向量嵌入
向量检索与嵌入工作流
academic-search
HyunjunJeon
Search academic paper repositories (arXiv, Semantic Scholar) for scholarly articles in physics, mathematics, computer science, quantitative biology, AI/ML, and related fields
find-skills
agentbay-ai
Helps users discover, search and install agent skills from the marketplace. Use when the user wants to find a skill, discover new capabilities, find specific tools (especially sandboxes) or install a skill. This skill should be used when the user is looking for functionality that might exist as an installable skill. Also supports progressive disclosure to recommend sandbox-related skills when relevant. 用于帮助用户在市场中搜索、发现和安装 Agent 插件（Skills）。 当用户想要查找功能、安装特定工具或寻找沙箱（sandbox）时使用。 Triggers: "查找插件","搜索技能","搜索 X 技能","安装技能","安装 X 技能","如何做 X","沙箱","安全沙箱","find a skill for X", "how do i do X", "search for skill", "install skill", "I need a skill for X", "sandbox", "aio sandbox"
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.
minimax-web-search
imsus
Search the web for current information using the web_search tool
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.
surrealdb
mikkelkrogsholm
"SurrealDB — multi-model database supporting document, graph, relational, key-value, time-series, and vector search in a single engine using SurrealQL. Use when building with SurrealDB or asking about schema design (schemafull vs schemaless), SurrealQL queries, graph relations with RELATE, live queries, full-text search, JS/TS SDK setup, namespace and database hierarchy, record IDs, authentication with DEFINE ACCESS, or connecting with WebSocket vs HTTP. Fetch live documentation for up-to-date details."
meilisearch
mikkelkrogsholm
"Meilisearch — fast, open-source search engine with typo tolerance, faceted search, and AI-powered hybrid search. Use when building with Meilisearch or asking about its index configuration, search parameters, filters, facets, API keys, geosearch, ranking rules, or integration with JavaScript/TypeScript clients. Fetch live documentation for up-to-date details."
ai-integration
mgd34msu
"Load PROACTIVELY when task involves AI, LLM, or machine learning features. Use when user says \"add AI chat\", \"implement streaming responses\", \"build a RAG pipeline\", \"add embeddings\", or \"integrate OpenAI\". Covers chat interfaces, streaming with Vercel AI SDK, retrieval-augmented generation, vector search, embeddings pipelines, tool/function calling, and provider abstraction for OpenAI, Anthropic, and local models."
tanstack-router
mikkelkrogsholm
"TanStack Router — fully type-safe router for React with file-based routing, search params validation, loaders, and built-in caching. Use when building with TanStack Router or asking about its route configuration, file-based routing, type-safe links, search params, loaders, or navigation patterns. Fetch live documentation for up-to-date details."
upstash
mikkelkrogsholm
"Upstash — serverless Redis, QStash, and Vector database with per-request pricing optimized for edge and serverless environments. Use when building with Upstash or asking about its Redis client, QStash message queuing, rate limiting, workflows, or vector search. Fetch live documentation for up-to-date details."
github-issue-fetcher
rawveg
This skill should be used when users need to fetch GitHub issues from the current repository, including getting the next issue to work on, retrieving specific issue fields (body, number, title, labels, etc.), or querying issues with custom sorting and filtering. Triggers on requests like "get the next GitHub issue", "what's the next issue number", "show me the issue body", or "find issues with label X".
file_explorer
ArcaneOrion
高效的项目文件浏览器。当需要列出整个项目结构、模糊搜索文件或安全地读取（支持大文件分块）本地代码库内容时使用。
neuroskill-index
NeuroSkill-com
Skill index and overview — lists all available NeuroSkill skills, tools, and explains how skill loading works.
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.
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.
Knowledge Graph Builder
daffy0208
Design and build knowledge graphs. Use when modeling complex relationships, building semantic search, or creating knowledge bases. Covers schema design, entity relationships, and graph database selection.
Manifest Generator
daffy0208
Auto-generate capability manifests from skill/MCP descriptions using Codex-powered semantic analysis and structured extraction.
memory
goldengrape
Two-layer memory system with grep-based recall.
clawhub
goldengrape
Search and install agent skills from ClawHub, the public skill registry.
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.
gog
malue-ai
Google Workspace CLI for Gmail, Calendar, Drive, Contacts, Sheets, and Docs.
local-places
malue-ai
Search for places (restaurants, cafes, etc.) via Google Places API proxy on localhost.
gifgrep
malue-ai
Search GIF providers with CLI/TUI, download results, and extract stills/sheets.