Embeddings
Vector embeddings and similarity
AgentDB Vector Search
by ovachiever
"Implement semantic vector search with AgentDB for intelligent document retrieval, similarity matching, and context-aware querying. Use when building RAG systems, semantic search engines, or intelligent knowledge bases."
bioservices
by ovachiever
"Primary Python tool for 40+ bioinformatics services. Preferred for multi-database workflows: UniProt, KEGG, ChEMBL, PubChem, Reactome, QuickGO. Unified API for queries, ID mapping, pathway analysis. For direct REST control, use individual database skills (uniprot-database, kegg-database)."
chembl-database
by ovachiever
"Query ChEMBL's bioactive molecules and drug discovery data. Search compounds by structure/properties, retrieve bioactivity data (IC50, Ki), find inhibitors, perform SAR studies, for medicinal chemistry."
editor-themes
by basiclines
Create cohesive color themes for code editors, terminals, and IDEs. Generates semantic token systems from a brand color with reusable palette variables for rapid iteration.
search-conference
by phira-ai
Use when tasks involve semantically matching a user's idea (query or example papers) to papers in a specific OpenReview venue. Uses embed-papers to crawl metadata, build/use embedding caches, run cosine-similarity search, then produces a short, grouped Markdown reading list with brief rationales.
before-file-search
by eveld
Use BEFORE running grep or glob commands. Reminds you to use codebase-locator agent instead of basic file search tools.
modelslab-model-discovery
by ModelsLab
Search and discover 50,000+ AI models on ModelsLab, check usage analytics, and monitor generation history via the Agent Control Plane API.
linear-issues
by eveld
Fetch and view Linear issues/tickets. List, search, read issue details, status, comments. Use when investigating tickets or gathering debugging context.
domain-profiles
by BitYoungjae
"Domain-specific configuration profiles for learning resource creation. Defines search strategies, special fields, terminology policies, and content structures for different academic domains: technology, history, science, arts, and general. Use when researcher or writer agents need domain-adapted behavior."
content-strategy
by almeidamarcell
When the user wants to plan a content strategy, decide what content to create, or figure out what topics to cover. Also use when the user mentions "content strategy," "what should I write about," "content ideas," "blog strategy," "topic clusters," or "content planning." For writing individual pieces, see copywriting. For SEO-specific audits, see seo-audit.
memory-recall
by legacybridge-tech
Search and recall memories. Auto-triggered when a topic relates to past discussions or the user asks about previous context.
gemini-embed
by legacybridge-tech
Generate text embeddings using Google Gemini API for RAG, semantic similarity, classification, and clustering tasks. Invoke when user wants to embed text, create embeddings, or convert text to vectors with Gemini.
swift-composable-architecture
by tryhuset
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.
free-tool-strategy
by almeidamarcell
When the user wants to plan, evaluate, or build a free tool for marketing purposes — lead generation, SEO value, or brand awareness. Also use when the user mentions "engineering as marketing," "free tool," "marketing tool," "calculator," "generator," "interactive tool," "lead gen tool," "build a tool for leads," or "free resource." This skill bridges engineering and marketing — useful for founders and technical marketers.
project-search
by legacybridge-tech
Search across all project artifacts including meetings, sprints, milestones, documentation, and decisions. Use when user mentions "find", "search", "where is", "locate", "show me", or asks questions about project content. Multi-strategy search using README indexes, pattern matching, and full-text search.
chgis-tgaz
by kltng
Query the China Historical GIS (CHGIS) Temporal Gazetteer (TGAZ) API to search for historical Chinese placenames from 222 BCE to 1911 CE. Use this skill when searching for information about historical Chinese places, administrative units, or geographic locations during the dynastic period. Applicable for queries about historical place names, administrative hierarchies, or when users mention specific Chinese locations with historical context.
search-content
by legacybridge-tech
Search and navigate knowledge base using README.md indexes, pattern matching, and directory tree analysis. Use when user searches for files, topics, mentions "where is", "find", "search for", or asks content location queries.
role-algorithms:mathematical-optimization
by rnavarych
Applies mathematical optimization — linear programming (simplex, interior point, duality), integer/mixed-integer programming (branch-and-bound, cutting planes), convex optimization (gradient descent variants, Adam, L-BFGS, Newton), constraint satisfaction (backtracking, AC-3, SAT/SMT solvers), and combinatorial optimization (VRP, scheduling, assignment, bin packing). Use when formulating optimization problems, selecting solvers, or solving scheduling/allocation/routing problems.
role-algorithms:computational-complexity
by rnavarych
Analyzes computational complexity — P vs NP classification, NP-completeness proofs and reductions, approximation algorithms (PTAS, FPTAS) with provable guarantees, parameterized complexity (FPT, kernelization), randomized algorithms (Las Vegas, Monte Carlo), and practical heuristics for intractable problems. Use when classifying hardness, proving reductions, or selecting between exact and heuristic approaches.
dsearch
by icampana
Search and read offline documentation for various programming languages and libraries. Use this skill when you need to verify syntax, check function signatures, or read documentation without internet access.
email_composer
by vuralserhat86
Profesyonel e-posta yazma, business communication ve template oluşturma rehberi.
competitor_intelligence
by vuralserhat86
Analyzes competitor SEO and GEO strategies including their ranking keywords, content approaches, backlink profiles, and AI citation patterns. Reveals opportunities to outperform competition.
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."