Design Agentic Loops
84 loops for design — ranked by real GitHub stars, refreshed continuously, never faked.
# Loop Stars
1 The accessibility repair loop An accessibility review that confirms barriers against an agreed standard, fixes the issue with the greatest user impact, and rep… 2.2k ★ 2 The Boeing 747 benchmark A vision benchmark in which an agent builds a Boeing 747 from Three.js primitives, renders nine repeatable angles, and fixes what… 2.2k ★ 3 The Infinite Clickbait thumbnail loop A thumbnail workflow that creates ten concepts, scores the top three against a relevant YouTube channel, and improves the winner… 2.2k ★ 4 The pixel-safe CSS trim loop A stylesheet cleanup workflow that removes one piece of unused or redundant CSS at a time and keeps it removed only when every te… 2.2k ★ 5 The UI/UX Score Loop A browser-based review that completes a real user task, scores each meaningful screen with the same checklist, improves weak spot… 2.2k ★ 6 War Loops: frontend reconstruction A War Loops workflow that captures a real page, builds a static Pencil mirror and moving Forge version, then repairs the weakest… 2.2k ★ 7 
Vibe MiniMax-AI/OpenRoom Single-entry workflow orchestrator. Automatically advances stages based on workflow state, supporting creation, resume from break… 1.2k ★ 8 
Bug Report nimbalyst/nimbalyst Gather details and draft an actionable bug report for developers. 1k ★ 9 
Refinement appboypov/pew-pew-plaza-packs When this command is used, check if any required information is missing. If so, ask the user to provide it. Otherwise, proceed wi… 82 ★ 10 
Ralph Prd vibeforge1111/vibeship-idearalph Generate a comprehensive Product Requirements Document for a validated startup idea. 53 ★ 11 
Arm TheAstrelo/Claude-Pipeline Crystallize requirements for the following task: 37 ★ 12 
To Issues gilesknap/tpi-k3s-ansible Break a plan/PRD into independently-grabbable issues using tracer-bullet vertical slices. 33 ★ 13 
Reference Seeds.Json jianzhou0420/AgentCanvas [
{
"generation": "reference",
"iter_id": null,
"name": "Chain-of-Thought",
"thought": "By encouraging the LLM… 28 ★ 14 
Conductor Revise NguyenSiTrung/Conductor-Beads Update spec/plan when implementation reveals issues 24 ★ 15 
Dev Screenshot cdknorow/coral Use the dev screenshot script to iterate on UI changes. This builds the Go server with dev tags, starts it on an isolated port, o… 24 ★ 16 
Apply gmeligio/flutter-docker-image Implement tasks from an OpenSpec change (Experimental) 22 ★ 17 
Android Build Fix radio-garden/react-native-audio-browser Build the Android Kotlin code and fix any compilation errors. 21 ★ 18 
Mcp Tasks Refine Task hugoduncan/mcp-tasks Interactively refine a task document with user feedback 10 ★ 19 
Ff JonathanCastroMiguel/SDD-BoilerPlate Create a change and generate all artifacts needed for implementation in one go 9 ★ 20 
Ui Component acailic/agent_debugger Create a new React component for the peaky-peek agent debugger frontend. 8 ★ 21 
Launch Epic salmanrrana/brain-dump Launch Ralph for an entire epic (all tickets) in any supported provider 7 ★ 22 Launch Ticket salmanrrana/brain-dump Launch Ralph for a single ticket in any supported provider 7 ★ 23 
Opsx Apply Piaoxuemoli/ImmerseAI Implement tasks from an OpenSpec change (Experimental) 7 ★ 24 
Design Review pragmatest-dev/lvkit Iterative design review of a subsystem. Audits for dead code, logical inconsistencies, duplication, separation of concerns, consi… 6 ★ 25 
Plan islamu-ngo/Event Start an intensive PRD planning session with relentless questioning until every atomic detail is figured out 6 ★ 26 
Apply mezeitamas/brokenrobot.xyz Implement tasks from an OpenSpec change (Experimental) 4 ★ 27 
Software Lead robinonsay/libjuno Invoke the software-lead orchestration loop for a sprint or task. Usage: /software-lead <task description> 4 ★ 28 
Sprint Connect VelimirMueller/vlm-code-context-mcp Connect the dashboard UI to this Claude session. Spawns a background agent that polls for dashboard actions and executes them usi… 4 ★ 29 
Controlflow HouseinIsProgramming/dotfiles-housein IMPORTANT: All steps and instructions are MANDATORY. Compliance is not optional. No agent, critic, or orchestrator may add, omit,… 3 ★ 30 
Codebase NammDev/Goads-Krea 💡💡💡 Scan & analyze the codebase. 2 ★ 31 
Lint Fix alexberriman/react-jedi You are an autonomous programming agent tasked with fixing all ESLint issues. You can run: 2 ★ 32 
New Page fpindej/netrock-demo Create a new frontend page with routing, i18n, and navigation. 2 ★ 33 
Opsx Apply filipeesch/railyin Implement tasks from an OpenSpec change (Experimental) 2 ★ 34 
Playtest Ui fil512/upship Play a complete game through the web browser interface using Chrome DevTools MCP tools. You play as one faction through the UI wh… 2 ★ 35 
Work Issue matsen/fake-comp-bio-project Please read issue {{0}} using gh.
We are going to do the work described there. 2 ★ 36 
Apply taylor009/CGraph Implement tasks from an OpenSpec change (Experimental) 1 ★ 37 
Bug Analyze sQVe/alice-supermarket Investigate and analyze the root cause of a reported bug. 1 ★ 38 
Critic Loop no-trbl-2-u/axiomancer-mobile Capture every screen, review them as a game critic, fix the visual/UX findings, re-capture, and loop until a pass comes back clea… 1 ★ 39 
Idea jameswestall/azure-safe-claude-env The user has a new product or project idea. Follow the Spec-Driven Development Workflow below to turn it into a structured set of… 1 ★ 40 
Pipeline road24/openitup Drive an artifact forward through all remaining SDLC stages until it's ready to build. Provide a starting point: a requirement (R… 1 ★ 41 
Spk Apply spectackle-dev/spectackle Implement tasks from an OpenSpec change (Experimental) 1 ★ 42 
To Issues just3ws/zdots Break a plan, spec, or PRD into independently-grabbable issues on the project issue tracker using tracer-bullet vertical slices.… 1 ★ 43 
Ui Refine jhigh1594/pm-os-template Run the ui refine workflow 1 ★ 44 
Add Component reboottime/turborepo Add a new component to the design system (packages/ui). 45 
Apply christopherblaisdell/continuous-architecture-platform-poc Implement tasks from an OpenSpec change (Experimental) 46 
Apply durandom/layton Implement tasks from an OpenSpec change (Experimental) 47 
Apply eddieland/twig ______________________________________________________________________ 48 
Apply evanfang0054/x-codegen-agent 执行OpenSpec变更中的任务(实验性) 49 
Apply EyeSeeTea/d2-autogen-forms Implement tasks from an OpenSpec change 50 
Apply marcomuser/vite-plugin-webawesome Implement tasks from an OpenSpec change (Experimental) 51 
Apply.Toml asunaro276/asunaro-blog description = "Implement tasks from an OpenSpec change (Experimental)" 52 
Bead Link feedbackloopai-llc/optivai-claude-plugin Purpose: Add a dependency relationship between beads (child depends on parent)
Usage: /bead-link <child-id <parent-id 53 
Build And Fix halfsohappy/gooey_redesign Build the project and automatically fix any compilation or build errors 54 
Codebase vumichien/bi-agent ⚡⚡⚡ Scan & analyze the codebase. 55 
Craft raduceuca/wcgw-fun Show available quality assurance commands for this claudecraft project. 56 
Data Model loteknowledG/vietnam-rising You are helping the user define the core data model for their product. This establishes the "nouns" of the system — the entities… 57 Design Review pragmatest-dev/litmus Iterative design review of a subsystem. Audits for dead code, logical inconsistencies, duplication, separation of concerns, consi… 58 
Diagnose chschumacher1994/Al-ManageUsers Diagnose and fix current compilation or runtime issues in this AL project. 59 
Event Model joemphilips/bitCaster-design You are helping the user define the core event model for their product using pure event modeling (event storming). This establish… 60 
Evolve ksu-oor/cim-site-3 Run the Picasso /evolve command -- iterative multi-round design refinement. 61 
Feature jesserathbun/atlas-plugins Build feature autonomously: research -> plan -> approve -> work -> review -> compound 62 
Implement dhansak79/FocusIn Work through implementation tasks in order, calling complete-task after each, showing N/M progress. Does not auto-verify. 63 
Implement Spec SilvrDuck/typecoder Execute the full autonomous CodeType build from spec.md. 64 
Investigate mlamina/quantum-forms Use the zen tracer MCP tool to systematically investigate an issue or observation through structured code analysis and tracing. 65 
Kickoff hha-nguyen/backend-boilerplate Use this command to take a feature idea and turn it into a ready-to-run Ralph work package. 66 
Local Jobs Convert Ideas RyanMKrol/LocalJobs Convert EVERY idea in the inbox into backlog tasks — a per-idea two-phase interview, looped 67 
Opsx Apply blawhi2435/dotAI Implement tasks from an OpenSpec change (Experimental) 68 
Opsx Apply jor0105/Global-Data-Finance Implement tasks from an OpenSpec change (Experimental) 69 Product Vision loteknowledG/vietnam-rising You are helping the user define their product vision for Design OS. This is a conversational, multi-step process. 70 
Prompt Writer thebrettbarlow/claude-code Transform messy thoughts into clear, effective prompts 71 
R5 chief-builder/ai-sdk-v5 Apply Rule of Five - review work 5 times until converged 72 
Ralph Gate CoralShades/acm-ai Manually control Ralph dependency gates. 73 
Requirements Remind Shonn-Li/Humansa-ML-Server You are Claude Code's Requirements Gathering System reminder. Your goal is to remind the AI assistant of the requirements gatheri… 74 Scenarios dhansak79/FocusIn Generate Given/When/Then scenarios from an approved proposal, get human approval at Gate 2, then auto-continue to design. 75 
Sketch j-cogburn/d3 SKETCH — the low-fidelity ASCII design/diagram cycle. Visualize before building; catch mistakes on paper. Versioned, traceable, c… 76 
Spec History amijadoamijado/ta001-5ai-debate-pipeline Show spec version history 77 
Tidy DrLk/MultiThreaded-Socket Run clang-tidy on all C/C++ files changed vs master, auto-fix all warnings, then run clang-format on those same files. Uses the l… 78 
To Issues hdh-labs/quizei Planı veya PRD'yi dikey dilimler (tracer bullet) olarak issue tracker'a böl. 79 
To Issues IncogVito/multi-cloud-synchronizer Break a plan, spec, or PRD into independently-grabbable issues on the project issue tracker using tracer-bullet vertical slices.… 80 
To Issues TeohYx/claude-test Break a plan into independently-grabbable issues using vertical slices (tracer bullets). 81 
Trace Awannaphasch2016/jousef-landing Follow causality - trace backward (why did X happen?) or forward (what will X cause?) 82 
Ui Replicate rryter/sentinel Generate pixel-perfect HTML/CSS replications from reference designs using Playwright MCP for visual comparison. 83 
Verify Design gabrielnejoiu/AI-Claude-dev-setup Verify that implemented UI matches the Figma design with pixel-level comparison. 84 
Visual Iterate hyunchol-jun/dotfiles Visual-driven development - implement design, screenshot, iterate until match
Vibe MiniMax-AI/OpenRoom Single-entry workflow orchestrator. Automatically advances stages based on workflow state, supporting creation, resume from break… 1.2k ★ 8 Bug Report nimbalyst/nimbalyst Gather details and draft an actionable bug report for developers. 1k ★ 9 Refinement appboypov/pew-pew-plaza-packs When this command is used, check if any required information is missing. If so, ask the user to provide it. Otherwise, proceed wi… 82 ★ 10 Ralph Prd vibeforge1111/vibeship-idearalph Generate a comprehensive Product Requirements Document for a validated startup idea. 53 ★ 11 Arm TheAstrelo/Claude-Pipeline Crystallize requirements for the following task: 37 ★ 12 To Issues gilesknap/tpi-k3s-ansible Break a plan/PRD into independently-grabbable issues using tracer-bullet vertical slices. 33 ★ 13 Reference Seeds.Json jianzhou0420/AgentCanvas [
{
"generation": "reference",
"iter_id": null,
"name": "Chain-of-Thought",
"thought": "By encouraging the LLM… 28 ★ 14 Conductor Revise NguyenSiTrung/Conductor-Beads Update spec/plan when implementation reveals issues 24 ★ 15 Dev Screenshot cdknorow/coral Use the dev screenshot script to iterate on UI changes. This builds the Go server with dev tags, starts it on an isolated port, o… 24 ★ 16 Apply gmeligio/flutter-docker-image Implement tasks from an OpenSpec change (Experimental) 22 ★ 17 Android Build Fix radio-garden/react-native-audio-browser Build the Android Kotlin code and fix any compilation errors. 21 ★ 18 Mcp Tasks Refine Task hugoduncan/mcp-tasks Interactively refine a task document with user feedback 10 ★ 19 Ff JonathanCastroMiguel/SDD-BoilerPlate Create a change and generate all artifacts needed for implementation in one go 9 ★ 20 Ui Component acailic/agent_debugger Create a new React component for the peaky-peek agent debugger frontend. 8 ★ 21 Launch Epic salmanrrana/brain-dump Launch Ralph for an entire epic (all tickets) in any supported provider 7 ★ 22 Launch Ticket salmanrrana/brain-dump Launch Ralph for a single ticket in any supported provider 7 ★ 23 Opsx Apply Piaoxuemoli/ImmerseAI Implement tasks from an OpenSpec change (Experimental) 7 ★ 24 Design Review pragmatest-dev/lvkit Iterative design review of a subsystem. Audits for dead code, logical inconsistencies, duplication, separation of concerns, consi… 6 ★ 25 Plan islamu-ngo/Event Start an intensive PRD planning session with relentless questioning until every atomic detail is figured out 6 ★ 26 Apply mezeitamas/brokenrobot.xyz Implement tasks from an OpenSpec change (Experimental) 4 ★ 27 Software Lead robinonsay/libjuno Invoke the software-lead orchestration loop for a sprint or task. Usage: /software-lead <task description> 4 ★ 28 Sprint Connect VelimirMueller/vlm-code-context-mcp Connect the dashboard UI to this Claude session. Spawns a background agent that polls for dashboard actions and executes them usi… 4 ★ 29 Controlflow HouseinIsProgramming/dotfiles-housein IMPORTANT: All steps and instructions are MANDATORY. Compliance is not optional. No agent, critic, or orchestrator may add, omit,… 3 ★ 30 Codebase NammDev/Goads-Krea 💡💡💡 Scan & analyze the codebase. 2 ★ 31 Lint Fix alexberriman/react-jedi You are an autonomous programming agent tasked with fixing all ESLint issues. You can run: 2 ★ 32 New Page fpindej/netrock-demo Create a new frontend page with routing, i18n, and navigation. 2 ★ 33 Opsx Apply filipeesch/railyin Implement tasks from an OpenSpec change (Experimental) 2 ★ 34 Playtest Ui fil512/upship Play a complete game through the web browser interface using Chrome DevTools MCP tools. You play as one faction through the UI wh… 2 ★ 35 Work Issue matsen/fake-comp-bio-project Please read issue {{0}} using gh.
We are going to do the work described there. 2 ★ 36 Apply taylor009/CGraph Implement tasks from an OpenSpec change (Experimental) 1 ★ 37 Bug Analyze sQVe/alice-supermarket Investigate and analyze the root cause of a reported bug. 1 ★ 38 Critic Loop no-trbl-2-u/axiomancer-mobile Capture every screen, review them as a game critic, fix the visual/UX findings, re-capture, and loop until a pass comes back clea… 1 ★ 39 Idea jameswestall/azure-safe-claude-env The user has a new product or project idea. Follow the Spec-Driven Development Workflow below to turn it into a structured set of… 1 ★ 40 Pipeline road24/openitup Drive an artifact forward through all remaining SDLC stages until it's ready to build. Provide a starting point: a requirement (R… 1 ★ 41 Spk Apply spectackle-dev/spectackle Implement tasks from an OpenSpec change (Experimental) 1 ★ 42 To Issues just3ws/zdots Break a plan, spec, or PRD into independently-grabbable issues on the project issue tracker using tracer-bullet vertical slices.… 1 ★ 43 Ui Refine jhigh1594/pm-os-template Run the ui refine workflow 1 ★ 44 Add Component reboottime/turborepo Add a new component to the design system (packages/ui). 45 Apply christopherblaisdell/continuous-architecture-platform-poc Implement tasks from an OpenSpec change (Experimental) 46 Apply durandom/layton Implement tasks from an OpenSpec change (Experimental) 47 Apply eddieland/twig ______________________________________________________________________ 48 Apply evanfang0054/x-codegen-agent 执行OpenSpec变更中的任务(实验性) 49 Apply EyeSeeTea/d2-autogen-forms Implement tasks from an OpenSpec change 50 Apply marcomuser/vite-plugin-webawesome Implement tasks from an OpenSpec change (Experimental) 51 Apply.Toml asunaro276/asunaro-blog description = "Implement tasks from an OpenSpec change (Experimental)" 52 Bead Link feedbackloopai-llc/optivai-claude-plugin Purpose: Add a dependency relationship between beads (child depends on parent)
Usage: /bead-link <child-id <parent-id 53 Build And Fix halfsohappy/gooey_redesign Build the project and automatically fix any compilation or build errors 54 Codebase vumichien/bi-agent ⚡⚡⚡ Scan & analyze the codebase. 55 Craft raduceuca/wcgw-fun Show available quality assurance commands for this claudecraft project. 56 Data Model loteknowledG/vietnam-rising You are helping the user define the core data model for their product. This establishes the "nouns" of the system — the entities… 57 Design Review pragmatest-dev/litmus Iterative design review of a subsystem. Audits for dead code, logical inconsistencies, duplication, separation of concerns, consi… 58 Diagnose chschumacher1994/Al-ManageUsers Diagnose and fix current compilation or runtime issues in this AL project. 59 Event Model joemphilips/bitCaster-design You are helping the user define the core event model for their product using pure event modeling (event storming). This establish… 60 Evolve ksu-oor/cim-site-3 Run the Picasso /evolve command -- iterative multi-round design refinement. 61 Feature jesserathbun/atlas-plugins Build feature autonomously: research -> plan -> approve -> work -> review -> compound 62 Implement dhansak79/FocusIn Work through implementation tasks in order, calling complete-task after each, showing N/M progress. Does not auto-verify. 63 Implement Spec SilvrDuck/typecoder Execute the full autonomous CodeType build from spec.md. 64 Investigate mlamina/quantum-forms Use the zen tracer MCP tool to systematically investigate an issue or observation through structured code analysis and tracing. 65 Kickoff hha-nguyen/backend-boilerplate Use this command to take a feature idea and turn it into a ready-to-run Ralph work package. 66 Local Jobs Convert Ideas RyanMKrol/LocalJobs Convert EVERY idea in the inbox into backlog tasks — a per-idea two-phase interview, looped 67 Opsx Apply blawhi2435/dotAI Implement tasks from an OpenSpec change (Experimental) 68 Opsx Apply jor0105/Global-Data-Finance Implement tasks from an OpenSpec change (Experimental) 69 Product Vision loteknowledG/vietnam-rising You are helping the user define their product vision for Design OS. This is a conversational, multi-step process. 70 Prompt Writer thebrettbarlow/claude-code Transform messy thoughts into clear, effective prompts 71 R5 chief-builder/ai-sdk-v5 Apply Rule of Five - review work 5 times until converged 72 Ralph Gate CoralShades/acm-ai Manually control Ralph dependency gates. 73 Requirements Remind Shonn-Li/Humansa-ML-Server You are Claude Code's Requirements Gathering System reminder. Your goal is to remind the AI assistant of the requirements gatheri… 74 Scenarios dhansak79/FocusIn Generate Given/When/Then scenarios from an approved proposal, get human approval at Gate 2, then auto-continue to design. 75 Sketch j-cogburn/d3 SKETCH — the low-fidelity ASCII design/diagram cycle. Visualize before building; catch mistakes on paper. Versioned, traceable, c… 76 Spec History amijadoamijado/ta001-5ai-debate-pipeline Show spec version history 77 Tidy DrLk/MultiThreaded-Socket Run clang-tidy on all C/C++ files changed vs master, auto-fix all warnings, then run clang-format on those same files. Uses the l… 78 To Issues hdh-labs/quizei Planı veya PRD'yi dikey dilimler (tracer bullet) olarak issue tracker'a böl. 79 To Issues IncogVito/multi-cloud-synchronizer Break a plan, spec, or PRD into independently-grabbable issues on the project issue tracker using tracer-bullet vertical slices.… 80 To Issues TeohYx/claude-test Break a plan into independently-grabbable issues using vertical slices (tracer bullets). 81 Trace Awannaphasch2016/jousef-landing Follow causality - trace backward (why did X happen?) or forward (what will X cause?) 82 Ui Replicate rryter/sentinel Generate pixel-perfect HTML/CSS replications from reference designs using Playwright MCP for visual comparison. 83 Verify Design gabrielnejoiu/AI-Claude-dev-setup Verify that implemented UI matches the Figma design with pixel-level comparison. 84 Visual Iterate hyunchol-jun/dotfiles Visual-driven development - implement design, screenshot, iterate until match The best new design loops, weekly
One email every week with the tools worth your time — plus The Loop Engineering Field Guide free when you join.
Frequently asked questions
What are the best design loops for coding agents?
Ranked by GitHub stars, the current top design loops are: The accessibility repair loop (2.2k ★), The Boeing 747 benchmark (2.2k ★), The Infinite Clickbait thumbnail loop (2.2k ★), The pixel-safe CSS trim loop (2.2k ★), The UI/UX Score Loop (2.2k ★).
How do I install a design loop?
Loops are workflow patterns, not packages: open the loop's page, copy its prompt or setup, and run it with your agent. Each page includes the full loop definition and source.
How many design loops are listed here?
84 design loops are currently tracked, with metrics (stars, downloads, last-update dates) sourced from GitHub and package registries and refreshed continuously.