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"Connecting external data sources for contextual LLM calls" matching MCP servers:

  • F
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    quality
    C
    maintenance
    Read-only MCP server exposing homelab data sources (files, mail, calls) to Cloudflare OS, enabling read-only access to documents, emails, and call records.
  • F
    license
    C
    quality
    D
    maintenance
    Provides RAG (Retrieval-Augmented Generation) capabilities via Contextual AI, enabling query processing and context-aware responses with citations. Integrates with MCP clients like Cursor IDE and Claude Desktop.
    1
  • A
    license
    Not graded
    quality
    B
    maintenance
    A local-first persistent contextual-memory engine with an MCP adapter for AI models such as Qwen.
    GPL 3.0
  • F
    license
    C
    quality
    D
    maintenance
    A Model Context Protocol server that provides Retrieval-Augmented Generation capabilities using Contextual AI, enabling AI interfaces like Cursor IDE and Claude Desktop to query domain-specific knowledge with context-aware responses and source citations.
    1
    21
  • A
    license
    B
    quality
    D
    maintenance
    Integrates Dify's external knowledge base API with the Model Context Protocol to enable AI agents to retrieve and query relevant information. It supports relevance scoring, metadata filtering, and flexible configuration through environment variables or command-line arguments.
    1
    15
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A Windows-optimized server providing universal data analytics for JSON and CSV files through over 32 tools including schema discovery and interactive visualizations. It is specifically designed for seamless integration with Claude Desktop on Windows.
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    MCP server for grounded, cited AI: answers questions from live web sources, verifies claims, fact-checks documents, searches and reads URLs, summarises, classifies, and extracts fields, with usage tracking and status.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Token cost math for LLM API calls: current per-million-token rates for 69 models across 17 providers, with local arithmetic for estimates, comparisons and monthly budgets. Rates are verified and date-stamped.
    41
    2
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    A local-first LLM routing MCP server that keeps sensitive data on your own models, with fail-closed privacy and manager-worker delegation, exposing route and complete tools to any MCP client.
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Provides real-time LLM pricing and availability data as an MCP server, enabling AI agents to make optimal model routing decisions at inference time with cited pricing sources.
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server that provides local, private, synchronous access to Ollama models for prompt answering, text classification, and model listing, without any file access or command execution.
    3
    MIT