"Understanding Vector Search" matching MCP servers:

Enables full-text search of macOS iMessages including link preview metadata. Works as an MCP server for Claude Desktop to search your messages locally.

Enables searching Telegram messages and chats, retrieving recent messages, and extracting text from attached documents (PDF, TXT, MD, CSV) using your personal Telegram account.

An MCP server that enables users to search for government grants based on keywords and view detailed information including funding, eligibility, and deadlines.

A Model Context Protocol server providing file search and question tools for AI models. Enables keyword search in files with line numbers and integration with external chat services.

An MCP server that enables LLMs to access Slack's search functionality to retrieve users, channels, messages, and thread replies from a Slack workspace.

Enables local MCP clients to search, read, triage, and send email through Apple Mail, with fast indexed search and scheduled sending.

Enables interaction with Matrix homeservers through the Model Context Protocol, providing tools for room management, messaging, user profiles, and search capabilities.

Enables AI agents to manage Grok Bots through MCP: create, list, search, and delete bots, send and receive messages, read conversation transcripts, search message history, and check usage.

Enables AI assistants to read messages, threads, channel info, user profiles, search conversations, and generate permalinks in Slack workspaces.

MCP server for Bluesky/AT Protocol that enables AI agents to search, post, reply, like, and follow.

Read-only MCP server for Slack with OAuth 2.1 authentication, enabling message retrieval, thread replies, search, user and channel listing.

Enables email integration via IMAP and SMTP, allowing model assistants to read, send, search emails, and list folders.

Enables AI assistants to send, read, search, and organize Proton Mail email via SMTP and IMAP through the Model Context Protocol.

Enables unified email management across Gmail, Outlook, iCloud, and IMAP providers with tools for search, send, organize, and batch operations via natural language.

Enables AI assistants to send, read, search, and manage Gmail emails, drafts, and labels via the Model Context Protocol.

An MCP server for Gmail that allows AI assistants to read, search, compose drafts, send emails, and manage labels with attachment support.

Lets Claude Desktop manage multiple Gmail accounts simultaneously, supporting search, read, send, reply, and label organization via MCP tools.

Enables AI assistants to search, read, and download attachments from Gmail using natural language, with read-only access.

MCP server for sending and managing Microsoft Outlook email via the Microsoft Graph API, including drafts, replies, contacts, and directory search.

An MCP server that lets Claude read, search, send, label, and manage your Gmail through OAuth2.