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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Pluggable Knowledge Graph Memory

52

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.

cap-mcp-plugin

52

An MCP server plugin for SAP Cloud Application Programming (CAP) that automatically exposes OData services, functions, and actions as AI-accessible resources, tools, and prompts using simple annotations.

10 tools

mcp-batchit

52

🚀 MCP aggregator for batching multiple tool calls into a single request. Reduces overhead, saves tokens, and simplifies complex operations in AI agent workflows.

1 tool

Sub-Agents

Needs Setup
52

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.

Flowise

52

Integrates Flowise chatflows and assistants into MCP workflows, allowing AI-powered conversational interfaces to be exposed as tools dynamically or statically.

2 tools

mcp-jobs

52

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.

Minimax AI

51

MCP (Model Context Protocol) Server. Integrates with Minimax's AI services to provide image generation and text-to-speech capabilities through a Node.js server, enabling editors to access image-01 and speech-01 models for creating visuals and natural-sounding audio without leaving the editing environment.

3 tools

chucknorris

51

⚡ C̷h̷u̷c̷k̷N̷o̷r̷r̷i̷s̷ MCP server: Helping LLMs break limits. Provides enhancement prompts inspired by elder-plinius' L1B3RT4S

1 tool

Twelve Data

51

Integrate your AI agents with real-time and historical financial market data through our official Twelve Data MCP server.

1 tool

claude-code-buddy

51

Claude Code plugin for vibe coding - adds project memory and smart routing to reduce repetitive prompts

Memory PostgreSQL

51

MCP (Model Context Protocol) Server. Provides long-term memory capabilities using PostgreSQL with pgvector for efficient semantic search across stored memories, enabling tagging, confidence scoring, and filtering for maintaining context across conversations.

MCP-UI Widgets

51

A collection of interactive MCP-UI widgets that provide visual components like timers, stopwatches, unit converters, and fact displays directly within supported LLM chat interfaces.

4 tools

gdal-mcp

51

Model Context Protocol server that packages GDAL-style geospatial workflows through Python-native libraries (Rasterio, GeoPandas, PyProj, etc.) to give AI agents catalog discovery, metadata intelligence, and raster/vector processing with built-in reasoning guidance and reference resources.

Containerd

51

A Rust-based MCP server that provides a bridge to the Containerd CRI interface, allowing for natural language management of containers, images, and pod sandboxes.

2 tools

Roomey_AI_Voice_Agent

51

Roomey is a voice-activated AI agent designed for personal and business management, featuring ultra-low latency conversational capabilities with integrations for smart homes, calendars, and financial data.

Imagen 3

51

MCP (Model Context Protocol) Server. Enables AI to generate images from text prompts using Google's Imagen 3 API, handling API communication, image storage, and serving through a local HTTP server.

DeepSeek Reasoner

51

MCP (Model Context Protocol) Server. Integrates DeepSeek's R1 reasoning engine to enhance problem-solving, research assistance, and decision support capabilities.

Fastmail MCP

51

Access Fastmail via JMAP: list/search emails, send and move mail, handle attachments/threads, plus contacts and calendar tools.

28 tools

claude-recall

51

A persistent memory server for Claude Code that captures session context and tool outputs to inject relevant history into future sessions. It enables long-term recall through semantic search and automatic context management, allowing for more consistent and context-aware coding interactions.

MCPShell

51

Tool that allows LLMs to safely execute command-line tools, providing a secure bridge between LLMs and operating system commands.

1 tool

Memory Plus

51

A lightweight local RAG memory store that allows MCP agents to record, retrieve, update, and visualize persistent memories throughout different sessions.

Documentation Manager

51

An MCP server for managing markdown documentation with YAML frontmatter, providing tools for precise editing, health checks, and generating LLM-optimized consolidated documentation.

7 tools

baba_is_eval

51

A specialized MCP server that allows AI models to play the puzzle game 'Baba Is You' by manipulating game rules and movement via text commands. It uses modded Lua hooks to extract game state and execute grid-based reasoning tasks.

7 tools

ScrapeGraphAI-scrapegraph-mcp

51

A production-ready MCP server that integrates ScrapeGraph AI's capabilities for advanced AI-powered web scraping, multi-page crawling, and agentic data extraction workflows.

8 tools

ShadowCrawl

51

🥷 The FREE, Sovereign alternative to Firecrawl & Tavily. Pure Rust Stealth Scraper + Built-in God-Tier Meta-Search for AI Agents. Bypass Cloudflare & DataDome via HITL. Zero-bloat, ultra-clean LLM data. 99.99% Success Rate. 🦀

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

vscode-mcp

50

Connects AI agents to VSCode's internal Language Server Protocol for real-time diagnostics, symbol information, and code navigation without executing slow CLI commands.

8 tools

PromptHouse

50

Personal prompt library with MCP integration for AI clients.

2 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.

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