"Semantic search, RAG, and memory systems" matching MCP servers:

Enables LLMs to search and retrieve Autotask tickets, companies, and contacts using advanced semantic search and AI-powered reranking.

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 AI-driven customer support ticket processing, including classification, response generation, and automated email sending and Google Sheets logging.

Enables AI assistants to interact with the TANSS ticket management system through 237 tools covering tickets, phone calls, chats, IT assets, time tracking, remote support, and ERP operations.

Enables semantic search and analysis of customer support tickets. Provides tools to search tickets, analyze the dataset, and retrieve individual tickets using natural language.

Enables AI agents to search, browse, and retrieve articles from the Wealthsimple Help Center via 7 typed tools (search, taxonomy, article retrieval) using the public Zendesk 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.

MCP server providing tools to search Red Hat KCS solutions, retrieve solution details, search cases, and get case details via Red Hat APIs.

Enables Zendesk support workflows through tools for semantic ticket search, customer context retrieval, solution version assessment, and daily work summaries.

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

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.

MCP server for Otobo ITSM enabling AI assistants to search, create, update, and manage tickets via the Generic Interface REST API.

Enables searching and retrieving Zendesk Help Center articles through natural language, supporting article search and detailed article lookup by ID.

Enables customer feedback management by integrating with Canny.io, supporting board listing, post retrieval, search, and creation.

MCP server that wraps the Evolution API (WhatsApp) as semantic tools for LLM agents, enabling messaging, chat management, group operations, and instance control via natural language.

A server implementation that provides Claude AI with the ability to interact with Zendesk ticketing systems through various functions including retrieving, searching, creating, and updating tickets.

An MCP server that enables AI assistants to create, search, and manage OTRS tickets through standardized interfaces.