Embeddings

file_explorer

by ArcaneOrion

高效的项目文件浏览器。当需要列出整个项目结构、模糊搜索文件或安全地读取（支持大文件分块）本地代码库内容时使用。

ast-grep

by joncrangle

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.

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.

jlcpcb-component-finder

by Takazudo

Search the JLCPCB electronic components database (~7 million parts) for hardware/electronics projects. Use when the user needs to: (1) Find electronic components (resistors, capacitors, inductors, ICs, connectors, diodes, transistors, MOSFETs, op-amps, microcontrollers, sensors, LEDs, etc.), (2) Look up specific part numbers, LCSC numbers (C-prefix), or manufacturer part numbers, (3) Find alternatives or equivalents for components, (4) Check component availability and stock at JLCPCB/LCSC, (5) Get component specifications (package type, footprint, description), (6) Search for parts for PCB assembly (PCBA) projects, (7) Find SMD or through-hole components, (8) Look up voltage regulators (LDO, linear, switching), audio jacks, connectors, or any other electronic parts. Keywords: JLCPCB, LCSC, electronic components, PCB parts, SMT assembly, BOM, bill of materials, component sourcing.

banana-skill-finder

by TreyDong

Automatically discover and recommend relevant Claude skills when users encounter tasks that could benefit from specialized capabilities. Use this skill proactively when detecting any of these patterns: (1) User mentions working with specific file formats (PDF, DOCX, Excel, images, etc.), (2) User describes repetitive or specialized tasks (data analysis, code review, deployment, testing, document processing), (3) User asks if there's a tool or capability for something, (4) User struggles with domain-specific work (React development, SQL queries, DevOps, content writing), (5) User mentions needing best practices or patterns for a technology, (6) Any situation where a specialized skill could save time or improve quality. Search using SkillsMP API (if configured), skills.sh leaderboard, or GitHub as fallback. Recommend 1-3 most relevant skills and offer to install via npx skills add.

eval-rag

by breethomas

Evaluate RAG pipeline retrieval and generation quality separately. Measure Recall@k, Precision@k, MRR, NDCG@k for retrieval. Assess faithfulness and relevance for generation. Use when the AI feature uses retrieval (search, knowledge base, document QA). Do NOT use for non-RAG AI features.

Intelligence Layer Skill

by markus41

AnythingLLM Documentation

arcgis-widgets-ui

by SaschaBrunnerCH

Build map user interfaces with ArcGIS widgets, Map Components, and Calcite Design System. Use for adding legends, layer lists, search, tables, time sliders, and custom UI layouts.

Umbraco Search Result Item

by umbraco

pytidb

by pingcap

PyTiDB (pytidb) setup and usage for TiDB from Python. Covers connecting, table modeling (TableModel), CRUD, raw SQL, transactions, vector/full-text/hybrid search, auto-embedding, custom embedding functions, and reference templates/snippets (vector/hybrid/image) plus agent-oriented examples (RAG/memory/text2sql).

tidb-sql

by pingcap

Write, review, and adapt SQL for TiDB with correct handling of TiDB-vs-MySQL differences (VECTOR type + vector indexes/functions, full-text search, AUTO_RANDOM, optimistic/pessimistic transactions, foreign keys, views, DDL limitations, and unsupported MySQL features like procedures/triggers/events/GEOMETRY/SPATIAL). Use when generating SQL that must run on TiDB, migrating MySQL SQL to TiDB, or debugging TiDB SQL compatibility errors.

antdv-next

by antdv-next

Antdv Next Vue 3 component library. Use when locating component API docs, props/events/slots, or playground demos.

ui-design

by sebnow

"Use when implementing visual design, styling components, or building design systems. Enforces intentional aesthetics, systematic design tokens, production-grade implementation. Triggers: 'implement design', 'style component', 'design system', 'design tokens', 'visual design', 'component library', 'frontend styling'."

GitHub Prior Art Research

by TrevorS

When asked implementation questions or tool selection questions like "how do

glhf

by TrevorS

Search Claude Code conversation history to find past solutions, recall commands, and discover related work. Use when looking for previous implementations, finding commands you ran before, or exploring what was done in past sessions.

web-search-researcher

by pratos

Conducts comprehensive web research to find accurate, relevant information. Use when you need modern information only discoverable on the web, documentation, best practices, or technical solutions.

quarterly-connect

by toddward

Assist users in creating quarterly connects that act as a strategic partner to guide employees through comprehensive quarterly reflections, helping craft insightful narratives for Quarterly Connection reviews that align with company values and career development goals.

codealive-context-engine

by CodeAlive-AI

Semantic code search and AI-powered codebase Q&A across indexed repositories. Use when understanding code beyond local files, exploring dependencies, discovering cross-project patterns, planning features, debugging, or onboarding. Queries like "How does X work?", "Show me Y patterns", "How is library Z used?". Provides search (fast, returns file locations) and chat-with-codebase (slower, costs more, but returns synthesized answers).

codebase-locator

by pratos

Locates files, directories, and components relevant to a feature or task. Use as a "Super Grep/Glob/LS tool" when you need to find WHERE code lives in a codebase.

rulebook_skill_search

by hivellm

CLI tool to standardize AI-generated projects with templates, rules enforcement, and automation

github-issue-searcher

by pratos

Searches and ranks GitHub Issues and Pull Requests for a topic or filter set. Returns structured, de-duplicated results with links. Great for triage, planning, and research.

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.

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.

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.