408 boosters for "orm" — open source, verified from GitHub, ready to install
ALWAYS use when: creating/editing marimo notebooks, working with any .py file containing @app.cell decorators, building reactive Python notebooks, doing exploratory data analysis in notebook form, converting Jupyter (.ipynb) to marimo, or when user mentions "marimo", "reactive notebook", or asks for an interactive Python notebook. Covers marimo CLI (edit, run, convert, export), UI components (mo.ui.*), layout functions, SQL integration, caching, state management, and wigglystuff widgets. If a task involves notebooks and Python, invoke this skill first.
A practical guide to Supervised Fine-Tuning using SFTTrainer and Unsloth optimizations, enabling developers to efficiently adapt pre-trained LLMs for instruction-following with 2x faster training. Ideal for ML engineers building custom instruction-tuned models and reasoning systems.
Transform a Vibes app into a multi-tenant SaaS with subdomain-based tenancy. Adds Clerk authentication, subscription gating, and generates a unified app with landing page, tenant routing, and admin dashboard.
This skill should be used when users want to train or fine-tune language models using TRL (Transformer Reinforcement Learning) on Hugging Face Jobs infrastructure. Covers SFT, DPO, GRPO and reward modeling training methods, plus GGUF conversion for local deployment. Includes guidance on the TRL Jobs package, UV scripts with PEP 723 format, dataset preparation and validation, hardware selection, cost estimation, Trackio monitoring, Hub authentication, and model persistence. Should be invoked for tasks involving cloud GPU training, GGUF conversion, or when users mention training on Hugging Face Jobs without local GPU setup.
A plaintext-first docstring formatting specification for Python code that standardizes documentation style across projects. Developers writing or maintaining Python codebases benefit from consistent, readable documentation practices.
Analyze, review, and provide recommendations for distributed system designs. Use when: (1) Reviewing existing system architectures for gaps or improvements, (2) Analyzing system designs for scalability, reliability, or performance issues, (3) Providing recommendations on load balancing, caching, databases, sharding, replication, messaging, rate limiting, authentication, resilience, or monitoring, (4) Assessing trade-offs in system design decisions, (5) Creating system design review documents with gaps and recommendations. Triggers: "review my system design", "analyze this architecture", "what are the gaps", "system design recommendations", "scalability review", "reliability analysis".
Heuristic scoring (no AI key configured).
A Prisma/PostgreSQL database management skill that helps developers modify Motivia's schema, add tables/fields/relations, and execute migrations. Essential for anyone working on the Motivia project's data layer.
The Outline API is not purely RESTful. All endpoints use POST and never GET, PUT, or any other HTTP method.
On every change, verify:
This booster enables comprehensive SMILES molecular analysis for cheminformatics tasks, including validation, descriptor computation, and ADMET prediction. It's useful for chemists, drug developers, and AI assistants working with molecular structures.
Godot 4.4 Cursor rules: coding standards, architecture patterns, and performance tips for AI-assisted game dev.
"name": "chinese-style-guide", "description": "中文写作排版风格指南 - 提供中文文档格式和排版修正指导", "name": "RightCapital",
This booster automates the creation and verification of date-based folder hierarchies in Google Drive for the SNMG18 Working Docs project, helping teams stay organized with consistent month and day folder structures.
Debugg AI MCP Server provides zero-config, AI-managed end-to-end testing for code generation platforms like Claude, automating test creation and execution without manual configuration. Developers using AI code generators benefit from automated quality assurance that integrates seamlessly with their workflow.
Automates browser interactions for web testing, form filling, screenshots, and data extraction. Use when the user needs to navigate websites, interact with web pages, fill forms, take screenshots, test web applications, or extract information from web pages.
A creative writing brainstorming skill that helps authors capture story ideas, character notes, and plot twists while preserving creative flexibility. Best for writers using Claude to develop narratives iteratively.
When looking for specific items (tables, buckets, configurations, flows, data apps) by name, description, partial match, or configuration content/reference, always use the tool first rather than listing all is wasteful on large projects and should only be used when you genuinely need a complete inv
Medical MCP Server provides AI assistants with access to authoritative medical data from FDA, WHO, PubMed, and RxNorm APIs, enabling developers to build healthcare applications with reliable clinical information.
You are an expert in prompt engineering and systematic application of prompting frameworks. Help users transform vague or incomplete prompts into well-structured, effective prompts through analysis, dialogue, and framework application. When a user provides a prompt to improve, analyze across dimensi
A comprehensive Russian-language system prompt and development ruleset for AI assistants building on the 1C:Enterprise platform, establishing coding standards, security practices, and AI persona guidelines across multiple IDE environments.
"name": "@heroku/mcp-server", "description": "Heroku Platform MCP Server", "bugs": "https://github.com/heroku/heroku-mcp-server/issues",
This skill encodes the complete design specification for professional business presentations — a consultant-grade PowerPoint framework based on McKinsey design principles. It includes: All specifications have been refined through iterative production feedback to ensure visual consistency, profession
