向量嵌入

Umbraco Search Provider

umbraco

x-tweet-search

b-open-io

Search recent X/Twitter posts by query. Returns RAW TWEETS (last 7 days). Use when user asks "search X for", "find tweets about", "what are people saying about", "Twitter search", "raw tweets about". For AI summaries/sentiment, use x-research instead. Requires X_BEARER_TOKEN.

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.

spotify-player

EthanAlgoX

Terminal Spotify playback/search via spogo (preferred) or spotify_player.

sonoscli

EthanAlgoX

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

blucli

EthanAlgoX

BluOS CLI (blu) for discovery, playback, grouping, and volume.

markethub

EthanAlgoX

Use the MarketHub CLI to search, install, update, and publish agent skills from markethub.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 markethub CLI.

goplaces

EthanAlgoX

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

EthanAlgoX

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

engram

EngramMemory

Persistent semantic memory for AI agents. Store, search, recall, and forget memories across sessions using Qdrant + FastEmbed.

constraint-programming

kishorkukreja

When the user wants to solve complex scheduling, allocation, or combinatorial problems using constraint programming (CP). Also use when the user mentions "constraint programming," "CP-SAT," "constraint satisfaction," "all-different constraint," "global constraints," "propagation," "search strategies," or when the problem has complex logical constraints, scheduling with disjunctive resources, or allocation problems. For MIP, see optimization-modeling. For metaheuristics, see metaheuristic-optimization.

discover-formal

rand

Automatically discover formal methods and verification skills when working with formal verification, Z3, SAT, SMT, Lean, theorem proving, model checking, or constraint solving. Activates for formal methods development tasks.

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".

graphmemory

bradAGI

Build and query embedded GraphRAG knowledge graphs with DuckDB-backed vector, full-text, and hybrid search. Use when the user wants to store entities and relations, run RAG over a graph, extract knowledge graphs from text with DSPy, run graph algorithms (PageRank, centrality, components), merge/upsert nodes and edges, fuzzy-dedupe an existing graph, or visualize interactively in a browser. Trigger phrases include "knowledge graph", "GraphRAG", "graph database", "hybrid search", "extract entities and relations", "DuckDB graph", "embedded graph store", "dedupe graph nodes".

ask

agenticnotetaking

Query the bundled research knowledge graph for methodology guidance. Routes questions through a 3-tier knowledge base — WHY (research claims), HOW (guidance docs), WHAT IT LOOKS LIKE (domain examples) — plus structured reference documents. Returns research-backed answers grounded in specific claims with practical application to the user's system. Triggers on "/ask", "/ask [question]", "why does my system...", "how should I...".

vector-database-management

manutej

Comprehensive guide for managing vector databases including Pinecone, Weaviate, and Chroma for semantic search, RAG systems, and similarity-based applications

langchain-orchestration

manutej

Comprehensive guide for building production-grade LLM applications using LangChain's chains, agents, memory systems, RAG patterns, and advanced orchestration

content-strategy

manojbajaj95

When the user wants to plan a content strategy, decide what content to create, or figure out what topics to cover. Also use when the user mentions "content strategy," "what should I write about," "content ideas," "blog strategy," "topic clusters," or "content planning." For writing individual pieces, see copywriting. For SEO-specific audits, see seo-audit.

competitor-teardown

manojbajaj95

"Structured competitive analysis with feature matrices, SWOT, positioning maps, and UX review. Covers research frameworks, pricing comparison, review mining, and visual deliverables. Use for: market research, competitive intelligence, investor decks, product strategy, sales enablement. Triggers: competitor analysis, competitive analysis, competitor teardown, market research, competitive intelligence, swot analysis, competitor comparison, market landscape, competitor review, competitive landscape, feature comparison, market positioning"

apify-lead-generation

manojbajaj95

Generates B2B/B2C leads by scraping Google Maps, websites, Instagram, TikTok, Facebook, LinkedIn, YouTube, and Google Search. Use when user asks to find leads, prospects, businesses, build lead lists, enrich contacts, or scrape profiles for sales outreach.

how-to-do-offline-recommendations-with-sqlite-and-gemini

rodydavis

Learn how to enhance your CMS like PocketBase with AI-powered content recommendations using text embeddings, SQLite, and k-nearest neighbor search for efficient and scalable related content suggestions.

sentry

goncalossilva

"Fetch and analyze Sentry issues, events, transactions, and logs. Helps agents debug errors, find root causes, and understand what happened at specific times."