AutoMCP

AutoMCP: Dynamic Tool Synthesis via Code Pattern Mining and Self-Regenerative Agent Architectures

AutoMCP is a self‑regenerative agent architecture that dynamically mines recurring code‑use patterns, clusters them, and automatically synthesizes lightweight conversion tools at runtime. Built on CodeBERT embeddings and MiniBatchKMeans, AutoMCP continuously learns from developer queries—bootstrapping from simple base utilities (e.g. JSON→YAML) and expanding its toolkit without offline retraining or manual supervision.

Key Features

• On‑the‑fly Tool Generation: Detects frequent format‑conversion requests and synthesizes new helper functions automatically.
• Pattern‑driven Clustering: Uses streaming contrastive embeddings to group similar queries and trigger tool induction once a cluster threshold is met.
• Versioned Registry: Each generated tool is hashed and tracked for reproducibility and safe rollback.
• Lightweight & Extendable: Operates on commodity hardware with a ~125 M‑parameter encoder; easily extended to new conversion domains.