A
license-
qualityD
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 (MCPs)" matching MCP servers:
- AlicenseAqualityCmaintenanceProvides MCP tools to search, retrieve, and answer questions from the public Open Finance Brasil Confluence documentation using BM25-based local indexing.Last updated4MIT
- FlicenseBqualityDmaintenanceImplements the Chain of Draft reasoning approach to generate minimalistic intermediate reasoning outputs while solving tasks, significantly reducing token usage while maintaining accuracy.Last updated712
- Alicense-qualityBmaintenanceAn MCP server that enables AI agents to search, read, and create notes across six note-taking platforms (Feishu, Obsidian, Notion, Yuque, OneNote, Evernote) through a single unified interface.Last updatedMIT
- Alicense-qualityCmaintenanceProvides access to the Library of Congress (loc.gov) data, enabling AI agents to search and retrieve information from the world's largest library.Last updated8MIT
- Flicense-qualityDmaintenanceEnables semantic search over local knowledge bases like Obsidian notes, SQLite, and plaintext files, exposing results to Claude via MCP server.Last updated
- AlicenseAqualityCmaintenanceProvides unified web search across multiple providers (Google, Tavily, DuckDuckGo, Brave) with automatic fallback, maximizing free API quota usage for AI workflows.Last updated81397MIT
- AlicenseAqualityCmaintenanceEnables fetching and extracting web content as markdown using Firecrawl API, with support for single or multiple concurrent URL fetches and web search capabilities.Last updated31MIT
- AlicenseAqualityDmaintenanceEnables LLMs to search and retrieve PayNow Component documentation directly, accelerating system integration through natural language queries.Last updated1MIT
- Alicense-qualityCmaintenanceA Model Context Protocol server that provides semantic search and intelligent access to a comprehensive list of free services and tools for developers.Last updated71MIT
- AlicenseAqualityBmaintenanceAsk Claude "What's the unemployment rate in NSW?" and get a real answer. Wraps the Australian Bureau of Statistics API with plain-English tools and curated mappings for 10 economic indicators (unemployment, inflation, wages, GDP, housing, population).Last updated7MIT
- AlicenseAqualityBmaintenanceAsk Claude "What's the cash rate?" or "What's AUD/USD today?" and get the real number from the Reserve Bank of Australia. Wraps RBA's F-tables with plain-English access to interest rates, FX rates, deposit rates, and mortgage rates.Last updated6MIT
- AlicenseAqualityFmaintenanceAn MCP-compliant server that enables AI assistants like Claude Desktop to access and analyze Intercom support tickets with full conversation history.Last updated48Apache 2.0
- FlicenseAqualityCmaintenanceA Model Context Protocol server that provides web search capabilities using Google Custom Search API and webpage content extraction functionality.Last updated262
- FlicenseBqualityDmaintenanceEnables AI assistants to fetch, search, and organize menu information from For Five Coffee café. Provides access to complete menu data, category filtering, and item search capabilities through both MCP and REST API interfaces.Last updated4
- AlicenseBqualityDmaintenanceProvides comprehensive word definitions, pronunciations, meanings, and examples for any English word using the Free Dictionary API. Includes a random word-of-the-day feature with difficulty levels for vocabulary building.Last updated22MIT
- AlicenseCqualityFmaintenanceA customizable Model Context Protocol server implementation that enables AI models to interact with external tools including weather queries, Google search, and camera control functionality.Last updated114Apache 2.0
- Alicense-qualityDmaintenanceEnables asking questions and performing semantic searches against an Inkeep knowledge base. Deployable to Vercel with Next.js.Last updated1MIT
- Alicense-qualityDmaintenanceEnables AI-powered resume scoring and feedback through secure Google OAuth authentication. Provides FastAPI endpoints for resume evaluation with plans for leaderboard visualization and competitive scoring features.Last updatedApache 2.0
- Alicense-qualityCmaintenanceTurns any static website into an MCP-searchable knowledge base by deploying a Cloudflare Worker that provides full-text search tools, enabling AI assistants to search and retrieve content from your site.Last updated1MIT