"Information or resources related to 'rag'" matching MCP servers:

Enables natural language queries over internal policy documents using RAG, and provides tools to search policies and check ticket status via MCP.

Enables e-commerce customer service agents to retrieve product catalog and return/delivery policy documents through multi-source RAG with RRF fusion, exposing product_search and policy_qa tools for grounded, cited responses.

Enables ticket management through a REST API and support document search via a local vector database, powered by Ollama and LanceDB.

An MCP server that provides hybrid search over Confluent support articles and lets AI assistants save solved problems back into the knowledge base.

Enables LLM agents to operate WhatsApp through the Evolution API, providing tools to list groups, fetch message history, and send text messages to groups or individual phone numbers.

Read-only MCP server for querying Creatio support cases and related entities via OData API, with entity allowlist and row limits for safe access.

Manage WhatsApp Business templates and send messages from Claude, ChatGPT, Cursor, VS Code Copilot, or any MCP-compatible client — powered by the Meta Cloud API.

Provides e-commerce customer support tools for order status, delivery, account, and policy questions, with RAG-grounded retrieval and strict authorization checks over mock data.

Salesforce AgentForce as a traversable MCP knowledge graph. 40 nodes covering Einstein Trust Layer, Agent Topics, Actions, Data Cloud, and Resolution Criteria. 11x fewer tokens than RAG. Free: uvx ckg-agentforce

Provides read-only access to Hostaway PMS data, enabling assistants to answer questions about listings, calendars, reservations, and inbox threads, and generate occupancy, inbox, and completeness reports without writing or sending anything.

A fully-featured MCP server with API-key authentication, demonstrating realistic e-commerce tools, resources, and prompts.

Enables API documentation lookup and live API tools for managing Upmind platform resources like brands, products, clients, invoices, and tickets through natural language.

Enables FiberOne Broadband subscribers to access account details, data usage, transactions, plans, outage tickets, lost days, and modem information, as well as file outage reports, through MCP tools.

Connect Claude AI to ServiceNow with 19 tools and 5 resources for incidents, CMDB, update sets, and more, accessible from any MCP client over stdio or Streamable HTTP.

Enables AI assistants like Claude Code or Cursor to interact with a PNLCS billing panel, querying and managing clients, invoices, orders, tickets, and transactions via natural language.

A Model Context Protocol server that provides calculator operations, n8n workflow automation, customer support resources, and content creation prompts.

Give AI agents a real phone number and voice. Make calls, send email, manage contacts — 26 tools, 12 resources.

Provides LLMs with access to the DoiT API for managing cloud resources, analyzing costs, and handling support tickets via natural language.

MCP server for the cig.chat API that lets you connect Claude, Cursor, or any MCP client to your cig.chat bot to manage subscribers, tags, flows, WhatsApp templates, broadcasts, and shop operations in plain language.

Enables support agents to look up customer account details and billing or incident information through two read-only MCP tools for triage workflows.