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license-
qualityB
maintenanceEnables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.
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"A tool for finding details about a photo using reverse image search" matching MCP servers:
- Flicense-qualityDmaintenanceProvides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.Last updated10
- Flicense-qualityDmaintenanceEnables dynamic tool discovery and loading for Claude using BM25, regex, and semantic search algorithms. It supports managing a catalog of over 10,000 tools with minimal context overhead and provides a REST API for tool management.Last updated
- AlicenseCqualityFmaintenanceA custom MCP tool that integrates Perplexity AI's API with Claude Desktop, allowing Claude to perform web-based research and provide answers with citations.Last updated16MIT
- Alicense-qualityBmaintenanceProduction-ready MCP server providing RAG, hierarchical memory, and 8+ tools for AI agents via the Model Context Protocol.Last updated37MIT
- Flicense-qualityDmaintenanceProvides a Google search tool via the Serper API, returning structured results and a summary answer for LLMs like Claude.Last updated1
- Alicense-qualityDmaintenanceA Python-based MCP server that enables document-based question answering by processing PDF, TXT, and Markdown files through OpenAI's API. It provides hallucination-free responses based strictly on document content using semantic search and includes a web interface for management.Last updatedMIT
- AlicenseAqualityAmaintenanceGraph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.Last updated66MIT
- AlicenseBqualityAmaintenanceMCP search and evidence tool for AI agents. Rewrites queries, zooms into source domains, and returns sourced answers with metrics.Last updated411MIT
- Alicense-qualityDmaintenanceEnables document-based question answering using OpenAI's GPT-4 with semantic search and embeddings. Upload PDF, TXT, or Markdown files and get answers strictly based on document content with source attribution and confidence scores.Last updatedMIT
- Alicense-qualityAmaintenanceProvides an MCP server with a search tool for agents, backed by Cloudflare AI Search and a synced corpus of git repositories.Last updated291AGPL 3.0
- Alicense-qualityDmaintenanceAn MCP (Model Context Protocol) server that chains calls to other MCP tools, reducing token usage by allowing sequential tool execution with result passingLast updated10958MIT
- -license-qualityBmaintenanceA universal MCP tool gateway that manages multiple remote tool processes, enabling LLMs to dynamically invoke web scraping, summarization, and knowledge retrieval through standardized Function Calling.Last updated
- Flicense-qualityCmaintenanceA local-first RAG system that indexes personal documents and enables querying them via an MCP tool, keeping data private with local embeddings.Last updated
- Flicense-qualityCmaintenanceExposes search over internal documents and company lookup via authenticated API, enabling LLMs to access firm files and data.Last updated
- AlicenseAqualityBmaintenanceMCP server for Doubao Search that enables real web search in any MCP client, backed by ByteDance-exclusive Chinese sources and the open web.Last updated119MIT
- AlicenseAqualityDmaintenanceUniversal search engine for AI agents. Discover products, services, and businesses across every category. 10 MCP tools, zero LLM calls, millisecond responses.Last updated114AGPL 3.0
- AlicenseAqualityCmaintenanceEnables searching and retrieving documents from a local folder to ground LLM answers in your files.Last updated2MIT
- AlicenseAqualityCmaintenanceThe Search MCP Server enables seamless integration of network and local search capabilities in tools like Claude Desktop and Cursor, utilizing the Brave Search API for high-concurrency and asynchronous requests.Last updated178MIT
- AlicenseAqualityAmaintenanceFederated, local-first search for AI agents: one query fans across transcripts, files, a knowledge graph, a vector store, the live web, and YouTube, fused by trust-weighted RRF into one ranked answer. Five modes (grep/lexical/semantic/hybrid/rerank), runs entirely on your machine over MCP.Last updated626Apache 2.0