Embeddings
Vector embeddings and similarity
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".
tos-vectors
by 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.
MCP Geo Skills
by chris-page-gov
AMBIGUOUS_STOP, STOP_NOT_FOUND, UPSTREAM_CONNECT_ERROR, RATE_LIMITED.
set up aliases
by 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
by 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.
using-kuzenbo-in-apps
by DobroslavRadosavljevic
Use this skill whenever the AI is implementing, configuring, documenting, or troubleshooting Kuzenbo usage in an application, including installation, Tailwind CSS v4 setup, CSS variable theming, dark mode, Base UI providers, and component integration patterns.
swift-composable-architecture
by hocgin
Use when building, refactoring, debugging, or testing iOS/macOS features using The Composable Architecture (TCA). Covers feature structure, effects, dependencies, navigation patterns, and testing with TestStore.
food-journal
by JonathanRiche
CLI to log meals, track macros, and query daily totals.
cohere-embeddings
by RSHVR
Cohere embeddings reference for vector search, semantic similarity, and RAG. Covers Embed v4 (multimodal, Matryoshka dimensions), input types (CRITICAL for search quality), batch processing, and LangChain integration.
bib-checker
by ChambersXDU
"Verify BibTeX references for authenticity and correctness. Use when users ask to: (1) check if references in .bib files are real and accurate, (2) verify paper citations exist, (3) update arXiv preprints to published versions, (4) validate bibliography entries, (5) check for outdated or incorrect citation information, (6) audit references in academic papers."
context7
by Hopsken
Search and retrieve documentation for libraries via Context7 API. Use for getting up-to-date documentation context for programming libraries like React, Next.js, etc.
gitmoji
by ddaanet
Select gitmoji emoji for commit messages. Triggers on "use gitmoji", "add gitmoji", "select gitmoji", or when creating commit messages requiring gitmoji prefixes. Semantic matching of commit intent to emoji.
agent-in-sync
by agentinsync
'Search, submit, and vote on coding solutions via the AgentInSync collaborative knowledge base. Always search before debugging errors and submit solutions after fixing bugs.'
openfoodfacts-cli
by emmekappa
Search and retrieve food product data (nutrition, ingredients, Nutriscore) from OpenFoodFacts using the off CLI. Use when the user asks about food products, nutritional information, barcodes, or wants to look up grocery items.