AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Flowise
Integrates Flowise chatflows and assistants into MCP workflows, allowing AI-powered conversational interfaces to be exposed as tools dynamically or statically.
MCP_Atom_of_Thoughts
A reasoning framework server that implements the Atom of Thoughts (AoT) methodology to decompose complex problems into verifiable atomic units like premises, hypotheses, and conclusions.
mcp-shell
Give hands to AI. MCP server to run shell commands securely, auditably, and on demand.
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.
cap-mcp-plugin
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.
erpnext-mcp-server
Connect AI assistants to your ERPNext instance via the Model Context Protocol (MCP) using the official Frappe API.
Minimax AI
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.
Documentation Manager
An MCP server for managing markdown documentation with YAML frontmatter, providing tools for precise editing, health checks, and generating LLM-optimized consolidated documentation.
chucknorris
⚡ C̷h̷u̷c̷k̷N̷o̷r̷r̷i̷s̷ MCP server: Helping LLMs break limits. Provides enhancement prompts inspired by elder-plinius' L1B3RT4S
ShadowCrawl
🥷 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. 🦀
Twelve Data
Integrate your AI agents with real-time and historical financial market data through our official Twelve Data MCP server.
MCP-UI Widgets
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.
Memory PostgreSQL
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.
claude-recall
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.
Fastmail MCP
Access Fastmail via JMAP: list/search emails, send and move mail, handle attachments/threads, plus contacts and calendar tools.
gdal-mcp
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.
Imagen 3
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.
Memory Plus
A lightweight local RAG memory store that allows MCP agents to record, retrieve, update, and visualize persistent memories throughout different sessions.
MCPShell
Tool that allows LLMs to safely execute command-line tools, providing a secure bridge between LLMs and operating system commands.
baba_is_eval
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.
claude-code-buddy
Claude Code plugin for vibe coding - adds project memory and smart routing to reduce repetitive prompts
Containerd
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.
Roomey_AI_Voice_Agent
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.
ScrapeGraphAI-scrapegraph-mcp
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.
DeepSeek Reasoner
MCP (Model Context Protocol) Server. Integrates DeepSeek's R1 reasoning engine to enhance problem-solving, research assistance, and decision support capabilities.
claude-code-emacs
A robust MCP integration for Emacs that bridges the Claude Code AI CLI with the Emacs environment, enabling buffer operations, LSP diagnostics, and project-aware AI coding sessions.
GraphRAG
A hybrid retrieval MCP server that integrates Neo4j graph database and Qdrant vector database for semantic search and context expansion through relationship following.
Ripgrep
A high-performance text search MCP server that wraps the ripgrep (rg) tool for fast file exploration and pattern matching across local filesystems.
vscode-mcp
Connects AI agents to VSCode's internal Language Server Protocol for real-time diagnostics, symbol information, and code navigation without executing slow CLI commands.
MCP (Model Context Protocol) Server. Integrates with LinkedIn to enable automated profile browsing, searching, and post interactions using Playwright for browser automation and secure session management.