Topics / #code-generation
Code-generation projects on GitHub
Tools that generate application code and scaffolding from prompts or templates.
As of , the most-starred Code-generation projects on GitHub are screenshot-to-code (80.4K stars), MetaGPT (70.9K stars) and cline (70.4K stars). GitHub.Locker tracks 98 Code-generation repositories with 1.5M stars combined. The fastest-growing on October 16 was replica-skill, with +178 stars in a day.
Hot right now
Most stars gained in a day · Oct 16
+178replica-skill
Jakeschincariol/replica-skill · ★ 2.9KA set of eleven Claude skills that clone any app: they reverse-engineer it, rebuild it, test it for bugs, then fix what its users complain about so you end up with something you could sell.
cline
cline/cline · ★ 70.4KCline is an open source coding agent that runs in your IDE, terminal, or desktop: it reads your project, edits code across files, and executes shell commands to build, test, and deploy.
img2threejs
img2threejs/img2threejs · ★ 18.3KA coding-agent skill that rebuilds an object from one reference image as a code-only, procedural Three.js model — a TypeScript THREE.Group factory built from primitives and shaders, not photogrammetry or mesh files.
+44bend
bendlang/bend · ★ 23.7KA high-level, massively parallel programming language. It feels like Python or Haskell (closures, unrestricted recursion, continuations) but scales across many cores and GPUs with no thread or lock code to write.
The all-time top
98 projects · by stars
- 80.4K
#1 · abi/screenshot-to-code
screenshot-to-code
Screenshot-to-code converts screenshots, mockups, Figma designs, and screen recordings into clean, functional code using AI models like GPT, Claude, and Gemini.
- 70.9K
#2 · FoundationAgents/MetaGPTMetaGPT
MetaGPT is a multi-agent framework that simulates a software company: you give it a one-line requirement and it coordinates roles like product manager, architect, project manager, and engineer to output user stories, designs, data structures, APIs, and code.
- 70.4K
#3 · cline/clinecline
Cline is an open source coding agent that runs in your IDE, terminal, or desktop: it reads your project, edits code across files, and executes shell commands to build, test, and deploy.
- 4
gpt-engineer
55KAntonOsika/gpt-engineer · Pythongpt-engineer is a CLI tool where you describe the software you want in a plain-text 'prompt' file, and an AI (OpenAI, Azure OpenAI, or Anthropic models) writes and executes the code for you; you can also ask it to implement improvements to existing code.
- 5

JeecgBoot
48.2Kjeecgboot/JeecgBoot · JavaJeecgBoot is an enterprise AI low-code platform: you describe what you need in natural language and it generates the front-end, back-end CRUD code, database tables and menu permissions, while also bundling a Dify-like AI app module with chat, RAG knowledge bases, flow orchestration and MCP plugins.
- 6

babel
44.1Kbabel/babel · TypeScriptBabel is a compiler for JavaScript: you write code with the newest language features, and it compiles it down to a version your target environments can actually run.
- 7

awesome-cursorrules
40.9KPatrickJS/awesome-cursorrules · JavaScriptA curated awesome-list of Cursor Project Rules: ready-made Markdown configuration files (.mdc) that make the Cursor AI code editor follow your project's own standards, architecture and conventions instead of relying on generic coding knowledge.
- 8

ChatDev
34.5KOpenBMB/ChatDev · PythonChatDev 2.0 (DevAll) is a zero-code multi-agent orchestration platform: you configure agents, workflows and tasks instead of writing code, and it can run as a virtual software company (CEO, CTO, Programmer agents) or handle other jobs like data visualization, 3D generation and deep research.
- 9

gpt-pilot
33.7KPythagora-io/gpt-pilot · PythonAn AI developer that builds whole apps step by step while you supervise — the core technology behind the Pythagora VS Code extension, and a research project on how far LLMs can go toward fully working, production-ready apps.
- 10
go-zero
33.4Kzeromicro/go-zero · Gogo-zero is a cloud-native Go framework for building web and RPC microservices, packed with built-in engineering practices. It has been serving sites with tens of millions of users for years and is listed in the CNCF Landscape.
- 11

open-lovable
28.7Kfirecrawl/open-lovable · TypeScriptOpen Lovable is a chat-driven tool that lets you point it at any website and have an AI rebuild it as a modern React app in seconds. It's an open-source example app built by the Firecrawl team to show off AI-powered site cloning.
- 12

openapi-generator
26.8KOpenAPITools/openapi-generator · JavaOpenAPI Generator creates API client libraries (SDKs), server stubs, documentation and configuration files automatically from an OpenAPI spec — versions 2.0 and 3.0 are supported, with 3.1 in beta.
- 13

kratos
26Kgo-kratos/kratos · GoKratos is a lightweight Go framework for building cloud-native microservices, with small, explicit APIs so your code can focus on business logic instead of plumbing.
- 14

butterknife
25.3KJakeWharton/butterknife · JavaButter Knife is an Android library that binds views and callbacks to fields and methods, using annotation processing to generate the boilerplate code for you.
- 15

gin-vue-admin
25.1Kflipped-aurora/gin-vue-admin · GoA full-stack admin development platform: a Vue 3 + Element frontend and a Go (Gin) backend, pre-wired with JWT auth, casbin permissions, dynamic routes and menus, and code/form generators so you start on business logic instead of boilerplate.
- 16

DeepSeek-Coder
24.3Kdeepseek-ai/DeepSeek-Coder · PythonDeepSeek Coder is a family of open-source code language models trained from scratch on 2 trillion tokens (87% code, 13% natural language in English and Chinese), built for code generation, completion, and infilling.
- 17

bend
23.7Kbendlang/bend · TypeScriptA high-level, massively parallel programming language. It feels like Python or Haskell (closures, unrestricted recursion, continuations) but scales across many cores and GPUs with no thread or lock code to write.
- 18

openui
22.6Kwandb/openui · TypeScriptOpenUI is an open-source tool from W&B that turns a text description into live-rendered UI: describe a component, watch it render, ask for changes, and convert the result to React, Svelte, Web Components and more.
- 19

generator-jhipster
22.5Kjhipster/generator-jhipster · TypeScriptAn open-source development platform for quickly generating, developing, and deploying modern web applications and microservice architectures: you answer its prompts, and it hands you a complete full-stack codebase.
- 20

eladmin
21.9Kelunez/eladmin · JavaELADMIN is an open-source, front-end/back-end separated admin management system built on Spring Boot 2.7.18, JPA, Spring Security, JWT, Redis and Vue — a base system that handles users, roles, menus and permissions for your own business apps.
- 21
grpc-gateway
20Kgrpc-ecosystem/grpc-gateway · GogRPC-Gateway is a protoc plugin that reads your protobuf service definitions and generates a reverse-proxy server which translates a RESTful HTTP API into gRPC, so one service can serve both gRPC and RESTful JSON clients at the same time.
- 22

yudao-cloud
19.6KYunaiV/yudao-cloud · JavaIt's an open-source enterprise admin platform: a Spring Cloud Alibaba microservices backend plus a web admin console and a user mini-program, with RBAC permissions, multi-tenancy, workflow, payment, mall, CRM, ERP, IM, AI and IoT modules built in.
- 23

devika
19.6Kstitionai/devika · PythonDevika is an open-source agentic AI software engineer that takes a high-level task description, plans and researches it, browses the web for information, and writes the code needed to complete it. It's built as an open alternative to Cognition AI's Devin.
- 24

antlr4
19Kantlr/antlr4 · JavaA parser generator: you write a grammar for your language or file format, and ANTLR generates a parser that builds parse trees, plus listener/visitor interfaces to react to recognized phrases. Widely used to build languages, tools, and frameworks.
- 25

sqlc
18.4Ksqlc-dev/sqlc · Gosqlc is a SQL compiler: you write your queries in plain SQL, and it generates type-safe code with interfaces to those queries that your application calls.
- 26
img2threejs
18.3Kimg2threejs/img2threejs · PythonA coding-agent skill that rebuilds an object from one reference image as a code-only, procedural Three.js model — a TypeScript THREE.Group factory built from primitives and shaders, not photogrammetry or mesh files.
- 27

swagger-codegen
17.8Kswagger-api/swagger-codegen · MustacheSwagger Codegen is a template-driven engine that takes an OpenAPI or Swagger definition and automatically generates API client libraries (SDKs), server stubs and API documentation from it.
- 28

mybatis-plus
17.5Kbaomidou/mybatis-plus · JavaMyBatis-Plus is an enhancement toolkit for MyBatis, the Java SQL mapping framework. It adds out-of-the-box features on top of MyBatis to simplify database development and save coding time.
- 29

PHP-Parser
17.5Knikic/PHP-Parser · PHPA parser written in PHP that turns PHP code into an abstract syntax tree (AST). Its purpose is to simplify static code analysis and manipulation of PHP code.
- 30

ent
17.2Kent/ent · Goent is a simple yet powerful entity framework for Go that makes it easy to build and maintain applications with large data-models.
- 31

Qwen3-Coder
16.8KQwenLM/Qwen3-Coder · PythonQwen3-Coder is the code-focused branch of the Qwen3 large language model family from the Qwen team — open-weight models built for coding and agentic tasks, available in several sizes.
- 32

bolt.new
16.6Kstackblitz/bolt.new · TypeScriptBolt.new is an AI-powered web development agent: you describe an app in a chat prompt and it builds, runs, edits, and deploys full-stack web applications directly in your browser, with no local setup.
- 33
Screenshot-to-code
16.5Kemilwallner/Screenshot-to-code · HTMLA neural network that turns a design mock-up image into the HTML markup of a static website — render that markup and you get the original design back.
- 34

codellama
16.2Kmeta-llama/codellama · PythonThis is Meta's official inference code for Code Llama, a family of large language models for code built on Llama 2. The repo itself is a minimal example for loading the models and running generation.
- 35
amplication
16Kamplication/amplication · TypeScriptAmplication is a platform that generates production-ready backend microservices — APIs, data models, DTOs and more — embedding your organization's best practices, so engineers can focus on business logic instead of boilerplate.
- 36

plandex
15.7Kplandex-ai/plandex · GoPlandex is an open source AI coding agent that runs in the terminal. It plans and executes large coding tasks spanning many steps and dozens of files, built for real-world projects.
- 37

headless-recorder
15.3Kcheckly/headless-recorder · JavaScriptHeadless Recorder is a Chrome extension that records your clicks and typing in the browser and generates a ready-to-run Playwright or Puppeteer script from them.
- 38

laravel-ide-helper
15Kbarryvdh/laravel-ide-helper · PHPA Laravel package that generates helper files so your IDE gives accurate autocompletion. Everything is generated from the files in your project, so the results stay up to date.
- 39

fauxpilot
14.7Kfauxpilot/fauxpilot · PythonFauxPilot is an open-source, self-hosted alternative to GitHub Copilot that runs SalesForce CodeGen models locally on your own NVIDIA GPU via Triton Inference Server with the FasterTransformer backend.
- 40
mitosis
14.4KBuilderIO/mitosis · TypeScriptMitosis is a compiler that lets you write a UI component once and compile it to native code for React, Vue, Angular, Svelte, Solid, Qwik, Alpine, and other frameworks.
- 41
wire
14.4Kgoogle/wire · GoWire is a code generation tool from Google that automates connecting components in Go using dependency injection: you declare providers, and Wire writes the initialization code that wires them together.
- 42

diesel
14.2Kdiesel-rs/diesel · RustDiesel is a safe, extensible ORM and query builder for Rust. It removes database boilerplate and runtime errors without sacrificing performance, using Rust's type system so queries 'feel like Rust'.
- 43
quicktype
13.9Kglideapps/quicktype · TypeScriptquicktype generates strongly-typed models and serializers from JSON, JSON Schema, TypeScript, and GraphQL queries so you can work with JSON type-safely across many programming languages.
- 44

draw-a-ui
13.6KSawyerHood/draw-a-ui · TypeScriptAn app that lets you draw a UI wireframe on a canvas and uses GPT-4 Vision to generate a working HTML page (with Tailwind) based on the sketch.
- 45

lombok
13.5Kprojectlombok/lombok · JavaProject Lombok is a Java library that plugs into your editor and build tools to eliminate boilerplate: annotations generate getters, equals methods, builders, logging variables, and more.
- 46

capnproto
13.2Kcapnproto/capnproto · C++Cap'n Proto is an insanely fast data interchange format and capability-based RPC system. Think JSON, except binary — or think Protocol Buffers, except faster.
- 47

swag
13.1Kswaggo/swag · GoSwag is a CLI tool for Go that turns annotation comments in your source code into Swagger 2.0 API documentation. It ships integrations for popular Go web frameworks, so the docs can be served from your app via Swagger UI.
- 48
go-admin
12.8Kgo-admin-team/go-admin · Gogo-admin is a full-stack scaffold for building admin/back-office management systems: a Gin-based Go REST API paired with a Vue frontend (Element UI, Arco Design, or Ant Design). It comes with RBAC permission control, multi-tenant support, JWT auth, a code generator, and a drag-and-drop form builder so you can bootstrap a management panel quickly.
- 49

claude-context
12.6Kzilliztech/claude-context · TypeScriptClaude Context is an MCP server that gives AI coding agents semantic search over your entire codebase, so they can pull relevant code straight into context instead of loading whole directories.
- 50

greenDAO
12.6Kgreenrobot/greenDAO · JavagreenDAO is a lightweight ORM that maps Java objects to SQLite databases on Android, generating DAO classes at build time so you don't write SQL by hand.
- 51
grpc-rust
12.5Kgrpc/grpc-rust · Rusttonic — a native Rust gRPC client and server implementation. It runs over HTTP/2 with first-class async/await support and is built as a core building block for production systems written in Rust.
- 52
developer
12.2Ksmol-ai/developer · Pythonsmol developer is a 'junior developer' AI agent that either scaffolds an entire codebase from a product spec, or can be embedded as a library inside your own app to generate code.
- 53

pix2code
12Ktonybeltramelli/pix2code · Pythonpix2code is a research project that trains a deep learning model to generate code from a single GUI screenshot, reporting over 77% accuracy for three different target platforms.
- 54
graphql-code-generator
11.3Kdotansimha/graphql-code-generator · TypeScriptGraphQL Code Generator is a tool that generates code from your GraphQL schema and operations (queries, mutations, subscriptions, fragments), producing typed output in whatever language or framework you configure via plugins.
- 55
PermissionsDispatcher
11.1Kpermissions-dispatcher/PermissionsDispatcher · JavaPermissionsDispatcher is an annotation-based library for Android that generates the boilerplate code needed to request and check runtime permissions, so you do not have to write permission check statements by hand.
- 56
open-swe
11Klangchain-ai/open-swe · PythonOpen SWE is an open-source asynchronous coding agent - a 'software factory' built on LangChain's Deep Agents - that takes a code-change task from a dashboard, GitHub, Slack, or Linear (or a schedule), works in an isolated sandbox to understand the codebase, makes changes, validates them, and delivers a pull request.
- 57

androidannotations
11Kandroidannotations/androidannotations · JavaAndroidAnnotations is an open-source framework that speeds up Android development. Its own tagline sums it up: 'Fast Android Development. Easy maintenance.'
- 58

cython
10.9Kcython/cython · CythonCython is an optimising compiler for Python: it translates your Python code into C/C++ and compiles it into fast native extension modules. It is the most widely used Python to C compiler.
- 59

javapoet
10.8Ksquare/javapoet · JavaA Java API for generating .java source files. Typical uses are annotation processing and keeping generated code in sync with metadata like database schemas or protocol formats — no more boilerplate by hand.
- 60

mistral-inference
10.8Kmistralai/mistral-inference · Jupyter NotebookThe official inference code for Mistral AI's open-weight models: minimal Python and CLI tooling to run models like Mixtral, Codestral, Pixtral and Mistral Large locally.
- 61

gqlgen
10.8K99designs/gqlgen · Gogqlgen is a Go library for building GraphQL servers without a lot of boilerplate, using a schema-first, code-generation approach.
- 62
protobuf.js
10.6Kprotobufjs/protobuf.js · JavaScriptprotobuf.js is a very fast, spec-compliant JavaScript implementation of Protocol Buffers for Node.js and browsers. It works with .proto schemas without protoc, offering runtime reflection and ahead-of-time code generation with TypeScript declarations.
- 63

templ
10.6Ka-h/templ · Gotempl is a templating language for writing HTML user interfaces in Go, with strong developer tooling as a headline feature.
- 64

auto
10.6Kgoogle/auto · JavaAuto is a collection of source code generators for Java that automatically produce the mechanical, repetitive boilerplate code developers would otherwise write by hand.
- 65

grumpy
10.5Kgoogle/grumpy · GoGrumpy is Google's Python to Go transcompiler and runtime — a near drop-in replacement for CPython 2.7 that turns Python programs into native executables via generated Go source code.
- 66
Tkinter-Designer
10.3KParthJadhav/Tkinter-Designer · PythonTkinter Designer is a tool that turns Figma designs into working Python Tkinter GUIs: it reads your design file through the Figma API and generates all the code and images the GUI needs.
- 67

yeoman
10.1Kyeoman/yeomanYeoman is a robust and opinionated set of tools, libraries, and a workflow that helps developers quickly build beautiful, compelling web apps by automating the routine parts of the development workflow.
- 68

protobuf
10.1Kgolang/protobuf · GoGo bindings for Google's protocol buffers: the github.com/golang/protobuf module for serializing protobuf messages in Go, plus a protoc plugin that generates Go code from .proto files.
- 69
go-swagger
10Kgo-swagger/go-swagger · GoThe Go toolkit for Swagger 2.0 (OpenAPI 2.0): a suite of fully-featured, high-performance components and tools for working with swagger specifications of RESTful APIs.
- 70

open-pencil
9.1Kopen-pencil/open-pencil · TypeScriptOpenPencil is an open-source AI-native design editor and Figma alternative. It opens .fig and .pen files, has built-in AI, and doubles as a programmable toolkit with a headless Vue SDK for building custom editors.
- 71

MathModelAgent
6.2Kjihe520/MathModelAgent · TeXAn open-source AI agent for mathematical modeling competitions: it analyzes the problem, builds the model, writes and debugs the code, and produces a formatted paper ready for submission.
- 72
SWE-bench
6KSWE-bench/SWE-bench · PythonSWE-bench is a benchmark that tests large language models on real GitHub issues: the model gets a codebase plus an issue and must produce a patch that resolves it. An automated harness scores the patches.
- 73

porffor
5.3KCanadaHonk/porffor · JavaScriptPorffor is an ahead-of-time JavaScript compiler: a 100% AOT compiled JS engine and runtime. Nothing in it interprets or just-in-time compiles your code.
- 74

cli-printing-press
4.8Kmvanhorn/cli-printing-press · GoCLI Printing Press is a generator that researches an API (its docs, every competing CLI, MCP server, and skill, or even a website with no public API) and then prints a token-efficient Go CLI, a matching MCP server, and a Claude Code skill for it, built specifically for AI agents to call thousands of times a day.
- 75

replica-skill
2.9KJakeschincariol/replica-skill · PythonA set of eleven Claude skills that clone any app: they reverse-engineer it, rebuild it, test it for bugs, then fix what its users complain about so you end up with something you could sell.
- 76

mimic
2.8Klittledivy/mimic · Pythonmimic intercepts traffic from any app (mobile or web) and turns it into a plain Python client you can call like a library — you capture one real request and an AI generates the named methods for you instead of you writing them by hand.
- 77

spinel
2.2Kmatz/spinel · CSpinel is a Ruby ahead-of-time compiler that turns Ruby source code into standalone native executables by inferring types across the whole program and generating optimized C code.
- 78

TornadoVM
1.5Kbeehive-lab/TornadoVM · JavaAn open-source GPU programming framework for Java: it JIT-compiles Java bytecode at runtime into NVIDIA CUDA, OpenCL C or Apple Metal code, so Java programs run on GPUs and multi-core CPUs. Works with JDK 21-27.
- 79

reverse-api-engineer
1.4Kkalil0321/reverse-api-engineer · PythonReverse API Engineer is an agent that browses a website (manually or via an AI-driven browser), captures the network traffic it makes, and uses an AI model to generate a working typed API client from the endpoints it actually used.
- 80

forge
1.1Kcloudflare/forge · TypeScriptForge is a schema-first OpenAPI code generation and surface tooling framework that resolves OpenAPI 3.x specs, applies JSONPath overlays, and generates typed SDKs, CLIs, runtime helpers and documentation.
- 81

graftcode
927grft-dev/graftcode · PowerShellGraftcode is an integration-free development layer: you call methods across any language and runtime on remote services as if they were local dependencies — no hand-written REST/gRPC layers, SDKs, or client code.
- 82

GVS5H
750slee-persis/GVS5H · PythonGVS5H is the code and experiment data for a research paper introducing 'ledger-based zero-shot self-orchestration': fresh instances of one model decompose a coding problem and coordinate through a shared filesystem holding a plan, notes and the current solution, letting several cheap open models match or approach the accuracy of a much larger proprietary model.
- 83

CodeVideoModel
556code-video-model/CodeVideoModel · PythonCodeVideoModel is a research pipeline that turns a text prompt into an editable Three.js scene codebase, converts that scene into a reference image, and then renders a final video with the MiniMax-H3 model. It also ships CodeVideoBench, a benchmark of 22 evaluation cases for this code-to-video workflow.
- 84
ir
509dstogov/ir · CIR is a lightweight framework for building JIT compilers in medium-size projects. It gives you an intermediate representation, an API to construct it, and passes for optimization, scheduling, register allocation and machine code generation that can be executed directly in memory.
- 85

ontology-driven-dev
465sharptoolbox/ontology-driven-dev · HTMLA skill for AI coding agents (WorkBuddy / Claude Code / Codex) that turns a plain-language business requirement into a runnable browser-based system through three steps: requirement exploration, ontology modeling into seven YAML models, and application construction on a built-in Flask+React tech base called code-paas.
- 86

Card-master-browser-extension-public
432LYiHub/Card-master-browser-extension-public · TypeScriptCard Master is a browser extension that turns various user scripts and browser capabilities (ad hiding, dark mode, video speed control, media grabbing, gamepad control) into playable, game-like 'cards', and can even generate brand-new card plugins with AI.
- 87

Code-as-World
419MirroS-Lab/Code-as-World · PythonCode-as-World is a research project that represents the physical world as executable code, discovered through an agentic loop of simulation and verification, so models get reusable physical data (states, dynamics, mechanisms) instead of just raw pixels.
- 88

htn_planner
369urosidoki/htn_planner · C++HTN Planner is a C++ hierarchical task network planner for game AI: domains are written in a small declarative language and translated ahead of time into native C, so the runtime executes generated code directly without parsing domain source during gameplay.
- 89

builder
285HeyPuter/builder · JavaScriptAI Builder is an open-source web tool that turns plain-language descriptions into working websites and apps. It is positioned as a free alternative to Lovable, Replit, v0, and similar platforms.
- 90

GATE
283Blade67/GATE · GDScriptGATE is a superset of GDScript for the Godot Engine that adds extra language features like null safety, structs, generics and interfaces, while compiling straight down to plain GDScript.
- 91
morloc
219morloc-project/morloc · RustMorloc is a strongly-typed, polyglot compiler: it composes functions written in different languages under one common type system and turns each module into a CLI, an API and an MCP server.
- 92

blender-ai-addon
217hitkeeen/blender-ai-addon · PythonThis is a Blender add-on that turns the Blender viewport into a chat window with an AI agent (OpenCode): describe in text or show an image of what you want, and the agent generates Python (bpy) code that the add-on runs directly in your scene.
- 93

hz
201danielvaughn/hz · SvelteHuzzah ('hz') is an experimental editor where you write a persistent pseudocode spec and an AI keeps a JavaScript implementation continuously synchronized with it, so you build software by editing the spec instead of the code.
- 94
XRepoTest
167solis-team/XRepoTest · PythonXRepoTest is a multilingual benchmark that evaluates how well large language models generate unit tests for real-world functions across five programming languages, using Docker-based execution to compile and run every generated test against the actual source code.
- 95

Benzi
163oooscoos/Benzi · HTMLBenzi is a compiler-backed coding agent: it parses your whole codebase with tree-sitter into a queryable index of symbols, calls, and data/control flow, then uses that map to explain, edit, and verify code changes, including a runtime tracer that settles what static analysis alone can't.
- 96

Singeli
136mlochbaum/Singeli · BQNSingeli is a domain-specific language for building high-performance algorithms, including SIMD code. It provides flexible abstractions over code that maps to individual CPU instructions, and it compiles your programs down to C.
- 97
datapages
114romshark/datapages · GoDatapages is a web framework and toolset for building GUI and web apps in pure Go on a Templ + Go + Datastar stack — real-time collaborative web apps, simple server-rendered sites, or installable local-first GUI apps.
- 98
assay
107awss1i/assay · HTML'assay' is a tool that opens your web page in a real Chromium browser, automatically presses every button, fills every field and uses every control it finds, then reports what contradicted itself — no tests to write, no LLM involved.
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