forge

Self-hosted Python framework for LLM tool-calling and multi-step agentic workflows, supporting Ollama, Llama.cpp, and llamafile backends. Agents define tools as plain Python functions and the framework orchestrates calls, retries, and state.

Connects to: Ollama, Llama.cpp, llamafile, OpenAI-compatible APIs, Python functions · · MIT 2,203★

Use it with an AI agent

Loadbay is an MCP server, so an agent can search the catalog and find this harness:

claude mcp add --transport http loadbay https://loadbay.xyz/api/mcp

• Source: https://github.com/antoinezambelli/forge
• This harness as JSON: /api/harnesses/forge
• Agent setup: /setup.md
• Browse all 700+ harnesses on Loadbay