向量嵌入
向量检索与嵌入工作流
sentence-transformers
L-yifan
Framework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic similarity, clustering, and retrieval. Supports multilingual, domain-specific, and multimodal models. Use for generating embeddings for RAG, semantic search, or similarity tasks. Best for production embedding generation.
faion-seo-manager
faionfaion
"SEO: on-page, off-page, technical optimization for organic visibility."
grey-haven-seo-geo-optimization
greyhaven-ai
"Use when optimizing web content for search engine visibility, improving AI search engine citations (GEO), auditing website SEO, implementing structured data markup, or researching keyword strategy. Triggers: 'SEO', 'GEO', 'search optimization', 'schema markup', 'meta tags', 'AI search', 'Perplexity', 'search rankings', 'structured data', 'generative engine optimization', 'rich results', 'robots.txt', 'sitemap'."
cortex
digin1
Cortex — self-evolving memory and agent fleet — store, search, and manage memories with semantic search across all projects
adl
Tyler-R-Kendrick
Use when defining AI agents declaratively with Agent Definition Language (ADL). Covers agent identity, LLM configuration, tools, permissions, RAG inputs, and governance metadata. USE FOR: declarative agent blueprints, agent identity and permissions, LLM configuration, governance metadata DO NOT USE FOR: agent runtime orchestration (use cagent), tool integration (use mcp), agent communication (use a2a)
teach
adamos486
Transforms technical documents into rigorous learning journeys with collegiate-level mastery requirements. Uses Bloom's taxonomy progression, 80%+ mastery thresholds, and multi-level verification before advancing. Treats learning as a high school to college graduation progression. Use when user wants deep understanding, not surface familiarity.
antdv-next
antdv-next
Antdv Next Vue 3 component library. Use when locating component API docs, props/events/slots, or playground demos.
aio-gherkin-refine
aiocean
This skill should be used when the user asks to "refine requirements", "write acceptance criteria", "clarify requirements", "use gherkin format", or mentions gherkin, BDD, Given/When/Then. Refines ambiguous requests into structured Gherkin format before implementation. Also use this proactively when a user request is ambiguous, underspecified, or spans multiple conditions — even if they don't mention Gherkin.
browser-pilot
Dev-GOM
Chrome DevTools Protocol (CDP) browser automation, web scraping, crawling. 브라우저 자동화, 웹 스크래핑, 크롤링. Features/기능: screenshot with region control 영역지정스크린샷, viewport control 뷰포트제어, PDF generation PDF생성, web scraping 웹스크래핑, data extraction 데이터추출, form filling 폼작성, login automation 로그인자동화, click/input 클릭/입력, element finder 요소찾기, tab management 탭관리, cookie control 쿠키제어, JavaScript execution JS실행, page navigation 페이지이동, wait for element 요소대기, scroll 스크롤, accessibility tree 접근성트리, console messages 콘솔메시지, network idle 네트워크대기, back/forward 뒤로/앞으로, reload 새로고침, file upload 파일업로드, React compatibility React호환성, Smart Mode with Interaction Map 스마트모드. Selectors 셀렉터: CSS selectors (ID, class, attribute), XPath selectors with wildcard * (text-based, structural), XPath indexing (select N-th element with same text). Smart Mode: text-based element search with automatic selector generation. Bot detection bypass 봇감지우회 (navigator.webdriver=false). Auto Chrome connection 자동크롬연결. Headless/headed mode. Daemon-based architecture 데몬기반. Interaction Map System 인터랙션맵. React/framework compatibility React/프레임워크호환성.
agent-registry
MaTriXy
MANDATORY agent discovery system for token-efficient agent loading. Claude MUST use this skill instead of loading agents directly from ~/.claude/agents/ or .claude/agents/. Provides lazy loading via search and get tools. Use when: (1) user task may benefit from specialized agent expertise, (2) user asks about available agents, (3) starting complex workflows that historically used agents. This skill reduces context window usage by ~95% compared to loading all agents upfront.
memory-metadata-search
basicmachines-co
"Structured metadata search for Basic Memory: query notes by custom frontmatter fields using equality, range, array, and nested filters. Use when finding notes by status, priority, confidence, or any custom YAML field rather than free-text content."
Debug Helper
udapy
Systematic logic error isolation.
hebbs
hebbs-ai
"Cognitive engine for AI agents: index files and memories, retrieve across 4 weighted dimensions (similarity, temporal, importance, frequency), automatic insight consolidation, automatic contradiction detection, with full parameter control on every function."
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.
type-hunter-go
skyosev
Audit Go type definitions for design debt — duplicated struct shapes, misused generics, under-constrained type parameters, embedding antipatterns, poor enum patterns, and disorganized type architecture. Type structure and maintainability. Use when: reviewing type definitions for maintainability, reducing type duplication, simplifying over-engineered generics, or reorganizing type architecture after growth.
openalex
ondata
Query OpenAlex API from the command line with curl and jq for publication discovery, filtering, sorting, pagination, and PDF availability checks. Use when searching scholarly works/authors/sources, building or debugging OpenAlex queries, extracting results, or downloading available PDFs using OPENALEX_API_KEY.
visualizing-with-mermaid
third774
Create professional Mermaid diagrams with proper styling and visual hierarchy. Use when creating flowcharts, sequence diagrams, state machines, class diagrams, or architecture visualizations.
wikidata-search
kltng
Search for items and properties on Wikidata and retrieve entity details, claims, and external identifiers. Supports both keyword search (Wikidata Action API) and semantic/hybrid search (Wikidata Vector Database), plus direct entity retrieval (Special:EntityData) and structured querying (WDQS SPARQL).
aptos-gas-optimization
raintree-technology
Aptos gas optimization expert for Move smart contracts. Covers storage costs, execution efficiency, inline functions, aggregators for parallel execution, Table vs SmartTable vs vector tradeoffs, event optimization, struct packing, and gas profiling tools.
Repository Architect & AI Engineering Expert
jgtolentino
License: AGPL-3.0
knowledge_lookup
jgtolentino
knowledge, search, learning, skills, errors, automation, rl-training
github-explorer
blessonism
Deep-dive analysis of GitHub projects. Use when the user mentions a GitHub repo/project name and wants to understand it — triggered by phrases like "帮我看看这个项目", "了解一下 XXX", "这个项目怎么样", "分析一下 repo", or any request to explore/evaluate a GitHub project. Covers architecture, community health, competitive landscape, and cross-platform knowledge sources.
linkup-search
LinkupPlatform
"Use this skill whenever the agent has access to Linkup web search or fetch tools. Teaches the agent how to reason about query construction, choose search depth, write effective queries, select the right output type, use the fetch endpoint, and apply advanced techniques like sequential search and multi-query coverage. Applicable to any task involving web search, content extraction, company research, news retrieval, data enrichment, or real-time information gathering via Linkup."
arcgis-widgets-ui
SaschaBrunnerCH
Build map user interfaces with ArcGIS widgets, Map Components, and Calcite Design System. Use for adding legends, layer lists, search, tables, time sliders, and custom UI layouts.