向量嵌入
向量检索与嵌入工作流
context7
Hopsken
Search and retrieve documentation for libraries via Context7 API. Use for getting up-to-date documentation context for programming libraries like React, Next.js, etc.
gitmoji
ddaanet
Select gitmoji emoji for commit messages. Triggers on "use gitmoji", "add gitmoji", "select gitmoji", or when creating commit messages requiring gitmoji prefixes. Semantic matching of commit intent to emoji.
agent-in-sync
agentinsync
'Search, submit, and vote on coding solutions via the AgentInSync collaborative knowledge base. Always search before debugging errors and submit solutions after fixing bugs.'
engram
ayvazyan10
"Persistent AI memory backend with semantic search and knowledge graph. Stores episodic, semantic, and procedural memories in a local SQLite database and retrieves the most relevant ones using vector similarity and graph traversal. Use when you need to remember information across sessions, recall past decisions, store facts about a project, detect contradictions between beliefs, or give any AI model a persistent growing brain. All embeddings run locally - no API keys required."
break-it
TakaGoto
"Find the bug — learn RAG by debugging intentionally broken pipelines"
openfoodfacts-cli
emmekappa
Search and retrieve food product data (nutrition, ingredients, Nutriscore) from OpenFoodFacts using the off CLI. Use when the user asks about food products, nutritional information, barcodes, or wants to look up grocery items.
postgresql-table-design
hwatkins
Design a PostgreSQL-specific schema. Covers best-practices, data types, indexing, constraints, performance patterns, and advanced features
simon-expo-header-base
noelrohi
Opinionated workflow for building Simon-style Expo Router headers. Use when creating or refactoring screen headers, title bars, toolbars, search bars, form sheets, or liquid-glass header surfaces in this repo, and you need to match existing Stack.Header, Stack.Screen.Title, Stack.Toolbar, Stack.Toolbar.View, Stack.SearchBar, and sheetAllowedDetents patterns.
turso-db
sivukhin
Turso (Limbo) database helper — an in-process SQLite-compatible database written in Rust. Formerly known as libSQL / libsql. Replaces @libsql/client, libsql-experimental for Turso use cases. Works in Node.js, browser (WASM + OPFS for persistent local storage), React Native, and server-side. Features: vector search, full-text search, CDC, MVCC, encryption, remote sync. SDKs: JavaScript (@tursodatabase/database), Browser/WASM (@tursodatabase/database-wasm), React Native (@tursodatabase/sync-react-native), Rust (turso), Python (pyturso), Go (tursogo). This skill contains all SDK documentation needed to use Turso — do NOT search the web for Turso/libsql docs.
similar-files
watthem
"Finds similar files in a codebase using TF-IDF and cosine similarity. First, index a workspace, then find related files."
academic-research-agent
akwancakra
Perform systematic academic literature research, extract structured data, and synthesize findings for a specific research need.
fe-refactor
ingpdw
React/Next.js/TypeScript 코드를 리팩토링하는 스킬. 컴포넌트 분리, 커스텀 훅 추출, 디자인 패턴 적용, 코드 정리 등. "리팩토링", "refactor", "코드 개선", "분리해줘", "정리해줘" 등의 요청 시 사용.
obsidian-rag
Danielproton721
Busca semântica no vault Cerebro-Trafego (Jarvis V4) via MCP obsidian-rag. Use ANTES de responder qualquer pergunta sobre SOPs, métricas, histórico de contas, memórias do Daniel ou decisões táticas já registradas. Indexa 15 SOPs consolidados com embeddings locais (nomic-embed-text via Ollama).
docs-discovery
brixtonpham
"Technical documentation discovery via context7 and web search. Capabilities: library/framework docs lookup, topic-specific search. Keywords: llms.txt, context7, documentation, library docs, API docs. Use when: searching library documentation, finding framework guides, looking up API references."
word-explorer
bromanko
This skill should be used when the user provides a word and requests an exploration of its meaning, etymology, usage, and literary examples. The skill produces comprehensive, engaging word profiles that combine dictionary definitions, pronunciations, literary quotations, and practical usage guidance.
wiki-retrieve
AgriciDaniel
"Build and query a vault-local contextual BM25 retrieval index with optional multilingual Nomic cosine reranking; use for retrieve, hybrid retrieval, BM25, rerank, contextual retrieval, chunk search, vault search, semantic search, find relevant passages, or retrieval diagnostics. Derived caches stay under .vault-meta, remote egress requires explicit consent, and unavailable reranking falls back deterministically."
vaults
CaseMark
Manages case.dev encrypted document vaults for legal workflows. Creates vaults, uploads files and directories, lists and downloads objects, and runs semantic search across vault contents. Use when the user mentions "vault", "upload documents", "document storage", "download files", "vault search", or needs to manage case files and discovery documents.
research-skill
maxoreric
调研最佳实践的 Skill。当需要了解某个领域的方法论、工具、最佳实践时触发。触发词：调研、research、了解一下、有什么方法、最佳实践。
etoile
etoile-dev
Implement and troubleshoot Etoile integrations for real apps using the API, Node SDK, and React SDK. Use when requests mention Etoile indexing/search, /api/v1/index, /api/v1/search, /api/v1/documents, @etoile-dev/client, @etoile-dev/react, cURL/fetch integration examples, key usage (public vs secret), search UI setup, or migration from another search provider.
google-search
YPYT1
Search the web using Google Custom Search Engine (PSE). Use this when you need live information, documentation, or to research topics and the built-in web_search is unavailable.
mama-context
jungjaehoon-lifegamez
Always-on background context injection from MAMA memory. Automatically surfaces relevant decisions when you work on code, without explicit invocation.
notion
moldable-ai
Use Notion via aivault-backed capabilities (search, pages, blocks). No Notion API key is ever read by the skill runtime.
community-campaign-builder
Andy160675
Build grassroots political campaign strategies integrating music promotion, community networking, and multi-platform outreach. Use when creating independent MP campaigns, community advocacy campaigns, or grassroots political movements requiring music-driven promotion and social media automation.
debug-rag
TakaGoto
"Diagnose and fix common RAG failure modes"