向量嵌入

claude-code

jwiegley

Prime Claude Code sessions with proper use of installed plugins and tools: Claude-mem (persistent memory), git-ai-search (conversation context from git), Cozempic (context weight management), and PAL MCP (multi-model collaboration). Use at session start to establish good habits.

frontend-accessibility-best-practices

sergiodxa

Accessibility (a11y) best practices for React components. Use when creating UI components, forms, interactive elements, or reviewing code for accessibility compliance.

exa

refly-ai

"Perform semantic search using Exa AI. Use when you need to: (1) find content by meaning not keywords, (2) discover similar documents, or (3) perform neural web searches."

github

refly-ai

Integrate with GitHub for repository management and collaboration. Use when you need to: (1) manage repositories, issues, and pull requests, (2) search code and repositories, (3) manage collaborators and teams, or (4) automate GitHub workflows.

gmail

refly-ai

Integrate with Gmail for email management and automation. Use when you need to: (1) send and compose emails with attachments, (2) read and search emails by criteria, (3) manage drafts and email labels, or (4) reply to email threads and conversations.

apollo

refly-ai

"Search sales leads with Apollo.io. Use when you need to: (1) find company and contact information, (2) enrich lead data, or (3) search for B2B prospects."

search

CaseMark

Searches the web, legal databases, case law, patents, and case.dev knowledge base via the casedev CLI. Use when the user mentions "search", "legal research", "find cases", "case law", "patent search", "web search", "fetch URL", "webfetch", "legal skills", or needs to research legal topics, find similar cases, or retrieve web content.

qmd Documentation Search

docxology

Preserve the dirty worktree and the documentation hand-pass freeze.

ai-tech-summary

tiangong-ai

Retrieve time-windowed RSS evidence from SQLite and let the agent produce final summaries using RAG over selected records and fields. Use when generating daily, weekly, monthly, or custom-range AI tech digests directly in agent responses instead of fixed template reports.

arxiv-search

DeevsDeevs

"Search arXiv preprint repository for research papers in physics, mathematics, computer science, quantitative biology, finance, and statistics. Use when finding academic papers, preprints, ML research, scientific publications. Triggers: arxiv, preprint, research paper, academic paper, scientific literature."

help-center-design

vasilyu1983

Design or audit AI-first help centers/knowledge bases/FAQs, including taxonomy, article templates, analytics, and AI support (RAG, chatbot, escalation), using 2025-2026 best practices

data-analytics-engineering

vasilyu1983

Analytics engineering for reliable metrics and BI readiness. Build transformation layers, dimensional models, semantic metrics, data quality tests, and documentation. Use when you need dbt or SQL transformation strategy, metrics definition, or analytics data modeling.

ai-agents

vasilyu1983

Production-grade AI agent patterns with MCP integration, agentic RAG, handoff orchestration, multi-layer guardrails, observability, token economics, ROI frameworks, and build-vs-not decision guidance (modern best practices)

ai-rag

vasilyu1983

Complete RAG and search engineering skill. Covers chunking strategies, hybrid retrieval (BM25 + vector), cross-encoder reranking, query rewriting, ranking pipelines, nDCG/MRR evaluation, and production search systems. Modern patterns for retrieval-augmented generation and semantic search.

ai-llm

vasilyu1983

Production LLM engineering skill. Covers strategy selection (prompting vs RAG vs fine-tuning), dataset design, PEFT/LoRA, evaluation workflows, deployment handoff to inference serving, and lifecycle operations with cost/safety controls.

obsidian-vault-search

ElliotJLT

Searches an Obsidian vault intelligently — combines CLI search, frontmatter filtering, content grep, and wikilink traversal. Goes beyond keyword search to find notes by property, by link, by folder, and by content. Activates on "find in vault", "search vault", "which note has", "where did I write about", or when looking for specific notes in Obsidian.

zero-in

ElliotJLT

Before searching a codebase, forces you to zero in on the target: what exactly are you looking for, what would it look like, where would it live, what else might it be called. Activates on "find", "where is", "search for", or when exploration begins. Prevents grep-and-pray.

Research Camps

reggiechan74

This skill should be used when the user asks to "research camps", "find camps near me", "search for camps", "look up camp providers", "what camps are available", "compare camp options", "create camp provider files", "find day camps in [area]", or needs help discovering, evaluating, and documenting camp providers in their area. Creates structured provider markdown files in the research folder.

Split Primitive

bdambrosio

se-dev-mod

viktor-ferenczi

Mod development for Space Engineers version 1. Search mod code for examples and patterns.

news-monitor

CyranoB

Search for recent news and developments on a topic, organize them chronologically, and deliver a concise briefing. Use this skill when the user wants to catch up on recent events, news, or developments around a topic. Trigger on phrases like "what's new with X", "recent news about X", "any updates on X", "what happened with X lately", "catch me up on X", "news roundup for X", "what did I miss about X", "latest developments in X", or "has anything changed with X recently". Also trigger when the user mentions a time frame like "this week", "this month", "since January", or "in the last few days" combined with wanting information. Don't trigger for general research, product comparisons, or fact-checking — only when recency is the point.

create-topic-note

nweii

"Create a Commentary topic note grouping related notes under a common theme, with automatic backlinking to source notes. Triggers: 'group these under a topic', 'create topic note for [[A]], [[B]], [[C]]'."

competitive-intel

CyranoB

ALWAYS use this skill when a user wants to understand a competitive landscape or position a product against competitors. Two modes: (1) Market landscape — user has a product idea or wants to map a market: "who are the competitors in X space", "I want to build a Y — what's out there", "market study for Z". (2) Competitive positioning — user has a product and wants strategic comparison: "how do we compare to competitors", "what are we missing vs the competition", "competitive analysis of our product". Trigger on: "competitive landscape", "market study", "who are the competitors", "competitive analysis", "I want to build X — what exists", "what are the alternatives to X", "how does X compare to the market", "gap analysis", "market map". Do NOT trigger for personal buying decisions (use tech-advisor), general web research, news monitoring, or fact-checking.

file-operations

chaterm

Linux file and directory operations