AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
GitHub
A comprehensive GitHub integration for MCP that enables seamless repository management, file operations, issue tracking, and advanced code search capabilities.
KnowledgeMCP
Model Context Protocol (MCP) server for local vector storage & semantic search (ChromaDB, OCR, async ingestion).
Gremlin
The official Gremlin MCP server. Analyze your reliability posture, review recent tests and chaos engineering experiments, and create detailed reports.
salesforce-mcp-server
MCP server for Salesforce API integration - Complete CRM integration for GenAI applications
kortx-mcp
Kortx: MCP server for AI-powered consultation. GPT-5 strategic planning, Perplexity real-time search, GPT Image visual creation, with intelligent context gathering
vertex-mcp-chatbot
Vertex AI chatbot with MCP integration
btp-sap-odata-to-mcp-server-optimized
An enterprise-grade MCP server that bridges SAP OData services with AI capabilities, featuring modular authentication and native SAP BTP Cloud Foundry integration.
ThinkPLC-MCP
A specialized MCP server for interacting with SIEMENS PLC S7-1500/1200 controllers via JSON-RPC, providing comprehensive tools for tag management, alarm handling, and system diagnostics.
MCP-Server-for-Hashing
A Model Context Protocol (MCP) server for calculating MD5 and SHA-256 hashes, complete with tools and guides for understanding and building MCP servers. Works with Claude Desktop & VSCode.
ebird-mcp-server
A Model Context Protocol (MCP) server for the eBird API, allowing Claude and other AI assistants to access bird observation data, hotspots, and taxonomy information. Easy integration with Claude Desktop.
graphql-mcp-bridge
A bridge implementation connecting GraphQL APIs with the Model Context Protocol (MCP), enabling seamless integration between GraphQL services and MCP-compatible AI systems. This tool facilitates data exchange and API communication by translating GraphQL operations into MCP-compatible formats.
CSE MCP Server
A specialized MCP server that provides real-time stock market data and company search capabilities for the Colombo Stock Exchange (CSE).
GitHub-MCP
🧠🤖 MCP-compliant AI agent server in TypeScript 🚀 — Extend Claude & others with 🐙 GitHub Repos, Issues, Pull Requests & Actions superpowers! Ready-to-use executables available for macOS & Windows
simple-memory-mcp
🧠 Blazingly fast persistent memory for AI assistants. Sub-millisecond SQLite storage with smart tagging, full-text search, and automatic relationships. MCP server + CLI.
context-foundry
An autonomous build system that spawns recursive specialized agents (Scout, Architect, Builder, Test) to research, design, and implement code projects with a self-healing test loop.
noteit-mcp
A productivity-focused MCP server that provides 60+ expert AI agent profiles and a structured note-taking system with HTML and flow diagram visualizations for developers.
SecScanMCP
Comprehensive security scanner for MCP (Model Context Protocol) servers. 12+ analyzers, 117 YARA rules, ML-powered threat detection, dual scoring system. Detects prompt injection, tool poisoning and more
lancer-mcp
Self-hosted MCP server for hybrid semantic code search and repository intelligence.
Awesome-MCP-Servers-directory
A comprehensive collection of Model Context Protocol (MCP) servers categorized by functionality. This repository helps developers and AI enthusiasts discover and utilize the wide array of available MCP servers for various applications.
zebbern-kali-mcp
MCP server for Kali Linux penetration testing - 139 tools for AI-assisted security testing - Giving Agents access to full pentesting tools
Tyler Forge
A specialized MCP server for accessing Tyler Forge design system documentation, providing tools for component discovery, API validation, design token retrieval, and framework-specific integration guides.
LangchainMCP
A production-ready MCP server that wraps a LangChain agent as a single tool, enabling multi-step reasoning tasks with optional Playwright-based website accessibility analysis.
Agent Farm
An orchestration platform for deploying parallel swarms of tool-enabled AI agents to perform complex tasks like code generation, system monitoring, and multi-perspective analysis. It features a unique chunked write pattern that enables the creation of large-scale documents and code files by assembling parallel agent outputs.
SonicWall
A professional MCP server for SonicWall firewalls (SonicOS 7.x/8.x) that enables natural language log analysis, threat detection, and advanced network security monitoring.
Strava
A Strava MCP server that provides access to fitness activity data, including detailed sensor streams and metrics, with local caching for performance.
SignNow MCP Server
Provides AI agents with structured access to SignNow eSignature workflows, enabling tools for template management, document generation, signing invites, and status tracking.
Memento
Persistent memory for AI tools. Local-first knowledge graph with hybrid search.
SharePoint MCP Server
A comprehensive MCP server that enables browsing and interacting with Microsoft SharePoint sites, allowing users to search files, list document libraries, and retrieve document content via the Microsoft Graph API.
gopeak
GoPeak — The most comprehensive MCP server for Godot Engine. 95+ tools, LSP, DAP, screenshots.
SET-MCP
Provides access to the Securities Exchange of Thailand (SET), allowing AI agents to retrieve detailed historical financial statements including balance sheets, income statements, and cash flows for listed companies.