Self-improving skills for any coding agent
Team-wide memory pool for agents when most tools stay siloed on one workstation.
Katra — Cognitive Memory as a Service for AI Agents. Open-source cognitive memory infrastructure with MCP protocol support.
MCP memory appliance with Star Trek lore, but the emergent consciousness claims are speculative.
Developers building persistent AI agents with MCP-compatible frameworks
Mem0 · Zep · LangChain Memory
Team-wide memory pool for agents when most tools stay siloed on one workstation.
127 tools, multi-agent orchestration, local-first—but LangChain, AutoGPT, n8n already own this space.
Hebbian learning and ACT-R spreading activation bring actual cognitive science to agent memory.
Knowledge graph compression (3,714x token ratio) is impressive, but 'persistent agent memory' is crowded territory.
Hooks into MCP (Claude Desktop, Ollama, etc.) and keeps everything on disk — auto-saved chats, Slack/Notion imports, and file ingestion make it useful right away for local-agent workflows. The hybrid retrieval combo (graph + vector + keyword) without requiring an external vector DB is an interesting engineering choice, but the space is crowded and I want benchmarks and failure-mode details before recommending it for production.
Claims brain-like cognition with zero LLM calls, but zero evidence of actual learning.