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AI & ML

Embeddings, Vector DBs, and machine learning tools

5,471 servers in this category

Awesome MCP Servers by punkpeye

78,498

(website) - A curated list of MCP servers by Frank Fiegel

2 tools

Netdata

77,287

Netdata is a real-time infrastructure monitoring platform that provides per-second visibility into systems, containers, and applications using high-performance metrics collection and local ML anomaly detection.

sequential-thinking

Validated
75,816

A specialized MCP server that enables AI models to perform structured problem-solving through dynamic steps, revisions, and branching thoughts.

1 tool

fetch

75,816

A web content retrieval server that converts HTML from URLs into clean Markdown, allowing LLMs to browse the internet in manageable chunks.

1 tool

memory

Needs Setup
75,816

An MCP server that enables persistent memory for AI models through a local knowledge graph, allowing for the storage and retrieval of entities, relations, and atomic observations across sessions.

9 tools

time

75,816

A Model Context Protocol server that enables LLMs to retrieve local or specific timezone information and perform time conversions using IANA timezone names.

2 tools

Browser Use

75,000

An MCP server that enables LLMs and agents to perform real-time web browsing, data extraction, and browser automation via the Browser Use API and local Chromium instances.

PaddleOCR

67,700

An industry-leading OCR and document AI server that provides SOTA text extraction, complex document parsing into Markdown, and intelligent information extraction using Vision-Language Models.

5 tools

crewAI

42,425

A multi-agent automation framework that orchestrates autonomous AI agents into 'Crews' or event-driven 'Flows' for complex task execution and enterprise-grade workflows.

1 tool

context7-mcp

41,274

Context7 provides up-to-date, version-specific documentation and code examples for libraries and APIs directly to your AI assistant to prevent hallucinations and outdated code generation.

2 tools

Task Master

24,700

A robust task management MCP server for AI-driven development that supports PRD parsing, task dependency management, and complexity analysis directly within IDEs like Cursor and Windsurf.

15 tools

karakeep

22,590

Karakeep (formerly Hoarder) is a self-hostable bookmarking application that uses AI for automatic tagging, summarization, and OCR, designed for comprehensive data archiving.

Graphiti

21,700

MCP (Model Context Protocol) Server. Provides a temporal knowledge graph system for storing, retrieving, and reasoning about relationships between entities with persistent memory across conversations

Oh My Posh

21,100

A cross-platform, highly customizable prompt theme engine for any shell that allows users to create and validate theme configurations.

repomix

21,076

Repomix is a powerful tool that packs entire codebases into single, AI-friendly files (XML, Markdown, or JSON) while providing MCP tools for automated repository exploration, token-optimized compression, and security scanning.

7 tools

mcp-server-browser

Validated
20,913

A general multimodal AI Agent stack that enables GUI interaction and browser control using vision-language models and hybrid DOM strategies.

21 tools

Activepieces

20,300

Activepieces is an open-source automation platform and MCP server that provides access to over 280 integrations (pieces) including Google Calendar, Notion, and custom AI flows for LLMs.

Skyvern

20,100

Skyvern is an AI-powered browser automation platform that uses Vision LLMs to navigate websites and execute complex workflows without brittle DOM selectors. It acts as an MCP server to allow LLMs to control real browser sessions for tasks like form filling, data extraction, and invoice downloading.

Chrome DevTools

Validated
19,619

Enable AI coding assistants to debug web pages directly in Chrome, providing runtime insights and debugging capabilities.

26 tools

Mastra Docs

19,200

Provides AI assistants with direct access to Mastra.ai's complete documentation and knowledge base for building AI-powered applications with TypeScript.

serena

18,332

A powerful coding agent toolkit that provides semantic code retrieval and editing capabilities by interfacing with language servers (LSP) and JetBrains IDEs via MCP.

3 tools

Screenpipe

16,400

Screenpipe is a powerful local-first MCP server that records and indexes 24/7 screen and microphone activity, providing an API to search and retrieve desktop history for AI context.

Python Sandbox

14,200

A Python agent framework that provides a browser-compatible Python execution environment and integrates Model Context Protocol to give agents access to external tools and data.

1 tool

mcp-for-beginners

13,996

A comprehensive open-source curriculum and educational repository that provides hands-on Model Context Protocol (MCP) implementations across multiple programming languages including .NET, Java, Python, and TypeScript.

Semgrep

13,808

Enable AI agents to secure code by integrating Semgrep's fast, open-source static analysis and dependency scanning capabilities into their workflows.

trigger.dev

13,243

Trigger.dev is an open-source platform for building and deploying fully-managed AI agents and long-running background workflows in TypeScript without timeouts.

Figma

Needs Setup
12,455

Empowers coding agents like Cursor with direct access to Figma design data, translating complex API responses into optimized context for more accurate design-to-code implementation.

MCP Toolbox for Databases

12,334

Open source MCP server specializing in easy, fast, and secure tools for Databases. Supports AlloyDB, BigQuery, Bigtable, Cloud SQL, Dgraph, Looker, MySQL, Neo4j, Postgres, Spanner, and more.

1 tool

txtai

12,010

txtai is an all-in-one AI framework providing an embeddings database for semantic search, LLM orchestration, and multi-model workflows. It supports vector search, RAG pipelines, and autonomous agents through Web and MCP APIs.

CUA MCP Server

11,700

A robust Computer-Use Agent framework that enables LLMs to autonomously operate macOS, Windows, and Linux environments through visual understanding and coordinate-based action execution.

3 tools
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