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 →
AlicenseAqualityBmaintenanceAn MCP server for source-grounded, page-cited evidence retrieval tailored for embedded and firmware development, returning verbatim snippets with exact citations or 'no match' to prevent fabrications.Last updated12323MIT
Needle MCP Serverofficial
AlicenseAqualityDmaintenanceA server that allows users to manage documents and perform Claude-powered searches using Needle through the Claude Desktop application.Last updated6799MIT- AlicenseAqualityCmaintenanceRecord 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 updated59681MIT
- AlicenseAqualityDmaintenanceProvides semantic search and access to Contraption Company blog posts and essays. Uses AI-powered embeddings to find relevant content and supports real-time updates via webhooks.Last updated31MIT
- AlicenseBqualityCmaintenancePinecone Developer MCPLast updated11,61470Apache 2.0
- AlicenseAqualityBmaintenanceA Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.Last updated2814,7904,738MIT
- AlicenseAqualityAmaintenanceEnables GitHub Copilot and other LLMs to execute read-only SQL queries against Oracle databases with secure connection pooling and schema introspection capabilities.Last updated421,7075AGPL 3.0

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 updated2144MIT
Agentsetofficial
AlicenseAqualityCmaintenanceAn open-source platform for Retrieval-Augmented Generation (RAG). Upload documents and query them ⚡Last updated12730MIT
RelayPlaneofficial
AlicenseAqualityFmaintenanceEnables efficient AI workflow orchestration by chaining multi-step LLM operations while keeping intermediate results out of the context window, reducing token usage by 90%+ and supporting multiple AI providers.Last updated77MIT
Keenable MCP Serverofficial
AlicenseAqualityBmaintenanceAn MCP server that enables web search and page content retrieval via the Keenable API, supporting search with filters and fetching clean markdown content from indexed URLs.Last updated2374MIT
zvec-mcp-serverofficial
AlicenseAqualityDmaintenanceEnables LLMs to interact with Zvec vector database through tools for collection management, document operations, vector search, and AI-powered embeddings.Last updated176Apache 2.0
Leadpipe MCPofficial
AlicenseBqualityDmaintenanceProvides access to Leadpipe's intent and data APIs for topic discovery, audience management, and visitor data lookup. It enables agents to automate lead generation workflows, analyze website topics, and manage tracking pixels through natural language.Last updated2592MIT- AlicenseAqualityBmaintenanceGives Claude Code, Claude Desktop, Cursor, VS Code Copilot, and other MCP-compatible tools persistent memory.Last updated181081MIT
- AlicenseAqualityCmaintenanceOfficial MCP server connecting hosts to a June knowledge graph for agent memory, search, and cited answers.Last updated10MIT
- MIT
- AlicenseAqualityAmaintenanceGives your AI persistent memory across conversations. Stores facts automatically, finds them by meaning using hybrid search with query expansion, and organizes everything into topics without manual tagging.Last updated18MIT

@lamatic/mcpofficial
AlicenseBqualityBmaintenanceUnified MCP server combining dev, graph, docs, and kit tools for Lamatic.ai. Enables managing orgs/projects/flows, executing flows, querying docs via RAG, and browsing AgentKit contributions.Last updated4421MIT- AlicenseBqualityDmaintenancePowerful Model Context Protocol server for managing Typebot chatbots, enabling operations like authentication, creating, updating, listing, and publishing bots through a standardized JSON interface.Last updated249364MIT

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
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 updated13224Apache 2.0- AlicenseAqualityBmaintenanceFetch published podcast transcripts as clean Markdown with real speaker names via the Spoken API. Tools: search_podcasts, get_transcript, get_balance.Last updated31483MIT
- AlicenseBqualityAmaintenanceMCP search and evidence tool for AI agents. Rewrites queries, zooms into source domains, and returns sourced answers with metrics.Last updated411MIT
- AlicenseAqualityDmaintenanceAdds persistent memory to AI assistants by connecting to the Memphora cloud platform, allowing them to store and recall facts across conversations. It enables tools for searching memories, extracting insights, and maintaining long-term user context and preferences.Last updated53MIT
- AlicenseAqualityAmaintenanceEnhanced MCP server for GraphQL with filtered introspection and full variable support.Last updated15521,2052MIT
- AlicenseBqualityDmaintenanceThis server allows users to perform web searches using Perplexity AI, providing a tool for retrieving search results through a simple API interface.Last updated11123Apache 2.0

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 updated417ISC- AlicenseBqualityCmaintenanceA Model Context Protocol server that provides real-time hot trending topics from major Chinese social platforms and news sites.Last updated11,433199MIT
- AlicenseAqualityCmaintenanceEnables LLMs to scrape, index, and search modern and legacy Salesforce documentation by piercing complex Shadow DOM and iframe structures. It supports hierarchical spidering of entire guides and local RAG capabilities using a SQLite database for offline querying.Last updated2572MIT
MCP ConnectorsBrowse all →
Deterministic AI agent microtools, no accounts/API keys. fetch_extract: 98% token cut. 38 tools.
A personal RAG database you build from chat, so AI creates work that sounds like you.
A semantic search server that gives AI assistants instant access to Dodo Payments documentation and knowledge base.
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.
AI-first file sharing and collaboration. 251 tools give agents a full workspace: file storage, branded shares, comments, workflows, and built-in RAG. 50GB free, no credit card.
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.
**ColdState Knowledge Search MCP Server** https://github.com/daniel-coldstate/coldstate-mcp Semantic search over 64.6M knowledge entries — the structured alternative to web search APIs and web scraping for LLM agents. No crawling, no rate limits, sub-3s responses. Cloud-hosted at services.coldstate.ai
Delegate to specialist agents, search MCP tools, and access real-time data APIs — one connection.
Persistent memory and knowledge graphs for AI agents. Hybrid search, context checkpoints, and more.
CareerProof MCP gives AI agents direct access to a professional-grade career and workforce intelligence platform. Two namespaces: atlas_* for HR/TA teams (candidate evaluation, batch shortlisting, competency scoring, interview generation, JD analysis, custom eval frameworks, research reports) and ceevee_* for professionals (CV optimization, career positioning, salary intelligence, market reports). Backed by RAG knowledge from 50+ premium research sources (McKinsey, BCG, HBR, Gartner, WEF)
For queries a model can't confidently place: resolves or declines. Built to decline, not guess.
Extract PDFs to Markdown, RAG chunks and cited tables; publish tracked Doc Links with read stats.
Verified doc corpora for agents: grep-first retrieval, hashed pages, Merkle+RFC-3161 receipts
Semantic search across 50,000+ food recipes with hybrid retrieval and reranking.
Collaborative, cache-first web search for agents — cited answers from a shared live-web pool.
Persistent project context for xAI Grok. IANA-registered .faf format.
Hosted persistent memory with semantic search, importance and TTL for AI agents.
Parse PDF/Word/PPT/HTML to Markdown; tables as JSON, image extraction, RAG chunking, page ranges.
Generate 18 AI readiness files (llms.txt, ai.txt, RAG indexes, schema) for any website.