AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
MCP-Penetration-testing
The ultimate OWASP MCP Top 10 security checklist and pentesting framework for Model Context Protocol (MCP), AI agents, and LLM-powered systems.
claude-journal-mcp
Lightweight journal/memory plugin for Claude Code with zero ML dependencies. Features slash commands, proactive skills, and auto-capture hooks.
KnowledgeMCP
Model Context Protocol (MCP) server for local vector storage & semantic search (ChromaDB, OCR, async ingestion).
code-buddy
Your AI-powered coding companion for Claude Desktop. MCP server with 23+ dev tools for file operations, git integration, code analysis, and more. Works with any project on your system.
selenium-mcp
A comprehensive MCP server providing Selenium WebDriver capabilities to AI assistants, enabling browser management, complex element interactions, cookie handling, and automated web testing.
vertex-mcp-chatbot
Vertex AI chatbot with MCP integration
MCP for IIIF Images
A specialized MCP server for interacting with the International Image Interoperability Framework (IIIF), allowing users to fetch manifests and retrieve specific full or cropped image regions for analysis.
opencode-personal-knowledge
🧠 Personal knowledge MCP server with vector database for Opencode. Store and retrieve knowledge using semantic search, powered by local embeddings.
FDIC BankFind MCP Server - (Unofficial)
The is a MCPserver that brings the power of FDIC BankFind APIs straight to your AI tools and workflows. Structured U.S. banking data, delivered with maximum vibes. 😎📊
cc-session-search
MCP server for searching and analyzing Claude Code conversation history
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.
mcp-config-manager
🎛️ The visual command center for AI tool configuration. Stop wrestling with JSON - start managing MCP servers visually across Claude, VS Code, and more.
mcp-conductor
A project orchestration system that uses a 'Project Intelligence Cache' to synchronize multiple MCPs (Memory, Filesystem, Git, etc.) and restore full development context in seconds.
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.
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.
arXiv Search
MCP (Model Context Protocol) Server. Search and retrieve academic papers from arXiv.org by category, providing titles, authors, summaries, and links sorted by date.
medulla
A free, open-source, git-native knowledge engine for software projects.
Databricks
The Databricks MCP server enables AI models to interact with Databricks workspaces by listing catalogs, schemas, and tables, as well as executing SQL queries directly on warehouses.
Postal
A persistent, SQLite-backed mailbox system that enables asynchronous message passing and coordination between different AI agents via a shared HTTP-based queue.
X.com
MCP (Model Context Protocol) Server. Integrates with X.com's API v2 through OAuth 2.0 authentication to provide complete post management capabilities including creation, deletion, search, timelines, retweets, likes, bookmarks, and engagement tracking for social media automation and content analysis workflows.
API Tester
A comprehensive QA tool that ingests OpenAPI, Postman, or GraphQL specs to auto-generate and execute API and load tests in multiple languages including TypeScript/Playwright and Python/pytest.
Whodis (Domain Availability Checker)
A specialized MCP server that provides bulk domain availability checking via WHOIS lookups, allowing users to verify if multiple domain names are available for registration.
ARIA Validator
A specialized MCP server for validating ARIA roles and attributes using the aria-query library to ensure web accessibility compliance. It provides real-time checks for attribute validity, allowed values, and proper role usage within development environments.
GemForge-MCP
MCP server to empower your agent with enterprise-grade Gemini integration for codebase analysis, live search, text/PDF/image processing, and more on your favorite MCP clients.
RAG
A low-latency Retrieval-Augmented Generation (RAG) server that provides semantic document search and AI-powered summarization using ChromaDB and OpenAI-compatible embeddings.
Contentstack BrandKit
MCP (Model Context Protocol) Server. Provides a bridge to Contentstack's BrandKit product for managing knowledge vault content through CRUD operations for adding, updating, deleting, and searching content.
DreamFactory
MCP (Model Context Protocol) Server. Enables AI to interact with databases through DreamFactory's REST API, providing secure, structured access to schemas, data, and stored procedures without direct credential exposure.
Gemini Data Analysis & Research
MCP (Model Context Protocol) Server. Bridges to Google's Gemini model for data analysis, email communication, and reasoning process generation with tools for Excel/CSV processing, statistical visualization, and AI-generated content.