AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
npm-search-mcp-server
MCP server for searching npm packages
kratos-mcp
🏛️ Memory System for AI Coding Tools - Never explain your codebase again. MCP server with perfect project isolation, 95.8% context accuracy, and the Four Pillars Framework.
Local FAISS MCP Server
A local vector database MCP server using FAISS for high-performance semantic search and document RAG, supporting various file formats and custom embedding models.
mcp-chain-of-draft-prompt-tool
MCP prompt tool applying Chain-of-Draft (CoD) reasoning - BYOLLM
claude-server
Claude Server is an MCP implementation that enhances Claude's capabilities by providing sophisticated context management across sessions, enabling persistent knowledge organization through hierarchical project contexts and continuous conversation threads stored in a well-structured ~/.claude directory.
Perplexity AI
MCP (Model Context Protocol) Server. Connects Claude Desktop to Perplexity AI's language models through a lightweight proxy, offering web search capabilities with llama-3.1-sonar-small-128k-online and multi-turn conversations with mixtral-8x7b-instruct.
Coding File Management
An intelligent MCP server for automated code analysis via OpenAI, comprehensive code collection into markdown documentation, and automated setup of essential MCP development tools.
protocols-io-mcp-server
An MCP server that enables MCP clients like Claude Desktop to interact with data from protocols.io.
GIS Data Conversion
A comprehensive GIS data utility for converting between major geographic formats including WKT, GeoJSON, CSV, KML, and TopoJSON, features additional support for reverse geocoding.
Mem0.ai Memory Manager
MCP (Model Context Protocol) Server. Integrates with Mem0.ai's memory management system to provide structured, persistent memory across conversations through a cognitive-inspired architecture that organizes information into short-term and long-term memory types.
Axiomatic AI
A suite of specialized MCP servers for scientific research and engineering, enabling photonic circuit design, advanced document OCR, data extraction from plots, and statistical model fitting.
Weights & Biases
A Model Context Protocol server that integrates with the Weights & Biases platform to analyze ML experiments, debug LLM traces via Weave, and generate performance reports using natural language.
Cairo Coder
A specialized MCP server that provides expert-level assistance for Cairo and Starknet development, enabling smart contract generation and code optimization through the Cairo Coder API.
mcp-stata
A specialized MCP server that bridges AI agents with local Stata installations, enabling automated statistical analysis, data inspection, and graph generation.
jenkins-mcp-enterprise
The most advanced Jenkins MCP server available - Enterprise debugging, multi-instance management, AI-powered failure analysis, vector search, and configurable diagnostics for complex CI/CD pipelines.
Mnemo
Provides extended AI memory by leveraging Gemini's context caching to load and query large codebases, documentation, and PDFs without hitting standard token limits.
mcp-turso-cloud
A robust MCP server for managing Turso databases, offering both organization-level management and secure database-level SQL operations including vector search.
txtai
MCP (Model Context Protocol) Server. Configurable server environment for efficient memory-based operations with customizable settings and flexible limits for scalable applications.
SpotDB
A lightweight, ephemeral data sandbox that provides a secure DuckDB environment for AI agents to upload CSVs and execute SQL queries without touching production databases.
currents-mcp
Integrates Currents test results into AI agents, allowing them to analyze and debug failing CI tests, retrieve performance metrics, and access historical test data.
H-1B Job Search
A specialized MCP server providing access to official U.S. Department of Labor H-1B LCA disclosure data to search for job sponsorships, analyze company statistics, and filter out staffing agencies.
django-firebase-mcp
A production-ready Django app implementing Firebase Model Context Protocol (MCP) server with 14 Firebase tools for AI agents. Features standalone agent, HTTP/stdio transport, LangChain integration, and complete Firebase service coverage (Auth, Firestore, Storage).
Linode
A comprehensive MCP server that enables full management of Linode cloud infrastructure through AI agents, covering compute, storage, networking, databases, and account administration across over 100 tools.
gns3-mcp-server
A comprehensive MCP server that enables AI-driven management of GNS3 network simulations, allowing for automated topology creation, device configuration via templates, and real-time troubleshooting.
RunwayML + Luma AI
A comprehensive MCP server for video and image synthesis that integrates RunwayML and Luma AI APIs, featuring asynchronous processing, prompt enhancement via OpenRouter, and advanced media management.
fast-mcp-telegram
A robust Telegram MCP server that enables AI assistants to search chats, send/edit messages, and access raw MTProto API methods through multiple transport modes.
OSRS Wiki
A specialized MCP server for Old School RuneScape (OSRS) that provides programmatic access to the official Wiki API and local game data definitions. It enables searching for items, NPCs, objects, and game variables with full pagination support.
Fetch (Mozilla Readability)
A tool that uses Mozilla's Readability algorithm to extract the main content from web pages, stripping away ads and navigation to provide clean, LLM-optimized Markdown.
awesome-mcp-servers-devops
A curated, DevOps-focused list of Model Context Protocol (MCP) servers—covering source control, IaC, Kubernetes, CI/CD, cloud, observability, security, and collaboration—with a bias toward maintained, production-ready integrations.
AgentMail
A specialized MCP server that provides AI agents with dedicated email inboxes to send, receive, and manage correspondence via the AgentMail API.