat](https://www.reddit.com/r/CodeWebChat). ## Donations If you find CWC helpful, please consider [supporting the project](https://buymeacoffee.com/robertpiosik). Thank you! **BTC:** bc1qfzajl0fc4347knr6n5hhuk52ufr4sau04su5te **XMR:** 84whVjApZJtSeRb2eEbZ1pJ7yuBoGoWHGA4JuiFvdXVBXnaRYyQ3S4kTEuzgKjpxyr3nxn1XHt9yWTRqZ3XGfY35L4yDm6R **LTC**: ltc1qcpmwsj2wm8hp7nw8jjsjuj5r3x9ggur052wkcx **ETH:** 0x532eA8CA70aBfbA6bfE35e6B3b7b301b175Cf86D ## Contributing All contributions are welcome. Feel free to submit pull requests, feature requests and bug reports. ## License Copyright © 2025-present [Robert Piosik](https://x.com/robertpiosik) E-mail: [email protected] Telegram: @robertpiosik License: [GPL-3.0](https://github.com/robertpiosik/CodeWebChat/blob/master/LICENSE) ", Assign "at most 3 tags" to the expected json: {"id":"13644","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"

AI prompts

AI prompts