向量嵌入
向量检索与嵌入工作流
lancer
lanej
Use lancer CLI for LanceDB semantic and multi-modal search with document ingestion, vector embeddings, and MCP server integration for knowledge retrieval.
osgrep-reference
tdimino
Comprehensive CLI reference and search strategies for osgrep semantic code search. Use for detailed CLI options, index management commands, search strategy guidance (architectural vs targeted queries), and troubleshooting. Complements the osgrep plugin which handles daemon lifecycle.
rlama
tdimino
Local RAG system management with RLAMA. Create semantic knowledge bases from local documents (PDF, MD, code, etc.), query them using natural language, and manage document lifecycles. This skill should be used when building local knowledge bases, searching personal documents, or performing document Q&A. Runs 100% locally with Ollama - no cloud, no data leaving your machine.
mgrep-code-search
intellectronica
Semantic code search using mgrep for efficient codebase exploration. This skill should be used when searching or exploring codebases with more than 30 non-gitignored files and/or nested directory structures. It provides natural language semantic search that complements traditional grep/ripgrep for finding features, understanding intent, and exploring unfamiliar code.
Skill: local-ai-query
strikersam
debug-tracer — analyze proprietary code locally
earnings-financial-guidance
OctagonAI
Extract and analyze financial guidance and forward-looking statements from earnings transcripts, including segment guidance, risk factors, and guidance vs. actuals comparison.
ios-app-intents-ref
derKlinke
Use when integrating App Intents for Siri, Apple Intelligence, Shortcuts, Spotlight, or system experiences - covers AppIntent, AppEntity, parameter handling, entity queries, background execution, authentication, and debugging common integration issues for iOS 16+
researching-on-the-internet
ed3dai
Use when planning features and need current API docs, library patterns, or external knowledge; when testing hypotheses about technology choices or claims; when verifying assumptions before design decisions - gathers well-sourced, current information from the internet to inform technical decisions
Litdb Expert Skill
jkitchin
Expert assistant for using litdb - a literature and document database for scientific research
browser-automation
femto
Control Chrome browser with AI using MCP protocol. Use when users want to automate browser tasks, take screenshots, fill forms, click elements, navigate pages, search browsing history, manage bookmarks, or perform any browser-based automation. Works with your existing Chrome browser and login sessions.
clawddocs
jdrhyne
Clawdbot documentation expert with decision tree navigation, search scripts, doc fetching, version tracking, and config snippets for all Clawdbot features
gog-cli
steveclarke
Interact with Google Workspace services via command line using gog-cli. Use when user wants to work with Gmail (search, send, labels, filters), Calendar (events, scheduling, availability), Drive (upload, download, share), Sheets (read, write, format), Docs/Slides (create, export), Contacts, Tasks, Chat, or Classroom. Triggers on "Google", "Gmail", "Calendar", "Drive", "Sheets", "Docs", "Slides", "Contacts", "Tasks", "Google Chat", "Classroom", or any gog command.
flightclaw
jackculpan
Track flight prices using Google Flights data. Search flights, find cheapest dates, filter by airline/time/duration/price, track routes over time, and get alerts when prices drop. Also runs as an MCP server. Requires Python 3.10+ and the 'flights' and 'mcp' pip packages. Run setup.sh to install dependencies.
seedhub
CaliCastle
"搜索 SeedHub (seedhub.cc) 影视资源，提取夸克网盘、百度网盘、阿里云盘、UC网盘、磁力链接等下载地址。触发词：seedhub、影视资源、找片、找电影、找剧、下载链接、夸克网盘。"
learn
agenticnotetaking
Research a topic and grow your knowledge graph. Uses Exa deep researcher, web search, or basic search to investigate topics, files results with full provenance, and chains to processing pipeline. Triggers on "/learn", "/learn [topic]", "research this", "find out about".
reflect
agenticnotetaking
Find connections between notes and update MOCs. Requires semantic judgment to identify genuine relationships. Use after /reduce creates notes, when exploring connections, or when a topic needs synthesis. Triggers on "/reflect", "/reflect [note]", "find connections", "update MOCs", "connect these notes".
Work with the knowledge corpus
ohdearquant
Work with the knowledge corpus — search atoms and domains, compose context briefings, register concepts (learn), link concepts to their sources (cite), browse concept clusters (topic), and grow or curate the corpus. Use whenever you need retrieved context before implementing, want to record a technique, or need to attribute a concept to its paper or author.
core-pattern-finder
camoa
Use when needing Drupal core implementation examples - searches core modules for specific patterns and returns file path references
gog
EthanAlgoX
Google Workspace CLI for Gmail, Calendar, Drive, Contacts, Sheets, and Docs.
local-places
EthanAlgoX
Search for places (restaurants, cafes, etc.) via Google Places API proxy on localhost.
cucumber-step-definitions
TheBushidoCollective
Writing effective step definitions and organizing test code
spotify-player
EthanAlgoX
Terminal Spotify playback/search via spogo (preferred) or spotify_player.
exa
Dianel555
High-precision semantic search and content retrieval via Exa API. Use when: (1) Deep research requiring semantic understanding, (2) Code documentation and examples lookup, (3) Company/professional research, (4) AI-powered comprehensive research tasks, (5) URL content extraction with structured output. Triggers: "research", "find papers", "code examples", "company info", "LinkedIn profiles", "deep analysis". Differentiator: Exa excels at semantic/neural search while grok-search is better for real-time news and general web content.
sonoscli
EthanAlgoX
Control Sonos speakers (discover/status/play/volume/group).