向量嵌入
向量检索与嵌入工作流
install-skill
paulo20223
Search and install skills from skills.sh and GitHub repos. Use when users ask to find skills, install skills, download skills, add skills from GitHub, search for skills, browse skills, get a skill, or want new capabilities. Trigger phrases include "install skill", "find skill", "search skills", "add skill", "download skill", "get skill from github", "skills.sh", "browse skills", "what skills are available", "I need a skill for".
firecrawl
fvanevski
"Acquire, retain, retrieve, and audit web research with Firecrawl. Use when Codex needs to search or scrape the web, query or inspect the authoritative PostgreSQL research corpus, run hybrid lexical/vector retrieval, fetch bounded citation passages, diagnose ingestion or indexing, or manage research provenance and recovery."
minimax-coding-plan
mengbo
MiniMax Coding Plan MCP - Web search and image understanding tools for developers
verified-search
ljchg12-hue
Expert verified search with source validation, credibility scoring, and fact-checking
Knowledge Base Search
srsubramanian
Search and retrieve information from the vector knowledge base (RAG)
actions-optimiser
kaihendry
This skill should be used when the user asks to "optimise GitHub Actions", "improve my workflow", "make actions better", "review workflow usage", "how are others using this action", "find best practices for GitHub Actions", or wants to gather real-world context on how GitHub Actions are used to improve their workflows.
tailor-global-remote-cloud-ai-engineering
anupdavin
Auto-induced behavioral skill for scoring and tailoring Global Remote Cloud & AI Engineering job applications (Critic Verified Score: 95/100).
semantic-explore
adilasif
This skill should be used when the user asks to understand code behavior, explore how something works, find where functionality is implemented, or asks questions like "how does X work", "where is Y handled", "what does Z do", "show me the code that", "find the implementation of", or "trace the flow of". Also use for exploring unfamiliar codebases or when grep/glob returns too many irrelevant results. Use BEFORE or ALONGSIDE keyword search.
vibe_learn
knvpk
Personal knowledge tutor and wiki maintainer. Invoke for ANY of these: "next topic", "teach me", "explain X", "what is X", "bring me next topic", "continue learning", "let's learn", "start topic", "I want to learn", "what's next", "how am I doing", "progress report", "stats", "show my progress", any question about a concept in the curriculum, any URL or article to ingest, or "lint" / "health check" the wiki.
Hyperparameter Search
sovr610
This skill should be used when the user asks to "tune hyperparameters", "find optimal learning rate", "run grid search", "run random search", "Bayesian optimization", "learning rate finder", "hyperparameter sweep", "tune model", "search space", "parameter optimization", "Optuna", "Ray Tune", "hyperband", "population based training", or needs guidance on hyperparameter search strategies, search space definition, trial management, or automated tuning for the brain_ai system.
literature-review
unerue
Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research synthesis, or comprehensive literature searches across biomedical, scientific, and technical domains. Creates professionally formatted markdown documents and PDFs with verified citations in multiple citation styles (APA, Nature, Vancouver, etc.).
design-systems
moderndegree
Design tokens, spacing scales, color systems, and typography for building consistent UIs. Use when creating design systems, theming, or establishing UI foundations.
vector-search
vineethsoma
Semantic search using vector embeddings and similarity metrics. Apply when implementing search with embeddings (OpenAI, Sentence Transformers) or distance-based ranking. Covers cosine similarity, Euclidean distance, dot product, and threshold selection.
bear-x-callback-url
zetavg
Bear app x-callback-url scheme guidance for building callback URLs, understanding parameters, and using Bear actions (create, open, search, tags, selection, and related operations). Use when a user asks how to use Bear's x-callback-url scheme, when composing a Bear callback URL, or when building an integration that needs to drive Bear via x-callback-url.
slite
Sytex
Interact with Slite knowledge base - search, read, create, and manage notes. Use when user wants to work with Slite documents.
competitive-intelligence
coopergwrenn
Monitor competitors, track market trends, analyze sentiment, and deliver competitive briefings. Use when the user asks about competitors, competitive analysis, market research, industry trends, competitor pricing, or market monitoring.
bio-blast
dakesan
"NCBI BLAST sequence similarity search using BioPython. Use when a user wants to run BLAST programmatically with blastn/blastp and retrieve results in JSON format."
cmdk-static-fulltext-search
Baphomet480
A high-performance, database-free, edge-cached full-text search implementation using cmdk and Next.js static API routes.
shopify-css-guidelines
skomskiy
CSS naming conventions (BEM), nesting rules, and encapsulation guidelines for Shopify themes. Use when writing CSS for Shopify theme sections.
homebrew
YPYT1
Homebrew package manager for macOS. Search, install, manage, and troubleshoot packages and casks.
ai-production-architecture
nachopalmeri
"Diseñar o revisar apps AI/LLM en producción: RAG, agentes, prompts, semantic cache, routing, evaluación, observabilidad y costos. No para demos de un archivo."
tos-vectors
jneless
Manage vector storage and similarity search using TOS Vectors service. Use when working with embeddings, semantic search, RAG systems, recommendation engines, or when the user mentions vector databases, similarity search, or TOS Vectors operations.
set up aliases
cesarszv
Add accurate and relevant aliases to Obsidian notes for improved linkability, search discovery, and cross-language accessibility. Use when creating new notes, reviewing existing notes without aliases, or when the user asks to add alternative names for concepts.
google-search
ocmrz
MUST use when searching the web. Use for researching topics, finding discussions on Hacker News/Reddit/Stack Overflow, looking up academic papers, comparing tools or libraries, investigating error messages, or needing precise search filtering.