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研究学习 / 检索整理
arxiv-search
arxiv-search
Search arXiv for academic papers. Use when users want to find research papers, preprints, or academic articles on any topic. Supports filtering by date,…
研究学习 / 检索整理
ray-data
ray-data
Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images. Integrates with Ray Train, PyTorch,…
研究学习 / 检索整理
API 文档生成器
api-docs-generator
使用 OpenAPI/Swagger 规范生成 API 文档,包含交互式文档、代码示例和 SDK 生成。当用户请求"API…时使用。
研究学习 / 检索整理
计算机科学学术论文写作
academic-writing-cs
用于撰写高质量计算机科学研究论文(会议、期刊、学位论文)的综合工具包。提供叙事构建指导、…
研究学习 / 检索整理
quantizing-models-bitsandbytes
quantizing-models-bitsandbytes
Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or want…
研究学习 / 检索整理
langchain
langchain
Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct…
研究学习 / 检索整理
mini-wiki
mini-wiki
Automatically generate **professional-grade** structured project Wiki from documentation, code, design files, and images. Use when: - User requests "generate wiki", "create docs", "create documentation" - User requests "update wiki", "rebuild wiki" - User requests "list plugins", "install plugin", "manage plugins" - Project needs automated documentation generation Features: - Smart project structure and tech stack analysis - **Deep code analysis** with semantic understanding - **Mermaid diagrams** for architecture, data flow, dependencies - **Cross-linked documentation** network - Incremental updates (only changed files) - Code blocks link to source files - Multi-language support (zh/en) - **Plugin system for extensions** For Chinese instructions, see references/SKILL.zh.md
研究学习 / 检索整理
自然语言润色
nature-polishing
使用《Scientific…》中的论文架构与写作策略原则,润色、重构学术文本,或将其翻译为符合《Nature》风格的英文。
研究学习 / 检索整理
brave-search
brave-search
Web search and content extraction via Brave Search API. Use for searching documentation, facts, or any web content. Lightweight, no browser required.
研究学习 / 检索整理
chroma
chroma
Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple 4-function…
研究学习 / 检索整理
axiom-apple-docs-research
axiom-apple-docs-research
Use when researching Apple frameworks, APIs, or WWDC sessions - provides techniques for retrieving full transcripts, code samples, and documentation using…
研究学习 / 检索整理
design-postgres-tables
design-postgres-tables
Use this skill for general PostgreSQL table design. **Trigger when user asks to:** - Design PostgreSQL tables, schemas, or data models when creating new tables and when modifying existing ones. - Choose data types, constraints, or indexes for PostgreSQL - Create user tables, order tables, reference tables, or JSONB schemas - Understand PostgreSQL best practices for normalization, constraints, or indexing - Design update-heavy, upsert-heavy, or OLTP-style tables **Keywords:** PostgreSQL schema, table design, data types, PRIMARY KEY, FOREIGN KEY, indexes, B-tree, GIN, JSONB, constraints, normalization, identity columns, partitioning, row-level security Comprehensive reference covering data types, indexing strategies, constraints, JSONB patterns, partitioning, and PostgreSQL-specific best practices.
研究学习 / 检索整理
qdrant-vector-search
qdrant-vector-search
High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor search,…
研究学习 / 检索整理
llamaindex
llamaindex
Data framework for building LLM applications with RAG. Specializes in document ingestion (300+ connectors), indexing, and querying. Features vector indices,…
研究学习 / 检索整理
embedding-strategies
embedding-strategies
Guide to selecting and optimizing embedding models for vector search applications.
研究学习 / 检索整理
knowledge-distillation
knowledge-distillation
Compress large language models using knowledge distillation from teacher to student models. Use when deploying smaller models with retained performance,…
研究学习 / 检索整理
nemo-guardrails
nemo-guardrails
NVIDIA's runtime safety framework for LLM applications. Features jailbreak detection, input/output validation, fact-checking, hallucination detection, PII…
研究学习 / 检索整理
sentence-transformers
sentence-transformers
Framework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic similarity, clustering, and retrieval.…
研究学习 / 检索整理
llamaguard
llamaguard
Meta's 7-8B specialized moderation model for LLM input/output filtering. 6 safety categories - violence/hate, sexual content, weapons, substances, self-harm,…
研究学习 / 检索整理
dspy
dspy
Build complex AI systems with declarative programming, optimize prompts automatically, create modular RAG systems and agents with DSPy - Stanford NLP's…