Orchestrator
Standalone LLM loop management with model routing, tool routing, and observability hooks.
A research platform exploring smarter tool management, token-efficient formats, and seamless protocol interoperability for AI agents.

| Audience | Use Case |
|---|---|
| AI Engineers | Building production agents with multi-model routing and tool orchestration |
| MCP Developers | Need a gateway to aggregate multiple MCP servers into one interface |
| Researchers | Exploring Tool RAG, TOON format, and agent efficiency optimizations |
| DevTools Builders | Looking for reference implementations of agent architectures |
Agentic Forge includes ready-to-use MCP servers to get you started:
| Server | Description |
|---|---|
| mcp-weather | Weather data via Open-Meteo API |
| mcp-web-search | Web search via Brave Search API |
Dynamic tool selection via semantic search. 60% context reduction measured, with accuracy improvements.
Token-Oriented Object Notation for 15-40% token reduction in tool results, scaling with data size.
Seamless translation between OpenAI, Anthropic, Gemini formats and MCP protocol.
Rule-based routing to select models and tools based on task characteristics.
Interactive UI components embedded in tool responses. Maps, forms, and visualizations render directly in the chat.
Hooks and middleware for logging, metrics, cost tracking, and custom logic injection.
Early Access
Agentic Forge is in active development. Core components are working - get started and try it yourself!