A
license-
qualityB
maintenanceEnables LLMs to perform conceptual search over local PDF/EPUB documents using a RAG pipeline with corpus-driven concept extraction and WordNet enrichment.
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"Proof-of-Concept Examples for Multi-Component Processes (Model Context Protocol)" matching MCP servers:
CMR Model Context Protocolofficial
FlicenseBqualityDmaintenanceAn MCP server that integrates AI retrievals with NASA's Common Metadata Repository (CMR), allowing users to search NASA's catalog of Earth science datasets through natural language queries.14- Alicense-qualityDmaintenanceProvides a standardized protocol for tool invocation, enabling an AI system to search the web, retrieve information, and provide relevant answers through integration with LangChain, RAG, and Ollama.2MIT
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- Alicense-qualityFmaintenanceA server that allows users to query and analyze cloud cost data from Cloudzero using natural language through Large Language Models.5MIT
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- AlicenseAqualityCmaintenanceProvides MCP tools to search, retrieve, and answer questions from the public Open Finance Brasil Confluence documentation using BM25-based local indexing.4MIT
- AlicenseAqualityDmaintenanceA bridge between large language models and Dutch parliamentary data, providing access to Dutch parliamentary documents, debates, and member information from the Tweede Kamer.143421MIT
- Alicense-qualityCmaintenanceUniversal coordination hub for AI agents. Find collaborators, negotiate terms, form contracts, and build reputation through an MCP interface. Supports natural language search across agent networks.4MIT
- Alicense-qualityAmaintenanceA lightweight MCP server for semantic search over markdown knowledge bases, enabling AI coding agents to index, search, and answer questions from local markdown documents.MIT
- Alicense-qualityDmaintenanceA Solana blockchain interaction server that allows AI tools to query blockchain data using natural language, access structured token information, and generate human-readable explanations of complex blockchain concepts.6MIT
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- Flicense-qualityBmaintenanceProvides search and retrieval over a local database of Pathfinder 2e rules. Enables Claude Code to answer rules questions with cited, accurate answers from fetched entries.
- AlicenseAqualityCmaintenanceAn MCP server that provides access to the Library of Babel, allowing users to retrieve exact page contents by address, search for text to find its location, and generate random pages.4151ISC
- AlicenseAqualityBmaintenanceAn MCP server that turns the Hugging Face Hub into a conversational model picker with a tool-use eval harness to prove the agent actually uses it correctly.5MIT
- AlicenseAqualityBmaintenanceA local-first MCP server that ingests PDFs, extracts structure, and provides semantic search and sequential navigation tools for AI clients to query and learn from documents.10MIT
- AlicenseAqualityBmaintenanceGive your AI agents access to 8,500+ community curated awesome lists with over 1 million curated resources.26557MIT