"Understanding Vector Search" matching MCP servers:

Enables creating executive presentation suites from a single prompt, generating PowerPoint, interactive web deck, KPI dashboard, whiteboard infographic, and vector PDF files through MCP.

AI job search and job application tracker. Search live jobs by title, location, salary, date posted, and remote or on-site, and see each one checked on real data: pay against market rates, ghost-job signals, visa sponsorship history, and how well it matches your resume. Check how hiring software reads your resume, track applications, set follow-up reminders, and get email alerts.

Enables AI assistants to run 79 deterministic tools for business, legal, invoicing, financial math, and developer tasks, with instant vector PDF export and privacy-first handling.

Enables AI assistants to interact with Microsoft Teams, chats, files, users, and organizational data through Microsoft Graph APIs, supporting messaging, search, attachment handling, and user management.

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.

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.

Enables AI assistants to interact with Microsoft Teams, users, chats, files, and organizational data through Microsoft Graph APIs, including messaging, search, user management, and attachment handling.

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

Enables MCP clients to synthesize print-ready vector PDFs and high-resolution PNG previews for invoices, estimates, receipts, contracts, and other business documents, with configurable themes, compliance notices, and verification seals.

Enables AI assistants to manage job applications and companies in a local SQLite-backed tracker, including searching, creating, updating, and deleting postings and companies, plus reading and updating shared job-search context.

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.

Enables AI assistants to interact with Microsoft Teams and Microsoft Graph APIs for user lookup, team and channel messaging, chat management, message search, and file or attachment handling.

Enables any MCP host to search and retrieve job postings through standardized tools, with keyword, location, remote, and date filtering.

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.

Enables AI assistants to search, read, compose, send, label, and trash email messages securely through official Google Workspace APIs, with local OAuth token management.

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.

MCP server for Mattermost with 19 tools to manage channels, messages, search, direct messages, users, files, and reactions.

Enables AI assistants to interact with Microsoft Teams and Microsoft Graph APIs for messaging, search, user management, file uploads, and chat/channel operations.

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

Enables AI assistants to interact with Microsoft Teams and Microsoft Graph for messaging, chats, channels, user search, file uploads and downloads, and advanced message search through MCP.

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.

Enables AI assistants to interact with Microsoft Teams and Microsoft Graph data, including messaging, chat and channel operations, user search, file uploads, and message discovery via search.

Enables MCP clients to read reception data from a bookings sheet through five query tools for recent messages, conversation history, bookings, villa search, and reception statistics.

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

Enables AI assistants to interact with Microsoft Teams, chats, channels, users, files, and organizational data through Microsoft Graph, including messaging, search, message management, attachments, and authentication.

MCP server for Feishu/Lark API integration, enabling AI agents to send messages, manage groups, create and edit documents and spreadsheets, and search knowledge bases.