Skip to main content
Glama
61,027 servers. Last updated

Matching MCP tools:

Matching MCP Connectors:

"Hybrid Memory Models Combining Relational, Graph, and RAG Approaches" matching MCP servers:

  • Graph-Memory

    stevepridemore
    A
    license
    A
    quality
    A
    maintenance
    Self-hosted personal knowledge graph for Claude that persists across sessions, devices, and tools. Built on Neo4j with local semantic embeddings; OAuth 2.1 lets Claude Code, Claude Desktop, and claude.ai web all hit the same graph.
    Last updated
    23
    62
    2
    MIT

  • oracle-models

    vanppsa
    A
    license
    A
    quality
    B
    maintenance
    Classifies development task complexity (LIGHT/MEDIUM/HEAVY) and recommends the most cost-efficient AI model per provider, enabling optimized model selection for coding tasks.
    Last updated
    3
    26
    MIT

  • procurement-graph

    mfbaig35r
    A
    license
    A
    quality
    B
    maintenance
    Exposes 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 updated
    16
    Apache 2.0

  • rag-mcp

    Kamalesh-Kavin
    F
    license
    A
    quality
    D
    maintenance
    Enables indexing local documents (PDF, Markdown, text, code) into a knowledge base and querying them via semantic search using local embeddings, all running privately on your machine.
    Last updated
    4

  • local-Rag

    zongzi-zongzhi
    A
    license
    A
    quality
    C
    maintenance
    A local-first document retrieval MCP server that enables AI coding tools like Codex to search private local documents via semantic search and keyword boost, supporting ingestion of PDF, DOCX, TXT, Markdown, and HTML files.
    Last updated
    7
    MIT

  • Memory-MCP

    wb200
    A
    license
    A
    quality
    D
    maintenance
    Provides persistent memory for AI agents using hybrid search (vector embeddings + BM25) with neural reranking, enabling storage and retrieval of insights, debugging solutions, and patterns across coding sessions.
    Last updated
    8
    MIT

  • code-graph-mcp

    dorkian
    A
    license
    A
    quality
    C
    maintenance
    Indexes a mono-repo into a knowledge graph and provides MCP tools to query code structure—packages, components, routes, HTTP calls—without file reads or grep round-trips.
    Last updated
    7
    274
    MIT

  • rag-mcp

    NextLevelManagementAdvisors
    A
    license
    A
    quality
    C
    maintenance
    Enables ingestion and semantic search over text documents using PostgreSQL + pgvector and OpenAI-compatible embeddings, allowing any LLM agent to retrieve relevant chunks for grounded answers.
    Last updated
    4
    AGPL 3.0

  • graph-lending-mcp

    PaulieB14
    A
    license
    A
    quality
    C
    maintenance
    MCP server that exposes unified AI-friendly tools over Messari's standardized lending subgraphs on The Graph. One natural-language query → fan out across 40+ lending protocols on multiple chains → get back structured, comparable data.
    Last updated
    19
    3
    1
    MIT