向量嵌入
向量检索与嵌入工作流
evaluating-llms
ancoleman
Evaluate LLM systems using automated metrics, LLM-as-judge, and benchmarks. Use when testing prompt quality, validating RAG pipelines, measuring safety (hallucinations, bias), or comparing models for production deployment.
ai-data-engineering
ancoleman
Data pipelines, feature stores, and embedding generation for AI/ML systems. Use when building RAG pipelines, ML feature serving, or data transformations. Covers feature stores (Feast, Tecton), embedding pipelines, chunking strategies, orchestration (Dagster, Prefect, Airflow), dbt transformations, data versioning (LakeFS), and experiment tracking (MLflow, W&B).
implementing-search-filter
ancoleman
Implements search and filter interfaces for both frontend (React/TypeScript) and backend (Python) with debouncing, query management, and database integration. Use when adding search functionality, building filter UIs, implementing faceted search, or optimizing search performance.
ai-engineer
kriscard
"AI/LLM: Use when building RAG pipelines, vector search, LLM integrations, or agent orchestration. NOT for general backend or API development."
cloudflare
dmmulroy
Comprehensive Cloudflare platform skill covering Workers, Pages, storage (KV, D1, R2), AI (Workers AI, Vectorize, Agents SDK), networking (Tunnel, Spectrum), security (WAF, DDoS), and infrastructure-as-code (Terraform, Pulumi). Use for any Cloudflare development task.
lookup
nweii
"Explain the meaning of selected text using surrounding context. Identifies unclear words, phrases, idioms, or colloquialisms and provides concise definitions with cultural context and usage notes."
ui-design
sebnow
"Use when implementing visual design, styling components, or building design systems. Enforces intentional aesthetics, systematic design tokens, production-grade implementation. Triggers: 'implement design', 'style component', 'design system', 'design tokens', 'visual design', 'component library', 'frontend styling'."
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]]'."
periodic-rollup
nweii
"Roll up vault content into consolidated notes. History rollup: compile periodic note mentions of a project/topic into a Histories note. Periodic rollup: synthesize child note descriptions into a parent periodic note's description."
ast-grep
joncrangle
Guide for writing ast-grep rules to perform structural code search and analysis. Use when users need to search codebases using Abstract Syntax Tree (AST) patterns, find specific code structures, or perform complex code queries that go beyond simple text search. This skill should be used when users ask to search for code patterns, find specific language constructs, or locate code with particular structural characteristics.
web-search-plus
robbyczgw-cla
Unified search skill with Intelligent Auto-Routing. Uses multi-signal analysis to automatically select between Serper (Google), Tavily (Research), Exa (Neural), Perplexity (AI Answers), You.com (RAG/Real-time), and SearXNG (Privacy/Self-hosted) with confidence scoring.
sec-edgar-skill
rebyteai-template
SEC EDGAR filing analysis using EdgarTools. Use when user asks about SEC filings, company financials, 10-K/10-Q analysis, insider trading, revenue trends, or financial comparisons. Triggers include "SEC filing", "10-K", "10-Q", "8-K", "EDGAR", "company financials", "revenue", "earnings", "insider trading", "financial statements". Do NOT use for real-time stock prices or market data (use market-data skill instead).
langchain-retrieval
rebyteai-template
Document Q&A with RAG using Supabase pgvector store.
computer-science-tutor
szeyu
Computer Science subject expertise for studying algorithms, data structures, systems, and programming concepts. Provides complexity analysis, code patterns, and visual diagrams. Use when studying CS topics, creating programming notes, solving algorithm problems, or explaining computing concepts. Triggers - computer science help, algorithms, data structures, Big-O, coding problems, programming concepts, system design.
auto-skill
MaTriXy
Automatic workflow pattern detection and proactive community skill discovery. Observes your sessions, detects repeated patterns, and suggests relevant skills from 27,000+ community sources.
skill-discovery
MaTriXy
Search for and offer to load auto-generated skills that match the user's current task. Use when the user's request might benefit from a previously learned workflow pattern - especially multi-step tasks like "search and fix", "find and update", "read and edit".
physics-tutor
szeyu
Physics subject expertise for study notes, problem-solving, and explanations. Covers mechanics, electromagnetism, thermodynamics, waves, and modern physics. Provides diagrams, formulas, and step-by-step problem solutions. Use when studying physics topics, creating physics notes, solving physics problems, or explaining physical concepts. Triggers - physics help, mechanics, kinematics, forces, energy, electricity, magnetism, thermodynamics, waves.
rawq — Agent Usage Guide
auyelbekov
rawq narrows down which files matter. Read those files, not everything.
x-knowledge-base
Hidicence
Turns X/Twitter bookmarks into a searchable, proactive personal knowledge base for AI agents. Use for: fetching & organizing X bookmarks, enriching threads, generating knowledge cards, building search index, recalling saved knowledge during conversations, exporting to NotebookLM. 將 X/Twitter 書籤整理成可檢索、可關聯、可匯出到 NotebookLM 的個人知識庫系統。 使用於：抓取與整理 X 書籤、生成知識卡、更新搜尋索引、對話中主動召回既存知識，或匯出 NotebookLM。
limitless
TechNickAI
"Use when recalling conversations from Limitless Pendant, finding what was discussed in meetings, searching lifelogs, or answering 'what did I say about' questions"
research
TechNickAI
"Use when current web info needed, verifying APIs still work, checking latest versions, or avoiding outdated implementations"
meta-searching
shrwnsan
Extracts web content and performs reliable searches when standard tools fail due to access restrictions, rate limiting, or validation errors. Use when encountering 403/429/422 errors, blocked documentation sites, or silent search failures. Direct tool execution often fails for these scenarios - search-plus agent delegation provides the most reliable results.
agentgo
liliang-cn
Use AgentGo for local RAG (Retrieval Augmented Generation) operations including document ingestion, semantic search, and Q&A. Supports multi-provider LLM, MCP tools, Skills, and cognitive memory (Hindsight/PageIndex). Use when building local knowledge bases, AI assistants with evolving long-term memory.
polars-dovmed
fmschulz
Search 2.4M+ full-text PubMed Central Open Access papers for literature reviews, trends, and data extraction.