44 boosters for "prompts" — AI-graded, open source, ready to install
Heuristic scoring (no AI key configured).
A meta-cognitive workflow architecture for Windsurf that implements persistent memory banking and structured initialization/documentation/implementation workflows to maintain context across AI sessions. Ideal for developers using Windsurf who need reliable state management and systematic task organization.
Opik MCP Server enables developers to integrate automated prompt optimization directly into Claude through the Model Context Protocol. It's valuable for teams building AI applications who want to systematically improve and test their prompts.
A Chinese-language system prompt that transforms simple descriptions into detailed video generation prompts for AI video models, designed for use in Claude, ChatGPT, Cursor, and Windsurf environments.
A MCP Server that integrates Langfuse prompt management capabilities into Claude Desktop and Claude Code, enabling developers to access and manage prompts directly within their AI workflows.
This booster provides best practice guidelines for Docker, npx, uv, and package publishing workflows, intended to standardize development processes in Windsurf environments. It benefits developers seeking consistent build and deployment practices across multiple tool ecosystems.
A Cursor IDE rule set that enforces consistent Rust coding standards, project structure, and architectural patterns for the LLML library. Developers working on LLML in Cursor will benefit from automated guidance on module organization, naming conventions, and API design.
A Symfony package that simplifies building secure Model Context Protocol servers with real-time communication via SSE and StreamableHTTP, designed for enterprise applications. Developers building AI agents, agentic systems, or MCP-based tools in Symfony/Windsurf environments benefit from this specialized toolkit.
Generates product specification documents by executing a Python script to create detailed PM prompts and delegating document creation to a subagent. Useful for product managers and developers who need to rapidly create structured PRDs with reference document support.
ultraplan is a CLI tool that records multi-modal context (audio, screenshots, clipboard, keystrokes) from work sessions and converts them into detailed prompts for Claude analysis. Developers and researchers benefit by capturing complete context from meetings, debugging, or research workflows for later AI-assisted analysis.
Search for saved prompts in the library by keywords
Transforms rough prompts into production-ready LLM prompts using advanced techniques like Chain-of-Thought and RAG optimization. Ideal for developers, AI engineers, and teams building LLM applications who need to craft effective prompts across Claude, GPT, Llama, and other models.
A photo generation skill that uses ByteDance Seedream 4.5 to create professional AI-enhanced portraits, group photos, and edited images across 8+ use cases. Useful for designers, marketers, and content creators who need quick, high-quality visual assets.
A system prompt for Cursor that enforces direct, expert-level responses with practical code solutions and minimal explanation overhead. Ideal for experienced developers who want faster, more actionable AI assistance without verbose guidance.
The plan-generator transforms high-level product requirements into executable project blueprints (genesis.xml files) with structured task DAGs and agent assignments. It's invaluable for cofounders and product teams who need to bridge strategic vision with concrete execution plans.
The MCP TypeScript SDK enables developers to build and integrate Model Context Protocol servers and clients, allowing applications to provide standardized context to LLMs. It's essential for developers building AI-powered applications that need to expose resources, tools, and prompts in a protocol-compliant way.
TDD Command provides a bash-based workflow to guide Claude through test-driven development with structured prompts and automated script delegation. Best suited for developers who want to enforce TDD discipline while coding with Claude in structured projects.
The MCP TypeScript SDK is a comprehensive toolkit for building and integrating Model Context Protocol servers and clients in TypeScript applications. Developers building AI-powered tools, Claude integrations, or context-aware LLM applications benefit from its standardized approach to managing resources, tools, and prompts.
Windsurf Rules for OpenCap Stack provides coding standards and LLM-aligned prompts to guide developers on test-driven, production-ready Python/FastAPI backend development. Developers working on OpenCap Stack projects and AI coding assistant users benefit from these standardized guidelines.
A skill booster that automates the code wrap-up process for Claude development by providing a structured checklist for linting, testing, documentation, and code quality verification. Developers benefit from a standardized workflow that ensures code quality and reduces manual oversight tasks.
This booster documents a Rust SDK method for disabling system prompts in template configuration, but lacks practical prompt content or implementation guidance for actual AI coding platforms.
Marty is a creative system prompt that transforms Claude into a casual, knowledgeable bookstore wizard offering programming and literary recommendations via text message. Developers and AI enthusiasts will enjoy the character-driven approach for building conversational recommendation systems or experimenting with unconventional persona prompts.
FACET is a markup language and authoring system for structured AI prompting that enables human-readable, machine-deterministic configuration across multiple AI platforms (Claude, ChatGPT, Cursor, Windsurf). It helps developers create reusable, validated prompts with strict syntax rules, type checking, and built-in transformations.
