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.
3
MIT
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app.era
"Understanding the Concept of LLM Context" matching MCP servers:
- AlicenseAqualityCmaintenanceA minimal MCP server that exposes Gemini's web and multimodal understanding (video, audio, document, image) through five dedicated tools.51MIT
- AlicenseAqualityCmaintenanceProvides MCP tools to search, retrieve, and answer questions from the public Open Finance Brasil Confluence documentation using BM25-based local indexing.4MIT
- AlicenseAqualityFmaintenanceMCP server that provides AI assistants with real-time, current information about AI models from OpenAI, Anthropic, and Google, including pricing, capabilities, and context windows.4MIT
- Alicense-qualityCmaintenanceEnables searching and retrieving articles, sections, and tags from The Guardian via the Guardian Open Platform API.MIT
- 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
- Flicense-qualityDmaintenanceEnables semantic search over local knowledge bases like Obsidian notes, SQLite, and plaintext files, exposing results to Claude via MCP server.
- 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
- AlicenseAqualityCmaintenanceGive your AI assistant real-time LLM/VLM knowledge. Pricing, benchmarks, and recommendations — updated every hour, not every training cycle.41022MIT
- 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
LLM Pulse MCP Serverofficial
AlicenseAqualityBmaintenanceMonitors brand mentions, citations, sentiment, competitor share of voice, and GEO performance across AI search engines.1MIT- FlicenseAqualityBmaintenanceEnables natural language query and ingestion of wiki knowledge bases built from documents, powered by Claude Agent SDK skills.2
- AlicenseAqualityCmaintenanceA high-performance MCP server providing up-to-date documentation for Go, npm, Python, Rust, Docker, Kubernetes, Terraform, and more — fetched from official sources, not training data.183MIT
- 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.22MIT
- FlicenseBqualityDmaintenanceImplements the Chain of Draft reasoning approach to generate minimalistic intermediate reasoning outputs while solving tasks, significantly reducing token usage while maintaining accuracy.712
- FlicenseCqualityDmaintenanceEnables querying WolframAlpha's LLM API for natural language questions, providing structured and simplified answers optimized for LLM consumption.355
- Alicense-qualityDmaintenanceMCP proxy that reduces context usage through semantic tool routing, enabling on-demand discovery and routing of relevant tools.MIT
- Alicense-qualityAmaintenancePrivate knowledge base with Markdown pages and assets, exposed via MCP for agent access.12MIT