Embeddings
Vector embeddings and similarity
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.
ruanyifeng-weekly-skill
by DophinL
搜索阮一峰科技爱好者周刊 GitHub issues 中的工具和资源。当用户想找工具、开源项目、网站或资源时使用，尤其是提到「阮一峰」「周刊」「ruanyifeng」或在中文语境下询问工具推荐时触发。
lsp-client
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.
rg
by kylesnowschwartz
This skill SHOULD be used when the user asks to "search for pattern in codebase", "find all uses of function", "grep for string across files", "find TODO comments", "search in specific file types", "count occurrences", or when needing efficient text search with context, line numbers, or special flags.
apollo
by sundial-org
Interact with Apollo.io REST API (people/org enrichment, search, lists).
answeroverflow
by sundial-org
Search indexed Discord community discussions via Answer Overflow. Find solutions to coding problems, library issues, and community Q&A that only exist in Discord conversations.
create-tasks
by NTCoding
"Creates well-formed tasks following a template that engineers can implement. Triggers on: 'create tasks', 'define work items', 'break this down', creating tasks from PRD, converting requirements into actionable tasks, feature breakdown, sprint planning."
AgentDB Vector Search
by ovachiever
"Implement semantic vector search with AgentDB for intelligent document retrieval, similarity matching, and context-aware querying. Use when building RAG systems, semantic search engines, or intelligent knowledge bases."
bioservices
by ovachiever
"Primary Python tool for 40+ bioinformatics services. Preferred for multi-database workflows: UniProt, KEGG, ChEMBL, PubChem, Reactome, QuickGO. Unified API for queries, ID mapping, pathway analysis. For direct REST control, use individual database skills (uniprot-database, kegg-database)."
boss-job-search
by agentbay-ai
查询Boss直聘职位信息。当用户想要搜索Boss直聘上的职位、筛选特定公司规模的岗位时使用此skill。
atuin
by julianobarbosa
Shell history management with Atuin. Use when configuring shell history, setting up history sync, searching command history, importing history from other shells, troubleshooting atuin issues, or optimizing history workflows. Covers installation, sync setup, search modes, statistics, and self-hosting.
weaviate-cookbooks
by weaviate
Use this skill when the user wants to build AI applications with Weaviate. It contains a high-level index of architectural patterns, 'one-shot' blueprints, and best practices for common use cases. Currently, it includes references for building a Query Agent Chatbot, Data Explorer, Multimodal PDF RAG (Document Search), Basic RAG, Advanced RAG, Basic Agent, Agentic RAG, and optional guidance on how to build a frontend for each of them.
academic-research
by plurigrid
Search academic papers across arXiv, PubMed, Semantic Scholar, bioRxiv, medRxiv, Google Scholar, and more. Get BibTeX citations, download PDFs, analyze citation networks. Use for literature reviews, finding papers, and academic research.
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.
zai-cli
by numman-ali
Z.AI CLI providing: - Vision: image/video analysis, OCR, UI-to-code, error diagnosis (GLM-4.6V) - Search: real-time web search with domain/recency filtering - Reader: web page to markdown extraction - Repo: GitHub code search and reading via ZRead - Tools: MCP tool discovery and raw calls - Code: TypeScript tool chaining Use for visual content analysis, web search, page reading, or GitHub exploration. Requires Z_AI_API_KEY.
Capability Graph Builder
by daffy0208
Build queryable capability graphs from manifests using Codex for relationship inference between skills, resources, and capabilities.
Knowledge Base Manager
by daffy0208
Design, build, and maintain comprehensive knowledge bases. Bridges document-based (RAG) and entity-based (graph) knowledge systems. Use when building knowledge-intensive applications, managing organizational knowledge, or creating intelligent information systems.
RAG Implementer
by daffy0208
Implement retrieval-augmented generation systems. Use when building knowledge-intensive applications, document search, Q&A systems, or need to ground LLM responses in external data. Covers embedding strategy, vector stores, retrieval pipelines, and evaluation.
redteam
by neurofoo
Red team adversarial analysis to find weaknesses, vulnerabilities, and failure modes. Use before launches, for security review, or when a plan feels too perfect.
airport-city-search
by Lap-Platform
"Airport & City Search API skill. Use when working with Airport & City Search for reference-data. Covers 2 endpoints."
shadcn-component-discovery
by mattbx
Discover existing shadcn components from registries before building custom. Use PROACTIVELY when about to build any UI component, page section, or layout. Use when user explicitly asks to find/search components. Searches 1,500+ components across official and community registries including @shadcn, @blocks, @reui, @animate-ui, @diceui, Magic UI, and 30+ specialty registries. Provides install commands and code examples. Works best with shadcn MCP configured, but provides manual guidance without it.
pywayne-vio-se3
by wangyendt
SE(3) rigid body transformation library for 3D rotation and translation operations. Use when working with robot poses, camera transformations, SLAM systems, or any 3D rigid body motion tasks. Supports SE(3) matrix operations, Lie group/algebra mappings (log/Log, exp/Exp), representation conversions (quaternion, axis-angle, Euler angles), and batch processing of trajectories.
polars-dovmed
by fmschulz
Search 2.4M+ full-text PubMed Central Open Access papers for literature reviews, trends, and data extraction.
reddit-insights
by BrianRWagner
Search and analyze Reddit content using semantic AI search via reddit-insights.com MCP server. Use when you need to: (1) Find user pain points and frustrations for product ideas, (2) Discover niche markets or underserved needs, (3) Research what people really think about products/topics, (4) Find content inspiration from real discussions, (5) Analyze sentiment and trends on Reddit, (6) Validate business ideas with real user feedback. Triggers: reddit search, find pain points, market research, user feedback, what do people think about, reddit trends, niche discovery, product validation.