A framework for executing long-running AI agent tasks with structured feature lists and progress tracking.
English | 中文
Core challenges AI agents face in long-running tasks:
| Challenge | Description |
|---|---|
| Context Window Limits | Each new session has no memory of previous work |
| Premature Completion | Agents tend to declare done too early when seeing existing progress |
| Doing Too Much At Once | Trying to complete entire project in one go leads to mid-way failures |
# Interactive mode (auto-detects system language)
npx ai-agent-loop init
# Specify Chinese
npx ai-agent-loop init --lang zh
# Specify English
npx ai-agent-loop init --lang en
# Specify target directory
npx ai-agent-loop init --lang en --dir ./my-projectCLI will automatically:
- Copy
CLAUDE.mdto project root - Create
agent-loop/directory with all required files
# Option 1: Copy entire folder
Copy-Item -Recurse agent-loop target-project/
# Option 2: Copy only required files
cp agent-loop/feature_list.json target-project/
cp agent-loop/CLAUDE.md target-project/Edit feature_list.json:
{
"features": [
{
"id": "1",
"description": "Implement user login feature",
"steps": [
"Create login page",
"Add form validation",
"Integrate backend API"
],
"passes": false,
"priority": "high"
}
]
}If you have specific tech stack requirements, you can specify them in steps:
{
"id": "1",
"description": "Project infrastructure setup",
"steps": [
"Initialize project with React + TypeScript + Vite",
"Use shadcn/ui as component library",
"Use Tailwind CSS for styling",
"Configure ESLint + Prettier"
]
}You can specify in steps:
| Category | Examples |
|---|---|
| Frontend Framework | React / Vue / Angular |
| UI Component Library | shadcn/ui / Ant Design / Element Plus |
| Styling | Tailwind CSS / CSS Modules |
| State Management | Redux / Zustand / Jotai |
| API Solution | Axios / React Query / SWR |
cd target-project
claudeTell Claude:
"Please read agent-loop/feature_list.json and implement all passes:false features in priority order. Test each feature until it passes before marking as complete. Update progress and commit to git after each completion."
If project has PRD.md, tell Claude first:
"Please read PRD.md and generate a comprehensive feature list based on the product requirements document. Reference agent-loop/feature_list.json template - each feature needs testableSteps (verifiable test steps)."
Full instruction example:
Please read PRD.md and then execute the following tasks:
1. Read and understand PRD - analyze all functional requirements from the product requirements document
2. Generate feature list - create agent-loop/feature_list.json based on PRD:
- Each feature must include: id, category, description, expectedOutcome, testableSteps, passes, priority, complexity
- Use JSON format (prevents arbitrary modifications)
- testableSteps must include specific verifiable steps (action, target, verification)
- Sort by priority (must-have → should-have → could-have)
3. Initialize project - ensure project runs properly:
- Run ./agent-loop/init.sh start to start dev server
- Verify server is running
4. Create Git repository (if none):
- git init
- git add .
- git commit -m "feat: initial setup with feature list"
- git checkout -b develop| File | Description |
|---|---|
CLAUDE.md |
Agent workflow definition (auto-read by Claude Code) |
feature_list.json |
Feature list defining tasks to complete |
claude-progress.txt |
Progress tracking |
init.sh |
Development server startup script |
run-agent-loop.ps1 |
Loop execution script (optional) |
{
"features": [
{
"id": "1",
"description": "Feature description",
"steps": ["Step 1", "Step 2", "Step 3"],
"passes": false,
"priority": "high"
}
]
}| Field | Required | Description |
|---|---|---|
| id | ✅ | Unique identifier |
| description | ✅ | Feature description |
| steps | ✅ | Implementation steps array |
| passes | ✅ | Completion status, initial false |
| priority | ✅ | Priority: high/medium/low |
- All features must start with passes: false
- Agent can only mark passes: true after verification
- Implement only one feature at a time
- Must commit git and update progress after completion
1. Read CLAUDE.md (understand rules)
2. Read feature_list.json (select task)
3. Read claude-progress.txt (check progress)
4. Check git log (see history)
5. Start dev server (init.sh)
6. Verify basic functionality
7. Implement current feature
8. Test and verify
9. Update passes: true
10. Update progress record
11. Git commit
12. Loop to next feature
This repository includes a complete feature list for a comic generation project (15 features total):
| Priority | Feature |
|---|---|
| High | Project Infrastructure Setup |
| High | User Authentication System |
| High | AI Image Generation Panel |
| High | Image Editing Tools |
| High | Comic Panel Grid System |
| Medium | Speech Bubble System |
| Medium | Character Management System |
| Medium | Storyboard Management |
| Medium | Project/Workspace Management |
| Medium | Asset Library |
| Medium | Export Functionality |
| Low | History System |
| Low | AI Inpainting |
| Low | AI Image Upscaling |
| Low | Collaboration Features |
code-long-running-agents/
├── README.md # Chinese
├── README-EN.md # English
├── LICENSE # MIT License
├── agent-loop/ # Chinese version
│ ├── CLAUDE.md
│ ├── feature_list.json
│ ├── claude-progress.txt
│ ├── init.sh
│ └── run-agent-loop.ps1
└── agent-loop-en/ # English version
├── CLAUDE.md
├── feature_list.json
├── claude-progress.txt
├── init.sh
└── run-agent-loop.ps1
MIT License - see LICENSE for details.