dpnmw/agents
1
0
Fork 0
mirror of https://github.com/wshobson/agents.git synced 2026-03-18 09:37:15 +00:00
Code Issues Packages Projects Releases Wiki Activity

style: format all files with prettier

Browse Source
This commit is contained in:
Seth Hobson
2026-01-19 17:07:03 -05:00
parent 8d37048deb
commit 56848874a2
355 changed files with 15215 additions and 10241 deletions
Download Patch File Download Diff File Expand all files Collapse all files

40
plugins/llm-application-dev/README.md
View File

@@ -12,12 +12,14 @@ Build production-ready LLM applications, advanced RAG systems, and intelligent a
## Features
### Core Capabilities
- **RAG Systems**: Production retrieval-augmented generation with hybrid search
- **Vector Search**: Pinecone, Qdrant, Weaviate, Milvus, pgvector optimization
- **Agent Architectures**: LangGraph-based agents with memory and tool use
- **Prompt Engineering**: Advanced prompting techniques with model-specific optimization
### Key Technologies
- LangChain 1.x / LangGraph for agent workflows
- Voyage AI, OpenAI, and open-source embedding models
- HNSW, IVF, and Product Quantization index strategies
@@ -25,31 +27,31 @@ Build production-ready LLM applications, advanced RAG systems, and intelligent a
## Agents
| Agent | Description |
|-------|-------------|
| `ai-engineer` | Production-grade LLM applications, RAG systems, and agent architectures |
| `prompt-engineer` | Advanced prompting techniques, constitutional AI, and model optimization |
| Agent | Description |
| -------------------------- | -------------------------------------------------------------------------- |
| `ai-engineer` | Production-grade LLM applications, RAG systems, and agent architectures |
| `prompt-engineer` | Advanced prompting techniques, constitutional AI, and model optimization |
| `vector-database-engineer` | Vector search implementation, embedding strategies, and semantic retrieval |
## Skills
| Skill | Description |
|-------|-------------|
| `langchain-architecture` | LangGraph StateGraph patterns, memory, and tool integration |
| `rag-implementation` | RAG systems with hybrid search and reranking |
| `llm-evaluation` | Evaluation frameworks for LLM applications |
| `prompt-engineering-patterns` | Chain-of-thought, few-shot, and structured outputs |
| `embedding-strategies` | Embedding model selection and optimization |
| `similarity-search-patterns` | Vector similarity search implementation |
| `vector-index-tuning` | HNSW, IVF, and quantization optimization |
| `hybrid-search-implementation` | Vector + keyword search fusion |
| Skill | Description |
| ------------------------------ | ----------------------------------------------------------- |
| `langchain-architecture` | LangGraph StateGraph patterns, memory, and tool integration |
| `rag-implementation` | RAG systems with hybrid search and reranking |
| `llm-evaluation` | Evaluation frameworks for LLM applications |
| `prompt-engineering-patterns` | Chain-of-thought, few-shot, and structured outputs |
| `embedding-strategies` | Embedding model selection and optimization |
| `similarity-search-patterns` | Vector similarity search implementation |
| `vector-index-tuning` | HNSW, IVF, and quantization optimization |
| `hybrid-search-implementation` | Vector + keyword search fusion |
## Commands
| Command | Description |
|---------|-------------|
| `/llm-application-dev:langchain-agent` | Create LangGraph-based agent |
| `/llm-application-dev:ai-assistant` | Build AI assistant application |
| Command | Description |
| -------------------------------------- | ------------------------------- |
| `/llm-application-dev:langchain-agent` | Create LangGraph-based agent |
| `/llm-application-dev:ai-assistant` | Build AI assistant application |
| `/llm-application-dev:prompt-optimize` | Optimize prompts for production |
## Installation
@@ -69,6 +71,7 @@ Or copy to your project's `.claude-plugin/` directory.
## Changelog
### 2.0.0 (January 2026)
- **Breaking**: Migrated from LangChain 0.x to LangChain 1.x/LangGraph
- **Breaking**: Updated model references to Claude 4.5 and GPT-5.2
- Added Voyage AI as primary embedding recommendation for Claude apps
@@ -79,6 +82,7 @@ Or copy to your project's `.claude-plugin/` directory.
- Updated hybrid search with modern Pinecone client API
### 1.2.2
- Minor bug fixes and documentation updates
## License