向量嵌入
向量检索与嵌入工作流
glhf
TrevorS
Search Claude Code conversation history to find past solutions, recall commands, and discover related work. Use when looking for previous implementations, finding commands you ran before, or exploring what was done in past sessions.
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.
web-research
CyranoB
Deep web research skill that searches the web and fetches full page content to produce comprehensive, well-sourced research reports. Use this skill whenever the user asks to research a topic, investigate a question, do a deep dive, compare products or services, look something up online, find information about a product/company/technology, or gather current information from the web. Trigger on phrases like "can you find out about X", "look up X", "what do you know about X (current/recent)", "tell me about X", "research X for me", "help me understand X", "what are people saying about X", "I'm choosing between X and Y", or "search the web for X" when current web info would be valuable. Also trigger when the user needs recent news, pricing, reviews, or real-world adoption data that may have changed since training. Don't trigger for purely conceptual questions that Claude can answer from training data without needing live web sources — unless the user explicitly asks to search the web.
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.
book-reader
TrevorS
Read and search digital books (PDF, EPUB, MOBI, TXT). Use when answering questions about a book, finding quotes or passages, navigating to specific pages or chapters, or extracting information from documents.
searching-code
alexei-led
Intelligent codebase search via WarpGrep. Use when user asks "how does X work", "trace flow", "find all implementations", "understand codebase", or needs cross-file exploration in large repos (1000+ files).
cloudflare-vectorize
jackspace
Complete knowledge domain for Cloudflare Vectorize - globally distributed vector database for building semantic search, RAG (Retrieval Augmented Generation), and AI-powered applications. Use when: creating vector indexes, inserting embeddings, querying vectors, implementing semantic search, building RAG systems, configuring metadata filtering, working with Workers AI embeddings, integrating with OpenAI embeddings, or encountering metadata index timing errors, dimension mismatches, filter syntax issues, or insert vs upsert confusion. Keywords: vectorize, vector database, vector index, vector search, similarity search, semantic search, nearest neighbor, knn search, ann search, RAG, retrieval augmented generation, chat with data, document search, semantic Q&A, context retrieval, bge-base, @cf/baai/bge-base-en-v1.5, text-embedding-3-small, text-embedding-3-large, Workers AI embeddings, openai embeddings, insert vectors, upsert vectors, query vectors, delete vectors, metadata filtering, namespace filtering, topK search, cosine similarity, euclidean distance, dot product, wrangler vectorize, metadata index, create vectorize index, vectorize dimensions, vectorize metric, vectorize binding
surrealdb
24601
"Expert SurrealDB 3 architect and developer skill (tracks v3.1.4+). SurrealQL mastery, multi-model data modeling (document, graph, vector, time-series, geospatial), schema design, security, deployment, performance tuning, SDK integration (JS, Python, Go, Rust, Java, .NET, C, PHP, Swift, Kotlin, Ruby), Surrealism WASM extensions, SurrealML scope coverage (preview), built-in MCP (v3.1+) and standalone SurrealMCP, LangChain Python integration, editor tooling (LSP v0.1.6, tree-sitter, CodeMirror v1.0.6, VS Code/JetBrains/Neovim/Zed), and ecosystem integrations (Surrealist v3.9, Surreal-Sync, SurrealFS, SurrealKit v0.7, n8n, Agent Skills, setup-surreal). Universal skill for 30+ AI agents."
ios-design-guidelines
dirnbauer
Apple Human Interface Guidelines for iPhone. Use when building, reviewing, or refactoring SwiftUI/UIKit interfaces for iOS. Triggers on tasks involving iPhone UI, iOS components, accessibility, Dynamic Type, Dark Mode, or HIG compliance.
podcast-seo
guia-matthieu
"Optimize podcast content for search engines using transcripts, structured show notes, and strategic keyword targeting to drive organic discovery. Use when: Launching a new podcast and planning for discoverability; Adding transcripts to existing episodes for SEO benefit; Optimizing show notes for search traffic; Building topical authority through podcast content; Increasing organic traffic to podcast landing pages"
advanced_tools
tao3k
Use when finding files by name, searching code content, locating patterns with regex, exploring codebase, or batch refactoring across multiple files. Conforms to docs/reference/skill-routing-value-standard.md.
memory
tao3k
"Use for short-term operational memory: track transient issues/workarounds, recall recent execution context, and support cleanup of stale entries."
code_tools
tao3k
Use when searching code by structure or meaning, analyzing code patterns, finding class or function definitions, or exploring codebase architecture.
Embedding Skill
tao3k
Supports both batch and single text embedding
rulebook_skill_search
hivellm
CLI tool to standardize AI-generated projects with templates, rules enforcement, and automation
ai-ml
boisenoise
"AI and machine learning workflow covering LLM application development, RAG implementation, agent architecture, ML pipelines, and AI-powered features."
breadboarding
koolamusic
Transform a workflow description into affordance tables showing UI and Code affordances with their wiring. Use to map existing systems or design new ones from shaped parts.
ai-engineer
boisenoise
Build production-ready LLM applications, advanced RAG systems, and intelligent agents. Implements vector search, multimodal AI, agent orchestration, and enterprise AI integrations.
paradedb-skill
paradedb
Expert guidance on ParadeDB full-text search, hybrid search (BM25 + semantic), aggregations, and analytics in Postgres. Use when writing ParadeDB queries, creating BM25 indexes, configuring tokenizers, or implementing Elasticsearch-quality search in Postgres.
business-competitor-analysis
manojbajaj95
Perform comprehensive competitor analysis for any business. Produces an executive-summary markdown report with target customer profile, market positioning, pricing/business model, product features, funding/company size, SWOT analysis, and competitive matrix. All findings are data-grounded. Use when the user asks to analyze competitors, understand competitive landscape, compare a business to alternatives, or perform market research.
requirements-engineering
jasonkneen
Transform vague feature ideas into clear, testable requirements using EARS format. Capture user stories, define acceptance criteria, identify edge cases, and validate completeness before moving to design.
robotframework-libdoc-search
manykarim
Search Robot Framework library/resource/suite documentation to find matching keywords for a use case. Use when asked to find keywords, search libdoc, match a use case to keywords, or scan multiple libraries/resources for relevant keywords.
business-competitor-analysis
kenneth-liao
Perform comprehensive competitor analysis for any business. Produces an executive-summary markdown report with target customer profile, market positioning, pricing/business model, product features, funding/company size, SWOT analysis, and competitive matrix. All findings are data-grounded. Use when the user asks to analyze competitors, understand competitive landscape, compare a business to alternatives, or perform market research.
youtube-data
kenneth-liao
"Retrieve YouTube data using the YouTube Data API. Use when you need to search videos, get video/channel details, fetch transcripts, read comments, or discover trending/related content."