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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 search for LinkedIn contacts who are decision makers in optical lab manufacturing in Europe" matching MCP servers:
- Flicense-qualityCmaintenanceAll In One Model Context Protocol: qdrant, google suite (gmail, calendar, ...), jira, gitlab, CLI, ...Last updated105
- 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
- Alicense-qualityCmaintenanceEnables Claude Code to search and retrieve from a local knowledge base of markdown notes using hybrid semantic+keyword search, keeping data entirely offline.Last updated9MIT
- Flicense-qualityCmaintenanceExposes tools for semantic search and RAG-based Q\&A from a local knowledge base, along with resources and prompt templates.Last updated
- FlicenseAqualityBmaintenanceA local web search MCP server supporting parallel, API, and model-based search modes, integrating Zhipu Web Search API and online models for real-time information retrieval.Last updated10
- FlicenseBqualityDmaintenanceA Node.js-based MCP server that enables AI agents to generate embeddings, index documents, and perform semantic vector searches using OpenAI and Chroma. It facilitates the creation of retrieval-augmented generation (RAG) pipelines for internal knowledge assistants and document-based workflows.Last updated3
- Flicense-qualityCmaintenanceMCP server that acts as a research intelligence agent, converting natural language queries into SQL or full-text search against Hacker News and arXiv data, and returning answers with supporting evidence.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 updated124MIT
- 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
- AlicenseBqualityAmaintenanceMCP search and evidence tool for AI agents. Rewrites queries, zooms into source domains, and returns sourced answers with metrics.Last updated411MIT
- Alicense-qualityAmaintenanceSemantic, on-demand skill retrieval for Claude Code that saves tokens and improves skill discovery by replacing the native skill listing with vector embedding search.Last updated8MIT
- Alicense-qualityBmaintenanceEnables AI agents to search local Markdown documents using natural language, with automatic indexing and section-level retrieval.Last updated101MIT
- Alicense-qualityBmaintenanceA self-hosted, MCP-native web-search backend for AI agents that provides meta-search, clean extraction, RAG with citations, and GitHub project selection.Last updated1MIT
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Flicense-qualityAmaintenanceEnables web search and AI-summarized answers via an x402-gated gateway, with options for structured results or enriched summaries, accessible as an MCP server.Last updated- Alicense-qualityCmaintenanceA Node In Layers package that simplifies creation of MCP (Model-Control-Protocol) servers with tools for defining models, adding CRUD operations, and interacting with clients.Last updated22ISC
- 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-qualityDmaintenanceEnables semantic search across conversation archives via MCP, allowing AI clients to retrieve relevant past conversations using vector embeddings and text fallback.Last updated264ISC