"Understanding Vector Search" matching MCP servers:

Lets MCP clients such as Claude Code, Claude Desktop, and Cursor drive local in-browser photo, vector, PDF, spreadsheet, Word, slides, and image editors on the user's machine, with processing kept entirely on-device.

MCP server that connects to Windows Classic Outlook to automate email organization, search, and reply draft creation without sending emails.

MCP server that exposes a Microsoft 365 mailbox via the Model Context Protocol, enabling AI assistants to search, read, and download emails and attachments, and optionally send mail.

Streamable HTTP MCP server for Gmail enabling search, read, draft management, and inbox organization.

Enables a Cursor agent to search and read Confluence Server/Data Center pages via Personal Access Token, offering read-only tools for user info, spaces, page search, and page content.

MCP server for Matrix that lets Claude list rooms, search/read messages, send messages and files, react, create rooms, and invite users, with multi-homeserver support and safe-by-default writes; no end-to-end encryption.

Enables interaction with Gmail through MCP, supporting search, read, send, reply, forward, draft management, labels, and multiple accounts, deployed on Cloudflare Workers.

Enables interaction with Linear workspace through the Model Context Protocol, supporting issue management, project cycles, teams, and global search.

Enables Claude to read, send, and search messages across Microsoft Teams, including channels, chats, and profiles, using your own Microsoft 365 work account with one-click OAuth sign-in.

Local MCP stdio bridge to Slack's hosted MCP server, enabling agents to use Slack tools (send messages, search, history, canvas, etc.) via local OAuth and token refresh.

MCP server for searching and retrieving content from Igloo digital workplace instances. Enables AI assistants to search, fetch pages as Markdown, and look up member profiles via the Igloo API.

Enables humanitarian negotiators to analyze complex situations using proven methodologies like Island of Agreement, Iceberg analysis, and stakeholder mapping. Provides structured frameworks for establishing common ground, understanding deeper motivations, and developing strategic engagement plans in high-stakes humanitarian contexts.

MCP server enabling file operations (list, search, read, rename, move) on Google Drive and OneDrive.

MCP server that gives AI assistants direct access to Microsoft Dynamics 365 Business Central via its native WebSocket protocol, enabling page operations, data reading/writing, actions, search, reports, and more.

Enables AI assistants to interact with Microsoft Teams through direct API calls, supporting message search, sending replies, managing favorites, and more without Azure AD registration.

Enables workplace self-service tasks such as directory lookup, time-off management, ticket creation, and policy search, with write operations governed and compensation changes structurally denied.

A Model Context Protocol (MCP) server that connects AI assistants to Jira Server/Data Center, enabling issue management, JQL search, sprint tracking, and natural language interaction with Jira.

MCP server for Google Contacts - list, search, and manage contacts.

Provides read-only access to Google Docs and Google Sheets, enabling users to read document content, spreadsheet data, and list/search accessible files through natural language.

Local MCP server providing Gmail tools (search, read, draft, send, trash) via Google's official API, integrated with GitHub Copilot CLI.