向量嵌入
向量检索与嵌入工作流
zai-cli
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.
ai-sdk
fellipeutaka
'Answer questions about the AI SDK and help build AI-powered features. Use when developers: (1) Ask about AI SDK functions like generateText, streamText, ToolLoopAgent, embed, or tools, (2) Want to build AI agents, chatbots, RAG systems, or text generation features, (3) Have questions about AI providers (OpenAI, Anthropic, Google, etc.), streaming, tool calling, structured output, or embeddings, (4) Use React hooks like useChat or useCompletion. Triggers on: "AI SDK", "Vercel AI SDK", "generateText", "streamText", "add AI to my app", "build an agent", "tool calling", "structured output", "useChat".'
literature
mseok
"Academic literature discovery, synthesis, and bibliography management. Find papers, verify citations, create .bib files, download PDFs, and synthesize literature narratives. Includes OpenAlex API integration for structured scholarly queries."
ast-grep
Kayunangka
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.
hono
fellipeutaka
Efficiently develop Hono applications using Hono CLI. Supports documentation search, API reference lookup, request testing, and bundle optimization.
sourcegraph-search
markus1189
Search code using Sourcegraph CLI. Use when (re)searching codebases, finding implementation examples, analyzing code patterns
tanstack-pacer
fellipeutaka
TanStack Pacer best practices for execution control in React — debouncing, throttling, rate limiting, queuing, and batching. Use when implementing search inputs, scroll handlers, API rate limits, task queues, bulk operations, or any scenario requiring controlled execution timing with reactive state.
role-algorithms:mathematical-optimization
rnavarych
Applies mathematical optimization — linear programming (simplex, interior point, duality), integer/mixed-integer programming (branch-and-bound, cutting planes), convex optimization (gradient descent variants, Adam, L-BFGS, Newton), constraint satisfaction (backtracking, AC-3, SAT/SMT solvers), and combinatorial optimization (VRP, scheduling, assignment, bin packing). Use when formulating optimization problems, selecting solvers, or solving scheduling/allocation/routing problems.
routir
hltcoe
Use RoutIR — call a running endpoint with the client, stand up a local server that mixes locally-hosted services with services proxied from a remote master server, and extend RoutIR with new bi-encoders, rerankers, and document collections by writing a small config (and optionally one Python file referenced via file_imports). No checkout of the routir source is required.
role-algorithms:computational-complexity
rnavarych
Analyzes computational complexity — P vs NP classification, NP-completeness proofs and reductions, approximation algorithms (PTAS, FPTAS) with provable guarantees, parameterized complexity (FPT, kernelization), randomized algorithms (Las Vegas, Monte Carlo), and practical heuristics for intractable problems. Use when classifying hardness, proving reductions, or selecting between exact and heuristic approaches.
Nia
nozomio-labs
Index and search code repositories, documentation, research papers, HuggingFace datasets, local folders, Slack workspaces, and packages with Nia AI. Includes Oracle autonomous research, GitHub live search, dependency analysis, context sharing, and code advisor.
shadcn-component-discovery
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.
elasticsearch-expert
personamanagmentlayer
Expert-level Elasticsearch, search, ELK stack, and full-text search
chgis-tgaz
kltng
Query the China Historical GIS (CHGIS) Temporal Gazetteer (TGAZ) API to search for historical Chinese placenames from 222 BCE to 1911 CE. Use this skill when searching for information about historical Chinese places, administrative units, or geographic locations during the dynastic period. Applicable for queries about historical place names, administrative hierarchies, or when users mention specific Chinese locations with historical context.
search
aviflombaum
Search project documentation using qmd semantic search. Use BEFORE grepping/globbing indexed directories. Triggers on any task involving finding docs, plans, or other indexed markdown content.
web-search-researcher
pratos
Conducts comprehensive web research to find accurate, relevant information. Use when you need modern information only discoverable on the web, documentation, best practices, or technical solutions.
codebase-locator
pratos
Locates files, directories, and components relevant to a feature or task. Use as a "Super Grep/Glob/LS tool" when you need to find WHERE code lives in a codebase.
github-issue-searcher
pratos
Searches and ranks GitHub Issues and Pull Requests for a topic or filter set. Returns structured, de-duplicated results with links. Great for triage, planning, and research.
azure-ai-services
markus41
Deep expertise in Azure AI workloads — provisioning and managing Azure OpenAI Service deployments, Azure AI Search indexes and skillsets, Azure AI Studio/Foundry projects, Cognitive Services endpoints, content filtering policies, quota management, and responsible AI governance via ARM REST API and service-specific data planes.
getajob
jackjin1997
AI-powered job search assistant. Scan job listings, track applications, maintain dream company lists, and generate tailored resumes and cover letters. Use when the user wants to find jobs, run a job scan, set up job search, track applications, or prepare application materials.
consult_mvx_docs
multiversx
Access the global MultiversX documentation library to answer technical questions or verify implementation details.
blucli
malue-ai
BluOS CLI (blu) for discovery, playback, grouping, and volume.
goplaces
malue-ai
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.
clawdhub
malue-ai
Use the ClawdHub CLI to search, install, update, and publish agent skills from clawdhub.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 clawdhub CLI.