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
UI

ui-design

tencentcloudbase/skills

Use when users need visual direction, interface hierarchy, layout decisions, design specifications, or prototypes before implementing a Web or mini program UI.

1.4k installsAudited
OB

observability-edot-python-instrument

elastic/agent-skills

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1.4k installs
PR

presentation-creator

Official
getsentry/skills

Create data-driven presentation slides using React, Vite, and Recharts with Sentry branding. Use when asked to "create a presentation", "build slides", "make a deck", "create a data presentation", "build a Sentry presentation". Scaffolds a complete slide-based app with charts, animations, and single-file HTML output.

1.4k installsAudited
UI

ui-skills

nexu-io/open-design

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1.4k installsAudited
SE

self-improving-agent

skills.volces.com

记录错误、纠正、能力缺口与最佳实践,形成可复用的持续改进闭环。适用于:命令失败、用户纠正、外部 API/工具异常、发现更优做法、提出新能力需求,以及任务前复盘历史经验。

1.4k installsAudited
BE

bencium-code-conventions

bencium/bencium-marketplace

Bence's code style, tech stack, and workflow conventions

1.4k installsAudited
PR

proto-persona

deanpeters/product-manager-skills

Create a proto-persona from current research, market signals, and team knowledge. Use when you need a working customer profile before deeper validation.

1.4k installs
SP

spring-data-neo4j

giuseppe-trisciuoglio/developer-kit

Provides Spring Data Neo4j integration patterns for Spring Boot applications. Use when you need to work with a graph database, Neo4j nodes and relationships, Cypher queries, or Spring Data Neo4j. Creates node entities with @Node annotation, defines relationships with @Relationship, writes Cypher queries using @Query, configures imperative and reactive Neo4j repositories, implements graph traversal patterns, and sets up testing with embedded databases.

1.4k installs
CC

cc-skill-security-review

sickn33/antigravity-awesome-skills

This skill ensures all code follows security best practices and identifies potential vulnerabilities. Use when implementing authentication or authorization, handling user input or file uploads, or creating new API endpoints.

1.4k installs
PR

prompt-master

nidhinjs/prompt-master

Generates optimized prompts for AI tools. Activates only when the user explicitly asks to write, fix, improve, or adapt a prompt for a specific AI tool (LLM, Cursor, Midjourney, image AI, video AI, coding agents, etc.). Does not activate for general conversation, coding tasks, document writing, or other non-prompt-engineering work.

1.4k installsAudited
WE

weekly-digests

thedotmack/claude-mem

Generate a serial week-by-week narrative digest of a project's full claude-mem timeline. Splits the timeline into per-ISO-week files, then runs one consecutive subagent per week — each receiving the prior week's carry-forward block — to produce one chapter per ISO week of data. Use when asked for "weekly digests", "week-by-week story", "serial timeline", or "narrative chapters" of a project's history.

1.4k installs
WI

windows-builder

Official
hashicorp/agent-skills

Build Windows images with Packer using WinRM communicator and PowerShell provisioners. Use when creating Windows AMIs, Azure images, or VMware templates.

1.4k installs
PP

pptx-generator

nexu-io/open-design

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1.4k installsAudited
NE

nextflow-development

Official
anthropics/knowledge-work-plugins

Run nf-core bioinformatics pipelines (rnaseq, sarek, atacseq) on sequencing data. Use when analyzing RNA-seq, WGS/WES, or ATAC-seq data—either local FASTQs or public datasets from GEO/SRA. Triggers on nf-core, Nextflow, FASTQ analysis, variant calling, gene expression, differential expression, GEO reanalysis, GSE/GSM/SRR accessions, or samplesheet creation.

1.4k installs
IC

icon-set-generator

jezweb/claude-skills

Generate cohesive, project-specific SVG icon sets for websites and applications. Use this skill whenever the user needs custom icons, an icon set for a website or app, icons for a client project, or mentions needing SVG icons that look consistent together. Also trigger when the user describes a project and icons would naturally be part of the deliverable — e.g. 'I'm building a site for a plumber' implies they'll need service icons. Trigger on: 'icons for', 'icon set', 'custom icons', 'SVG icons', 'make me icons', 'I need icons', 'website icons', 'project icons', or any request for consistent visual assets for a web project. Produces individual SVG files with a consistent style engine, not generic icon library lookups.

1.4k installs
TO

todoist-api

intellectronica/agent-skills

This skill provides instructions for interacting with Todoist using the td CLI tool. It covers CRUD operations for tasks/projects/sections/labels/comments, and requires confirmation before destructive actions. Use this skill when the user wants to read, create, update, or delete Todoist data.

1.4k installs
MA

mapbox-style-patterns

Official
mapbox/mapbox-agent-skills

Common style patterns, layer configurations, and recipes for typical mapping scenarios including restaurant finders, real estate, data visualization, navigation, delivery/logistics, and more. Use when implementing specific map use cases or looking for proven style patterns.

1.4k installsAudited
SP

spawn

alirezarezvani/claude-skills

Launch N parallel subagents in isolated git worktrees to compete on the session task. Use when the user runs /hub:spawn or asks to start the competing agents for an initialized AgentHub session.

1.4k installsAudited
OH

oh-my-issues

thedotmack/claude-mem

Cluster a GitHub issue backlog by root cause into a small set of plan-master issues, redirect children with a standardized comment, and bundle architectural-fix PRs that close clusters atomically. Use when an issue tracker has accumulated dozens of reports that share underlying defects, when asked to triage / consolidate / cluster / dedupe issues, when asked to build a plan series or roadmap from open issues, or when routing a new incoming bug into an existing plan.

1.4k installs
SP

spring-boot-saga-pattern

giuseppe-trisciuoglio/developer-kit

Provides distributed transaction patterns using the Saga Pattern for Spring Boot microservices. Use when implementing distributed transactions across services, handling compensating transactions, ensuring eventual consistency, or building choreography or orchestration-based sagas with Kafka, RabbitMQ, or Axon Framework.

1.4k installs
LO

loop-library

forward-future/loop-library

Compatibility alias for Loopy. Use only when an existing installation or older instruction explicitly invokes loop-library; use Loopy for new installations and requests. Provides the same discovery, recommendation, audit, repair, adaptation, guided crafting, bounded execution, run debrief, and publication-preparation workflows.

1.4k installs
AD

adaptive-communication

bencium/bencium-marketplace

Use when detecting ambiguous user intent, hedging language, open-ended framing, personal context before requests, or when unsure whether user wants exploration vs direct answer. Applies to all conversations.

1.4k installsAudited
UN

unit-test-json-serialization

giuseppe-trisciuoglio/developer-kit

Provides patterns for unit testing JSON serialization/deserialization with Jackson and `@JsonTest`. Validates JSON mapping, custom serializers, date formats, and polymorphic types. Use when testing JSON serialization, validating custom serializers, or writing JSON unit tests in Spring Boot applications.

1.4k installs
PA

paperclip-ai-orchestration

aradotso/trending-skills

Skill for using Paperclip — open-source orchestration platform for running autonomous AI-agent companies with org charts, budgets, governance, and heartbeats.

1.4k installs
PO

positioning-statement

deanpeters/product-manager-skills

Create a Geoffrey Moore-style positioning statement. Use when clarifying who you serve, what problem you solve, your category, and why you're different from alternatives.

1.4k installsAudited
UN

unit-test-parameterized

giuseppe-trisciuoglio/developer-kit

Provides parameterized testing patterns with JUnit 5, generates data-driven unit tests using @ParameterizedTest, @ValueSource, @CsvSource, @MethodSource. Creates tests that run the same logic with multiple input values. Use when writing data-driven Java tests, multiple test cases from single method, or boundary value analysis.

1.4k installs
ST

stress-test

alirezarezvani/claude-skills

/em:stress-test — Business assumption stress testing. Use before betting on a plan whose core assumptions are unvalidated — e.g. stress-testing 'enterprise buyers will tolerate a 6-month pilot' or a hockey-stick revenue model.

1.4k installsAudited
SE

senior-data-engineer

davila7/claude-code-templates

World-class data engineering skill for building scalable data pipelines, ETL/ELT systems, and data infrastructure. Expertise in Python, SQL, Spark, Airflow, dbt, Kafka, and modern data stack. Includes data modeling, pipeline orchestration, data quality, and DataOps. Use when designing data architectures, building data pipelines, optimizing data workflows, or implementing data governance.

1.4k installsAudited
PU

puppeteer-automation

mindrally/skills

Expert guidance for browser automation using Puppeteer with best practices for web scraping, testing, screenshot capture, and JavaScript execution in headless Chrome.

1.4k installs
BE

bencium-aeo

bencium/bencium-marketplace

Generate AEO-optimized content (Answer Engine Optimization) for AI search visibility - ChatGPT, Claude, Gemini, AI Overviews. Use when optimizing websites for AI citations, creating FAQ schemas, evidence panels, or analyzing content for LLM extraction readiness.

1.4k installs