Reverse-engineered from real GitHub projects.

Production-grade prompts for AI coding agents

Showing 39 of 39 prompts

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1 prompts

Large Repo Toolkit

Start here when a repository is too large to understand from isolated files. Use this workflow to map structure, identify architecture boundaries, and choose focused follow-up prompts.

0 prompts

Debugging Toolkit

Use this workflow to narrow a failing behavior, capture evidence, isolate likely causes, and produce a practical fix path.

1 prompts

Code Review Toolkit

Use this workflow before shipping changes. It groups review prompts for correctness, regressions, security, and maintainability.

6 prompts

Token Optimization Toolkit

Use this workflow when context is expensive or noisy. It helps compress repo context, trim prompt scope, and preserve the useful signal.

Popular Prompts

rtk

CLI proxy that reduces LLM token consumption by 60-90% on common dev commands. Single Rust binary, zero dependencies

Source: rtk-ai/rtk

Claude CodeCodexGemini CLI

Token OptimizationMedium TokenAdvanced

Copied 3 times

open-design

🎨 Local-first, open-source Claude Design alternative. ⚡ 19 Skills · ✨ 71 brand-grade Design Systems 🖼 Generate web · desktop · mobile prototypes · slides · images · videos · HyperFrames 📦 Sandboxed preview · HTML/PDF/PPTX/MP4 export 🤖 Runs on Claude Code / Codex / Cursor / Gemini / OpenCode / Qwen / Copilot / Hermes / Kimi CLI.

Source: nexu-io/open-design

Claude CodeCodexGemini CLI

UI GenerationMedium TokenIntermediate

Copied 2 times

rtk

CLI proxy that reduces LLM token consumption by 60-90% on common dev commands. Single Rust binary, zero dependencies

Source: rtk-ai/rtk

Claude CodeCodexGemini CLI

Token OptimizationMedium TokenIntermediate

Copied 2 times

skills

Skills for Real Engineers. Straight from my .claude directory.

Source: mattpocock/skills

Claude CodeCodexGemini CLI

WorkflowMedium TokenAdvanced

Copied 1 times

9arm-skills

Build a lightweight skill management system for Claude Code agents to load and organize reusable prompt-based skills with automation.

Source: 9arm-skills

Claude Code

WorkflowLow TokenIntermediate

Immich UI Pattern Extraction Prompt

Extract reusable UI patterns from Immich — high-performance photo grids, timeline navigation, asset viewers with rich metadata, drag-and-drop upload flows, album organization, sharing controls, and self-hosted privacy settings.

Source: immich-app/immich

Claude CodeCodexGemini CLI

UI GenerationVery High TokenBeginner

Novu Notification UI Pattern Extraction

Extract vendor-neutral UI patterns from the Novu open-source notification platform — covering embeddable inbox, channel preference management, workflow step builder, delivery activity feed, and subscriber admin — and synthesize them into a reusable design specification.

Source: novuhq/novu

Claude CodeCodexGemini CLI

UI GenerationVery High TokenBeginner

Flowise Workflow Builder UI Pattern Extraction Prompt

Extract reusable UI patterns from Flowise — node configuration, connection validation, test-run panels, AI flow generation, and beginner-safe defaults — to design a visual agent workflow builder without copying product branding.

Source: FlowiseAI/Flowise

Claude CodeCodexGemini CLI

UI GenerationVery High TokenBeginner

Copied 1 times

open-webui UI Pattern Extraction Prompt

Reverse-engineer an AI chat workspace UI from open-webui — provider switching, conversation layout, RAG affordances, knowledge/tools/models workspace, channel collaboration, and self-hosted settings — without copying product branding.

Source: open-webui/open-webui

Claude CodeCodexGemini CLI

UI GenerationVery High TokenAdvanced

hoppscotch Debugging Prompt

Debug API client workflows by tracing request construction, environment and secret resolution, auth headers and params, interceptor selection, REST and GraphQL execution, websocket events, scripting, tests, and shareable reproduction reports.

Source: hoppscotch/hoppscotch

Claude CodeCodexGemini CLI

DebuggingVery High TokenBeginner

kong Architecture Review Prompt

Review an API gateway repository by tracing runtime startup, route and service matching, plugin phase execution, upstream proxying, Admin API mutation paths, control-plane sync, observability, AI gateway plugins, and production failure modes.

Source: Kong/kong

Claude CodeCodexGemini CLI

ArchitectureVery High TokenAdvanced

meilisearch Architecture Review Prompt

Review a search engine repository by tracing API routes, indexing tasks, scheduler behavior, query execution, ranking rules, filtering/faceting, settings, auth, storage, telemetry, and operational risk.

Source: meilisearch/meilisearch

Claude CodeCodexGemini CLI

ArchitectureVery High TokenAdvanced

crewAI Repository Analysis Prompt

Reverse-engineer a multi-agent orchestration framework by tracing crews, agents, tasks, process modes, delegation tools, memory, context propagation, guardrails, events, tracing, and recovery controls.

Source: crewAIInc/crewAI

Claude CodeCodexGemini CLI

Repo AnalysisVery High TokenAdvanced

langfuse Context Optimization Prompt

Audit an LLM application's prompt operations by tracing ingestion, prompt versions, observations, usage, scores, evaluations, and dashboard signals into concrete context-trimming recommendations.

Source: langfuse/langfuse

Claude CodeCodexGemini CLI

Token OptimizationVery High TokenBeginner

ollama Repository Analysis Prompt

Reverse-engineer a local LLM runtime by tracing CLI commands, server startup, API routes, model loading, scheduler behavior, runner processes, environment configuration, and coding-agent integration risks.

Source: ollama/ollama

Claude CodeCodexGemini CLI

Repo AnalysisVery High TokenAdvanced

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