向量嵌入

sonoscli

elizaOS

Control Sonos speakers (discover/status/play/volume/group).

goplaces

elizaOS

Query Google Places API (New) via the goplaces CLI for text search, place details, resolve, and reviews. Use for human-friendly place lookup or JSON output for scripts.

gifgrep

elizaOS

Search GIF providers with CLI/TUI, download results, and extract stills/sheets.

clawhub

elizaOS

Use the ClawHub CLI to search, install, update, and publish agent skills from clawhub.com. Use when you need to fetch new skills on the fly, sync installed skills to latest or a specific version, or publish new/updated skill folders with the npm-installed clawhub CLI.

gog

elizaOS

Google Workspace CLI for Gmail, Calendar, Drive, Contacts, Sheets, and Docs.

Algolia Search

omer-metin

rationalize-deps

quickwit-oss

Analyze Cargo.toml dependencies and attempt to remove unused features to reduce compile times and binary size

super-search

supermemoryai

Search your coding memory. Use when user asks about past work, previous sessions, how something was implemented, what they worked on before, or wants to recall information from earlier sessions.

vector-databases

claude-dev-suite

Vector database integration for embeddings and similarity search. Pinecone, Weaviate, Qdrant, ChromaDB, pgvector. Index management, metadata filtering, hybrid search, and production optimization. USE WHEN: user mentions "vector database", "embeddings", "similarity search", "Pinecone", "Weaviate", "Qdrant", "ChromaDB", "pgvector", "HNSW", "ANN" DO NOT USE FOR: LangChain integration - use langchain; RAG architecture - use rag-patterns; traditional databases - use database skills

feast-user-guide

feast-dev

Guide for working with Feast (Feature Store) — defining features, configuring feature_store.yaml, retrieving features online/offline, using the CLI, and building RAG retrieval pipelines. Use when the user asks about creating entities, feature views, on-demand feature views, stream feature views, feature services, data sources, feature_store.yaml configuration, feast apply/materialize commands, online or historical feature retrieval, or vector-based document retrieval with Feast.

search

RTGS2017

Search via Firecrawl MCP using mcporter.

smithery-ai-cli

smithery-ai

Find, connect, and use MCP tools and skills via the Smithery CLI. Use when the user searches for new tools or skills, wants to discover integrations, connect to an MCP, install a skill, or wants to interact with an external service (email, Slack, Discord, GitHub, Jira, Notion, databases, cloud APIs, monitoring, etc.).

semantic-versioning

BagelHole

Automate versioning and changelog generation using semantic versioning principles. Configure release automation, version bumping, and changelog tools. Use when implementing version management or automating release processes.

icon-retrieval

antvis

Search and retrieve icon SVG strings from icon library. Returns up to 5 matching icons by default, customizable via topK parameter.

perplexity

softaworks

Web search and research using Perplexity AI. Use when user says "search", "find", "look up", "ask", "research", or "what's the latest" for generic queries. NOT for library/framework docs (use Context7) or workspace questions.

uloop-unity-search

hatayama

"Search Unity project for assets. Use when: finding scenes, prefabs, scripts, materials, or other assets by name/type, or when user asks to search project files. Returns asset paths and metadata."

slack

letta-ai

Search messages, read threads, and send messages in Slack. Use when looking up discussions, finding context about a topic, or sending notifications to channels.

react-native-executorch

software-mansion-labs

Integrate on-device AI into React Native apps using React Native ExecuTorch, which provides APIs for LLMs, computer vision, OCR, audio processing, and embeddings without cloud dependencies, as well as a variety of pre-exported models for common use cases. Use when user asks to build AI features into mobile apps - AI chatbots, image classification, object detection, style transfer, OCR, document parsing, speech processing, or semantic search - all running locally without cloud dependencies. Use when user mentions offline support, privacy, latency or cost concerns in AI-based applications.

seo

whawkinsiv

"Use this skill when the user needs to plan SEO content, do keyword research, build a content calendar, optimize pages for search intent, or create an internal linking strategy. Covers keyword intent analysis, content architecture, on-page optimization, and content planning for SaaS."

market-research

whawkinsiv

"Use this skill when the user needs to size a market, analyze competitors, calculate TAM/SAM/SOM, or validate a business idea. Covers market sizing, competitive analysis frameworks, napkin math, and bottom-up revenue estimation."

rerender-lazy-state

TheOrcDev

Use lazy state initialization with useState function form. Apply when computing expensive initial values like building search indexes, parsing JSON, or complex calculations.

tech-search

SynkraAI

Self-contained deep tech research. WebSearch + WebFetch + Haiku workers. Pipeline: Query > Decompose > Parallel Search (Haiku) > Evaluate > Synthesize > Document. Zero external dependencies. MCPs optional. Salva em docs/research/{YYYY-MM-DD}-{slug}/.

clawmem

yoloshii

ClawMem agent reference — detailed operational guidance for the on-device hybrid memory system. Use when: setting up collections/indexing/embedding, troubleshooting retrieval, tuning query optimization (4 levers), understanding pipeline behavior, managing memory lifecycle (pin/snooze/forget), building graphs, or any ClawMem operation beyond basic tool routing.

prior-art-search

RobThePCGuy

Systematic 7-step methodology for comprehensive patent prior art searches and patentability assessments using BigQuery and CPC classification