AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
cortex-scout
An advanced web extraction and meta-search engine for AI agents. It features native parallel searching, Human-in-the-Loop (HITL) authentication fallback, and LLM-optimized data synthesis for deep web research.
Zotero
MCP (Model Context Protocol) Server. Integrates local Zotero libraries, enabling natural language interactions for exploring and analyzing personal research collections.
Filesystem
A robust filesystem MCP server optimized for large codebases, featuring ripgrep-powered search, line-targeted editing with verification, and token-efficient partial file reading.
Google Calendar
An MCP server that enables AI assistants to manage Google Calendar through OAuth2, providing tools to list, create, edit, and delete events including support for recurring patterns.
XActions
⚡ The Complete X/Twitter Automation Toolkit — Scrapers, MCP server for AI agents (Claude/GPT), CLI, browser scripts. No API fees. Open source.
Roundtable
Unified integration layer that bridges multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through zero-configuration auto-discovery and enterprise-ready architecture.
Grasshopper Parametric Design
A bidirectional bridge that connects Grasshopper parametric design with Claude, allowing users to create, connect, and manipulate architectural components using natural language commands.
mcp-local-rag
A fully local retrieval-augmented generation (RAG) server that provides semantic search with keyword boosting, privacy-focused embedding, and smart document chunking without external API calls.
GDB
A GDB/MI protocol server based on the MCP protocol, providing remote application debugging capabilities with AI assistants.
sdl-mcp
SDL-MCP (Symbol Delta Ledger MCP Server) is a cards-first context system for coding agents that saves tokens and improves context.
Sub-Agents
An orchestration MCP server that enables task delegation to specialized AI agents defined in markdown files, supporting multiple execution engines like Cursor, Claude Code, and Gemini CLI.
OCaml Development Tools
A comprehensive OCaml development toolset that integrates with Dune, Merlin, and ocamlformat to provide real-time build monitoring, project analysis, and intelligent file operations.
@him0/freee-mcp
An MCP server for the freee API that enables AI assistants to manage accounting, HR, invoicing, and sales data through secure OAuth 2.0 authentication and dynamic company switching.
mcp-jobs
A zero-configuration job aggregator that allows AI models to search for positions, retrieve detailed job descriptions, and compare market trends across multiple recruitment platforms using natural language.
awesome-remote-mcp-servers
A curated directory of hosted and managed MCP servers that provide ready-to-use cloud endpoints for integrating various APIs and services without local setup.
mxcp
(Python) - Open-source framework for building enterprise-grade MCP servers using just YAML, SQL, and Python, with built-in auth, monitoring, ETL and policy enforcement.
Azure AI Search
MCP (Model Context Protocol) Server. Integrates with Azure AI Search to enable keyword, vector, and hybrid search capabilities for retrieving information from search indexes in readable markdown format.
OpenSearch
A documentation-focused repository for the OpenSearch project website, featuring automated content management workflows, Jekyll-based site building, and security-focused content modification.
mcp-secrets-plugin
A security-focused utility that enables MCP servers to store and retrieve sensitive credentials using system-native keychain storage across macOS, Windows, and Linux.
Arm
An MCP server providing tools for Arm architecture development, offering code migration analysis, documentation search, and performance optimization for Arm-based environments.
A2A_ADK_MCP
A multi-agent security pipeline integrating Google's Agent Development Kit (ADK) with the Model Context Protocol to provide secure SQL queries, threat detection, and PII masking.
Naver
- MCP server for Naver Search API integration, supporting blog, news, shopping search and DataLab analytics features.
Pluggable Knowledge Graph Memory
A forked version of the official Knowledge Graph Memory Server that uses DuckDB as a backend for high-performance, persistent SQL-based storage and fuzzy search capabilities.
mcp-open-library
A Model Context Protocol server that interfaces with the Internet Archive's Open Library API, allowing AI assistants to search for books, retrieve detailed author metadata, and access cover image URLs.
mailtrap-mcp
An MCP server that enables AI agents to send transactional emails, manage email templates, and interact with Mailtrap's testing sandbox environment for secure email development.
Voice Call (Twilio)
MCP (Model Context Protocol) Server. Enables AI to make outbound phone calls via Twilio with real-time speech processing, creating natural conversations for appointment scheduling, customer service, or information gathering without human intervention.
mcp-shell
Give hands to AI. MCP server to run shell commands securely, auditably, and on demand.
mcp-victorialogs
The implementation of Model Context Protocol (MCP) server for VictoriaLogs.
mcp-batchit
🚀 MCP aggregator for batching multiple tool calls into a single request. Reduces overhead, saves tokens, and simplifies complex operations in AI agent workflows.
erpnext-mcp-server
Connect AI assistants to your ERPNext instance via the Model Context Protocol (MCP) using the official Frappe API.