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maintenanceUniversal FastMCP bridge into a hybrid memory stack, enabling MCP-capable agents to save, search, read, and recall memories using OpenViking and Honcho backends.
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"Hybrid Memory Models Combining Relational, Graph, and RAG Approaches" matching MCP servers:
- Alicense-qualityCmaintenanceEnables hybrid search and agentic retrieval over Confluence pages via MCP tools, allowing Claude Desktop, Cursor, or Claude Code to search and retrieve Confluence content.Last updatedApache 2.0
- Alicense-qualityDmaintenanceA modular Retrieval-Augmented Generation (RAG) framework that provides hybrid search and knowledge retrieval capabilities via the Model Context Protocol. It enables users to integrate document-based knowledge into LLM workflows with support for dense/sparse retrieval, reranking, and observability.Last updatedMIT
- Alicense-qualityDmaintenanceEnables Claude to perform hybrid search across local documents by combining semantic vector retrieval and BM25 keyword matching for optimal context recovery. It supports multiple file formats including PDF, CSV, and Markdown, leveraging local Ollama models for private and efficient document querying.Last updated4MIT
- Alicense-qualityDmaintenanceEnables persistent, intelligent memory across sessions using a weighted, interconnected graph that evolves through conversation.Last updatedMIT
- Alicense-qualityAmaintenanceRAG Knowledge Graph - MCP server providing AI-powered tools and automation by MEOK AI LabsLast updated1MIT
- Alicense-qualityAmaintenanceA context-aware memory MCP server with authority weighting, conflict detection, and typed relationship edges for intelligent memory retrieval.Last updatedMIT
- Flicense-qualityDmaintenanceEnables AI agents to build and query a persistent knowledge graph with entities, relationships, and observations. Features a core index system that ensures critical information is always accessible across all memory operations.Last updated1
- -license-qualityDmaintenanceEnables natural language search over PDF documents using vector search, allowing MCP clients like Claude Desktop to query PDF content.Last updated1
- Alicense-qualityBmaintenanceA thin MCP client that provides a search_kb tool for querying a remote oG-Memory knowledge base, enabling any agent to retrieve relevant information without local setup.Last updatedMIT
- Alicense-qualityDmaintenanceA local-first Graph-RAG system combining ChromaDB with metadata-based graph relationships and Gemini 2.5 Flash for intelligent Q&A over Obsidian vaults, supporting MCP clients like Claude Desktop, Cursor, and Raycast.Last updatedMIT
- Alicense-qualityCmaintenanceA local MCP server enabling hybrid search over documents, memory, and knowledge graphs for retrieval-augmented generation, with tools for SQLite, semantic memory, and entity-relationship queries.Last updated1MIT
- Alicense-qualityBmaintenanceMCP server for context-aware codebase exploration using FastContext model, combining LLM-guided search with fuzzy matching to find relevant code snippets.Last updated1MIT
- Flicense-qualityDmaintenanceEnables algorithmic stock trading analysis by combining ARIMA, ARIMA-GARCH, and XGBoost models to generate buy/sell/hold signals with risk management, portfolio comparison, and volatility analysis for various market sectors.Last updated1
- Flicense-qualityBmaintenanceEnables natural language querying of a football knowledge graph via Neo4j, generating Cypher queries and answers using LLMs, and also provides tools to build the graph from text.Last updated
- AlicenseAqualityAmaintenanceLocal RAG system for Claude Code with hybrid search (semantic + BM25), cross-encoder reranking, markdown-aware chunking, and 12 MCP tools. Zero external servers, pure ONNX in-process.Last updated13236MIT
- AlicenseAqualityBmaintenanceExposes a dependency graph of strategic sourcing artifacts and analyses as an MCP server, enabling navigation of phases, analyses, deliverables, and graph traversal for impact analysis and build order.Last updated16Apache 2.0
- AlicenseBqualityFmaintenanceA persistent memory implementation using a local knowledge graph that lets Claude remember information about users across conversations.Last updated96MIT
- AlicenseBqualityAmaintenanceA lean, local knowledge graph that joins a repo's code to its aSPARK delivery artifacts, enabling agents to trace user stories to code and assess impact of changes, served over MCP.Last updated9MIT
- Alicense-qualityBmaintenanceEnables LLMs to perform OSINT link-analysis by exposing transforms (DNS, WHOIS, Shodan, etc.) as MCP tools for autonomous investigation and graph enrichment.Last updatedMIT