# ralph-claude-code **Repository Path**: RexHuang936/ralph-claude-code ## Basic Information - **Project Name**: ralph-claude-code - **Description**: No description available - **Primary Language**: Unknown - **License**: MIT - **Default Branch**: main - **Homepage**: None - **GVP Project**: No ## Statistics - **Stars**: 1 - **Forks**: 0 - **Created**: 2026-01-17 - **Last Updated**: 2026-01-24 ## Categories & Tags **Categories**: Uncategorized **Tags**: None ## README # Ralph for Claude Code [![CI](https://github.com/frankbria/ralph-claude-code/actions/workflows/test.yml/badge.svg)](https://github.com/frankbria/ralph-claude-code/actions/workflows/test.yml) [![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](LICENSE) ![Version](https://img.shields.io/badge/version-0.9.9-blue) ![Tests](https://img.shields.io/badge/tests-308%20passing-green) [![GitHub Issues](https://img.shields.io/github/issues/frankbria/ralph-claude-code)](https://github.com/frankbria/ralph-claude-code/issues) [![Mentioned in Awesome Claude Code](https://awesome.re/mentioned-badge.svg)](https://github.com/hesreallyhim/awesome-claude-code) [![Follow on X](https://img.shields.io/twitter/follow/FrankBria18044?style=social)](https://x.com/FrankBria18044) > **Autonomous AI development loop with intelligent exit detection and rate limiting** Ralph is an implementation of the Geoffrey Huntley's technique for Claude Code that enables continuous autonomous development cycles he named after [Ralph Wiggum](https://ghuntley.com/ralph/). It enables continuous autonomous development cycles where Claude Code iteratively improves your project until completion, with built-in safeguards to prevent infinite loops and API overuse. **Install once, use everywhere** - Ralph becomes a global command available in any directory. ## Project Status **Version**: v0.9.9 - Active Development **Core Features**: Working and tested **Test Coverage**: 308 tests, 100% pass rate ### What's Working Now - Autonomous development loops with intelligent exit detection - **Dual-condition exit gate**: Requires BOTH completion indicators AND explicit EXIT_SIGNAL - Rate limiting with hourly reset (100 calls/hour, configurable) - Circuit breaker with advanced error detection (prevents runaway loops) - Response analyzer with semantic understanding and two-stage error filtering - **JSON output format support with automatic fallback to text parsing** - **Session continuity with `--continue` flag for context preservation** - **Session expiration with configurable timeout (default: 24 hours)** - **Modern CLI flags: `--output-format`, `--allowed-tools`, `--no-continue`** - Multi-line error matching for accurate stuck loop detection - 5-hour API limit handling with user prompts - tmux integration for live monitoring - PRD import functionality - **CI/CD pipeline with GitHub Actions** - **Dedicated uninstall script for clean removal** - 308 passing tests across 11 test files ### Recent Improvements **v0.9.9 - EXIT_SIGNAL Gate & Uninstall Script** - Fixed premature exit bug: completion indicators now require Claude's explicit `EXIT_SIGNAL: true` - Added dual-condition check preventing exits when Claude reports work in progress - Added `response_analyzer.sh` fix to respect explicit EXIT_SIGNAL over heuristics - Added dedicated `uninstall.sh` script for clean Ralph removal - Session expiration with configurable timeout (default: 24 hours) - Added 32 new tests for EXIT_SIGNAL behavior and session expiration - Test count: 308 (up from 276) **v0.9.8 - Modern CLI for PRD Import** - Modernized `ralph_import.sh` to use Claude Code CLI JSON output format - JSON output format support with `--output-format json` for structured responses - Enhanced error handling with structured JSON error messages - Improved file verification with JSON-derived status information - Backward compatibility with older CLI versions (automatic text fallback) - Added 11 new tests for modern CLI features **v0.9.7 - Session Lifecycle Management** - Complete session lifecycle management with automatic reset triggers - Session auto-reset on: circuit breaker open, manual interrupt, project completion - Added `--reset-session` CLI flag for manual session reset - Session history tracking (last 50 transitions) for debugging - Added 26 new tests for session continuity features **v0.9.6 - JSON Output & Session Management** - Extended `parse_json_response()` to support Claude Code CLI JSON format - Added session management functions: `store_session_id()`, `get_last_session_id()`, `should_resume_session()` - Cross-platform epoch time utilities in date_utils.sh - Added 16 new tests covering Claude CLI format and session management **v0.9.5 - PRD Import Tests** - Added 22 comprehensive tests for `ralph_import.sh` PRD conversion script - Tests cover: file format support, output file creation, project naming, error handling **v0.9.4 - Project Setup Tests** - Added 36 comprehensive tests for `setup.sh` project initialization script - Tests cover: directory creation, template copying, git initialization **v0.9.3 - Installation Tests** - Added 14 comprehensive tests for `install.sh` global installation script - Tests cover: directory creation, command installation, dependency detection **v0.9.2 - Prompt File Fix** - Fixed critical bug: replaced non-existent `--prompt-file` CLI flag with `-p` flag - Modern CLI mode now correctly passes prompt content via `-p "$(cat file)"` - Added error handling for missing prompt files in `build_claude_command()` **v0.9.1 - Modern CLI Commands (Phase 1.1)** - JSON output format support with `--output-format json` (default) - Session continuity using `--continue` flag for cross-loop context - Tool permissions via `--allowed-tools` flag - CI/CD pipeline with kcov coverage reporting **v0.9.0 - Circuit Breaker Enhancements** - Fixed multi-line error matching in stuck loop detection - Eliminated JSON field false positives (e.g., `"is_error": false`) - Added two-stage error filtering for accurate detection ### In Progress - Expanding test coverage - Log rotation functionality - Dry-run mode - Configuration file support (.ralphrc) - Metrics and analytics tracking - Desktop notifications - Git backup and rollback system **Timeline to v1.0**: ~4 weeks | [Full roadmap](IMPLEMENTATION_PLAN.md) | **Contributions welcome!** ## Features - **Autonomous Development Loop** - Continuously executes Claude Code with your project requirements - **Intelligent Exit Detection** - Dual-condition check requiring BOTH completion indicators AND explicit EXIT_SIGNAL - **Session Continuity** - Preserves context across loop iterations with automatic session management - **Session Expiration** - Configurable timeout (default: 24 hours) with automatic session reset - **Rate Limiting** - Built-in API call management with hourly limits and countdown timers - **5-Hour API Limit Handling** - Detects Claude's 5-hour usage limit and offers wait/exit options - **Live Monitoring** - Real-time dashboard showing loop status, progress, and logs - **Task Management** - Structured approach with prioritized task lists and progress tracking - **Project Templates** - Quick setup for new projects with best-practice structure - **Comprehensive Logging** - Detailed execution logs with timestamps and status tracking - **Configurable Timeouts** - Set execution timeout for Claude Code operations (1-120 minutes) - **Verbose Progress Mode** - Optional detailed progress updates during execution - **Response Analyzer** - AI-powered analysis of Claude Code responses with semantic understanding - **Circuit Breaker** - Advanced error detection with two-stage filtering, multi-line error matching, and automatic recovery - **CI/CD Integration** - GitHub Actions workflow with automated testing - **Clean Uninstall** - Dedicated uninstall script for complete removal ## Quick Start Ralph has two phases: **one-time installation** and **per-project setup**. ``` INSTALL ONCE USE MANY TIMES +-----------------+ +----------------------+ | ./install.sh | -> | ralph-setup project1 | | | | ralph-setup project2 | | Adds global | | ralph-setup project3 | | commands | | ... | +-----------------+ +----------------------+ ``` ### Phase 1: Install Ralph (One Time Only) Install Ralph globally on your system: ```bash git clone https://github.com/frankbria/ralph-claude-code.git cd ralph-claude-code ./install.sh ``` This adds `ralph`, `ralph-monitor`, and `ralph-setup` commands to your PATH. > **Note**: You only need to do this once per system. After installation, you can delete the cloned repository if desired. ### Phase 2: Initialize New Projects (Per Project) For each new project you want Ralph to work on: #### Option A: Import Existing PRD/Specifications ```bash # Convert existing PRD/specs to Ralph format (recommended) ralph-import my-requirements.md my-project cd my-project # Review and adjust the generated files: # - PROMPT.md (Ralph instructions) # - @fix_plan.md (task priorities) # - specs/requirements.md (technical specs) # Start autonomous development ralph --monitor ``` #### Option B: Manual Project Setup ```bash # Create blank Ralph project ralph-setup my-awesome-project cd my-awesome-project # Configure your project requirements manually # Edit PROMPT.md with your project goals # Edit specs/ with detailed specifications # Edit @fix_plan.md with initial priorities # Start autonomous development ralph --monitor ``` ### Ongoing Usage (After Setup) Once Ralph is installed and your project is initialized: ```bash # Navigate to any Ralph project and run: ralph --monitor # Integrated tmux monitoring (recommended) # Or use separate terminals: ralph # Terminal 1: Ralph loop ralph-monitor # Terminal 2: Live monitor dashboard ``` ### Uninstalling Ralph To completely remove Ralph from your system: ```bash # Run the uninstall script ./uninstall.sh # Or if you deleted the repo, download and run: curl -sL https://raw.githubusercontent.com/frankbria/ralph-claude-code/main/uninstall.sh | bash ``` ## How It Works Ralph operates on a simple but powerful cycle: 1. **Read Instructions** - Loads `PROMPT.md` with your project requirements 2. **Execute Claude Code** - Runs Claude Code with current context and priorities 3. **Track Progress** - Updates task lists and logs execution results 4. **Evaluate Completion** - Checks for exit conditions and project completion signals 5. **Repeat** - Continues until project is complete or limits are reached ### Intelligent Exit Detection Ralph uses a **dual-condition check** to prevent premature exits during productive iterations: **Exit requires BOTH conditions:** 1. `completion_indicators >= 2` (heuristic detection from natural language patterns) 2. Claude's explicit `EXIT_SIGNAL: true` in the RALPH_STATUS block **Example behavior:** ``` Loop 5: Claude outputs "Phase complete, moving to next feature" → completion_indicators: 3 (high confidence from patterns) → EXIT_SIGNAL: false (Claude says more work needed) → Result: CONTINUE (respects Claude's explicit intent) Loop 8: Claude outputs "All tasks complete, project ready" → completion_indicators: 4 → EXIT_SIGNAL: true (Claude confirms done) → Result: EXIT with "project_complete" ``` **Other exit conditions:** - All tasks in `@fix_plan.md` marked complete - Multiple consecutive "done" signals from Claude Code - Too many test-focused loops (indicating feature completeness) - Claude API 5-hour usage limit reached (with user prompt to wait or exit) ## Importing Existing Requirements Ralph can convert existing PRDs, specifications, or requirement documents into the proper Ralph format using Claude Code. ### Supported Formats - **Markdown** (.md) - Product requirements, technical specs - **Text files** (.txt) - Plain text requirements - **JSON** (.json) - Structured requirement data - **Word documents** (.docx) - Business requirements - **PDFs** (.pdf) - Design documents, specifications - **Any text-based format** - Ralph will intelligently parse the content ### Usage Examples ```bash # Convert a markdown PRD ralph-import product-requirements.md my-app # Convert a text specification ralph-import requirements.txt webapp # Convert a JSON API spec ralph-import api-spec.json backend-service # Let Ralph auto-name the project from filename ralph-import design-doc.pdf ``` ### What Gets Generated Ralph-import creates a complete project with: - **PROMPT.md** - Converted into Ralph development instructions - **@fix_plan.md** - Requirements broken down into prioritized tasks - **specs/requirements.md** - Technical specifications extracted from your document - **Standard Ralph structure** - All necessary directories and template files The conversion is intelligent and preserves your original requirements while making them actionable for autonomous development. ### Modern CLI Features (v0.9.8) Ralph-import uses modern Claude Code CLI features for improved reliability: - **JSON Output Format**: Structured responses enable precise parsing of conversion results - **Automatic Fallback**: Gracefully handles older CLI versions with text-based parsing - **Enhanced Error Reporting**: Extracts specific error messages and codes from JSON responses - **Session Tracking**: Captures session IDs for potential continuation of interrupted conversions > **Note**: These features require Claude Code CLI version 2.0.76 or later. Older versions will work with standard text output. ## Configuration ### Rate Limiting & Circuit Breaker Ralph includes intelligent rate limiting and circuit breaker functionality: ```bash # Default: 100 calls per hour ralph --calls 50 # With integrated monitoring ralph --monitor --calls 50 # Check current usage ralph --status ``` The circuit breaker automatically: - Detects API errors and rate limit issues with advanced two-stage filtering - Opens circuit after 3 loops with no progress or 5 loops with same errors - Eliminates false positives from JSON fields containing "error" - Accurately detects stuck loops with multi-line error matching - Gradually recovers with half-open monitoring state - Provides detailed error tracking and logging with state history ### Claude API 5-Hour Limit When Claude's 5-hour usage limit is reached, Ralph: 1. Detects the limit error automatically 2. Prompts you to choose: - **Option 1**: Wait 60 minutes for the limit to reset (with countdown timer) - **Option 2**: Exit gracefully (or auto-exits after 30-second timeout) 3. Prevents endless retry loops that waste time ### Custom Prompts ```bash # Use custom prompt file ralph --prompt my_custom_instructions.md # With integrated monitoring ralph --monitor --prompt my_custom_instructions.md ``` ### Execution Timeouts ```bash # Set Claude Code execution timeout (default: 15 minutes) ralph --timeout 30 # 30-minute timeout for complex tasks # With monitoring and custom timeout ralph --monitor --timeout 60 # 60-minute timeout # Short timeout for quick iterations ralph --verbose --timeout 5 # 5-minute timeout with progress ``` ### Verbose Mode ```bash # Enable detailed progress updates during execution ralph --verbose # Combine with other options ralph --monitor --verbose --timeout 30 ``` ### Session Continuity Ralph maintains session context across loop iterations for improved coherence: ```bash # Sessions are enabled by default with --continue flag ralph --monitor # Uses session continuity # Start fresh without session context ralph --no-continue # Isolated iterations # Reset session manually (clears context) ralph --reset-session # Clears current session # Check session status cat .ralph_session # View current session file cat .ralph_session_history # View session transition history ``` **Session Auto-Reset Triggers:** - Circuit breaker opens (stagnation detected) - Manual interrupt (Ctrl+C / SIGINT) - Project completion (graceful exit) - Manual circuit breaker reset (`--reset-circuit`) - Session expiration (default: 24 hours) Sessions are persisted to `.ralph_session` with a configurable expiration (default: 24 hours). The last 50 session transitions are logged to `.ralph_session_history` for debugging. ### Exit Thresholds Modify these variables in `~/.ralph/ralph_loop.sh`: **Exit Detection Thresholds:** ```bash MAX_CONSECUTIVE_TEST_LOOPS=3 # Exit after 3 test-only loops MAX_CONSECUTIVE_DONE_SIGNALS=2 # Exit after 2 "done" signals TEST_PERCENTAGE_THRESHOLD=30 # Flag if 30%+ loops are test-only ``` **Circuit Breaker Thresholds:** ```bash CB_NO_PROGRESS_THRESHOLD=3 # Open circuit after 3 loops with no file changes CB_SAME_ERROR_THRESHOLD=5 # Open circuit after 5 loops with repeated errors CB_OUTPUT_DECLINE_THRESHOLD=70 # Open circuit if output declines by >70% ``` **Completion Indicators with EXIT_SIGNAL Gate:** | completion_indicators | EXIT_SIGNAL | Result | |-----------------------|-------------|--------| | >= 2 | `true` | **Exit** ("project_complete") | | >= 2 | `false` | **Continue** (Claude still working) | | >= 2 | missing | **Continue** (defaults to false) | | < 2 | `true` | **Continue** (threshold not met) | ## Project Structure Ralph creates a standardized structure for each project: ``` my-project/ ├── PROMPT.md # Main development instructions for Ralph ├── @fix_plan.md # Prioritized task list (@ prefix = Ralph control file) ├── @AGENT.md # Build and run instructions ├── specs/ # Project specifications and requirements │ └── stdlib/ # Standard library specifications ├── src/ # Source code implementation ├── examples/ # Usage examples and test cases ├── logs/ # Ralph execution logs └── docs/generated/ # Auto-generated documentation ``` ## Best Practices ### Writing Effective Prompts 1. **Be Specific** - Clear requirements lead to better results 2. **Prioritize** - Use `@fix_plan.md` to guide Ralph's focus 3. **Set Boundaries** - Define what's in/out of scope 4. **Include Examples** - Show expected inputs/outputs ### Project Specifications - Place detailed requirements in `specs/` - Use `@fix_plan.md` for prioritized task tracking - Keep `@AGENT.md` updated with build instructions - Document key decisions and architecture ### Monitoring Progress - Use `ralph-monitor` for live status updates - Check logs in `logs/` for detailed execution history - Monitor `status.json` for programmatic access - Watch for exit condition signals ## System Requirements - **Bash 4.0+** - For script execution - **Claude Code CLI** - `npm install -g @anthropic-ai/claude-code` - **tmux** - Terminal multiplexer for integrated monitoring (recommended) - **jq** - JSON processing for status tracking - **Git** - Version control (projects are initialized as git repos) - **Standard Unix tools** - grep, date, etc. ### Testing Requirements (Development) See [TESTING.md](TESTING.md) for the comprehensive testing guide. If you want to run the test suite: ```bash # Install BATS testing framework npm install -g bats bats-support bats-assert # Run all tests (308 tests) npm test # Run specific test suites bats tests/unit/test_rate_limiting.bats bats tests/unit/test_exit_detection.bats bats tests/unit/test_json_parsing.bats bats tests/unit/test_cli_modern.bats bats tests/unit/test_cli_parsing.bats bats tests/unit/test_session_continuity.bats bats tests/integration/test_loop_execution.bats bats tests/integration/test_prd_import.bats bats tests/integration/test_project_setup.bats bats tests/integration/test_installation.bats # Run error detection and circuit breaker tests ./tests/test_error_detection.sh ./tests/test_stuck_loop_detection.sh ``` Current test status: - **308 tests** across 11 test files - **100% pass rate** (308/308 passing) - Comprehensive unit and integration tests - Specialized tests for JSON parsing, CLI flags, circuit breaker, EXIT_SIGNAL behavior, and installation workflows > **Note on Coverage**: Bash code coverage measurement with kcov has fundamental limitations when tracing subprocess executions. Test pass rate (100%) is the quality gate. See [bats-core#15](https://github.com/bats-core/bats-core/issues/15) for details. ### Installing tmux ```bash # Ubuntu/Debian sudo apt-get install tmux # macOS brew install tmux # CentOS/RHEL sudo yum install tmux ``` ## Monitoring and Debugging ### Live Dashboard ```bash # Integrated tmux monitoring (recommended) ralph --monitor # Manual monitoring in separate terminal ralph-monitor ``` Shows real-time: - Current loop count and status - API calls used vs. limit - Recent log entries - Rate limit countdown **tmux Controls:** - `Ctrl+B` then `D` - Detach from session (keeps Ralph running) - `Ctrl+B` then `←/→` - Switch between panes - `tmux list-sessions` - View active sessions - `tmux attach -t ` - Reattach to session ### Status Checking ```bash # JSON status output ralph --status # Manual log inspection tail -f logs/ralph.log ``` ### Common Issues - **Rate Limits** - Ralph automatically waits and displays countdown - **5-Hour API Limit** - Ralph detects and prompts for user action (wait or exit) - **Stuck Loops** - Check `@fix_plan.md` for unclear or conflicting tasks - **Early Exit** - Review exit thresholds if Ralph stops too soon - **Premature Exit** - Check if Claude is setting `EXIT_SIGNAL: false` (Ralph now respects this) - **Execution Timeouts** - Increase `--timeout` value for complex operations - **Missing Dependencies** - Ensure Claude Code CLI and tmux are installed - **tmux Session Lost** - Use `tmux list-sessions` and `tmux attach` to reconnect - **Session Expired** - Sessions expire after 24 hours by default; use `--reset-session` to start fresh ## Contributing Ralph is actively seeking contributors! We're working toward v1.0.0 with clear priorities and a detailed roadmap. **See [CONTRIBUTING.md](CONTRIBUTING.md) for the complete contributor guide** including: - Getting started and setup instructions - Development workflow and commit conventions - Code style guidelines - Testing requirements (100% pass rate mandatory) - Pull request process and code review guidelines - Quality standards and checklists ### Quick Start ```bash # Fork and clone git clone https://github.com/YOUR_USERNAME/ralph-claude-code.git cd ralph-claude-code # Install dependencies and run tests npm install npm test # All 308 tests must pass ``` ### Priority Contribution Areas 1. **Test Implementation** - Help expand test coverage 2. **Feature Development** - Log rotation, dry-run mode, config files, metrics 3. **Documentation** - Tutorials, troubleshooting guides, examples 4. **Real-World Testing** - Use Ralph, report bugs, share feedback **Every contribution matters** - from fixing typos to implementing major features! ## License This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details. ## Acknowledgments - Inspired by the [Ralph technique](https://ghuntley.com/ralph/) created by Geoffrey Huntley - Built for [Claude Code](https://claude.ai/code) by Anthropic - Community feedback and contributions ## Related Projects - [Claude Code](https://claude.ai/code) - The AI coding assistant that powers Ralph - [Aider](https://github.com/paul-gauthier/aider) - Original Ralph technique implementation --- ## Command Reference ### Installation Commands (Run Once) ```bash ./install.sh # Install Ralph globally ./uninstall.sh # Remove Ralph from system (dedicated script) ./install.sh uninstall # Alternative: Remove Ralph from system ./install.sh --help # Show installation help ``` ### Ralph Loop Options ```bash ralph [OPTIONS] -h, --help Show help message -c, --calls NUM Set max calls per hour (default: 100) -p, --prompt FILE Set prompt file (default: PROMPT.md) -s, --status Show current status and exit -m, --monitor Start with tmux session and live monitor -v, --verbose Show detailed progress updates during execution -t, --timeout MIN Set Claude Code execution timeout in minutes (1-120, default: 15) --output-format FORMAT Set output format: json (default) or text --allowed-tools TOOLS Set allowed Claude tools (default: Write,Bash(git *),Read) --no-continue Disable session continuity (start fresh each loop) --reset-circuit Reset the circuit breaker --circuit-status Show circuit breaker status --reset-session Reset session state manually ``` ### Project Commands (Per Project) ```bash ralph-setup project-name # Create new Ralph project ralph-import prd.md project # Convert PRD/specs to Ralph project ralph --monitor # Start with integrated monitoring ralph --status # Check current loop status ralph --verbose # Enable detailed progress updates ralph --timeout 30 # Set 30-minute execution timeout ralph --calls 50 # Limit to 50 API calls per hour ralph --reset-session # Reset session state manually ralph-monitor # Manual monitoring dashboard ``` ### tmux Session Management ```bash tmux list-sessions # View active Ralph sessions tmux attach -t # Reattach to detached session # Ctrl+B then D # Detach from session (keeps running) ``` --- ## Development Roadmap Ralph is under active development with a clear path to v1.0.0. See [IMPLEMENTATION_PLAN.md](IMPLEMENTATION_PLAN.md) for the complete roadmap. ### Current Status: v0.9.9 **What's Delivered:** - Core loop functionality with intelligent exit detection - **Dual-condition exit gate** (completion indicators + EXIT_SIGNAL) - Rate limiting (100 calls/hour) and circuit breaker pattern - Response analyzer with semantic understanding - 308 comprehensive tests (100% pass rate) - tmux integration and live monitoring - PRD import functionality with modern CLI JSON parsing - Installation system and project templates - Modern CLI commands with JSON output support - CI/CD pipeline with GitHub Actions - Comprehensive installation test suite - Session lifecycle management with auto-reset triggers - Session expiration with configurable timeout - Dedicated uninstall script **Test Coverage Breakdown:** - Unit Tests: 164 (CLI parsing, JSON, exit detection, rate limiting, session continuity) - Integration Tests: 144 (loop execution, edge cases, installation, project setup, PRD import) - Test Files: 11 ### Path to v1.0.0 (~4 weeks) **Enhanced Testing** - Installation and setup workflow tests - tmux integration tests - Monitor dashboard tests **Core Features** - Log rotation functionality - Dry-run mode - Configuration file support - .ralphrc **Advanced Features & Polish** - Metrics and analytics tracking - Desktop notifications - Git backup and rollback system - End-to-end tests - Final documentation and release prep See [IMPLEMENTATION_STATUS.md](IMPLEMENTATION_STATUS.md) for detailed progress tracking. ### How to Contribute Ralph is seeking contributors! See [CONTRIBUTING.md](CONTRIBUTING.md) for the complete guide. Priority areas: 1. **Test Implementation** - Help expand test coverage ([see plan](IMPLEMENTATION_PLAN.md)) 2. **Feature Development** - Log rotation, dry-run mode, config files 3. **Documentation** - Usage examples, tutorials, troubleshooting guides 4. **Bug Reports** - Real-world usage feedback and edge cases --- **Ready to let AI build your project?** Start with `./install.sh` and let Ralph take it from there! ## Star History [![Star History Chart](https://api.star-history.com/svg?repos=frankbria/ralph-claude-code&type=date&legend=top-left)](https://www.star-history.com/#frankbria/ralph-claude-code&type=date&legend=top-left)