Cognicore

CogniCore — Memory and Replay Infrastructure for AI Agents

What it does

CogniCore is an open-source runtime that helps AI agents learn from experience without changing the model. It adds persistent memory, replay, reflection, and failure-aware retrieval so agents can avoid repeating mistakes and improve over time. Benchmarks showed performance improving from 38% to 95% with memory enabled. Now includes MCP support for Claude Desktop, Cursor, and other AI tools. Our mission is simple: help agents stop making the same mistake twice.

Does the same job

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