Embeddings
Vector embeddings and similarity
codebase-navigator
by leegonzales
Semantic code search using osgrep for understanding codebases, finding implementations, and navigating large projects. Use when asked "where is", "how does", "find the code that", or any question about code location or implementation.
by Demerzels-lab
Email management and automation. Send, read, search, and organize emails across multiple providers.
orchestrator
by Demerzels-lab
Intelligent system orchestration for complex tasks using MCP and Pi Agent.
mapkit
by ios-agent
"Help developers integrate Apple MapKit into iOS/macOS apps. Use this skill when users ask to add a map to their app, display maps, show user location on a map, add markers/pins/annotations, implement map clustering, get directions/routing between locations, search for places/points of interest, implement MapKit features, work with MKMapView, SwiftUI Map, MKAnnotation, MKOverlay, MKDirections, MKLocalSearch, or any MapKit-related development task."
upstage-builder
by UpstageAI
"Build pipelines, agents, RAG flows, and full web services by combining Upstage Solar models, embeddings, and document APIs. Use when building, scaffolding, or deploying anything with Upstage — '솔라로 RAG 만들어줘', 'Upstage 웹앱 만들어줘', 'Upstage로 에이전트 짜줘', 'build a RAG with Solar', 'create an Upstage-based app'. Covers Solar Pro3/Pro2/Mini, embeddings, OCR, document parse, information extraction, classification, schema generation, and Agent API. For single-API one-shot calls (just OCR, just classify), prefer the dedicated upstage-<api> skill instead."
search-enhancer
by CuriousLearner
Enhanced code search with semantic understanding, pattern matching, and intelligent query interpr...
lookalike-customer-finder
by gked2121
Input your best customers and find 100+ companies that match the profile. Uses firmographic data, tech stack, growth signals, and similarity scoring to identify ideal prospects. Use when building target account lists or expanding to new markets.
Web Search
by WingsZeng
This skill should be used when needs to search for unknown information, verify understanding, or avoid hallucination. or when detects knowledge gaps during task execution. Also trigger when the user asks to "search online", "look up information", "verify facts", "check documentation", "find latest version".
notmuch
by adampoit
Search and read local email with the notmuch CLI. Use when the user asks to find messages, inspect threads, or review email tags.
gh
by adampoit
Use the GitHub CLI (gh) for repository operations including PR and issue inspection, GitHub search, checks, and API calls. Use when a user asks for GitHub URLs, PR metadata, issue details, checks, or repository automation.
persistent-memory
by ropl-btc
ALWAYS USE THIS SKILL when handling persistent memory in this workspace, including task-start memory recall, explicit "remember" instructions, storing durable preferences/facts, and retrieving prior context. This skill owns the local memory workflow and CLI for init/sync/search/add/recent/stats.
literature-review
by neflibata-feng
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.).
vault
by vadirn
Personal knowledge management in an Obsidian vault. Use this skill whenever the user wants to save, find, review, or organize knowledge — even if they don't say "vault" or "Obsidian". Triggers on: saving a link/article/video/book for later (creates a reference in 10 references/), distilling a concept or takeaway from something they read/watched (creates a card in 20 cards/), writing down an original idea, observation, or synthesis connecting multiple concepts (creates a note in 30 notes/), searching or browsing what they know about a topic, quizzing or testing recall on saved concepts, listing or filtering cards by tag, resuming or saving progress on a project, checking project status or open checkpoints. Also handles explicit /vault commands (search, card, note, reference, review, cards, projects, start, save). Do NOT use for: Obsidian app settings/UI questions, editing .base files, creating canvas files, general markdown editing, or web search.
tensor-grep
by oimiragieo
Use when searching text in files, codebases, logs, or documents at scale. Use when finding files by pattern, searching massive logs that are too big for CPU regex, extracting specific content from many files, when you need semantic/AST structural code queries, or when you need NLP classification of threats in server logs. Triggers on "search for", "find occurrences", "look for pattern", "search in files", "classify logs", or "structural code search".
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".
slack
by adampoit
Search Slack messages and read Slack threads. Use when the user asks to search Slack, find messages, look up conversations, read thread replies, or retrieve Slack content. Triggers on requests involving Slack message lookup, conversation history, or thread reading.
ai-coding-usage
by fairchild
Analyze AI coding assistant usage patterns across Claude Code and Cursor. Use when user asks about their coding usage, tool statistics, productivity patterns, skill popularity, session history, or wants to query their AI coding logs. Triggers include "usage", "how much have I used", "most used tools", "skill popularity", "coding stats", "productivity patterns".
jira
by adampoit
Search Jira issues with JQL or free text, and read Jira issue details with comments using the external jira-cli (jira) command. Use when the user asks to find Jira tickets, inspect issue details, review comments, or run Jira queries.
tech-feasibility
by tomwangowa
Use when evaluating whether a specific technology, tool, or approach can solve a given problem before committing to implementation. Triggered by questions like "can X do Y?", "will X work for Y?", "is X feasible for Y?", or "should I use X to achieve Y?"
critical-research
by tomwangowa
Falsification-first research skill that actively seeks counter-evidence before supporting evidence to eliminate cognitive biases and ensure rigorous, objective conclusions.
convex-queries
by Sstobo
This skill should be used when implementing Convex query functions. It provides comprehensive guidelines for defining, registering, calling, and optimizing queries, including pagination, full text search, and indexing patterns.
Convex Agents Context
by Sstobo
"Customizes what information the LLM receives for each generation. Use this to control message history, implement RAG context injection, search across threads, and provide custom context."
Convex Agents RAG
by Sstobo
"Implements Retrieval-Augmented Generation (RAG) patterns to enhance agents with custom knowledge bases. Use this when agents need to search through documents, retrieve context from a knowledge base, or ground responses in specific data."
memory-workflow
by VeriTeknik
"Guide the memory session lifecycle - start sessions, record observations, search memories, and end sessions with Z-reports. Use when working with Plugged.in memory system."