Embeddings
Vector embeddings and similarity
zai-orchestrator
by tianxiao1430-jpg
A senior architect-level skill that coordinates Vision, Search, and Zread to solve complex engineering problems.
search-expert
by tianxiao1430-jpg
Advanced research skills using Z.AI Web Search Prime to synthesize technical information.
zread-expert
by tianxiao1430-jpg
Deep repository analysis skill for Z.AI Zread MCP.
trend-discovery
by daydreamsai
Discovers trending topics on X/Twitter and the web. Finds opportunities where people need data/APIs. Use when starting any agent creation workflow.
academic-search
by HyunjunJeon
Search academic paper repositories (arXiv, Semantic Scholar) for scholarly articles in physics, mathematics, computer science, quantitative biology, AI/ML, and related fields
agent-registry
by MaTriXy
MANDATORY agent discovery system for token-efficient agent loading. Claude MUST use this skill instead of loading agents directly from ~/.claude/agents/ or .claude/agents/. Provides lazy loading via search and get tools. Use when: (1) user task may benefit from specialized agent expertise, (2) user asks about available agents, (3) starting complex workflows that historically used agents. This skill reduces context window usage by ~95% compared to loading all agents upfront.
turso-db
by av
Install, configure, and work with Turso DB — an in-process SQLite-compatible relational database engine written in Rust. Use when the user needs to (1) install Turso DB, (2) create or query databases with the tursodb CLI shell, (3) use Turso from JavaScript/Node.js via @tursodatabase/database, (4) work with vector search or embeddings in Turso, (5) set up full-text search with FTS indexes, (6) configure transactions including MVCC concurrent transactions, (7) enable encryption at rest, or (8) use Change Data Capture (CDC) for audit logging.
hebbs
by hebbs-ai
"Cognitive engine for AI agents: index files and memories, retrieve across 4 weighted dimensions (similarity, temporal, importance, frequency), automatic insight consolidation, automatic contradiction detection, with full parameter control on every function."
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."
clip
by ovachiever
OpenAI's model connecting vision and language. Enables zero-shot image classification, image-text matching, and cross-modal retrieval. Trained on 400M image-text pairs. Use for image search, content moderation, or vision-language tasks without fine-tuning. Best for general-purpose image understanding.
chroma
by ovachiever
Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple 4-function API. Scales from notebooks to production clusters. Use for semantic search, RAG applications, or document retrieval. Best for local development and open-source projects.
Nia
by nozomio-labs
Index and search code repositories, documentation, research papers, HuggingFace datasets, local folders, Slack workspaces, and packages with Nia AI. Includes Oracle autonomous research, GitHub live search, dependency analysis, context sharing, and code advisor.
x-twitter
by alberduris
Interact with X (Twitter) API v2. Post tweets, search, engage, moderate, and analyze â all from your AI agent. Full 31-command skill for Twitter/X automation.
type-hunter-go
by skyosev
Audit Go type definitions for design debt — duplicated struct shapes, misused generics, under-constrained type parameters, embedding antipatterns, poor enum patterns, and disorganized type architecture. Type structure and maintainability. Use when: reviewing type definitions for maintainability, reducing type duplication, simplifying over-engineered generics, or reorganizing type architecture after growth.
lifecyclemodel-hybrid-search
by tiangong-lca
Execute and troubleshoot Supabase edge function lifecyclemodel_hybrid_search, which rewrites lifecycle model descriptions and calls hybrid_search_lifecyclemodels with optional filters. Use when validating lifecycle-model query/filter behavior, tuning retrieval prompts, or debugging auth, embedding, and RPC failures.
flow-hybrid-search
by tiangong-lca
Execute and troubleshoot Supabase edge function flow_hybrid_search, which rewrites flow descriptions and calls hybrid_search_flows with optional filters. Use when validating flow query/filter behavior, tuning retrieval prompts, or debugging auth, embedding, and RPC failures.
embedding-ft
by tiangong-lca
Execute and troubleshoot Supabase edge function embedding_ft that consumes PGMQ embedding jobs, calls AWS SageMaker embeddings, and writes vectors back to Postgres. Use when validating job payload handling, investigating failed embeddings, tuning ack semantics, or adjusting worker auth/environment.
openalex
by ondata
Query OpenAlex API from the command line with curl and jq for publication discovery, filtering, sorting, pagination, and PDF availability checks. Use when searching scholarly works/authors/sources, building or debugging OpenAlex queries, extracting results, or downloading available PDFs using OPENALEX_API_KEY.
swiftui-compose
by sorunokoe
'Compose Multiplatform ↔ SwiftUI integration patterns. USE FOR: embedding Compose Multiplatform views in a SwiftUI app; embedding SwiftUI/UIKit components inside Compose Multiplatform; sharing state between Compose and SwiftUI; managing the Compose UIViewController lifecycle; bidirectional data flow with the coordinator pattern.'
process-hybrid-search
by tiangong-lca
Execute and troubleshoot Supabase edge function process_hybrid_search, which rewrites process descriptions and calls hybrid_search_processes with optional filters. Use when validating process query/filter behavior, tuning retrieval prompts, or debugging auth, embedding, and RPC failures.
aptos-gas-optimization
by raintree-technology
Aptos gas optimization expert for Move smart contracts. Covers storage costs, execution efficiency, inline functions, aggregators for parallel execution, Table vs SmartTable vs vector tradeoffs, event optimization, struct packing, and gas profiling tools.
memory
by rjyo
Project memory system - save and search past decisions, preferences, context, and notes. Use when user says "remember this", asks "what did we decide about X", or wants to recall/store information.
Repository Architect & AI Engineering Expert
by jgtolentino
License: AGPL-3.0
account-research
by luisschmitzheadline
Research a company or person and get actionable GTM intel. Works standalone with web search, supercharged when you connect data enrichment or CRM. Trigger with "research [company]", "look up [person]", "intel on [prospect]", "who is [name] at [company]", or "tell me about [company]".