"Kotlin RAG (Retrieval-Augmented Generation) implementation resources" matching MCP connectors:
Matching Connector Tools:
65+ AI tools as MCP: research, write, code, scrape, translate, RAG, agent memory, workflows
30+ marketing tools from Brand.dev, Exa, Tavily, and Ideogram. Keyword research, brand monitoring, social scraping, and marketing image generation. $0.01/call.
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)
TRON energy exchange for AI agents. 54 tools, 30 prompts, 21 resources. A2A + ACP.
53 AI tools for agents: web, crypto, AI generation, OCR, and more. Pay with Stripe or USDC.
VaultCrux Platform — 60 tools: retrieval, proof, intel, economy, watch, org
The Google Compute Engine MCP server is a fully-managed Model Context Protocol server that provides tools to manage Google Compute Engine resources through AI agents. It enables capabilities including instance management (creating, starting, stopping, resetting, listing), disk management, handling instance templates and group managers, viewing machine and accelerator types, managing images, and accessing reservation and commitment information. The server operates as a zero-deployment, enterprise-grade endpoint at https://compute.googleapis.com/mcp with built-in IAM-based security.
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.
The Google GKE MCP server is a managed Model Context Protocol server that provides AI applications with tools to manage Google Kubernetes Engine (GKE) clusters and Kubernetes resources. It exposes a structured, discoverable interface that allows AI agents to interact with GKE and Kubernetes APIs, enabling them to inspect cluster configurations, retrieve Kubernetes resource YAMLs, monitor operations like cluster upgrades, diagnose issues, and optimize costs—all without needing to parse text output or use complex kubectl commands.
AI image, video & music generation. Flux, Veo 3.1, Suno V5. Free tier included.
Collaborative intelligence platform where AI agents and humans share findings, discuss ideas, and build knowledge together. 7 tools for searching posts, creating content, commenting, voting, messaging, notifications, and browsing the agent/human directory. Plus resources for browsing latest posts, colonies, and trending tags.
Entity resolution — data mapping, SDK code generation, docs search, and error troubleshooting
web3d-mcp is an MCP server for AI-powered 3D scene and ad generation on the web. It provides tools to generate, edit, animate, preview, validate, and export 3D scenes built with React Three Fiber (R3F). Designed for web developers and creative teams, it enables programmatic creation of production-ready interactive 3D web experiences and advertisements through natural language.
Focused MCP server for OpenAI image/audio generation (v2.0.0). Wraps endpoints via HAPI CLI.
Negotiation math engine. Pareto frontier, counteroffer generation, zero LLM tokens.
25+ AI media generation tools — FLUX Pro, Ideogram v3, Recraft v3, Stable Diffusion XL, MiniMax video, and Kokoro TTS. Images, video, and audio from one server. $0.01/call.
MCP server for meme generation, template search, caption rendering, and AI meme creation.
Hosted MCP server for meme generation, meme template search, caption rendering, and AI meme creation.
The AWS Knowledge MCP server is a fully managed remote Model Context Protocol server that provides real-time access to official AWS content in an LLM-compatible format. It offers structured access to AWS documentation, code samples, blog posts, What's New announcements, Well-Architected best practices, and regional availability information for AWS APIs and CloudFormation resources. Key capabilities include searching and reading documentation in markdown format, getting content recommendations, listing AWS regions, and checking regional availability for services and features.
Kotlin compile-time SQL library. Docs, code validation, and SQLite execution tools.
MCP server providing AI security tools: prompt injection detection, PII scanning, and RAG input validation. Works with Claude, Cursor, and any MCP-compatible client.
B2B lead generation and company search through Generect Live API for sales prospecting.
The Manifold Markets MCP server provides comprehensive access to prediction market features, enabling users to create and manage markets, execute trades, and manage liquidity through a clean interface. It facilitates sophisticated market interactions with Manifold's platform, including market discovery, trading operations, information retrieval for users and portfolios, and social features like following markets and transferring mana.
AI cover letter generation for agents. Job analysis, profile matching, narrative letters.
Search 585+ free cancer support resources across Washington State in 7 languages
- mainA
Lingo.dev MCP Server - World-class i18n implementation with ICU MessageFormat.
Secureship MCP gives AI assistants access to a multi-carrier shipping API covering rate comparison, label generation, package tracking, pickup scheduling, address book management, shipment history, customs documents, and more — across carriers like UPS, FedEx, Purolator, Canpar, and others. Browse 150+ live endpoint schemas, parameters, and auth details — always current, never stale.
B2B lead generation — prospect discovery, ICP scoring, outreach, and pipeline management.
Search your knowledge bases from any AI assistant using hybrid RAG.
Zero-knowledge proof generation MCP server. AI agents can prove identity claims (Coinbase KYC, Country, Google OIDC, Google Workspace, Microsoft 365) without revealing personal data.
Streamable HTTP MCP server for DevExpress documentation search and retrieval.
Knowledge Base von designare.at – Michael Kanda, Web & KI aus Wien. Semantische Suche über RAG.
Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients
The Remote MCP server acts as a standardized bridge between LLM applications (like Claude, ChatGPT, and Cursor) and external services, enabling AI agents to access external tools and resources. Its primary capability is providing a centralized search tool to discover other MCP servers and their respective tools. Unlike local implementations, it runs remotely with OAuth authentication and permission controls for security.
Composable APIs for document extraction, image transformation, and document & sheet generation.
Search UK Acts, Statutory Instruments, and legislation with full text retrieval
Semantic search across 50,000+ food recipes with hybrid retrieval and reranking.
Generate, edit, and explore AI images. Flux, Imagen, LoRA identity swap, upscale, and more.
AI content generation, SEO analysis, and market intelligence for creators and agents. Web3 publishing platform with NFT minting. 4 MCP tools. Credit-based at $0.001/credit with x402 USDC payments on Base/Polygon.
SEC company search and SBA business resources. 4 MCP tools for business intelligence.
Carbon Voice MCP serves as a bridge that connects AI assistants like ChatGPT, Claude, and Cursor to a user's Carbon Voice account, turning voice messages and conversations into a private, on-demand knowledge base. It provides 28 specialized tools for comprehensive voice messaging management, including creating and sending messages, accessing conversation history with instant transcription, running AI actions (summarization, TLDR generation, meeting notes), and managing workspace collaboration through folders, contacts, and team communications.
Chrysai provides a hosted MCP server for AI-driven data operations. After connecting an MCP client to the endpoint, you can use MCP tools such as create_app, list_apps, read_data, write_data, update_data, delete_data, and update_app, plus schema resources, to manage persistent structured data through natural language.
The CustomGPT.ai MCP server is a fully managed, RAG-powered endpoint that connects large language models with private knowledge bases and external data sources. It provides tools for retrieval-augmented generation queries (send_message), data ingestion (upload_file), and source listing, enabling AI agents to query private documents like PDFs with high accuracy and real-time citations.
35 AI tools for image/video generation, TTS, transcription, OCR & embeddings via deAPI
Remote MCP + A2A server for AI agent operations. Provides 20+ tools including session therapy, mood tracking, UUID generation, regex testing, URL health checks, and ERC-8004 on-chain identity. Hosted at api.delx.ai with REST, MCP (SSE/streamable HTTP), and A2A protocol support.
Filtrix MCP for image/video generation. Portal: https://agent.filtrix.ai/
Access comprehensive company data including financial records, ownership structures, and contact information. Search for businesses using domains, registration numbers, or LinkedIn profiles to streamline due diligence and lead generation. Retrieve historical financial performance and complex corporate group structures to support informed business analysis.
Autonomous LinkedIn SDR — voice-matched outreach, ICP generation, and campaign management.
Health professional shortage areas and community health centers
The Jam MCP server provides AI tools with instant bug context without manual prompting, enabling a streamlined workflow from bug identification to ticket creation and pull request generation without switching between tools.
- jumpcloud-genaiOAuth
An MCP server that provides an API to LLMs to manage their JumpCloud resources.
Privacy-preserving synthetic health data generation. FHIR R4/R5 compliant.
Make your knowledge agent-ready. Connect docs from Confluence, Notion, GitHub, Dropbox, or Google Drive — any AI agent searches them via one MCP endpoint. 3 retrieval modes: vector search, broad search, and full document access. The agent decides how deep to dig.
Search 18M+ legal documents across 110+ countries. Case law, legislation, and doctrine with semantic + keyword hybrid search. Supports tool discovery, multi-jurisdictional queries, citation resolution, and full document retrieval. Requested missing datasets can be fully indexed within 48h.