PluginBench

AI Skills

Installable SKILL.md packages that extend AI coding agents with reliable workflows and domain-specific judgment — ranked by installs, sourced from skills.sh.

9,639 skills
NE

nemo-automodel-launcher-config

nvidia/skills

Configure NeMo AutoModel job launches for interactive runs, Slurm clusters, and SkyPilot cloud execution.

904 installsAudited
FA

faceswap

heygen-com/skills

|

904 installs
SF

sf-datacloud-prepare

jaganpro/sf-skills

>

904 installs
AG

agent-coordination

ruvnet/ruflo

>

904 installsAudited
EM

embeddings

ruvnet/ruflo

>

904 installsAudited
WO

workspace-surface-audit

affaan-m/ecc

Audit the active repo, MCP servers, plugins, connectors, env surfaces, and harness setup, then recommend the highest-value ECC-native skills, hooks, agents, and operator workflows. Use when the user wants help setting up Claude Code or understanding what capabilities are actually available in their environment.

903 installs
AL

altimate-data-engineering-skills

aradotso/data-skills

Claude Code skills for analytics and data engineers working with dbt, Snowflake, and data pipelines

903 installs
SA

safe-action-hooks

next-safe-action/skills

Use when executing next-safe-action actions from React client components -- useAction, useOptimisticAction, handling status/callbacks (onSuccess/onError/onSettled), execute vs executeAsync, or optimistic UI updates

903 installsAudited
DJ

django-verification

affaan-m/ecc

Verification loop for Django projects: migrations, linting, tests with coverage, security scans, and deployment readiness checks before release or PR.

903 installs
FI

find-models

replicate/skills

Find AI models on Replicate using search and curated collections.

903 installs
TY

typography-scale

owl-listener/designer-skills

Create a modular typography scale with size, weight, and line-height relationships.

903 installsAudited
LA

layers-observed-behaviour

jamiemill/layers-skills

Techniques for planning user research and synthesising it into grounded, confidence-rated findings about what users actually do

903 installsAudited
DY

dynamo-interconnect-check

nvidia/skills

Validate that a Dynamo deployment's NIXL/UCX/NCCL interconnect is ready for disaggregated serving over RDMA/NVLink. Use after recipe-runner brings a deployment up (especially disagg/multi-node) to confirm the KV transport is correct; use troubleshoot for diagnosing already-failed pods.

903 installsAudited
IL

illustration-style

owl-listener/designer-skills

Define an illustration style guide with visual language, color usage, and application rules.

903 installsAudited
CU

cupynumeric-parallel-data-load

nvidia/skills

Load a sharded, on-disk dataset (sharded .npy, Parquet/Arrow, raw binary, sharded HDF5, custom layouts) into a distributed cuPyNumeric ndarray via a manual partition + leaf @task launch with CPU/OMP/GPU variants. Use when no single-call loader fits, including when per-shard row counts differ across files. Prefer cupynumeric.load or legate.io.hdf5.from_file when they apply.

902 installsAudited
SN

snippets

Official
launchdarkly/agent-skills

Create and manage prompt snippets — reusable text blocks referenced inside config variation prompts. Keeps common instructions, personas, and guardrails consistent across multiple configs.

902 installsAudited
CA

canslim-screener

tradermonty/claude-trading-skills

Screen US stocks using William O'Neil's CANSLIM growth stock methodology. Use when user requests CANSLIM stock screening, growth stock analysis, momentum stock identification, or wants to find stocks with strong earnings and price momentum following O'Neil's investment system.

902 installs
EX

expo-skill-eval

expo/skills

Evaluate Expo skills in this repo end-to-end - trigger accuracy, generated code quality, and runtime screenshots on iOS simulator and Android emulator via Expo Go (web optional). Use when the user wants to eval an Expo skill, test that a skill produces working code, benchmark a skill with device screenshots, or verify a skill's output renders correctly.

902 installsAudited
KN

knowledge-ops

affaan-m/ecc

Knowledge base management, ingestion, sync, and retrieval across multiple storage layers (local files, MCP memory, vector stores, Git repos). Use when the user wants to save, organize, sync, deduplicate, or search across their knowledge systems.

902 installs
CO

content-hash-cache-pattern

affaan-m/ecc

Cache expensive file processing results using SHA-256 content hashes — path-independent, auto-invalidating, with service layer separation.

902 installsAudited
CK

ck

affaan-m/ecc

Persistent per-project memory for Claude Code. Auto-loads project context on session start, tracks sessions with git activity, and writes to native memory. Commands run deterministic Node.js scripts — behavior is consistent across model versions.

902 installsAudited
FR

frontend-developer

sickn33/antigravity-awesome-skills

Build React components, implement responsive layouts, and handle client-side state management. Masters React 19, Next.js 15, and modern frontend architecture.

902 installs
AM

amee-joshi-data-engineering-portfolio

aradotso/data-skills

Reference portfolio demonstrating Azure data engineering patterns, Medallion architecture, and end-to-end analytics solutions

902 installsAudited
IN

institutional-flow-tracker

tradermonty/claude-trading-skills

Use this skill to track institutional investor ownership changes and portfolio flows using 13F filings data. Analyzes hedge funds, mutual funds, and other institutional holders to identify stocks with significant smart money accumulation or distribution. Helps discover stocks before major moves by following where sophisticated investors are deploying capital.

902 installs
SK

skill-creator

Official
langchain-ai/deepagents

Guide for creating effective skills that extend agent capabilities with specialized knowledge, workflows, or tool integrations. Use this skill when the user asks to: (1) create a new skill, (2) make a skill, (3) build a skill, (4) set up a skill, (5) initialize a skill, (6) scaffold a skill, (7) update or modify an existing skill, (8) validate a skill, (9) learn about skill structure, (10) understand how skills work, or (11) get guidance on skill design patterns. Trigger on phrases like \"create a skill\", \"new skill\", \"make a skill\", \"skill for X\", \"how do I create a skill\", or \"help me build a skill\".

902 installs
AU

authoring-dags

Official
astronomer/agents

Workflow and best practices for writing Apache Airflow DAGs. Use when the user wants to create a new DAG, write pipeline code, or asks about DAG patterns and conventions. For testing and debugging DAGs, see the testing-dags skill.

902 installs
AP

app-builder

sickn33/antigravity-awesome-skills

Main application building orchestrator. Creates full-stack applications from natural language requests. Determines project type, selects tech stack, coordinates agents.

902 installs
GE

geo-fundamentals

sickn33/antigravity-awesome-skills

Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).

902 installsAudited
ON

onboard-context-matic

Official
github/awesome-copilot

Interactive onboarding tour for the context-matic MCP server. Walks the user through what the server does, shows all available APIs, lets them pick one to explore, explains it in their project language, demonstrates model_search and endpoint_search live, and ends with a menu of things the user can ask the agent to do. USE FOR: first-time setup; "what can this MCP do?"; "show me the available APIs"; "onboard me"; "how do I use the context-matic server"; "give me a tour". DO NOT USE FOR: actually integrating an API end-to-end (use integrate-context-matic instead).

902 installsAudited
KO

kotlin-patterns

affaan-m/ecc

Idiomatic Kotlin patterns, best practices, and conventions for building robust, efficient, and maintainable Kotlin applications with coroutines, null safety, and DSL builders.

902 installsAudited