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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

context-optimizer-mcp-server

50

An MCP server designed to optimize AI context by providing tools for selective file analysis, intelligent terminal output extraction, and advanced web research through Exa.ai. It prevents context overflow and reasoning degradation by filtering unnecessary data from the conversation history.

5 tools

Ripgrep

50

A high-performance text search MCP server that wraps the ripgrep (rg) tool for fast file exploration and pattern matching across local filesystems.

5 tools

AutoGLM Phone

50

An Android automation server that leverages vision-language models to control mobile devices via ADB, enabling capabilities like screenshot analysis and UI action execution.

GraphRAG

50

A hybrid retrieval MCP server that integrates Neo4j graph database and Qdrant vector database for semantic search and context expansion through relationship following.

2 tools

PromptHouse

50

Personal prompt library with MCP integration for AI clients.

2 tools

joplin-mcp-server

50

A Model Context Protocol server that integrates Joplin Desktop with AI assistants, enabling full-text search, note creation, editing, and markdown imports.

6 tools

Temporal Workflows

50

Bridges AI assistants and Temporal workflows, allowing LLMs to discover, execute, and monitor long-running stateful processes via natural language.

2 tools

Whois MCP

50

MCP server that performs whois lookup against domain, IP, ASN and TLD.

4 tools

podman-mcp-server

50

Model Context Protocol (MCP) server for container runtimes (Podman and Docker)

claude-desktop-extension-bear-notes

49

A specialized MCP server for macOS that allows Claude to search, read, create, and manage Bear notes by directly accessing the local SQLite database and native APIs.

8 tools

n8n-workflow-builder-mcp

49

A specialized MCP server that enables AI agents to create, modify, and validate n8n workflows through code editors like Cursor. It provides comprehensive tools for node management, connection wiring, and AI-specific workflow orchestration.

20 tools

arbor

49

Arbor is a graph-native intelligence layer that parses code into an AST and builds a living dependency graph, allowing AI agents to navigate codebases with high precision.

3 tools

hostinger-api-mcp

Needs Setup
49

A comprehensive MCP server providing programmatic access to Hostinger's API for managing web hosting (WordPress/JS apps), domain portfolios, DNS records, billing, and VPS infrastructure (including Docker Compose, firewalls, and snapshots).

118 tools

trellis_blender

49

A Blender addon that integrates TRELLIS and TRELLIS.2 generative models via MCP, enabling native Text-to-3D and Image-to-3D workflows directly within the 3D viewport.

Garth (Garmin Connect)

49

A comprehensive MCP server providing deep integration with Garmin Connect, allowing users to query fitness, health, activity, and device data through standardized tools.

30 tools

Claude Web Search

49

Enables Claude to perform real-time web searches with configurable domain filtering (white/blacklisting) and result limits to access up-to-date information.

1 tool

Pinecone

49

Pinecone's developer MCP Server assist developers in searching documentation and managing data within their development environment.

9 tools

Ukrainian Statistics MCP Server

49

A specialized MCP server providing access to official Ukrainian government statistics via the State Statistics Service SDMX API, supporting bilingual metadata exploration and flexible data querying.

8 tools

rulego-server

49

A lightweight workflow automation platform that dynamically exposes registered rule engine components, rule chains, and APIs as MCP tools for AI assistants like Cursor and Windsurf.

create-mcp

49

A CLI tool to scaffold, deploy, and manage MCP servers on Cloudflare Workers, automatically converting TypeScript functions into MCP tools using JSDoc comments.

1 tool

ScreenPilot

49

A screen automation toolkit that enables Large Language Models to control and interact with graphical user interfaces via mouse, keyboard, and screen analysis.

6 tools

talkito

49

TalkiTo is an MCP-compatible bridge that enables voice-based interaction with AI agents like Claude Code and OpenAI Codex across terminal, WhatsApp, Slack, and SMS channels.

CrewAI Enterprise

48

MCP (Model Context Protocol) Server. Connects to CrewAI Enterprise workflows, enabling kickoff and monitoring of collaborative agent teams for complex task delegation without leaving your interface.

2 tools

Todo List

48

A robust TypeScript-based task management server for Claude Desktop featuring in-memory CRUD operations, Zod validation, and AI-driven productivity insights via the Model Context Protocol.

6 tools

@aashari/mcp-server-atlassian-jira

Needs Setup
48

A comprehensive MCP server providing full CRUD access to any Jira Cloud REST API v3 endpoint, optimized with TOON format and JMESPath filtering for efficient AI consumption.

5 tools

sympy-mcp

48

A robust MCP server that bridges LLMs with the SymPy computer algebra system, enabling precise symbolic mathematics, vector calculus, and general relativity calculations. It prevents LLM hallucinations by offloading complex algebraic manipulations, differential equation solving, and tensor calculus to a specialized symbolic kernel.

31 tools

Gemini

48

A Model Context Protocol server that integrates with Google's Gemini API to provide intelligent web searching with citations and direct access to Gemini 2.5 models for complex reasoning.

2 tools

AFFiNE

48

A comprehensive MCP server for integrating with AFFiNE workspaces, enabling full document lifecycle management, real-time WebSocket updates, and CRDT-based collaborate editing.

35 tools

Last9

48

Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster.

21 tools

Finance Tools

48

A specialized MCP server that integrates financial data sources like yfinance and FRED with technical analysis libraries to provide real-time market data and economic insights.