Guide for building web applications with the Kui framework. Use when writing Kui ASGI/WSGI handlers, defining routes, binding parameters, configuring OpenAPI docs, or working with middleware/dependency injection.
Write code that calls the installed nvMolKit Python API for GPU-accelerated, batched RDKit-style operations - Morgan fingerprints, Tanimoto/cosine similarity, ETKDG conformer embedding, MMFF/UFF optimization, TFD, conformer RMSD, Butina clustering, substructure search, and maximum common substructure (MCS) search. Use…
Instructions for programasweights/programasweights-python, covering programasweights (paw), when to use paw, install, quickstart and compile your own from a description.
Instructions for circuit-synth/circuit-synth, covering claude.md - circuit-synth library development guide, project context, professional quality standards, 🎯 core development philosophy and 1. github issue-driven development.
Instructions for bowenliang123/markdown-exporter, covering agent coding guidelines for md-exporter, 🔧 build, lint, and test commands, package management, code quality and formatting and alternative: run from project root using provided script.
Write, run, test and package Edge Python programs with the edge CLI. Use when editing .py files in an Edge Python project or when the user asks for Edge Python code.
A Python code reviewer that examines Python programs and provides suggestions for improving them. Python is a programming language commonly used for applications, automation, and data work.
Expert in PerforatedAI library for adding artificial dendrites to PyTorch neural networks. Triggers: 'Perforate my model' (start interactive setup), 'debug my perforated model' (debug/optimize existing integration), 'load my perforated model for inference' (deploy trained models). Also use when: debugging dendrite…
Expert guide for building production-quality Python MCP servers using FastMCP. Use when creating MCP servers, learning MCP primitives (tools, resources, prompts), debugging MCP issues, or understanding MCP architecture. Teaches through hands-on examples and best practices.
Scaffold production-ready Python MCP servers using FastMCP. Use when creating new MCP servers, initializing MCP projects, generating server boilerplate, or setting up MCP development environments. Supports all MCP primitives (tools, resources, prompts) with Pydantic validation, async patterns, and proper project…
Use this skill when asked to reproduce or refine a single scientific figure panel as editable Python/matplotlib code in NaturePanelForge. It covers the local Codex panel-to-code workflow, dry-runs, review loops, expected artifacts, and validation.
Design or review specx core scope boundaries in Python services. Use when deciding where code belongs across packaged scoped foundation bases, optional local foundation extensions, core/, capabilities, delivery, infrastructure, shared/, and ioc; when adding guardrails or splitting use cases, services, DTOs, schemas…
Create or reshape a Python FastAPI service repo into the specx clean core/delivery architecture using packaged scoped foundation bases. Use when starting an API backend, adding the first src package, or establishing AGENTS.md, core/, optional local foundation/, delivery/, infrastructure, ioc/, migrations, and tests.