A
licenseA
qualityD
maintenanceMCP server that converts URLs into token-minimized clean text for LLMs, providing a receipt of token and cost savings.
1
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MIT
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"Analyzing Large Amounts of Text" 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.4MIT
- AlicenseAqualityCmaintenanceA lightweight knowledge base MCP server that enables full-text search and retrieval of markdown documents from indexed sites using Orama BM25.7Apache 2.0
- FlicenseAqualityBmaintenanceAn MCP server that exposes a fully offline RAG library of books (PDFs, EPUBs, markdown, text) to Claude, enabling hybrid search and retrieval of contextualized chunks via read-only tools.5
- AlicenseAqualityBmaintenanceEnables local semantic search and management of OKF knowledge bundles via MCP tools, with hybrid BM25 and vector search.104Apache 2.0
- AlicenseAqualityDmaintenanceJinni is a tool to efficiently provide Large Language Models the context of your projects. It gives a consolidated view of relevant project files complete with metadata, overcoming the limitations and inefficiencies of reading files one by one. The philosophy behind this tool is that LLM context wi2274Apache 2.0
- AlicenseAqualityCmaintenanceHAL (HTTP API Layer) is a Model Context Protocol (MCP) server that provides HTTP API capabilities to Large Language Models.88438MIT
- FlicenseAqualityDmaintenanceProvides complete programmatic access to the Retell AI platform, enabling autonomous management of voice and text agents, telephony, and monitoring.60
- MIT
- FlicenseBqualityBmaintenanceMCP server for searching, browsing, and analyzing decompiled Minecraft source code locally. Supports symbol lookup, text search, reference lookup, and lightweight RAG.11
- AlicenseBqualityDmaintenanceEnables working with large documents of any size by intelligently segmenting them and using TF-IDF search to retrieve only relevant fragments, preventing context window saturation. Provides 31 domain-agnostic tools for document ingestion, semantic analysis, epistemological validation, and extraction verification across formats like PDF, EPUB, and HTML.31MIT
- AlicenseBqualityDmaintenanceA Model Context Protocol (MCP) server that enables Claude to use Monte Carlo Tree Search algorithms for deep, explorative analysis of topics, questions, or text inputs.65MIT
- FlicenseBqualityDmaintenanceEnhances large language models with competitive programming knowledge by leveraging OI-Wiki content through vector search, allowing models to retrieve relevant algorithms and techniques.124
- AlicenseBqualityFmaintenanceA Node.js/TypeScript implementation of a Model Context Protocol server for the Deepseek R1 language model, optimized for reasoning tasks with a large context window and fully integrated with Claude Desktop.169MIT
- AlicenseBqualityCmaintenanceA codemode MCP server for fetching and querying dependency source code from npm, PyPI, crates.io, and GitHub. It allows agents to execute server-side JavaScript for context-efficient searching and browsing of large codebases without overwhelming the LLM's context window.13739MIT
- AlicenseCqualityDmaintenanceA Model Context Protocol implementation that enables large language models to call external tools (like weather forecasts and GitHub information) through a structured protocol, with visualization of the model's reasoning process.22702MIT
- AlicenseCqualityDmaintenanceThe APISIX Model Context Protocol (MCP) server bridges large language models (LLMs) with the APISIX Admin API.3219938Apache 2.0
- FlicenseDqualityDmaintenanceAn MCP server that uses Groq's API to expose raw chain-of-thought tokens from Qwen's qwq model, enabling LLMs to think step-by-step before responding.112
mcp-server-rag-web-browserofficial
Alicense-qualityFmaintenanceImplementation of an MCP server for the RAG Web Browser Actor. This Actor serves as a web browser for large language models (LLMs) and RAG pipelines, similar to a web search in ChatGPT.75208Apache 2.0- Alicense-qualityAmaintenanceEnables AI agents to analyze large codebases and document collections by consulting large context window models (up to 2M tokens) via OpenRouter when files exceed the current agent's context limits.295MIT