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feat: add cuba-memorys to Community Servers#3494

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LeandroPG19 wants to merge 1 commit intomodelcontextprotocol:mainfrom
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feat: add cuba-memorys to Community Servers#3494
LeandroPG19 wants to merge 1 commit intomodelcontextprotocol:mainfrom
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@LeandroPG19
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Cuba-Memorys

Persistent memory for AI agents with 12 Cuban-named tools.

Key Features:

  • Knowledge graph with entities, observations, and typed relations
  • Hebbian learning (Oja's rule) for memory strengthening
  • 4-signal RRF fusion search (TF-IDF + full-text + trigrams + optional pgvector)
  • GraphRAG enrichment with degree-1 neighbors
  • FSRS spaced repetition for adaptive memory decay
  • Anti-hallucination grounding with graduated confidence scoring
  • REM Sleep autonomous background consolidation
  • Graph analytics: PageRank, Louvain communities, betweenness centrality

Built on: PostgreSQL, auto-provisions via Docker.

GitHub: https://github.com/lENADRO1910/cuba-memorys
PyPI: cuba-memorys
Category: Community Server / Knowledge & Memory

@olaservo
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Thanks for contributing to the MCP servers repo!

We've retired the third-party server list from the README in favor of the MCP Registry — see #3950 for context. The Official Integrations and Community Servers sections no longer exist in the README, so this PR no longer has a target.

Going forward, please publish your server to the MCP Registry using the quickstart guide:
https://github.com/modelcontextprotocol/registry/blob/main/docs/modelcontextprotocol-io/quickstart.mdx

That's where server discovery now happens. Thanks for building on MCP!


Note: I'm working through the backlog with help from Claude Code to give everyone a prompt response.

@olaservo olaservo closed this Apr 14, 2026
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2 participants