AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Bargainer
A multi-source deal aggregation server that enables searching, filtering, and comparing retail deals from Slickdeals, RapidAPI, and web scraping providers.
Pabal MCP
Manages App Store Connect and Google Play Console metadata, releases, and ASO workflows locally through MCP tools, enabling store management directly from AI clients without manual console navigation.
renderdoc-mcp
Enables AI assistants to analyze RenderDoc GPU frame captures for graphics debugging and performance analysis through a headless Python API. It provides a comprehensive suite of tools for inspecting pipeline states, shader bindings, and exporting frame resources like textures and meshes.
Context Manager
MCP (Model Context Protocol) Server. Provides a structured workflow management system for software development projects, maintaining context across sessions through state tracking of projects, tasks, and file changes from triage through QA phases.
ChatGPT WebSearch MCP
A tool that bridges Claude with OpenAI's ChatGPT models, specifically enabling web search capabilities and reasoning models with configurable effort and verbosity levels.
jobswithgpt
Job search MCP using jobswithgpt which indexes 500K+ public job listings and refreshed continously.
Smallest.ai Knowledge Base
MCP (Model Context Protocol) Server. Provides direct access to Smallest.ai knowledge base API for listing, creating, and retrieving knowledge bases without leaving the conversation context
DevRev
A Model Context Protocol server that integrates with DevRev APIs to search and retrieve data for issue tracking, support analysis, and data-driven CRM tasks.
Funky Junction
A dual-server MCP ecosystem for quantum hardware engineering that integrates Qiskit Metal for circuit design with Octave/OpenEMS for full-wave electromagnetic simulation and parameter optimization.
ui-ticket-mcp
Human-to-AI code review bridge. Review UI in the browser, AI agents fix code via MCP.
Katana MCP Server
The Katana MCP Server provides a comprehensive DeFi toolkit for managing assets on the Katana network, including cross-chain bridging, SushiSwap trading, and Yearn vault yield optimization.
A comprehensive Instagram management server enabling AI models to handle account administration, content posting, social graph analysis, and direct messaging through the private Instagram API.
mcp-hello-world
A Kotlin 'Hello World' example for the Model Context Protocol (MCP). This client-server demo uses STDIO for communication, where the client launches an MCP server to execute a simple 'greet' tool. Ideal for understanding MCP's fundamentals without complex LLM integrations.
promptbook-mcp
Personal cookbook for AI prompts - MCP Server with RAG-powered semantic search
commune
A Rust library designed to support the development of discoverable networks of AI agents.
5-Day-AI-Agents-Intensive-Course-with-Google
5-Day Hands-on AI Agents Course using Google ADK & Vertex AI | From first agent to production deployment
FS-MCP
🧠🤖 MCP-compliant AI agent server in TypeScript 🚀 — Extend Claude & others with 🗂️ full local File System superpowers: read, write, browse, and manage files/folders across macOS, Windows & Linux! Pre-built executables available for easy setup
multi-agent-chat
🤖 Engage in dynamic conversations with multiple AI personalities in a group chat, enhancing your interactive experience with real-time responses.
aws-mcp-server
MCP (Model context protocol) server to connect MCP client such as Claude Desktop.
fraud-detection-mcp
Advanced fraud detection MCP server with behavioral biometrics, real-time anomaly detection, and explainable AI for comprehensive fraud prevention
MCP-Mathematics
A comprehensive Model Context Protocol (MCP) server that turns any AI assistant into a powerful mathematical computation engine.
mozichem-hub
A modular Python toolkit for creating MCP modules tailored to chemical engineering and chemistry workflows.
model_context_protocol_training
A Slidev presentation and developer guide to the Model Context Protocol (MCP) by Anthropic, covering AI integration, LLM tool use, core concepts, and implementation examples for AI agents. #mcp #a
Firecrawl
MCP (Model Context Protocol) Server. Integrates with Firecrawl API to provide web scraping and search capabilities, enabling extraction of markdown content from URLs and web search queries that return structured results.
JIRA
A JIRA MCP server providing complete issue management including retrieval, JQL searching, creation, updates, and status transitions through JIRA's REST API v2.
IDA Pro Multi-Session
A multi-session MCP server for IDA Pro that enables concurrent binary analysis, malware research, and vulnerability discovery across multiple isolated processes.
DMCP
A meta-MCP server that solves tool overload by using semantic vector search to dynamically discover and expose only the most relevant tools for a given query.
EPICS Process Variable Bridge
MCP (Model Context Protocol) Server. Provides a bridge between AI and EPICS process variables, enabling real-time monitoring and control of industrial systems through tools for getting, setting, and retrieving detailed information about hardware systems.
Apache AGE Graph
A specialized MCP server that bridges Claude with PostgreSQL using the Apache AGE extension, enabling graph database operations and Cypher queries through natural language.
Kroger
MCP (Model Context Protocol) Server. Integrates with Kroger's grocery API to search products, find store locations, retrieve pricing and availability information, and manage shopping carts through OAuth2 authentication.