Engram: Cross-Session Memory MCP for AI Coding Agents
A Python MCP memory harness for carrying decisions, project facts, and preferences across AI coding sessions while detecting stale context.
Concept artwork
A Python MCP memory harness that carries decisions, project facts, and preferences across AI coding sessions while detecting stale or conflicting context.
Achievements
Reduced repeated context tokens by approximately 40% through cross-session state handoffs.
Consolidated raw sessions into durable short- and long-term memory with stale-memory cleanup and conflict detection.
Validated retrieval reliability with Recall@5, MRR, and traces for ranking regressions and injected context.