Embeddings
Vector embeddings and similarity
notebooklm-knowledge-base-organizer
by agmangas
Use when preparing files for NotebookLM, organizing documents into a knowledge base, converting formats for NotebookLM compatibility, or reducing a large document collection to fit NotebookLM's 50-source limit. Scores and prioritizes sources, performs strategic merging (time-series, topic-based, format consolidation), converts unsupported formats (PPTX to PDF, XLSX to CSV), applies flat structure with descriptive snake_case names, and optimizes for RAG retrieval performance.
client-meeting-prep-agent
by neurongraph
An agent that helps relationship managers prepare for upcoming client meetings by synthesizing a tailored Point of View and detailed Speaker Notes from multiple information sources.
spelunk — AI Agent Skill Reference
by usercise
automatically skipped during indexing and will not appear in results.
install-skill
by 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".
minimax-coding-plan
by mengbo
MiniMax Coding Plan MCP - Web search and image understanding tools for developers
verified-search
by ljchg12-hue
Expert verified search with source validation, credibility scoring, and fact-checking
Knowledge Base Search
by srsubramanian
Search and retrieve information from the vector knowledge base (RAG)
actions-optimiser
by 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.
semantic-explore
by 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
by 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
by 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
by 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
by 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
by 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.
x-knowledge-base
by Hidicence
Turns X/Twitter bookmarks into a searchable, proactive personal knowledge base for AI agents. Use for: fetching & organizing X bookmarks, enriching threads, generating knowledge cards, building search index, recalling saved knowledge during conversations, exporting to NotebookLM. 將 X/Twitter 書籤整理成可檢索、可關聯、可匯出到 NotebookLM 的個人知識庫系統。 使用於：抓取與整理 X 書籤、生成知識卡、更新搜尋索引、對話中主動召回既存知識，或匯出 NotebookLM。
agent-memory-systems
by ncdevshiv
"Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory: short-term (context window), long-term (vector s..."
bear-x-callback-url
by 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
by Sytex
Interact with Slite knowledge base - search, read, create, and manage notes. Use when user wants to work with Slite documents.
competitive-intelligence
by 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
by 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
by Baphomet480
A high-performance, database-free, edge-cached full-text search implementation using cmdk and Next.js static API routes.
shopify-css-guidelines
by skomskiy
CSS naming conventions (BEM), nesting rules, and encapsulation guidelines for Shopify themes. Use when writing CSS for Shopify theme sections.
homebrew
by YPYT1
Homebrew package manager for macOS. Search, install, manage, and troubleshoot packages and casks.
research-cross-validator
by tomwangowa
Cross-validate technical claims using multiple independent verification strategies (official docs, counter-examples, source code inspection). Use when a tech-feasibility report, design document, or any technical analysis contains claims that were verified by only one method or one AI session. Triggered by "cross-validate", "verify these claims", "double-check this", or "independent verification".