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Robert Winter

Robert Winter

@completeideas

United States Eventing Association Northern VA (USA) completeideas.com On GitHub since January 2020

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Published Tools

1 MCP Server2 Agentsacross 3 categories

Persistent, local-first memory for AI agents. Selective by design: filters what's worth keeping, links what's related, and says nothing when it doesn't know. SQLite + ONNX, no cloud, no API keys.

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Agentdatabase
41 dir

Cognitive memory layer for AI agents — activation-based retrieval, salience filtering, associative connections

AgentRAG
1 dir

MWA — Memory Working Agent. A turnkey TS agent runtime built on AWM as an always-on cognitive substrate, so a cheap model conducts, resumes, builds on prior reasoning, and runs long without re-onboarding or context rot.

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MCP ServerLLM Tool
1 dir