Connect Agents To Mcp Servers

Python SDK for building stateful AI agents with Google Antigravity and Gemini. Includes streaming, custom tools, MCP server integration, policy hooks, multimodal inputs, and support for local Gemma models through LiteRT-LM.

AI Agents | Python · Google Antigravity · Gemini

OmniCoreAgent is an open Python runtime for building production AI agents: tools, MCP clients, memory, workspace, subagents, background tasks, sandboxed execution, governance/budget policies and tracing. Ships OmniServe to expose agents over REST/SSE.

AI Agents | Python · agent-harness · multi-agent

A Rust framework for building tool-using LLM agents, with streaming support across seven protocols, built-in tools, MCP and OpenAPI integrations, sub-agents, and session management. Includes a terminal coding-agent example.

AI Frameworks | Rust · agent loop · tool calling

llm.rb is a zero-dependency Ruby runtime for building agentic LLM apps: a single API across 14+ providers, managed tool loops, tools, skills, MCP/A2A clients, streaming callbacks, concurrency strategies and ActiveRecord/Sequel persistence, plus an interactive agent console.

AI Frameworks | Ruby · llm-runtime · agents