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
DA

data-engineer

sickn33/antigravity-awesome-skills

Build scalable data pipelines, modern data warehouses, and real-time streaming architectures. Implements Apache Spark, dbt, Airflow, and cloud-native data platforms.

661 installs
MA

matchms

k-dense-ai/scientific-agent-skills

Spectral similarity and compound identification for metabolomics. Use for comparing mass spectra, computing similarity scores (cosine, modified cosine), and identifying unknown compounds from spectral libraries. Best for metabolite identification, spectral matching, library searching. For full LC-MS/MS proteomics pipelines use pyopenms.

661 installs
TA

tao-run-automl

nvidia/skills

Run AutoML / hyperparameter optimization (HPO) for NVIDIA TAO networks using AutoMLRunner. Handles algorithm

661 installs
HI

histolab

k-dense-ai/scientific-agent-skills

Lightweight WSI tile extraction and preprocessing. Use for basic slide processing, tissue detection, tile extraction, and stain normalization for H&E images. Best for simple pipelines, dataset preparation, and quick tile-based analysis. For advanced spatial proteomics, multiplexed imaging, or deep learning pipelines use pathml.

661 installsAudited
CL

claude-code-history-files-finder

daymade/claude-code-skills

Finds and recovers content from Claude Code session history files. This skill should be used when searching for deleted files, tracking changes across sessions, analyzing conversation history, or recovering code from previous Claude interactions. Triggers include mentions of "session history", "recover deleted", "find in history", "previous conversation", or ".claude/projects".

661 installs
MA

marketing-pipeline-ai-content-automation

aradotso/marketing-skills

Automate end-to-end content creation from research to video generation using AI (Claude/OpenAI) and Remotion

661 installs
PR

protocolsio-integration

k-dense-ai/scientific-agent-skills

Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and comments; organize workspaces; upload and manage files; or integrate protocols.io functionality into workflows. Applicable for protocol discovery, collaborative protocol development, experiment tracking, lab protocol management, and scientific documentation.

661 installs
ST

storyboard-creation

inference-sh/skills

Film and video storyboarding with shot vocabulary, continuity rules, and panel layout. Covers shot types, camera angles, movement, 180-degree rule, and annotation format. Use for: video planning, film pre-production, ad storyboards, music video planning, animation. Triggers: storyboard, storyboarding, shot list, film planning, video planning, pre production, shot composition, camera angles, scene planning, visual script, animatic, storyboard panels, video storyboard

661 installsAudited
PR

primekg

k-dense-ai/scientific-agent-skills

Query the Precision Medicine Knowledge Graph (PrimeKG) for multiscale biological data including genes, drugs, diseases, phenotypes, and more.

661 installsAudited
TA

tao-run-automl-deft-pipeline

nvidia/skills

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661 installs
QW

qwenchance

thananon/9arm-skills

Keeps a long Claude Code task on-track — breaks out of looping/circular thinking, watches the context budget, bounds internal reasoning, and triggers a clean handoff before the window fills. Use when the model is repeating steps, re-reading the same files, second-guessing in circles, stuck or spinning, or running a long multi-step task at risk of exhausting context. Also use when the user says it is "looping", "going in circles", "stuck", "repeating itself", or asks for a handoff before running out of context.

661 installsAudited
CO

configurator

uniswap/uniswap-ai

Configure CCA (Continuous Clearing Auction) smart contract parameters through an interactive bulk form flow. Use when user says "configure auction", "cca auction", "setup token auction", "auction configuration", "continuous auction", or mentions CCA contracts.

661 installs
FL

flowio

k-dense-ai/scientific-agent-skills

Parse FCS (Flow Cytometry Standard) files v2.0-3.1. Extract events as NumPy arrays, read metadata/channels, convert to CSV/DataFrame, for flow cytometry data preprocessing.

661 installsAudited
ZO

zod

bobmatnyc/claude-mpm-skills

TypeScript-first schema validation library with static type inference for form validation, API validation, and runtime type checking with compile-time types.

661 installs
MA

marketing-pipeline-share-content-automation

aradotso/marketing-skills

AI-powered content pipeline that auto-researches, generates scripts, and creates videos with Claude/OpenAI and Remotion

661 installs
MO

molfeat

k-dense-ai/scientific-agent-skills

Molecular featurization for ML (100+ featurizers). ECFP, MACCS, descriptors, pretrained models (ChemBERTa), convert SMILES to features, for QSAR and molecular ML.

661 installs
GA

game-design-document

ityes22/game-design-document

>

660 installs
ET

etetoolkit

k-dense-ai/scientific-agent-skills

Phylogenetic tree toolkit (ETE). Tree manipulation (Newick/NHX), evolutionary event detection, orthology/paralogy, NCBI taxonomy, visualization (PDF/SVG), for phylogenomics.

660 installsAudited
QI

qiskit

k-dense-ai/scientific-agent-skills

IBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for production workloads, or needing IBM optimization tools. Best for IBM hardware execution, quantum error mitigation, and enterprise quantum computing. For Google hardware use cirq; for gradient-based quantum ML use pennylane; for open quantum system simulations use qutip.

660 installsAudited
PR

processize

slavingia/skills

Turn a product idea into a manual-first process you can start delivering today. Use when you have an idea and want to figure out how to deliver value by hand before writing any code.

660 installsAudited
DE

debugger

charon-fan/agent-playbook

Advanced debugging specialist for diagnosing and resolving code issues. Use when user encounters bugs, errors, unexpected behavior, or mentions debugging.

660 installsAudited
KO

kotlin-flow-state-event-modeling

chrisbanes/skills

Use when writing or reviewing Kotlin Flow state and event APIs with StateFlow, MutableStateFlow.update, SharedFlow, Channel, stateIn, SharingStarted, .value, receiveAsFlow, one-shot events, or sentinel initial values.

660 installsAudited
FR

frontend-dev-guidelines

davila7/claude-code-templates

Frontend development guidelines for React/TypeScript applications. Modern patterns including Suspense, lazy loading, useSuspenseQuery, file organization with features directory, MUI v7 styling, TanStack Router, performance optimization, and TypeScript best practices. Use when creating components, pages, features, fetching data, styling, routing, or working with frontend code.

660 installs
EM

emdash-cms

aradotso/trending-skills

AI coding agent skill for building with EmDash, the full-stack TypeScript CMS built on Astro and Cloudflare

660 installs
CA

capture

camacho/ai-skills

Creates a draft GitHub Issue with triage label from natural language description.

660 installsAudited
ME

memory-notes

basicmachines-co/basic-memory-skills

How to write well-structured Basic Memory notes: frontmatter, observations with semantic categories, relations with wiki-links, and best practices for building a rich knowledge graph. Use when creating or improving notes.

660 installs
TA

tao-analyze-changenet-rca

nvidia/skills

Performs deep Root Cause Analysis (RCA) on NVIDIA TAO Visual ChangeNet classification experiments with

660 installsAudited
UP

update

boshu2/agentops

Sync AgentOps skills.

660 installs
LA

latency-critical-systems

affaan-m/everything-claude-code

Use for latency-sensitive systems such as realtime dashboards, market data, streaming agents, execution gateways, queues, caches, or HFT-like infrastructure where freshness and p95 latency matter.

660 installsAudited
DO

docyrus-api-dev

docyrus/agent-skills

Develop applications using the Docyrus API with @docyrus/api-client and @docyrus/signin libraries. Use when building apps that authenticate with Docyrus OAuth2 (PKCE, iframe, client credentials, device code), make REST API calls to Docyrus data source endpoints, construct query payloads with filters, aggregations, formulas, pivots, and child queries, or integrate with external connectors (discover connectors, send requests through provider auth, run actions). Triggers on tasks involving Docyrus API integration, @docyrus/api-client usage, @docyrus/signin authentication, data source query building, Docyrus REST endpoint consumption, connector discovery, or external provider requests.

660 installs