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Skills for ralph-o-matic iterative AI coding refinement loops using local LLMs
npx claudepluginhub dbinky/ralph-o-maticClaude Code skills for ralph-o-matic iterative AI coding refinement loops
Official prompts.chat marketplace - AI prompts, skills, and tools for Claude Code
Behavioral guidelines to reduce common LLM coding mistakes, derived from Andrej Karpathy's observations
Open Design — local-first design app exposed to coding agents over MCP. Install once with your agent's plugin command and projects/files/skills are reachable through stdio.
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A job queue server that runs iterative AI coding refinement loops — locally via Ollama, against the Anthropic API, or through OpenRouter — so you can queue work, walk away, and review results as PRs.
Iterating on code until tests pass and acceptance criteria are met produces excellent results, but doing it manually is tedious and doing it against cloud APIs burns credits fast. Most iterations are mechanical refinement, not creative problem-solving.
Draft your implementation with Claude Code + Opus. Then hand off to ralph-o-matic, which runs the refinement loop with built-in circuit breakers, retry logic, session continuity, and per-iteration commits. Use local models via Ollama to save API credits, use the Anthropic API when you need Claude-grade quality, or use OpenRouter for access to models from multiple providers on a pay-per-token basis.
Your Dev Env (Opus 4.6) Ralph-o-Matic Server
┌──────────────────────┐ ┌─────────────────────────┐
│ /feature-pipeline │ │ ralph-o-matic-server │
│ │ │ │
│ 1. Brainstorm spec │ ◄─ you │ │
│ 2. Brainstorm design │ ◄─ you │ │
│ ── walk away ── │ │ │
│ 3. Align designs │ auto │ │
│ 4. Write plans │ auto │ │
│ 5. Align plans │ auto │ │
│ 6. Implement │ auto │ │
│ 7. Generate loop │ auto │ │
│ 8. Submit to ralph ──│───────────│─► Queue → Execute loop │
│ │ │ Commit → Push → PR │
└──────────────────────┘ │ 9. Post-completion hook │
│ → Auto PR review │
│ → Teams notification │
└─────────────────────────┘
/feature-pipeline skill automates the entire workflow: brainstorm spec, brainstorm design, align, plan, implement, submit to ralph, auto PR review. You interact during brainstorming, then walk away.ralph-o-matic notify./feature-pipeline for fully automated end-to-end workflows, plus composable sub-skills (spec-to-design, auto-ralph-prep, auto-ralph-submit) and interactive skills (brainstorm-to-ralph, direct-to-ralph, plan-to-ralph)curl -fsSL https://raw.githubusercontent.com/dbinky/ralph-o-matic/main/scripts/install.sh | bash
irm https://raw.githubusercontent.com/dbinky/ralph-o-matic/main/scripts/install.ps1 | iex
Both installers detect your hardware, let you choose a backend, recommend models, install dependencies, and start the server. Use --yes (bash) or -Yes (PowerShell) for non-interactive mode.