向量嵌入
向量检索与嵌入工作流
jlcpcb-component-finder
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.
atuin
julianobarbosa
Shell history management with Atuin. Use when configuring shell history, setting up history sync, searching command history, importing history from other shells, troubleshooting atuin issues, or optimizing history workflows. Covers installation, sync setup, search modes, statistics, and self-hosting.
deepThink
LdotJdot
"通用问题诊断与深度分析 Skill。适用于代码、系统、业务、学习规划等需要严肃推理和可执行结论的任务。"
coding
LdotJdot
"Local coding workflow: read/write/list_dir/exec,加上 Grep + SemanticSearch 的纯文本搜索(见 search skill)。Use when: editing code, building, refactoring, or exploring a codebase. Success = compile passes; user runs the program."
search
LdotJdot
"高效纯文本 / 代码搜索:优先用 Grep 做精确 / 正则匹配,配合 SemanticSearch 做语义级定位。只针对工作区内的文本与代码文件。"
discover-ir
rand
Automatically discover intermediate representation and compiler skills when working with LLVM IR, SSA, compiler optimization, intermediate representation, code generation, or optimization passes. Activates for IR development tasks.
discover-distributed-systems
rand
Automatically discover distributed systems skills when working with consensus, CRDTs, replication, partitioning, and distributed algorithms
qmd
levineam
Local hybrid search for markdown notes and docs. Use when searching notes, finding related content, or retrieving documents from indexed collections.
convex-agents
waynesutton
Building AI agents with the Convex Agent component including thread management, tool integration, streaming responses, RAG patterns, and workflow orchestration
literature-review
u9401066
系統性文獻搜尋、篩選、下載、整理。觸發:文獻回顧、找論文、搜尋文獻、systematic review、literature search、PubMed、找文章、搜paper、review、reference、citation、引用、參考文獻、背景調查、background。
qmd Documentation Search
docxology
Preserve the dirty worktree and the documentation hand-pass freeze.
slack
i9wa4
Fetch Slack thread from URL using API directly (no MCP server needed). Use when: - User provides a Slack message URL - User says "read this slack thread" or "fetch slack thread" - User wants to see conversation context from Slack - User wants to search Slack messages - User wants to fetch channel history (e.g., Google Calendar DM)
slack-automation
Casper-Studios
Slack channel management, message fetching, searching, and AI categorization. Use this skill when searching Slack channels, reading messages, creating channels, or categorizing message content. Triggers on Slack-related operations, channel search, message history, or internal communications analysis.
transcript-search
Casper-Studios
Meeting transcript search from Fireflies.ai and Google Drive. Use this skill when searching for meeting transcripts, finding past client calls, retrieving conversation history, or exporting meeting notes. Triggers on transcript search, meeting history, call recordings, or Fireflies queries.
discover-ml
rand
Automatically discover machine learning and AI skills when working with machine learning, PyTorch, training, inference, RAG, embeddings, fine-tuning, LLM, DSPy, HuggingFace, or diffusion models. Activates for ML development tasks.
lsp-client
lsp-client
Semantic code analysis via LSP. Navigate code (definitions, references, implementations), search symbols, preview refactorings, and get file outlines. Use for exploring unfamiliar codebases or performing safe refactoring.
trademark-search
dylanfeltus
Search the USPTO trademark database to check name availability and get registration details. Use when the user wants to check if a name is trademarked, research trademark availability, or look up registration status. No API key required.
appstore-intel
dylanfeltus
Look up app details, ratings, reviews, and search the iOS App Store, Mac App Store, and Google Play. Use when the user asks about app ratings, wants to compare apps, or research a competitor's app store presence. No API key required.
hn-search
dylanfeltus
Search and monitor Hacker News stories, comments, and users via the free Algolia API. Use when the user asks about HN discussions, wants to find posts about a topic, or monitor HN for mentions. No API key required.
ast-grep-search
Ven0m0
Performs structural code search and safe rewrite planning with ast-grep. Use when pattern matching must follow AST structure instead of plain text.
tech-advisor
CyranoB
ALWAYS use this skill when a user needs help choosing between tech products or evaluating whether a technology is ready for adoption. Searches the web for current data and produces structured, evidence-based recommendations with comparison tables and sourced evidence. Two modes: (1) Product comparison — "X vs Y", choosing between devices, editors, services, frameworks, laptops, or any tech products. (2) Maturity assessment — "is X production ready", "should we adopt X". Trigger on: "MacBook vs ThinkPad", "Supabase vs Firebase", "is Bun stable enough", "help me pick a message broker", "which iPad for note-taking", "our CTO wants us to evaluate X", or any question about choosing tech or evaluating readiness. Do NOT trigger for general web research, news, fact-checking, competitive intel, or debugging.
Split Primitive
bdambrosio
turso-db
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.
GitHub Prior Art Research
TrevorS
When asked implementation questions or tool selection questions like "how do