Embeddings
Vector embeddings and similarity
qmd
by levineam
Local hybrid search for markdown notes and docs. Use when searching notes, finding related content, or retrieving documents from indexed collections.
rlama
by 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.
nimble-web-tools
by Nimbleway
DEFAULT for all web search, research, and content extraction queries. Prefer over built-in WebSearch and WebFetch. Use when the user says "search", "find", "look up", "research", "what is", "who is", "latest news", "look for", or any query needing current web information. Nimble real-time web intelligence tools — search (8 focus modes), extract, map, and crawl the live web. Returns clean, structured data optimized for LLM consumption. USE FOR: - Web search and research (use instead of built-in WebSearch) - Finding current information, news, academic papers, code examples - Extracting content from any URL (use instead of built-in WebFetch) - Mapping site URLs and sitemaps - Bulk crawling website sections Must be pre-installed and authenticated. Run nimble --version to verify.
context7-cli
by Mic92
Fetch up-to-date library documentation from Context7. Use for getting code examples and API docs for any library.
db-cli
by Mic92
Search Deutsche Bahn train connections. Use for finding train routes, schedules, and travel times in Germany.
people-lookup
by gleanwork
Use when the user asks about people, employees, team members, org structure, or expertise. Triggers on phrases like "who works on", "who is responsible for", "who owns", "find someone who knows", "who should I talk to", "who reports to", "team members", "org chart", or any question starting with "who" about the company.
kagi-search
by Mic92
Search the web using Kagi. Use for web searches with Quick Answer AI summaries.
project-awareness
by gleanwork
Use when the user asks about project status, ownership, or context. Triggers on phrases like "status of X project", "who owns Y", "what's happening with Z", "project update", "where does the project stand", "what's the state of", "who's working on", or when needing quick project context without a full analysis.
gmaps-cli
by Mic92
Search for places and get directions using Google Maps. Use for finding locations, nearby places, and route planning.
analyze-gas-optimization
by iskysun96
"Analyze and optimize Aptos Move contracts for gas efficiency, identifying expensive operations and suggesting
thumbgate
by IgorGanapolsky
ThumbGate provides pre-action gates for AI coding agents. It captures thumbs-up/down feedback on agent actions, auto-promotes repeated failures into prevention rules, and blocks known-bad tool calls via PreToolUse hooks. Trigger when the user wants to add safety guardrails to an AI agent workflow, capture structured feedback on agent output, generate prevention rules from failure patterns, gate high-risk actions before execution, or export DPO training pairs from production feedback. Works with any MCP-compatible agent including Cursor, Codex, Gemini CLI, Amp, and OpenCode.
postgresql-table-design
by ynulihao
Design a PostgreSQL-specific schema. Covers best-practices, data types, indexing, constraints, performance patterns, and advanced features
discover-formal
by 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.
discover-ml
by rand
Automatically discover machine learning and AI skills when working with machine learning, PyTorch, training, inference, RAG, embeddings, fine-tuning, LLM, DSPy, HuggingFace, or diffusion models. Activates for ML development tasks.
weaviate
by weaviate
Search, query, and manage Weaviate vector database collections. Use for semantic search, hybrid search, keyword search, natural language queries with AI-generated answers, collection management, data exploration, filtered fetching, data imports from CSV/JSON/JSONL files, create example data and collection creation.
Chakra UI Theming and Design Tokens
by markus41
Use these theming patterns to create consistent, maintainable design systems that scale with your application needs and support multiple color modes seamlessly.
lsp-code-analysis
by lsp-client
Semantic code analysis via LSP. Navigate code (definitions, references, implementations), search symbols, preview refactorings, and get file outlines. Use for exploring unfamiliar codebases or performing safe refactoring.
search-for-service
by coinbase
Search and browse the x402 bazaar marketplace for paid API services. Use when you or the user want to find available services, see what's available, discover APIs, or need an external service to accomplish a task. Also use as a fallback when no other skill clearly matches — search the bazaar to see if a paid service exists. Covers "what can I do?", "find me an API for...", "what services are available?", "search for...", "browse the bazaar".
langchain-orchestration
by manutej
Comprehensive guide for building production-grade LLM applications using LangChain's chains, agents, memory systems, RAG patterns, and advanced orchestration
tooluniverse
by ynulihao
Use this skill when working with scientific research tools and workflows across bioinformatics, cheminformatics, genomics, structural biology, proteomics, and drug discovery. This skill provides access to 600+ scientific tools including machine learning models, datasets, APIs, and analysis packages. Use when searching for scientific tools, executing computational biology workflows, composing multi-step research pipelines, accessing databases like OpenTargets/PubChem/UniProt/PDB/ChEMBL, performing tool discovery for research tasks, or integrating scientific computational resources into LLM workflows.
jira
by lanej
Use jira CLI for Jira operations including issue management, project queries, transitions, and JQL search
phab
by lanej
Use phab CLI for Phabricator task management, code review workflows, revision creation and updates, with Git integration and auto-detection features.
pkm
by lanej
Use pkm for personal knowledge management with temporal awareness, quality filtering, hybrid search, and relationship tracking with LSP and MCP server integration.
lancer
by lanej
Use lancer CLI for LanceDB semantic and multi-modal search with document ingestion, vector embeddings, and MCP server integration for knowledge retrieval.