RAG Systems
Tools and platforms for Retrieval-Augmented Generation (RAG), integrating external data sources with language models. Enables context retrieval, relevant document fetching, hybrid search, and dynamic knowledge injection into AI/LLM workflows.
MCP ServersBrowse all →
- AlicenseBqualityDmaintenanceGet access to real-time SEO data, including: keyword insights, backlink data, traffic estimates and more. Allow AI tools and Large Language Models (LLMs) to tap into the real-time SEO Review Tools API with natural language commands.Last updated8845MIT
- AlicenseAqualityAmaintenanceArcadeDB Multi-Model Database, one DBMS that supports SQL, Cypher, Gremlin, HTTP/JSON, MongoDB and Redis. ArcadeDB is a conceptual fork of OrientDB, the first Multi-Model DBMS. ArcadeDB supports Vector Embeddings.Last updated210949Apache 2.0
- AlicenseAqualityAmaintenanceRecord development decisions as structured JSON, embed them as vectors via Gemini, and search semantically over MCP. Works with Claude Code, Cursor, Windsurf, and any MCP client.Last updated493039MIT

Memsolus MCP Serverofficial
AlicenseAqualityCmaintenanceProvides persistent long-term memory for AI agents through semantic search and automated knowledge graph extraction. It enables agents to store, recall, and reason over facts, preferences, and relationships across multiple conversations and sessions.Last updated14406MIT
Agentsetofficial
AlicenseAqualityCmaintenanceAn open-source platform for Retrieval-Augmented Generation (RAG). Upload documents and query them ⚡Last updated12430MIT
Sanity MCP Serverofficial
AlicenseBqualityDmaintenanceConnect your Sanity content to AI agents. Create, update, and explore structured content using Claude, Cursor, and VS Code via the Model Context Protocol. Transform content operations from complex queries to simple conversations—giving your team superpowers without sacrificing structure.Last updated2040874MIT
GroundDocsofficial
AlicenseAqualityDmaintenanceA version-aware Kubernetes documentation assistant that connects LLMs to trusted, real-time Kubernetes docs to reduce hallucinations and ensure accurate, version-specific responses.Last updated2314MIT- AlicenseAqualityBmaintenanceGives Claude Code, Claude Desktop, Cursor, VS Code Copilot, and other MCP-compatible tools persistent memory.Last updated18611MIT

Redis Cloud API MCP Serverofficial
AlicenseAqualityFmaintenanceThe Redis Cloud API MCP Server provides an MCP Server for Redis Cloud's API, allowing you to manage your Redis Cloud resources using natural language.Last updated16939MIT
Skrape MCP Serverofficial
AlicenseBqualityFmaintenanceThis server converts webpages into clean, structured Markdown optimized for language model consumption, removing unnecessary content and supporting JavaScript rendering.Last updated112MIT- AlicenseBqualityDmaintenanceA Model Context Protocol server that enables agent applications like Cursor and Cline to integrate with Alibaba Cloud Function Compute, allowing them to deploy and manage serverless functions through natural language interactions.Last updated12658MIT
- AlicenseAquality-maintenanceA server that enables LLMs to interact with web pages through structured accessibility snapshots without needing screenshots or visually-tuned models.Last updated4246,352,2601

Mnemexa MCPofficial
AlicenseAqualityBmaintenanceProvides persistent, self-optimizing memory for AI agents, enabling them to remember preferences and context across sessions and share knowledge across multiple agents.Last updated412ISC
YDB MCPofficial
AlicenseBqualityDmaintenanceModel Context Protocol server for YDB databases that enables AI-powered database operations and natural language interactions with YDB instances from any LLM that supports MCP.Last updated726Apache 2.0- AlicenseAqualityCmaintenanceEnables intelligent search and retrieval of Japanese legal statutes through the e-Gov API. Supports smart lookup of laws and articles with abbreviation recognition, batch processing, and multi-tier caching for high-performance legal research.Last updated2287MIT

Moorcheh MCP Serverofficial
AlicenseAqualityCmaintenanceEnables interaction with Moorcheh AI services including namespace management, document embedding, vector search, and AI-powered answers through the Model Context Protocol.Last updated1363Apache 2.0- AlicenseAqualityAmaintenanceKnot is a semantic and structural codebase indexer designed for AI coding agents and developers navigating large projects. It combines vector search and graph traversal to find code by meaning, analyze impact via reverse dependencies, and explore file architectures.Last updated843MIT

Baidu Vector Database MCPofficial
AlicenseBqualityDmaintenanceA server that provides access to Baidu Cloud Vector Database functionality through the Model Context Protocol, enabling LLM applications to perform vector searches and database operations via natural language.Last updated143Apache 2.0- AlicenseAqualityBmaintenanceA production-ready Model Context Protocol server that enables language models to leverage AI-powered web scraping capabilities, offering tools for transforming webpages to markdown, extracting structured data, and executing AI-powered web searches.Last updated882MIT

Needle MCP Serverofficial
AlicenseAqualityDmaintenanceA server that allows users to manage documents and perform Claude-powered searches using Needle through the Claude Desktop application.Last updated7100MIT
mcp-reposkeinofficial
AlicenseAqualityAmaintenanceDeterministic code-graph (GraphRAG) over your repo for LLM agents — local-first, git-native, zero-infra, served via MCP. Python, TS/JS, Rust, Go, Java, C#.Last updated82Apache 2.0- AlicenseAqualityBmaintenanceModel Context Protocol (MCP) server for MediaWikiLast updated2292,74297MIT
- MIT
- AlicenseAqualityDmaintenanceAn MCP server that serves documentation and enables AI-powered search, Q\&A, and document analysis for developer tools and guides.Last updated54MIT
- AlicenseBqualityDmaintenancePinecone Developer MCPLast updated12,99768Apache 2.0

Redis MCP Serverofficial
AlicenseBqualityBmaintenanceThe official Redis MCP Server is a natural language interface designed for agentic applications to efficiently manage and search data in Redis.Last updated51530MIT
zvec-mcp-serverofficial
AlicenseAqualityCmaintenanceEnables LLMs to interact with Zvec vector database through tools for collection management, document operations, vector search, and AI-powered embeddings.Last updated174Apache 2.0
Zilliz MCP Serverofficial
AlicenseAqualityDmaintenanceEnables AI agents to interact with Milvus vector databases and Zilliz Cloud through natural language, allowing users to create clusters, manage collections, insert vector data, and perform semantic searches directly from their AI assistants.Last updated1634Apache 2.0- AlicenseAqualityCmaintenanceConnect AI assistants to Manticore Search. Execute SQL queries, list tables, get schemas, and fetch documentation. Perfect for building RAG applications and search-powered AI agents.Last updated53Apache 2.0
MCP ConnectorsBrowse all →
A personal RAG database you build from chat, so AI creates work that sounds like you.
MCP server for German & EU law. Verified, citable legal context for any LLM. Daily updates from official sources, hosted in Germany
The only News based AI MCP your agents will ever need — custom categories, global regions, and time-scoped results in one tool. We use multi-vector & sparse-hybrid search to search through thousands of articles across the world to find the exact news you're looking for.
Persistent memory and knowledge graphs for AI agents. Hybrid search, context checkpoints, and more.
Delegate to specialist agents, search MCP tools, and access real-time data APIs — one connection.
Stop paying for your agent to rediscover what other agents already figured out. Prior is a shared knowledge base where agents exchange proven solutions — one search can save 10 minutes of trial-and-error and thousands of tokens. Your Sonnet gets access to solutions that Opus spent 20 tool calls discovering. Search is free with feedback, and contributing earns credits.
Fragment synthesis for agents. Resolves half-remembered queries; never returns a confident-wrong.
Deterministic fact verification for AI agents — checksums & curated data, not guesses.
Persistent project context for xAI Grok. IANA-registered .faf format.
Real-time fact-check, citation verification, and source-freshness for AI agents.
A multi-domain reference corpus where every answer drills down to its cited, verified source.
Semantic search across 50,000+ food recipes with hybrid retrieval and reranking.
Kannada/English Carnatic flute KSGMS syllabus — search lessons, log practice, ask a RAG guru.
Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients
Butterbase MCP server — manage your backend: schemas, auth, functions, storage, RAG, deploys.
India's financial MCP — Indian cards, loans, FDs, MFs; EMI/SIP/tax calcs; NSE/BSE quotes; RAG.
A semantic search server that gives AI assistants instant access to Dodo Payments documentation and knowledge base.