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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Bargainer

3

A multi-source deal aggregation server that enables searching, filtering, and comparing retail deals from Slickdeals, RapidAPI, and web scraping providers.

6 tools

Pabal MCP

3

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

3

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

3

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

3

A tool that bridges Claude with OpenAI's ChatGPT models, specifically enabling web search capabilities and reasoning models with configurable effort and verbosity levels.

1 tool

jobswithgpt

3

Job search MCP using jobswithgpt which indexes 500K+ public job listings and refreshed continously.

2 tools

Smallest.ai Knowledge Base

3

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

3 tools

DevRev

3

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.

2 tools

Funky Junction

3

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.

16 tools

ui-ticket-mcp

3

Human-to-AI code review bridge. Review UI in the browser, AI agents fix code via MCP.

Katana MCP Server

3

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.

8 tools

Instagram

3

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.

35 tools

mcp-hello-world

3

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.

1 tool

promptbook-mcp

3

Personal cookbook for AI prompts - MCP Server with RAG-powered semantic search

11 tools

commune

3

A Rust library designed to support the development of discoverable networks of AI agents.

5-Day-AI-Agents-Intensive-Course-with-Google

3

5-Day Hands-on AI Agents Course using Google ADK & Vertex AI | From first agent to production deployment

3 tools

FS-MCP

3

🧠🤖 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

20 tools

multi-agent-chat

3

🤖 Engage in dynamic conversations with multiple AI personalities in a group chat, enhancing your interactive experience with real-time responses.

aws-mcp-server

3

MCP (Model context protocol) server to connect MCP client such as Claude Desktop.

1 tool

fraud-detection-mcp

3

Advanced fraud detection MCP server with behavioral biometrics, real-time anomaly detection, and explainable AI for comprehensive fraud prevention

6 tools

MCP-Mathematics

3

A comprehensive Model Context Protocol (MCP) server that turns any AI assistant into a powerful mathematical computation engine.

18 tools

mozichem-hub

3

A modular Python toolkit for creating MCP modules tailored to chemical engineering and chemistry workflows.

3 tools

model_context_protocol_training

3

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

3

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

3

A JIRA MCP server providing complete issue management including retrieval, JQL searching, creation, updates, and status transitions through JIRA's REST API v2.

6 tools

IDA Pro Multi-Session

3

A multi-session MCP server for IDA Pro that enables concurrent binary analysis, malware research, and vulnerability discovery across multiple isolated processes.

36 tools

DMCP

3

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.

1 tool

EPICS Process Variable Bridge

3

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.

3 tools

Apache AGE Graph

3

A specialized MCP server that bridges Claude with PostgreSQL using the Apache AGE extension, enabling graph database operations and Cypher queries through natural language.

1 tool

Kroger

3

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.

4 tools