AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Seafile MCP Server
Connects Claude to your self-hosted or cloud-based Seafile storage for managing libraries and files through natural language. It enables users to browse directories, read file contents, and perform file operations like moving, renaming, or searching across their private infrastructure.
Smart Connections MCP Server
Enables semantic search and knowledge graph exploration of Obsidian vaults using Smart Connections embeddings. Provides intelligent note discovery, similarity search, and connection mapping through natural language queries.
VOICEVOX
MCP (Model Context Protocol) Server. Enables AI to generate natural-sounding Japanese voice audio from text through integration with the VOICEVOX engine, supporting configurable parameters like speaker ID and speech speed.
MCP Airtable Server
Provides tools for AI assistants to interact with Airtable databases, enabling CRUD operations on Airtable bases and tables.
Terminal Control MCP
Enables AI agents to interact with terminal-based TUI applications by capturing visual terminal output as PNG screenshots and simulating keyboard input through a virtual X11 display.
Planka MCP Server
A Model Context Protocol server that enables AI assistants like Claude to interact directly with Planka Kanban boards, allowing automated management of projects, tasks, and workflows through conversational interfaces.
Kagami
Kagami is a specialized Playwright-based MCP server built for the Claude Code Web environment, enabling browser automation via a secure JWT authentication proxy and Firefox.
gerbil-mcp
Provides AI assistants with live access to a Gerbil Scheme environment to evaluate expressions, look up module exports, and check syntax. It enables real-time interaction with the gxi runtime for macro expansion and symbol searching.
Oceanir Memory
Provides persistent long-term memory for AI coding agents by storing entities, relations, and observations across different sessions. It enables users to manage and query structured knowledge like coding preferences, project patterns, and technical solutions via a graph-based storage system.
Stabile-Loyalty-Rewards-AI
Stabile exposes high-utility primitives for issuing loyalty rewards and calculating transaction incentives, allowing AI agents to mathematically reason through merchant economics. It bridges the gap between loyalty ledgers and agentic decision-making using standardized tool schemas.
OssHub
Provides unified access to multiple cloud object storage services (Huawei OBS, Alibaba OSS, AWS S3, MinIO) enabling AI assistants to list, search, retrieve, and manage unstructured data across different storage providers.
XRPL Agent Wallet MCP
Provides secure, policy-controlled wallet infrastructure for AI agents to autonomously manage XRP Ledger wallets and sign transactions. It features a tiered security model with encrypted key storage, a declarative policy engine, and full audit trails for compliance.
Sequenzy MCP Server
Enables management of AI-powered email marketing automation, including subscriber segments, campaigns, and templates. It allows users to generate email sequences with AI and track detailed analytics through natural language commands.
oeradio-mcp
Amateur radio MCP server with band plans, EIRP, cable loss, antenna gains, and more
WebZum - AI Website Generator
AI-powered website creation for local businesses with SEO and lead gen.
fixatia-property-search
Search real estate auction properties across Europe with filtering by country, price, and ROI.
Tree Analyzer MCP Server
Analyzes genealogy trees to detect errors, duplicates, and timeline inconsistencies while identifying missing source citations. It generates detailed audit reports and prioritized research leads to help users maintain accurate and well-documented family histories.
Browser MCP
An MCP server for browser automation using Puppeteer that enables AI assistants to navigate web pages, interact with UI elements, and capture screenshots. It supports comprehensive web tasks including form filling, content extraction, and executing custom JavaScript within the browser context.
TimePRO MCP Server
An MCP server that wraps the TimePRO API, enabling AI assistants to automatically create, view, and manage timesheets for authenticated users. It provides tools for searching clients and projects, retrieving configuration defaults, and performing full CRUD operations on timesheet entries.
TripNow (航班管家)
Provides real-time flight and train ticket queries, live status tracking, and a professional knowledge base for air and rail travel. It enables users to monitor departures, check ticketing policies, and manage travel information through a unified interface.
Overwatch MCP
An MCP server that enables querying logs and metrics from Graylog, Prometheus, and InfluxDB 2.x. It provides tools for executing Lucene log searches, PromQL queries, and Flux queries directly within MCP-compatible clients.
MCP App Test Value Picker Server
A debug tool for platform developers to verify that their MCP App hosts correctly implement protocol specifications like context injection and message sending. It provides a blind selection test to ensure seamless end-to-end communication between the UI, host, and model.
YouTube MCP Agent
An MCP server agent that enables analysis of YouTube videos by extracting transcripts, generating summaries, and creating chapter timestamps. It allows users to interact with video content through natural language to perform tasks such as writing social media posts.
llmse
LLMSE.ai MCP server allows AI assistants like Claude to classify websites, analyze SEO and E-E-A-T quality, match advertisers, and discover competitor sites
Nipoppy MCP Server
An interface for the Nipoppy neuroimaging framework that enables AI agents to list files and manage clinical datasets. It facilitates interaction with neuroimaging data organized according to the Brain Imaging Data Structure (BIDS) standard.
GitHub PR Analysis MCP Server
Enables the analysis of GitHub Pull Requests to extract metadata, commits, and code changes for structured AI insights. It also supports the optional creation of Notion pages to store and organize the resulting analysis.
Ollama MCP Server
Enables Claude to delegate coding tasks to local Ollama models, reducing API token usage by up to 98.75% while leveraging local compute resources. Supports code generation, review, refactoring, and file analysis with Claude providing oversight and quality assurance.
mac-mcp-server
Enables AI assistants to automate macOS through AppleScript and JXA by providing 44 tools for application management, window control, and UI interaction. It allows for comprehensive system control including screen capture, keyboard and mouse simulation, and system information retrieval.
Salesforce MCP Server
Enables AI agents to perform secure Salesforce Lead management operations including CRUD actions, status updates, and idempotent syncing. It features TRD-compliant audit logging and OAuth 2.0 authentication to ensure reliable CRM interactions.
MCP-Ables
Turns any shell command into an MCP server by defining command-line tools in simple YAML files. Enables AI agents to execute system commands, security scanners, DevOps tools, and CLI utilities directly from chat interfaces.