torchdrug

21.8k
davila7davila7

Graph-based drug discovery toolkit. Molecular property prediction (ADMET), protein modeling, knowledge graph reasoning, molecular generation, retrosynthesis, GNNs (GIN, GAT, SchNet), 40+ datasets, for PyTorch-based ML on molecules, proteins, and biomedical graphs.

195 days ago

ginkgo-cloud-lab

10.8k
K-Dense-AIK-Dense-AI

Submit and manage protocols on Ginkgo Bioworks Cloud Lab (cloud.ginkgo.bio), a web-based interface for autonomous lab execution on Reconfigurable Automation Carts (RACs). Use when the user wants to run cell-free protein expression (validation or optimization), generate fluorescent pixel art, or interact with Ginkgo Cloud Lab services. Covers protocol selection, input preparation, pricing, and ordering workflows.

195 days ago

design-postgres-tables

1.6k
timescaletimescale

Use this skill for general PostgreSQL table design. **Trigger when user asks to:** - Design PostgreSQL tables, schemas, or data models when creating new tables and when modifying existing ones. - Choose data types, constraints, or indexes for PostgreSQL - Create user tables, order tables, reference tables, or JSONB schemas - Understand PostgreSQL best practices for normalization, constraints, or indexing - Design update-heavy, upsert-heavy, or OLTP-style tables **Keywords:** PostgreSQL schema, table design, data types, PRIMARY KEY, FOREIGN KEY, indexes, B-tree, GIN, JSONB, constraints, normalization, identity columns, partitioning, row-level security Comprehensive reference covering data types, indexing strategies, constraints, JSONB patterns, partitioning, and PostgreSQL-specific best practices.

195 days ago

gin-middleware-creator

1.5k
Jeremylongshore Claude Code Plugins Plus Skills Gin Middleware CreatorJeremylongshore Claude Code Plugins Plus Skills Gin Middleware Creator

Gin Middleware Creator - Auto-activating skill for Backend Development. Triggers on: gin middleware creator, gin middleware creator Part of the Backend Development skill category.

195 days ago

moai-lang-go

776
modu-aimodu-ai

Go 1.23+ development specialist covering Fiber, Gin, GORM, and concurrent programming patterns. Use when building high-performance microservices, CLI tools, or cloud-native applications.

195 days ago

implementing-api-patterns

296
ancolemanancoleman

API design and implementation across REST, GraphQL, gRPC, and tRPC patterns. Use when building backend services, public APIs, or service-to-service communication. Covers REST frameworks (FastAPI, Axum, Gin, Hono), GraphQL libraries (Strawberry, async-graphql, gqlgen, Pothos), gRPC (Tonic, Connect-Go), tRPC for TypeScript, pagination strategies (cursor-based, offset-based), rate limiting, caching, versioning, and OpenAPI documentation generation. Includes frontend integration patterns for forms, tables, dashboards, and ai-chat skills.

195 days ago

deep-reading-analyst

273
Ginobefun Deep Reading Analyst Skill Deep Reading AnalystGinobefun Deep Reading Analyst Skill Deep Reading Analyst

Comprehensive framework for deep analysis of articles, papers, and long-form content using 10+ thinking models (SCQA, 5W2H, critical thinking, inversion, mental models, first principles, systems thinking, six thinking hats). Use when users want to: (1) deeply understand complex articles/content, (2) analyze arguments and identify logical flaws, (3) extract actionable insights from reading materials, (4) create study notes or learning summaries, (5) compare multiple sources, (6) transform knowledge into practical applications, or (7) apply specific thinking frameworks. Triggered by phrases like 'analyze this article,' 'help me understand,' 'deep dive into,' 'extract insights from,' 'use [framework name],' or when users provide URLs/long-form content for analysis.

195 days ago

genesis

188
aiskillstoreaiskillstore

In the beginning was the Word, and from the Word code was born. Builds a React19 + TailwindV4 + Vite frontend, FastAPI (Python) backend, Go Gin backend, and a Taro 4.x mini-program from scratch. Triggered when the user says "new project", "initialize", "start from scratch", "set up project", "create project", "generate landing page", "generate website", "generate Landing Page", "improve animations", "upgrade motion effects", "new mini-program", "create mini-program", or "Taro project".

195 days ago

gin-gonic

109
partme-aipartme-ai

Provides comprehensive guidance for Gin-Gonic framework including routing, middleware, validation, and best practices. Use when the user asks about Gin-Gonic, needs to create Go web applications, or implement Gin patterns.

195 days ago

gin

109
partme-aipartme-ai

Provides comprehensive guidance for Gin Go framework including routing, middleware, request handling, JSON binding, and API development. Use when the user asks about Gin, needs to create Gin applications, implement REST APIs, or build Go web services.

195 days ago

writing-test-code

73
k8s-lynqk8s-lynq

Guidelines for writing BDD-style test code using Ginkgo/Gomega framework in Go. Use when writing tests for Kubernetes operators, controllers, or Go services. Focuses on behavior-driven development with Given-When-Then patterns and table-driven tests.

195 days ago

project-scaffolding

29
hmohamed01hmohamed01

IDE-grade project scaffolding wizard for creating new projects with comprehensive configuration. Supports 70+ project types: HTML/CSS websites, React, Next.js, Vue, Astro, Remix, React Native, Flutter, Expo, FastAPI, Django, Express, NestJS, Go/Gin, Rust/Axum, Spring Boot, Hono, Elysia, Chrome Extensions, VS Code Extensions, Tauri desktop apps, serverless functions, and more. Provides WebStorm/PyCharm-level project creation with interactive SDK selection, framework configuration, database setup, and DevOps tooling. Use when: creating a new project, setting up a framework application, initializing a codebase, scaffolding boilerplate, building extensions, creating mobile/desktop/web apps, setting up monorepos, or making static websites/landing pages.

195 days ago

torchdrug

26
lifangdalifangda

Graph-based drug discovery toolkit. Molecular property prediction (ADMET), protein modeling, knowledge graph reasoning, molecular generation, retrosynthesis, GNNs (GIN, GAT, SchNet), 40+ datasets, for PyTorch-based ML on molecules, proteins, and biomedical graphs.

195 days ago

clonalstats

20
pwwangpwwang

Generate comprehensive clonality statistics and diversity visualizations for TCR/BCR repertoire analysis. Quantifies clonal expansion, measures diversity metrics (Shannon, Simpson, Gini), and creates publication-ready plots.

195 days ago

smart-content-creator

17
ginobefunginobefun

Transform reading notes and insights into polished, authentic content (blogs, social media, visualizations) that preserves your unique voice and avoids AI-style writing. Creates content that sounds unmistakably human.

195 days ago

golang-http-frameworks

15
bobmatnycbobmatnyc

Go HTTP API development with net/http, Chi, Gin, Echo, and Fiber frameworks

httpgolangchi+5
195 days ago

golang

9
mauromeddamauromedda

Comprehensive Go 1.26 development skill enforcing idiomatic patterns, error wrapping with fmt.Errorf %w, small interfaces, table-driven tests. Triggers on "go", "golang", ".go file", "write go", "go function", "go struct", "go interface", "go method", "go error handling", "errors.Is", "errors.As", "fmt.Errorf", "go concurrency", "goroutine", "channel", "sync.Mutex", "errgroup", "context.Context", "go mod", "go.mod", "go.sum", "go test", "go build", "go run", "golangci-lint", "go fmt", "gofmt", "go vet", "go generate", "go embed", "go template", "http handler", "gin", "echo", "chi", "fiber", "gorm", "sqlx", "go project", "go package", "go module", "defer", "panic recover", "go slice", "go map", "go pointer". PROACTIVE: MUST invoke when writing ANY .go file.

195 days ago

gin

9
TerminalSkillsTerminalSkills

Gin is a high-performance HTTP web framework for Go with a martini-like API. It features fast routing with radix trees, middleware support, JSON binding and validation, and structured error handling for building REST APIs.

195 days ago

article-recommender

6
ginobefunginobefun

Generate three-version article recommendations (standard, concise, and personal commentary) in both Chinese and English for BestBlogs.dev weekly newsletter. Use when users request article recommendations,推荐语,推荐理由,or ask to write recommendations for newsletter content. Triggered by phrases like "帮我编写推荐理由", "生成推荐语", "write a recommendation", or when presenting curated content.

195 days ago

go-test-standards

6
iceleaf916iceleaf916

Golang unit testing standards and best practices guide

golanggo-test-standardsunit-test+3
195 days ago

Gin Framework

4
ngxtmngxtm

High-performance Go web framework with martini-like API.

195 days ago

new-router

2
vadim7j7vadim7j7

Generate a Gin router group with CRUD handlers, service, and tests

195 days ago

ginkgo

1
otaviofotaviof

Run Ginkgo BDD tests with Kubernetes-aligned conventions.

195 days ago

gin-auth

henriqueatilahenriqueatila

Implement authentication and authorization in Go Gin APIs. Covers JWT middleware, login/register handlers, role-based access control (RBAC), token refresh, and protected routes. Use when adding auth, login, signup, JWT tokens, user sessions, permissions, or role checks to a Gin application.

195 days ago

gin-clean-arch

henriqueatilahenriqueatila

Clean Architecture for Go Gin APIs. Covers layer separation (entities, usecases, repositories, delivery), dependency injection, repository pattern, error handling, and a testable project structure. Use when organizing Go/Gin projects, implementing Clean or Hexagonal Architecture, setting up dependency injection, or structuring code for testability.

195 days ago

gin-deploy

henriqueatilahenriqueatila

Deploy Go Gin APIs with Docker, docker-compose, and Kubernetes. Covers multi-stage Dockerfiles, health checks, graceful shutdown, CI/CD pipelines, and production configuration. Use when containerizing a Go API, setting up local dev with Docker, deploying to Kubernetes, or configuring CI/CD for a Gin application. Also activate when the user mentions Docker build, docker-compose, K8s deployment, health probes, environment variables, or 12-factor app config for a Go/Gin project.

195 days ago

gin-testing

henriqueatilahenriqueatila

Test Go Gin REST APIs with unit, integration, and end-to-end tests. Covers httptest patterns, table-driven tests, mocking repositories, testcontainers for real databases, and CI/CD integration. Use when writing tests for Gin handlers, services, middleware, or setting up test infrastructure for a Go API.

195 days ago

golang-gin-clean-arch

henriqueatilahenriqueatila

Clean Architecture for Go Gin APIs. Covers layer separation (entity, usecase, repository, delivery), dependency injection, repository pattern, error handling, and testable project structure. Use when organizing Go/Gin projects, implementing clean/hexagonal architecture, setting up dependency injection, or structuring code for testability.

195 days ago

gin-testing

henriqueatilahenriqueatila

Test Go Gin REST APIs with unit, integration, and end-to-end tests. Covers httptest patterns, table-driven tests, mocking repositories, testcontainers for real databases, and CI/CD integration. Use when writing tests for Gin handlers, services, middleware, or setting up test infrastructure for a Go API.

195 days ago

gin-api

henriqueatilahenriqueatila

Build REST APIs with the Go Gin framework. Covers routing, handler patterns, request binding/validation, middleware chains, error handling, and project structure. Use when creating Go web servers, REST endpoints, HTTP handlers, or working with the Gin framework. Also activate when the user mentions Gin routes, middleware, JSON responses, request parsing, or API structure in Go.

195 days ago

gin-auth

henriqueatilahenriqueatila

Implement authentication and authorization in Go Gin APIs. Covers JWT middleware, login/register handlers, role-based access control (RBAC), token refresh, and protected routes. Use when adding auth, login, signup, JWT tokens, user sessions, permissions, or role checks to a Gin application.

195 days ago

database-design

medy-gribkovmedy-gribkov

Database architecture and query optimization for PostgreSQL and SQLite. Covers schema design, normalization to 3NF, denormalization trade-offs, indexing strategy (B-tree, GIN, partial, covering indexes), EXPLAIN ANALYZE interpretation, migrations with up/down patterns, connection pooling, ORM configuration (Prisma, Drizzle, SQLAlchemy), transactions, isolation levels, and anti-patterns like N+1 queries, missing indexes, and over-normalization. Use when designing schemas, optimizing queries, writing migrations, or debugging database performance.

195 days ago

gin-middleware-creator

nivkazdannivkazdan

Create gin middleware creator operations. Auto-activating skill for Backend Development. Triggers on: gin middleware creator, gin middleware creator Part of the Backend Development skill category. Use when working with gin middleware creator functionality. Trigger with phrases like "gin middleware creator", "gin creator", "gin".

195 days ago

gin-deploy

henriqueatilahenriqueatila

Deploy Go Gin APIs with Docker, docker-compose, and Kubernetes. Covers multi-stage Dockerfiles, health checks, graceful shutdown, CI/CD pipelines, and production configuration. Use when containerizing a Go API, setting up local dev with Docker, deploying to Kubernetes, or configuring CI/CD for a Gin application. Also activate when the user mentions Docker build, docker-compose, K8s deployment, health probes, environment variables, or 12-factor app config for a Go/Gin project.

195 days ago

gin-database

henriqueatilahenriqueatila

Integrate PostgreSQL databases with Go Gin APIs using GORM or sqlx. Covers repository pattern, connection pooling, transactions, migrations, and dependency injection. Use when adding database support, creating models, writing queries, implementing repositories, setting up migrations, or wiring database layers into a Gin project. Also activate when the user mentions GORM, sqlx, database connection, SQL queries, repository pattern, or database migrations in a Go/Gin context.

195 days ago

traction-eos

bilalmirza2001bilalmirza2001

Entrepreneurial Operating System (EOS) based on Gino Wickman's "Traction". Use when you need to: (1) implement a complete business operating system, (2) create Vision/Traction Organizer (V/TO), (3) set quarterly rocks (priorities), (4) run Level 10 meetings, (5) build accountability charts, (6) solve issues using IDS (Identify-Discuss-Solve), (7) align leadership team on vision and execution, (8) get a grip on your business.

195 days ago

gin-database

henriqueatilahenriqueatila

Integrate PostgreSQL databases with Go Gin APIs using GORM or sqlx. Covers repository pattern, connection pooling, transactions, migrations, and dependency injection. Use when adding database support, creating models, writing queries, implementing repositories, setting up migrations, or wiring database layers into a Gin project. Also activate when the user mentions GORM, sqlx, database connection, SQL queries, repository pattern, or database migrations in a Go/Gin context.

195 days ago

gin-api

henriqueatilahenriqueatila

Build REST APIs with Go Gin framework. Covers routing, handler patterns, request binding/validation, middleware chains, error handling, and project structure. Use when creating Go web servers, REST endpoints, HTTP handlers, or working with the Gin framework. Also activate when the user mentions Gin routes, middleware, JSON responses, request parsing, or API structure in Go.

195 days ago