向量嵌入
向量检索与嵌入工作流
agently-task-dev
okwinds
Use only when the user explicitly wants to build with the Agently framework (mentions Agently/agently/OpenAICompatible/TriggerFlow/ToolExtension/ChromaCollection, or says “用 Agently 做/用 agently 做”). Deliver runnable code plus regression tests validating schema/ensure_keys and streaming (delta/instant/streaming_parse), with optional tools (Search/Browse/MCP), TriggerFlow orchestration, KB (ChromaDB), and serviceization (SSE/WS/HTTP). Do not use for generic streaming/testing questions that are not about Agently, or for prompt-only writing without tests/structure.
memory-systems
fefogarcia
Design and implement memory architectures for agent systems. Use when building agents that need to persist state across sessions, maintain entity consistency, or reason over structured knowledge.
microsoft-docs
mindmorass
Search and fetch Microsoft Learn documentation
content-strategy
fefogarcia
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.
Jira Search Skill
01000001-01001110
Jira Cloud REST API integration skills for Claude Code CLI with cross-platform script support (Node.js and Python)
pinecone-mcp
pinecone-io
Reference for the Pinecone MCP server tools. Documents all available tools - list-indexes, describe-index, describe-index-stats, create-index-for-model, upsert-records, search-records, cascading-search, and rerank-documents. Use when an agent needs to understand what Pinecone MCP tools are available, how to use them, or what parameters they accept.
pinecone-docs
pinecone-io
Curated documentation reference for developers building with Pinecone. Contains links to official docs organized by topic and data format references. Use when writing Pinecone code, looking up API parameters, or needing the correct format for vectors or records.
pinecone-query
pinecone-io
Query integrated indexes using text with Pinecone MCP. IMPORTANT - This skill ONLY works with integrated indexes (indexes with built-in Pinecone embedding models like multilingual-e5-large). For standard indexes or advanced vector operations, use the CLI skill instead. Requires PINECONE_API_KEY environment variable and Pinecone MCP server to be configured.
reddit-search-api
lignertys
Use this skill to access Reddit's full data archive via reddapi.dev API. Features semantic search, subreddit discovery, and real-time trend analysis. Perfect for market research, competitive analysis, and niche opportunity discovery.
pinecone-quickstart
pinecone-io
Interactive Pinecone quickstart for new developers. Choose between two paths - Database (create an integrated index, upsert data, and query using Pinecone MCP + Python) or Assistant (create a Pinecone Assistant for document Q&A). Use when a user wants to get started with Pinecone for the first time or wants a guided tour of Pinecone's tools.
pinecone-help
pinecone-io
Overview of all available Pinecone skills and what a user needs to get started. Invoke when a user asks what skills are available, how to get started with Pinecone, or what they need to set up before using any Pinecone skill.
pinecone-assistant
pinecone-io
Create, manage, and chat with Pinecone Assistants for document Q&A with citations. Handles all assistant operations - create, upload, sync, chat, context retrieval, and list. Recognizes natural language like "create an assistant from my docs", "ask my assistant about X", or "upload my docs to Pinecone".
pinecone-cli
pinecone-io
Guide for using the Pinecone CLI (pc) to manage Pinecone resources from the terminal. The CLI supports ALL index types (standard, integrated, sparse) and all vector operations — unlike the MCP which only supports integrated indexes. Use for batch operations, vector management, backups, namespaces, CI/CD automation, and full control over Pinecone resources.
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。"
vault-search
Roasbeef
Semantic search and Dataview-style queries across the Obsidian vault. Use when searching for notes by meaning, finding related content, querying frontmatter metadata, or answering questions about vault contents. Trigger phrases include "search vault", "find notes about", "what do I have on", "related notes", "list tasks", "show positions".
type-hunter-go
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.
literature
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."
hallucinated-packages-anti-pattern
igbuend
"Security anti-pattern for hallucinated (non-existent) packages (CWE-1357). Use when generating or reviewing AI-assisted code that imports packages, dependencies, or libraries. CRITICAL AI-specific vulnerability with 5-21% hallucination rate. Detects dependency confusion and slopsquatting risks."
hono
fellipeutaka
Efficiently develop Hono applications using Hono CLI. Supports documentation search, API reference lookup, request testing, and bundle optimization.
code-search
futuregerald
Fast code search agent for finding patterns, understanding features, and exploring the codebase. Use when searching for code, finding usages, or understanding how something works.
sourcegraph-search
markus1189
Search code using Sourcegraph CLI. Use when (re)searching codebases, finding implementation examples, analyzing code patterns
sutter-exceptional-cpp
copyleftdev
Write C++ code following Herb Sutter's exceptional C++ principles. Emphasizes exception safety, const correctness, modern idioms, and defensive programming. Use when writing robust, production-quality C++ that must handle errors gracefully.