Embeddings
Vector embeddings and similarity
teach
by adamos486
Transforms technical documents into rigorous learning journeys with collegiate-level mastery requirements. Uses Bloom's taxonomy progression, 80%+ mastery thresholds, and multi-level verification before advancing. Treats learning as a high school to college graduation progression. Use when user wants deep understanding, not surface familiarity.
antdv-next
by antdv-next
Antdv Next Vue 3 component library. Use when locating component API docs, props/events/slots, or playground demos.
scraperapi-mcp
by scraperapi
Knowledge base for the 22 ScraperAPI MCP tools. Covers scrape, Google (search, news, jobs, shopping, maps), Amazon (product, search, offers), Walmart (search, product, category, reviews), eBay (search, product), Redfin (for_sale, for_rent, search, agent), and crawler tools. Provides tool selection, parameter optimization, credit cost guidance, and error recovery. Trigger on: ScraperAPI tools, web scraping, Google queries, Amazon/Walmart/eBay e-commerce lookups, Redfin real estate data, crawler configuration, SERP monitoring, price comparison, or when unsure which ScraperAPI tool to use.
recall
by rocky2431
Search and manage cross-session memory. Query past sessions by keyword, semantic similarity, or hybrid search. Save summaries and tags for future recall.
Debug Helper
by udapy
Systematic logic error isolation.
doc-to-vector-dataset-generator
by patricio0312rev
Converts documents into clean, chunked datasets suitable for embeddings and vector search. Produces chunked JSONL files with metadata, deduplication logic, and quality checks. Use when preparing "training data", "vector datasets", "document processing", or "embedding data".
vector-db-setup
by patricio0312rev
Sets up vector databases for semantic search including Pinecone, Chroma, pgvector, and Qdrant with embedding generation and similarity search. Use when users request "vector database", "semantic search", "embeddings storage", "Pinecone setup", or "similarity search".
search-layer
by blessonism
Multi-source search and deduplication layer with intent-aware scoring. Integrates Brave Search (web_search), Exa, Tavily, and Grok to provide high-coverage, high-quality results. Automatically classifies query intent and adjusts search strategy, scoring weights, and result synthesis accordingly. Triggers on "deep search", "multi-source search", or when high-quality research is needed.
github-explorer
by blessonism
Deep-dive analysis of GitHub projects. Use when the user mentions a GitHub repo/project name and wants to understand it — triggered by phrases like "帮我看看这个项目", "了解一下 XXX", "这个项目怎么样", "分析一下 repo", or any request to explore/evaluate a GitHub project. Covers architecture, community health, competitive landscape, and cross-platform knowledge sources.
polars-dovmed
by fmschulz
Search 2.4M+ full-text PubMed Central Open Access papers for literature reviews, trends, and data extraction.
matplotlib
by tondevrel
The foundational library for creating static, animated, and interactive visualizations in Python. Highly customizable and the industry standard for publication-quality figures. Use for 2D plotting, scientific data visualization, heatmaps, contours, vector fields, multi-panel figures, LaTeX-formatted plots, custom visualization tools, and plotting from NumPy arrays or Pandas DataFrames.
rdkit
by tondevrel
Open-source cheminformatics and machine learning toolkit for drug discovery, molecular manipulation, and chemical property calculation. RDKit handles SMILES, molecular fingerprints, substructure searching, 3D conformer generation, pharmacophore modeling, and QSAR. Use when working with chemical structures, drug-like properties, molecular similarity, virtual screening, or computational chemistry workflows.
tanstack-pacer
by fellipeutaka
TanStack Pacer best practices for execution control in React — debouncing, throttling, rate limiting, queuing, and batching. Use when implementing search inputs, scroll handlers, API rate limits, task queues, bulk operations, or any scenario requiring controlled execution timing with reactive state.
seo-content
by mfwarren
Production-ready entrepreneurship skills for Claude Code — marketing, sales, operations, finance, and leadership. 24 skills built by a founder, for founders.
linkup-search
by LinkupPlatform
"Use this skill whenever the agent has access to Linkup web search or fetch tools. Teaches the agent how to reason about query construction, choose search depth, write effective queries, select the right output type, use the fetch endpoint, and apply advanced techniques like sequential search and multi-query coverage. Applicable to any task involving web search, content extraction, company research, news retrieval, data enrichment, or real-time information gathering via Linkup."
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.
file-operations
by chaterm
Linux file and directory operations
literature
by mseok
"Academic literature discovery, synthesis, and bibliography management. Find papers, verify citations, create .bib files, download PDFs, and synthesize literature narratives. Includes OpenAlex API integration for structured scholarly queries."
ast-grep
by Kayunangka
Guide for writing ast-grep rules to perform structural code search and analysis. Use when users need to search codebases using Abstract Syntax Tree (AST) patterns, find specific code structures, or perform complex code queries that go beyond simple text search. This skill should be used when users ask to search for code patterns, find specific language constructs, or locate code with particular structural characteristics.
visualizing-with-mermaid
by third774
Create professional Mermaid diagrams with proper styling and visual hierarchy. Use when creating flowcharts, sequence diagrams, state machines, class diagrams, or architecture visualizations.
ZVec Skill
by oyi77
Benchmarks
RuVector Skill
by oyi77
Documentation
sourcegraph-search
by markus1189
Search code using Sourcegraph CLI. Use when (re)searching codebases, finding implementation examples, analyzing code patterns