"Notes or documentation 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.

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

Enables MCP clients such as Claude Desktop and Claude Code to read café rules, rota, and staff data, check proposed rota changes against the owner's rules, and evaluate customer chat replies before sending. Every tool is read-only, with code checks applied first and AI judging used only when needed.

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

Run free live audience Q&A and polls from your agent: start an AskOne room, add and launch a poll, approve or hide questions and mark them answered, close the room, then read the questions as a FAQ draft and get the results. Free AI moderation. Uses an organization API token from askone.org

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.

MCP server for ManageEngine ServiceDesk Plus that lets AI agents list, search, create, update, and manage help desk tickets and technical notes in real-time.

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.

Get live UK 3D printing prices for your own STL/3MF/STEP files or Printables and Thingiverse models, with a checkout link. Also finds mail-in electronics repair prices and checks order or repair progress.

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.

Enables AI agents to create, query, search, and manage Movidesk tickets directly via natural language.

Manage Kommo CRM leads, contacts, companies, pipelines, tasks, notes, tags and custom fields from natural language. Also packaged as a Kiro Power.

Enables an AI agent to look up products by exact ID or browse them by collection, and to check an order's status with each line item resolved to its full product details in a single call. Returns structured JSON with pricing, stock, and shipping data, and surfaces graceful error results for unknown IDs.

A production-grade MCP server for Zendesk that provides ticket management, search, user/group operations, and knowledge base access with support for local stdio and remote HTTP transports, authentication via API keys or OAuth, and multi-tenancy.

Enables MCP clients to create, read, update, delete, and search Cherwell CSM business objects such as Incidents, Problems, Changes, or custom objects through the Cherwell REST API.

Enables local MCP clients to interact with the Superchat public API, supporting contact search, conversation management, notes, exports, and message sending using your own API key.

Enables MCP clients to interact with Zammad tickets, articles, search and replies under each caller's own permissions, using either a static token or SSO/OIDC per-user mode.

Enables AI assistants to list and retrieve conversations, read and send messages or internal notes, and toggle conversation status through the Chatwoot API.

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

Enables AI assistants and signed-in support staff to search and read customer tickets, add internal notes, issue refunds under per-scope and per-customer limits, and export ticket data over a remote, OAuth-protected Streamable HTTP endpoint. Tool lists, resources, prompts, and write operations are gated by bearer tokens and audience-bound scopes so that refund and export actions stay bounded.

Enables an AI agent to act as first-line customer support on top of Microsoft Dynamics 365 / Dataverse, reading incoming synced emails, looking up contacts and published knowledge articles, and drafting HTML-safe replies or escalating to a human as a Case. Runs draft-only by default with safeguards against prompt injection, duplicate replies, and unsafe recipients.

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.

Enables Claude and other MCP clients to place, transfer, and hang up calls, review call history and dispositions, download recordings, inject single or bulk leads into lists and campaigns, and manage GoHighLevel sub-account services through the VoIPSense Cloud API. Includes a read-only mode and tool annotations so write actions are confirmed appropriately.

MCP server for Ozon Seller API, enabling product, order, finance, and analytics management via natural language or CLI.

Enables MCP clients to read a Mercado Livre seller's account, listings, questions, orders and daily visits, and to perform a small set of changes such as updating a listing, uploading an image, or answering a buyer question. Write operations return a preview of the exact request unless explicitly confirmed.

Enables MCP clients to drive Relay, an AI support-triage agent, by exposing tools for customer lookup, documentation search, ticket classification, reply, and escalation, with full guardrails and read-only mode option.

Enables MCP hosts to conduct goal-oriented question-selection conversations by starting or resuming sessions, asking pending questions, recording replies or context, adjusting known data, and submitting business feedback through the NBQ API.

Gives Claude Code read-only access to a WhatsApp account: listing and filtering chats, reading message history and notes, downloading received media, looking up chat links by phone number, and reading tags, custom fields, and chat/message statuses. It never sends messages or changes contacts, notes, fields, or flows.