向量嵌入
向量检索与嵌入工作流
grok-skill
mikedemarais
Search and analyze X (Twitter) using xAI Grok 4 via OpenRouter with Live Search. Trigger on prompts that explicitly or implicitly ask to "search Twitter/X", "what's trending", "tweets from @handle", "hashtag #…", "what are people saying", or that require tweet-level activity/engagement from X.
things3-manager
eugenepyvovarov
Manage tasks, projects, areas, headings, and tags in the Things 3 macOS app via a local CLI (list Inbox/Today/Upcoming/Anytime/Someday/Logbook, search, create/update/complete/cancel items, open items in Things). Use when Codex needs to manage Things 3 on macOS.
ios-ux-design
mosif16
Activate this skill when analyzing iOS app UI/UX, evaluating iOS design patterns, proposing iOS interface improvements, or creating iOS implementation specifications. Provides deep expertise in Apple Human Interface Guidelines, SwiftUI patterns, native iOS components, accessibility standards, and iOS-specific interaction paradigms.
citation-linker
MVPGFC
将文本中的伪引用标识（如 [1]、[10]）关联到真实学术论文。 基于 OpenAlex API（默认），支持扩展接入其他学术数据源（arXiv、Semantic Scholar、CrossRef 等）。 覆盖全球学术论文（物理、工程、地球科学、医学、计算机、农业等全学科）。 当用户提供包含 [数字] 格式引用标记的文本，并需要将这些引用关联到真实论文时触发。
search-past-chats
mlshv
Search past Claude Code conversation history when user asks about previous sessions, mentions "history", "past chats", "did we discuss", "what did we talk about", "show me more from that session", or wants to recall something from earlier conversations.
research
acking-you
Structured web research with multi-source validation. Output reports with complete citation links. Focus on key results, verify information quality.
tempo
tempoxyz
Builds applications on Tempo network using TypeScript SDK, Rust node, and Foundry. Use when working with Tempo transactions, TIP-20 tokens, stablecoins, or Tempo protocol integration.
Agent Memory Systems
mayurrathi
"Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory: short-term (context window), long-term (vector s..."
effect-ai-provider
front-depiction
Configure and compose AI provider layers using @effect/ai packages. Covers Anthropic, OpenAI, OpenRouter, Google, and Amazon Bedrock providers with config management, model abstraction, and runtime overrides for language model integration.
mongodb-ai
romiluz13
MongoDB Atlas Vector Search and AI integration. Use when creating vector indexes, writing $vectorSearch queries, building RAG applications, implementing hybrid search, or storing AI agent memory. Triggers on "vector search", "vector index", "$vectorSearch", "embedding", "semantic search", "RAG", "retrieval augmented generation", "numCandidates", "similarity search", "cosine similarity", "hybrid search", "$rankFusion", "$scoreFusion", "rerank", "two-stage retrieval", "AI agent", "LLM memory", "quantization", "multi-tenant", "Search Nodes", "explain vectorsearch", "HNSW", "automated embedding", "autoEmbed", "Voyage AI", "voyage-4", "voyage-4-large", "voyage-code-3", "input_type", "asymmetric retrieval", "lexical prefilter", "fuzzy search vector", "phrase filter".
mongodb-search
romiluz13
MongoDB Search engine architecture, query composition, and search operations. Use when creating Atlas Search indexes, writing $search or $searchMeta pipelines, choosing analyzers, tuning lexical relevance, handling Search alerts/metrics, deploying Search in Community, or orchestrating hybrid search with $rankFusion/$scoreFusion. Triggers on "Atlas Search", "$search", "$searchMeta", "autocomplete", "synonyms", "facet", "compound", "search score", "highlight", "storedSource", "returnStoredSource", "returnScope", "mongot", "searchCoordinator", "Search Max Fields Indexed", "nGram fields", "$rankFusion", "$scoreFusion", and "hybrid search".
unknown-patterns
posva
Learn unfamiliar implementation patterns and fill in missing pieces when building features in a specific environment (e.g., data fetching in a particular runtime). Use when you need to discover or confirm patterns for an unimplemented area; implementation uses erudita and osgrep.
elite-longterm-memory
NextFrontierBuilds
"Ultimate AI agent memory system. Combines bulletproof WAL protocol, vector search, git-based knowledge graphs, cloud backup, and maintenance hygiene. Never lose context again. For Clawdbot, Moltbot, Claude, GPT agents."
rss-digest
odysseus0
"Agentic RSS digest using the feed CLI. Fetch, triage, and summarize RSS feeds to surface high-signal posts. Use when: (1) reading RSS feeds or catching up on news, (2) user asks for a digest, roundup, or summary of recent posts, (3) user asks what's new or interesting today, (4) user mentions feed, RSS, or blogs."
establishing-thought-leadership
dmend3z
Crafts comprehensive, search-optimized pillar content to establish a brand as a definitive authority on a topic. Use when you need to create long-form, evergreen "pillar pages" that serve as the cornerstone of a content strategy.
search-conference
phira-ai
Use when tasks involve semantically matching a user's idea (query or example papers) to papers in a specific OpenReview venue. Uses embed-papers to crawl metadata, build/use embedding caches, run cosine-similarity search, then produces a short, grouped Markdown reading list with brief rationales.
content-platforms
dmend3z
This skill transforms Claude into a content platform specialist. Use it to develop content strategies, create high-quality content, and analyze performance. Trigger with keywords like 'content strategy', 'content creation', or 'content marketing'.
context7
edxeth
Fetches up-to-date third-party library documentation via the Context7 v2 REST API. Use when working with external packages and needing current API references, code examples, migration guides, or resolving package errors (stack traces, version mismatches, deprecated methods).
apple-docs
ethan-huo
Search, browse and read Apple developer documentation from the terminal. Query APIs, frameworks, symbols, sample code, and documentation updates.
vast-cloud
fl-sean03
Run jobs on VAST AI cloud GPUs. Use when you need GPU compute immediately without queue times, for short-to-medium jobs (<4 hours), or when HPC is unavailable. Pay-per-hour pricing.
literature-search
fl-sean03
Search and retrieve scientific literature. Use when asked to find papers, research a topic, find citations, get paper abstracts, or conduct literature reviews. Accesses Semantic Scholar, arXiv, and other academic databases.
retrieval
c-h-
Search organizational knowledge across Slack, Notion, Linear, Gmail and local documents. Use when: "find", "search", "look up", "what do we know about", "summarize everything about", "deep research", "investigate", "who said", "when did", "any docs about", "check our knowledge base". Capabilities: fast hybrid vector+keyword search, deep cross-source research with provenance, SaaS mirroring, incremental indexing, metadata filtering, recency-aware ranking.
ai-twitter-radar
swannysec
Discover trending AI tools, news, and insights from influential developers and AI advocates on Twitter/X using Bird CLI. Use PROACTIVELY when users need: (1) AI-related tweets, tools, or discussions from Twitter (2) What influential AI developers are currently talking about (3) AI news and trends from social media (4) Developer sentiment on AI tools and frameworks (5) New AI projects being shared on Twitter This is a READ-ONLY skill - no posting, liking, or account modifications. Triggers: "AI Twitter", "trending AI tools", "AI news Twitter", "what are AI developers saying", "AI tweets", "Twitter AI trends", "developer sentiment AI", "AI influencers"
brief-compliance
jet52
Triggers when a user uploads a legal brief PDF for compliance review against the North Dakota Rules of Appellate Procedure. Analyzes the brief and produces an HTML compliance report with a recommended action (Accept, Correction Letter, or Reject).