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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 recent LinkedIn posts about a specific job role" 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
- Alicense-qualityCmaintenanceProduction-ready MCP server providing RAG, hierarchical memory, and 8+ tools for AI agents via the Model Context Protocol.Last updated30MIT
- 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
- Flicense-qualityDmaintenanceHelps users find suitable LinkedIn job opportunities by automatically scraping listings, analyzing compatibility with user profiles using AI, and sending custom match reports via email.Last updated1
- 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
- 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
- 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
- FlicenseAqualityDmaintenanceEnables Brave Search via MCP, deployed on Railway for seamless integration with AI agents.Last updated6
- 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
- AlicenseBqualityDmaintenanceEnables AI-powered web searches using Google's Gemini 2.5 models with Google Search Grounding. Supports multiple Gemini models (Flash, Flash-Lite, Pro) with configurable thinking budget and web search capabilities.Last updated182MIT
- AlicenseBqualityAmaintenanceMCP search and evidence tool for AI agents. Rewrites queries, zooms into source domains, and returns sourced answers with metrics.Last updated411MIT
cerase-search MCPofficial
Alicense-qualityCmaintenanceEnables web search and deep multi-source research for Cerase agents via LiteLLM proxy, with billing attribution per agent.Last updatedMIT- Alicense-qualityDmaintenanceEnables semantic and full-text search over the official Model Context Protocol registry to discover MCP servers for integration.Last updated9Apache 2.0
- 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-qualityCmaintenanceLocal offline semantic search over documents (txt, md, pdf, docx, pptx, csv). Indexes folders into a LanceDB vector database with multilingual embeddings and supports hybrid vector + keyword search via Reciprocal Rank Fusion. No API keys, no cloud, no Docker required.Last updated28AGPL 3.0