Embeddings
Vector embeddings and similarity
by ThrownLemon
Gmail management using gmcli. Use when user wants to check, search, read, send, or manage emails.
search-vector-architect
by k1lgor
Use this for implementing full-text search (Elasticsearch/OpenSearch) or vector search/embeddings (RAG, Pinecone, Chroma) for AI applications.
parallel-search
by otrebu
Comprehensive web research via Parallel Search API. Use when user requests parallel search for deep multi-source research, technical analysis, learning new topics, current events, or comparative studies. Returns LLM-ready ranked URLs with extended excerpts (up to 30K chars). Single API call handles multiple query angles with automatic deduplication.
gh-code-search
by otrebu
Search GitHub for real-world code examples and implementation patterns. Use when user wants to find code examples on GitHub, search GitHub repositories, discover how others implement features, learn library usage patterns, or research architectural approaches. Fetches top results with smart ranking (stars, recency, language), extracts factual data (imports, syntax patterns, metrics), and returns clean markdown for analysis and pattern identification.
idea-to-post
by akira82-ai
Expand scattered ideas into in-depth posts. Use this skill when users need to "expand ideas," "generate posts," "brainstorm content," "writing assistance," "enrich thoughts," "deepen thinking," or provide scattered ideas that need systematic expression.
by fast-gateway-protocol
Token-efficient Reddit access via public JSON API. No auth required. Use when user wants to browse subreddits, read posts/comments, search Reddit, or check user activity. Triggers on "show me r/", "reddit posts", "search reddit", "what's on reddit", "check subreddit", "reddit comments".
rag-wrapper
by mindmorass
Patterns for wrapping any agent with RAG context from Qdrant. Use to add persistent memory to imported or external agents.
rag-implementation
by liuchiawei
Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or integrating LLMs with external knowledge bases.
youtube-harvester
by mindmorass
Extract transcripts and metadata from YouTube videos
collection-migration
by mindmorass
Migrate and sync vector database collections across environments
scan
by jovermier
Automatically discover and install relevant skills from SkillsMP and other sources
aftermath
by mcxross
This skill should be used when the user asks about Aftermath Finance, Aftermath AMM, afSUI liquid staking, Aftermath pools, weighted pools, or wants to integrate with Aftermath on Sui. Covers weighted AMM pools, multi-coin swaps, deposits, withdrawals, LP tokens, and afSUI liquid staking.
workspace-builder
by mindmorass
Set up and configure development workspaces
opensearch-docs-search
by tkykenmt
Search OpenSearch documentation, blogs, and community forums. Use when the user asks about OpenSearch features, configuration, APIs, troubleshooting, k-NN, neural search, cluster settings, index mappings, query DSL, or any OpenSearch-related questions.
ai-engineer
by sidetoolco
Build LLM applications, RAG systems, and prompt pipelines. Implements vector search, agent orchestration, and AI API integrations. Use when working with LLM features, chatbots, AI-powered applications, or agentic systems.
claude-command-firecrawl-search
by monkey1sai
Converted from Claude plugin command "search" (firecrawl). Use when the
slack
by sepehr500
Read and send Slack messages on your behalf. Use when the user wants to check Slack messages, respond to someone on Slack, or download/upload files from Slack conversations.
Device Analysis Skill v1.0.2
by DeLuAle
exa-context
by benjaminjackson
Get code context from repositories with examples and documentation. Use when you need code snippets, implementation examples, API usage patterns, or technical documentation for programming concepts, frameworks, or libraries.
branded-types
by marius-townhouse
Use when primitive types need semantic distinction. Use when string or number types have different meanings. Use when you need nominal typing.
apple-mail-search
by NicolaiSchmid
Search Apple Mail messages on macOS via direct SQLite queries. Sub-second search across all configured mail accounts without launching Mail.app.
qdrant-patterns
by mindmorass
Store and retrieve documents using Qdrant for RAG workflows. Use for persistent memory, research storage, and semantic search.
gmail-daemon
by fast-gateway-protocol
Fast Gmail operations via FGP daemon - 69x faster than MCP. Use when user needs to check email, search messages, send email, read inbox, manage labels, or archive messages. Triggers on "check my email", "send email", "search emails", "read message", "list unread", "compose email", "email inbox".
discord-daemon
by fast-gateway-protocol
Fast Discord operations via FGP daemon - 60-120x faster than MCP. Use when user needs to send messages, manage servers, check channels, read messages, or interact with Discord bots. Triggers on "send discord message", "check discord", "post to discord", "list discord servers", "discord channel", "discord DM".