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.

8,843 skills
SPsparc-methodology logo

sparc-methodology

ruvnet/ruflo

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874 installsAudited
EMemail-marketing logo

email-marketing

kostja94/marketing-skills

When the user wants to plan email marketing, EDM, newsletter strategy, or email deliverability. Also use when the user mentions "email marketing," "EDM," "newsletter," "SPF," "DKIM," "DMARC," "email deliverability," "email content strategy," "email campaigns," "newsletter strategy," "email automation," or "cold email." For signup UI, use newsletter-signup-generator.

874 installsAudited
R3r3f-fundamentals logo

r3f-fundamentals

enzed/r3f-skills

React Three Fiber fundamentals - Canvas, hooks (useFrame, useThree), JSX elements, events, refs. Use when setting up R3F scenes, creating components, handling the render loop, or working with Three.js objects in React.

874 installs
DAdaily-news-report logo

daily-news-report

sickn33/antigravity-awesome-skills

Scrapes content based on a preset URL list, filters high-quality technical information, and generates daily Markdown reports.

874 installs
SEself-improving-agent logo

self-improving-agent

alirezarezvani/claude-skills

Curate Claude Code's auto-memory into durable project knowledge. Analyze MEMORY.md for patterns, promote proven learnings to CLAUDE.md and .claude/rules/, extract recurring solutions into reusable skills. Use when: (1) reviewing what Claude has learned about your project, (2) graduating a pattern from notes to enforced rules, (3) turning a debugging solution into a skill, (4) checking memory health and capacity.

874 installsAudited
DIdigital-health-clinical-asr-finetune logo

digital-health-clinical-asr-finetune

nvidia/skills

Stage 4 of the Clinical ASR Flywheel. Use when priority KER is above 0.3 to run stock NeMo SFT on Parakeet TDT v2 and offline cycle N+1 re-eval. NOT for generic word boosting (use /finetune-asr).

874 installs
NEnemo-mbridge-recipe-recommender logo

nemo-mbridge-recipe-recommender

nvidia/skills

Recommend and customize Megatron Bridge recipes for a user's model, GPU count, and training goal. Indexes library recipes (pretrain/SFT/PEFT) and performance recipes.

873 installs
AGagent-topology-optimizer logo

agent-topology-optimizer

ruvnet/ruflo

Agent skill for topology-optimizer - invoke with $agent-topology-optimizer

873 installsAudited
MImigrating-airflow-2-to-3 logo

migrating-airflow-2-to-3

Official
astronomer/agents

Guide for migrating Apache Airflow 2.x projects to Airflow 3.x. Use when the user mentions Airflow 3 migration, upgrade, compatibility issues, breaking changes, or wants to modernize their Airflow codebase. If you detect Airflow 2.x code that needs migration, prompt the user and ask if they want you to help upgrade. Always load this skill as the first step for any migration-related request.

873 installs
AGagent-goal-planner logo

agent-goal-planner

ruvnet/ruflo

Agent skill for goal-planner - invoke with $agent-goal-planner

873 installsAudited
SCscientific-critical-thinking logo

scientific-critical-thinking

davila7/claude-code-templates

Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims.

873 installs
AGagent-code-review-swarm logo

agent-code-review-swarm

ruvnet/ruflo

Agent skill for code-review-swarm - invoke with $agent-code-review-swarm

873 installs
UPupgrade-react-native logo

upgrade-react-native

react-native-community/skills

>

872 installs
NEnemo-mbridge-perf-megatron-fsdp logo

nemo-mbridge-perf-megatron-fsdp

nvidia/skills

Operational guide for enabling Megatron FSDP in Megatron-Bridge, including config knobs, code anchors, pitfalls, and verification.

872 installsAudited
NEnemo-mbridge-perf-moe-dispatcher-selection logo

nemo-mbridge-perf-moe-dispatcher-selection

nvidia/skills

Choose the right MoE token dispatcher (`alltoall`, DeepEP, or HybridEP) for the hardware, EP degree, and optimization stage. Summarizes patterns from DSV3, Qwen3, Qwen3-Next, and VLM bring-up work.

872 installsAudited
NEnemo-mbridge-perf-expert-parallel-overlap logo

nemo-mbridge-perf-expert-parallel-overlap

nvidia/skills

Validate and use MoE expert-parallel communication overlap in Megatron-Bridge, including overlap_moe_expert_parallel_comm, delay_wgrad_compute, and flex dispatcher backends such as DeepEP and HybridEP.

872 installsAudited
STstream-chain logo

stream-chain

ruvnet/ruflo

Stream-JSON chaining for multi-agent pipelines, data transformation, and sequential workflows

872 installsAudited
DEdevops logo

devops

mrgoonie/claudekit-skills

Deploy to Cloudflare (Workers, R2, D1), Docker, GCP (Cloud Run, GKE), Kubernetes (kubectl, Helm). Use for serverless, containers, CI/CD, GitOps, security audit.

872 installs
NEneural-training logo

neural-training

ruvnet/ruflo

>

872 installsAudited
MAmatplotlib logo

matplotlib

davila7/claude-code-templates

Foundational plotting library. Create line plots, scatter, bar, histograms, heatmaps, 3D, subplots, export PNG/PDF/SVG, for scientific visualization and publication figures.

872 installs
TAtauri-development logo

tauri-development

mindrally/skills

Tauri development guidelines for building cross-platform desktop applications with TypeScript, Rust, and modern web technologies

871 installs
NEnemo-mbridge-perf-moe-optimization-workflow logo

nemo-mbridge-perf-moe-optimization-workflow

nvidia/skills

Systematic workflow for MoE training optimization in Megatron Bridge, based on the Megatron-Core MoE paper. Covers the Three Walls framework, parallel folding, recompute strategy, dispatcher choice, and CUDA-graph bring-up.

871 installsAudited
PApara-memory-files logo

para-memory-files

paperclipai/paperclip

>

871 installsAudited
NEnemo-mbridge-resiliency logo

nemo-mbridge-resiliency

nvidia/skills

Resiliency features in Megatron Bridge including fault tolerance, straggler detection, in-process restart, preemption, and re-run state machine.

871 installsAudited
AGagent-consensus-coordinator logo

agent-consensus-coordinator

ruvnet/ruflo

Agent skill for consensus-coordinator - invoke with $agent-consensus-coordinator

871 installsAudited
NEnemotron-speech logo

nemotron-speech

nvidia/skills

Routes NVIDIA Nemotron Speech (Riva) NIM tasks — deploys, runs, and tests ASR, TTS, and NMT NIMs on build.nvidia.com or self-hosted.

871 installs
FEfeishu-drive logo

feishu-drive

m1heng/clawdbot-feishu

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871 installs
SWswarm-advanced logo

swarm-advanced

ruvnet/ruflo

Advanced swarm orchestration patterns for research, development, testing, and complex distributed workflows

871 installs
TEtesting-dags logo

testing-dags

Official
astronomer/agents

Complex DAG testing workflows with debugging and fixing cycles. Use for multi-step testing requests like "test this dag and fix it if it fails", "test and debug", "run the pipeline and troubleshoot issues". For simple test requests ("test dag", "run dag"), the airflow entrypoint skill handles it directly. This skill is for iterative test-debug-fix cycles.

871 installs
AGagent-kanban logo

agent-kanban

saltbo/agent-kanban

CLI reference for agents — how to claim tasks, log progress, submit for review

870 installs