Multi-role Workflow Projects

Vector Retrieval and RAG Public

ruflo

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Agent SDK and Runtime Public

promptfoo

Agent SDK project for checking tool calls, state, handoffs, traces, evaluation, and permission boundaries.

Agent SDKTool callsHandoffs

MCP Tool Integration Public

owl

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

LLM Application Framework Public

langchainjs

LLM application framework for checking model, prompt, tool, retrieval, and chain integration boundaries.

LLM appsRAGTool calling

Agent SDK and Runtime Public

pydantic-ai

Agent SDK project for checking tool calls, state, handoffs, traces, evaluation, and permission boundaries.

Agent SDKTool callsHandoffs

Agent SDK and Runtime Public

RagaAI-Catalyst

Agent SDK project for checking tool calls, state, handoffs, traces, evaluation, and permission boundaries.

Agent SDKTool callsHandoffs

MCP Tool Integration Public

solace-agent-mesh

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Software Development & Delivery Public

LazyLLM

Easiest and laziest way for building multi-agent LLMs applications.

Knowledge Retrieval Knowledge Base Q&A Multi-agent Collaboration

Vector Retrieval and RAG Public

LLMStack

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Tool Connections & Integrations Public

semantica

Semantica 🧠 • Build AI systems that can explain, trace, and justify every decision. Knowledge graphs, context graphs, reasoning engines, provenance, and governance for production AI.

MCP Tool Integration Public

create-vkm-kit

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

kioku-mesh

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

LLM Application Framework Public

langgraphjs

LLM application framework for checking model, prompt, tool, retrieval, and chain integration boundaries.

LLM appsRAGTool calling

Customer Communication & Team Operations Public

telecom-mas-agent

A conversational AI-driven telecom multi-agent system for managing call balances, push notifications, marketing, targeting, and sales.