"Information on Rag and Memory" matching MCP servers:

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

Provides MSP support tools (ticket search, draft response, KB search, update) with a deterministic security guardrail that refuses to draft responses for security tickets based on content scanning, even if mislabeled.

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 LLMs to securely query and optionally write to ServiceNow instances with strict allowlist/denylist safety controls.

MCP server for Zammad that focuses on workflows the standard Zammad API tooling does not cover well — primarily shared drafts with strict reply-HTML validation, fresh signature rendering and German-localised quote blocks.

Enables AI agents to shop and query Magento/Mage-OS stores via the storefront GraphQL API, including product search, stock checks, category browsing, cart management, and customer order status.

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

A ServiceNow MCP server that enables natural language management of incidents via the Table API, with tools to create, read, update, search, comment on, and resolve incidents.

Enables AI assistants to manage PagerDuty incidents, view alerts, and check on-call schedules with both read-only and write operations.

Enables AI assistants to manage website feedback from Feedbucket, including listing, filtering, commenting on, and resolving feedback items through natural language interactions.

Enables full CRUD operations on Zendesk admin configurations like triggers, automations, macros, views, SLA policies, groups, ticket fields, forms, and webhooks, with a preview-confirm guard for destructive changes.

Validates whether phone numbers are registered on WhatsApp, supporting single and bulk (up to 10) number checks.

A local MCP server that enables searching, reading, creating, updating, and commenting on NinjaOne tickets through natural language.

An MCP server that lets AI assistants search and read support tickets from Jitbit Helpdesk. Works with both SaaS and on-premise installations.

Enables AI models to perform IT service management operations on Freshservice, including managing tickets, changes, problems, releases, assets, projects, and more through a set of MCP tools.

Enables incident management and on-call operations for the All Quiet platform, allowing MCP clients to triage incidents, check who is on call, and access the full public API through generic tools.

A versatile MCP server providing tools for arithmetic operations, n8n webhook integration, and access to a customer support playbook resource. It also includes specialized prompt templates for converting webinar transcripts into engaging blog posts.

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.

Enables AI assistants to interact with Zoho Field Service Management, allowing operations on work orders, requests, contacts, and more via natural language.