Safe local execution layer for AI agent tools. Build, validate, and publish MCP tools with a no-pass-no-run workflow — cross-platform desktop app powered by Spring AI.
spring-ai-community/
spring-ai-playground
137

A disciplined methodology for AI-assisted software development. Covers architectural constraints, validation hooks, session governance, and PAG (Pattern Abstract Grammar) for structured AI collaboration. Copy claude-setup/ into your project to start.
406
strangeadvancedmarketing/
Adam
strangeadvancedmarketing/AdamHarnesses
Adam Framework for OpenClaw — 5-layer persistent memory and identity architecture for AI agents. Production-validated over 353+ sessions. First documented case of emergent values in persistent AI, quantum-verified on IBM hardware.
45
KimGLee/
Cambium
KimGLee/CambiumHarnesses
Governance standard and reference toolset for LLM-maintained knowledge corpora
350
tinqiao-oss/engramoryHarnesses
A portable memory protocol for AI agents — load it as standing rules; a curation discipline + reference spec + optional cap hook.
189