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  • Useful-mcps

    daltonnyx
    A
    license
    Not graded
    quality
    D
    maintenance
    List of small useful mcp servers including: * docx\_replace: replace tag in word document * yt-dlp: extract chaper and subtitles base on chapter * mermaid: generate and render image using mermaidchart.com API
    5
    MIT

  • Service MCP

    RamidLab
    A
    license
    Not graded
    quality
    B
    maintenance
    A production-ready generic FastMCP server template with SQLAlchemy async CRUD, enabling rapid bootstrapping of MCP data-management services. It provides registry-driven CRUD, FK resolution, conflict versioning, and multiple transports.
    MIT

  • jama-mcp-service

    greeves89
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for Jama Connect that brings requirements, traceability, tests, and baselines into MCP clients like Claude, Cursor, VS Code, or GitHub Copilot, with access control, audit trail, and rate limiting. It provides 53 tools across 8 individually enableable toolsets, with an admin dashboard for managing access and usage.
    MIT

  • mcp-rag-service

    Gurmeher23
    F
    license
    Not graded
    quality
    C
    maintenance
    A production-minded RAG service for MCP that answers questions over your documents with hybrid retrieval, PII redaction, and source citations, packaged for Docker/Kubernetes.

  • Pick an Agency

    Natden444
    A
    license
    A
    quality
    A
    maintenance
    Search 47,000+ marketing agencies and get AI-matched with fitted agencies, from Pick an Agency.
    3
    2
    MIT

  • jira-service-desk-mcp

    CzSadykov
    A
    license
    A
    quality
    C
    maintenance
    Connects AI assistants to Jira Service Management instances, providing 40 tools for managing service desks, requests, comments, customers, organizations, queues, SLA, approvals, and attachments.
    40
    1
    MIT

  • MCP Memory Service

    alphaplapplap
    A
    license
    Not graded
    quality
    D
    maintenance
    Provides intelligent, persistent memory for AI assistants with semantic search, natural language queries, and OAuth-based team collaboration, enabling context-aware conversations across multiple clients.
    7
    Apache 2.0

  • app-service-ema-mcp

    seligj95
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables enterprise-managed authorization for MCP on Azure App Service, with deployable Entra OAuth and a local EMA ID-JAG lab exposing whoami and authorization_model tools.
    1
    MIT

  • mcp-service-public-bj

    hpfpv
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that enables AI assistants to search and retrieve Beninese government services, procedures, and requirements from service-public.bj with real-time data and smart provider routing.
    MIT

  • Universal Document Vector

    PlVld
    A
    license
    Not graded
    quality
    B
    maintenance
    This MCP server provides semantic document search and retrieval, enabling AI assistants to search documents, search categories, and retrieve category hierarchies using the Model Context Protocol.
    2
    MIT

  • universal-memory-service

    clawdbrunner
    A
    license
    Not graded
    quality
    D
    maintenance
    Self-hosted service providing unified memory search and write operations across file-based memory, vector embeddings, and the Graphiti temporal knowledge graph, accessible via HTTP API or MCP stdio transport.
    3
    MIT

  • data-agent-service

    calvinchengx
    A
    license
    Not graded
    quality
    A
    maintenance
    Enables natural-language queries over data warehouses with catalog-grounded semantics and per-query authorization, returning answers with attached reasoning.
    Apache 2.0

  • mcp-for-metabase

    DominikPollok
    A
    license
    Not graded
    quality
    D
    maintenance
    A safety-gated Python MCP server for Metabase that lets MCP clients and agents inspect Metabase, run governed queries, and create or maintain dashboards, cards/questions, collections, snippets, permissions, and other Metabase assets through the Metabase REST API.
    GPL 3.0