HUMMBL MCP Server

Repository for agentic orchestration with HUMMBL - Highly Useful Mental Model Base Language

Plumego is a minimalist web framework built entirely with the Go standard library, with zero external dependencies. It is designed to be simple, elegant, and efficient, making it ideal for small to large projects.

Persistent LRU cache with atomic writes, portable file locking, zero dependencies. Drop-in replacement for functools.lru_cache that survives restarts.

Governance runtime for AI agent orchestration — kill switch, circuit breaker, cost governor, delegation tokens, audit log, identity registry, schema validator. Zero dependencies. 476 tests.

Agent-aware code quality scoring — cyclomatic complexity, dependency analysis, test coverage, governance compliance. Grades repos A through F with evidence-backed findings.

Governance assurance for AI agent systems — deterministic verification of execution receipts, contract compatibility, temporal revalidation, and machine-readable compliance claims. Companion to hummbl-governance.

HUMMBL, LLC — Governed AI agent infrastructure. Base120 cognitive framework, stdlib-only governance on PyPI, MCP integration. Production Claude systems since 2024.

Smart Hermes Agent plugin for inventory and meal planning. It eliminates manual friction via AI mediation, automating stock tracking and recipe inference through natural language to generate optimized shopping lists without external dependencies.

Multi-provider LLM client for Go. Streaming, tool use, extended thinking, auth pool rotation. Zero external dependencies.

Zero-dependency, single-file Python implementations of popular libraries | 零依赖单文件 Python 常用库实现

Base120 is a deterministic governance substrate for system design, validation, and execution. It defines executable mental models, failure modes, and guardrails to enforce correctness, escalation, and termination decisions before runtime. This repository is the authoritative v1.0.0 reference implementation.