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Embeddings
Vector embeddings and similarity
graphrag-patterns
by latestaiagents
Implement GraphRAG combining knowledge graphs with RAG for multi-hop reasoning. Use this skill when building knowledge graph RAG, implementing multi-hop queries, using Neo4j with RAG, or connecting entities across documents. Activate when: GraphRAG, knowledge graph, multi-hop reasoning, Neo4j RAG, entity extraction, relationship queries, graph database, connected data.
agentic-rag
by latestaiagents
Build agentic RAG systems with autonomous planning, reflection, and tool use. Use this skill when implementing agent-driven retrieval, query decomposition, iterative refinement, or multi-source RAG orchestration. Activate when: agentic RAG, A-RAG, autonomous retrieval, query planning, iterative RAG, multi-step retrieval, agent retrieval, RAG agent.
ontopo
by alexpolonsky
Search Israeli restaurants, check table availability, view menus, and get booking links on Ontopo. Use for "restaurant reservation", "table booking", "ontopo", "where to eat in Israel", "מסעדה", "הזמנת שולחן", "תפריט", "ארוחת ערב", "אונטופו", "איפה לאכול".
rag-architecture
by liauw-media
"Use when building retrieval-augmented generation systems. Covers chunking strategies, embedding models, vector databases, retrieval patterns, and hybrid search. Apply when adding knowledge bases, document Q&A, or semantic search to applications."
parent-no-raw-loops
by copyleftdev
Write C++ code following Sean Parent's "No Raw Loops" philosophy. Emphasizes algorithm-based thinking, composition over iteration, and treating code as mathematical reasoning. Use when refactoring or writing new C++ to maximize clarity and correctness.
meyers-effective-cpp
by copyleftdev
Write C++ code following Scott Meyers' Effective C++ principles. Emphasizes practical wisdom, specific guidelines with clear rationale, and avoiding common pitfalls. Use when writing production C++ code that must be correct, maintainable, and efficient.
memory-integration
by troykelly
Use to maintain context across sessions - integrates episodic-memory for conversation recall and mcp__memory knowledge graph for persistent facts
fivem-basics
by germanfndez
FiveM resource structure, fxmanifest, client/server scripting, events. Use when creating or editing FiveM resources or Lua scripts, or when the user asks how FiveM works.
github-code-search
by jaredpalmer
Search GitHub code across millions of repositories using grep.app. Use when you need to find code patterns, implementations, examples, or understand how features are built in public codebases. (project)
{{PLUGIN_ID}}-help
by timequity
Help and documentation for {{PLUGIN_NAME}} plugin. Use when: user asks about available skills, commands, or how to use this plugin. Triggers: "help", "what can you do", "list skills", "show commands", "как пользоваться", "что умеешь".
list-building
by Zuttam
Build targeted lists of potential buyers from LinkedIn based on ICP criteria. Use when user wants to find prospects, build buyer lists, search LinkedIn for customers, or define their ideal buyer profile. Not for competitor research. Can be invoked with optional campaign_id and/or criteria (e.g., "campaign_fintech_q1 VP Engineering at Series B SaaS companies in SF").
vibium-browser-automation
by trotsky1997
Comprehensive guide for using Vibium browser automation tool via MCP. Use when (1) Automating web interactions in Cursor IDE, (2) Navigating web pages, (3) Taking screenshots, (4) Clicking buttons or links, (5) Filling forms or input fields, (6) Finding elements on web pages, (7) Web scraping tasks, (8) Testing websites, or any task requiring programmatic browser control within Cursor IDE
semantic-walk
by mbilokonsky
"A collaborative navigation ritual through semantic space. Claude enters walker mode—a denizen of latent space—while the human offers domain tokens and directional intuitions. Together they walk toward a destination where something currently inaccessible becomes visible. Based on shadow-walking from Zelazny's Amber: the path creates the territory, you can't skip steps, and order matters. The walk is real when tokens are excavated deeply enough to actually shift the space."
web-research
by Tempuss
Use when researching markets, analyzing competitors, comparing technologies, or finding case studies. Ensures all findings include credible sources and URLs.
readthedocs-search-api
by readthedocs
Query the Read the Docs Search API to find documentation across projects and repositories. Use when searching documentation, finding related docs, finding API documentation, or gathering information about projects on Read the Docs.
ast-grep
by trotsky1997
Guide for writing ast-grep rules to perform structural code search and analysis. Use when users need to search codebases using Abstract Syntax Tree (AST) patterns, find specific code structures, or perform complex code queries that go beyond simple text search. This skill should be used when users ask to search for code patterns, find specific language constructs, or locate code with particular structural characteristics.
flight-lines
by mbilokonsky
"Navigate problems along lines of flight by composing operations from arbitrary domains. Operations are deterritorialized capacities—they don't belong to their origin domains. Mycorrhizal signaling + ham radio protocols + rare book dealer networks can compose into a single assemblage. The composer maintains parallel work-paths, constantly revising as new structure emerges."
sutter-exceptional-cpp
by copyleftdev
Write C++ code following Herb Sutter's exceptional C++ principles. Emphasizes exception safety, const correctness, modern idioms, and defensive programming. Use when writing robust, production-quality C++ that must handle errors gracefully.
s2-geometry-spatial-indexing
by copyleftdev
Index and query geospatial data using Google's S2 Geometry library. Emphasizes hierarchical cell decomposition, Hilbert curves for locality preservation, and efficient spatial operations on spherical geometry. Use when building location-based services, proximity search, geofencing, or any system that needs to efficiently query geographic data.
search-codebase
by roshunsunder
Searches and indexes codebases using natural language queries via hybrid keyword and semantic search. Use when the user wants to find files in a project, understand code structure, locate implementations, or discover related files. Triggers on queries like "find the authentication logic", "where is the database connection handled", or "search this codebase for error handling".
groove
by mbilokonsky
[PLACEHOLDER - skill not yet fully defined] The groovy commutator is a formal detector for edge-of-chaos dynamics—systems where order of operations matters in structured (not random) ways. This is the signature of aliveness. J Dilla saw what Heisenberg saw, and it shows up in Class 4 cellular automata, jazz micro-timing, quantum mechanics, and semantic navigation.
skill-finder
by Nymbo
Search for and install agent skills from Hugging Face. Use this skill when users want to discover new skills, browse available skills on the Hub, or install skills to extend agent capabilities.
Java Backend Developer Skill Profile
by SoledadVac
Never suggest Python scripts â I work in pure Java ecosystem
website-to-vite-scraper
by breverdbidder
Multi-provider website scraper that converts any website (including CSR/SPA) to deployable static sites. Uses Playwright, Apify RAG Browser, Crawl4AI, and Firecrawl for comprehensive scraping. Triggers on requests to clone, reverse-engineer, or convert websites.