

Local-First MCP: Air-Gapped Tool Calling with llama.cpp
Local-first MCP with llama.cpp makes offline tool-calling agents viable, and a 32k context budget forces tool discovery at runtime, not upfront.


Local-first MCP with llama.cpp makes offline tool-calling agents viable, and a 32k context budget forces tool discovery at runtime, not upfront.