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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Vibe-Coder-MCP

94

A comprehensive software development suite for AI assistants that provides deep research, automated project planning, codebase mapping, and an AI-native task management system using RDD methodology.

16 tools

heimdall-mcp-server

94

Heimdall provides a persistent, long-term cognitive memory for AI coding assistants by indexing git history and project documentation into a Qdrant vector database. It allows LLMs to recall architectural patterns, past solutions, and session lessons across different chat sessions.

6 tools

Java Sink Tracer

93

An MCP server for auditing Java source code vulnerabilities using function-level taint analysis to trace data flow from sinks back to sources and extract relevant code paths.

6 tools

Wanaku MCP Router

93

A SSE-based MCP router and gateway that provides unified access to enterprise systems by bridging multiple MCP servers and leveraging 300+ Apache Camel integration components.

infobus-mcp

93

A Model Context Protocol server that enables AI assistants to access transit information, offering capabilities for trip planning and real-time transit queries.

Manus

92

MCP (Model Context Protocol) Server. Orchestrates specialized agents for collaborative task execution with file operations, shell commands, and browser automation capabilities through a TypeScript-based API.

Replicate

92

MCP (Model Context Protocol) Server. Bridges Replicate's AI model hosting platform, enabling seamless interaction with diverse machine learning models for tasks like image generation and text processing.

13 tools

Minecraft

92

A Model Context Protocol server that allows AI assistants to control a Minecraft bot, enabling programmatic interaction with the game world, inventory management, and entity combat.

21 tools

Facebook Pages Manager

92

A comprehensive MCP server for managing Facebook Pages, enabling AI agents to create content, moderate comments via filtering or bulk actions, and retrieve detailed post-level engagement and impression metrics.

29 tools

mcp-server-idapro

92

A specialized MCP server that bridges AI assistants with IDA Pro, enabling automated binary analysis, disassembly retrieval, and Python script execution for reverse engineering workflows.

8 tools

Web3 Blockchain Interface

92

MCP (Model Context Protocol) Server. Unifies interactions with multiple blockchains like Solana and Ethereum, enabling cross-chain operations such as balance checks and token transfers.

langgraph-ai

92

A comprehensive collection of LangGraph implementation guides, covering Agentic RAG systems, MCP server/client development, and advanced AI orchestration patterns.

flowlens-mcp-server

92

FlowLens acts as a bridge between recorded browser sessions and AI coding agents, providing full execution context including network logs, console output, and DOM events for debugging.

PageIndex

Failed
92

PageIndex MCP is a reasoning-based RAG system that uses hierarchical tree structures instead of vector similarity to help LLMs navigate and retrieve information from long PDF documents.

code-pathfinder

92

AI-Native Static Code Analysis for modern security teams. Built for finding vulnerabilities, advanced structural search, derive insights and supports MCP

Google Search Console

92

A Google Search Console MCP server that enables deep analysis of SEO performance metrics, featuring advanced regex filtering and automated 'quick wins' optimization detection.

1 tool

Travel Planner

91

Travel planning and itinerary management server integrating with Google Maps API for location search, place details, and route calculations.

4 tools

Box

91

The Box MCP Server enables AI-powered interactions with Box storage, allowing for advanced document search, text extraction, content analysis, and full file/folder management through Box's API.

13 tools

Needle

91

A production-ready RAG platform that enables agents to perform semantic searches, document retrieval, and collection management across various file formats like PDF, DOCX, and XLSX through the Needle ecosystem.

daymon

91

Daymon puts your favorite AI to work 24/7. It schedules, remembers, and orchestrates your own virtual team. Free.

snippy

91

A serverless code snippet management system that exposes Azure Functions as MCP tools, featuring multi-agent orchestration, semantic vector search via Cosmos DB, and automated documentation generation.

5 tools

finlab-ai

91

A quantitative trading toolkit providing access to over 900 financial data columns, backtesting engines, and factor analysis for Taiwan stock markets.

Cryo

90

A blockchain data extraction and analysis server that interfaces with Cryo and DuckDB to provide efficient SQL querying of Ethereum on-chain datasets.

9 tools

GIS Operations

90

A comprehensive geospatial analysis MCP server that provides 90+ tools for coordinate transformation, geometry operations, raster/vector processing, spatial statistics, and map visualization using industry-standard libraries like Shapely, GeoPandas, and PySAL.

97 tools

brave-search-mcp

90

An MCP Server implementation that integrates the Brave Search API, providing, Web Search, Local Points of Interest Search, Image Search, Video Search and News Search capabilities

5 tools

sandbox-mcp

90

A secure Model Context Protocol server that allows LLMs to execute code and scripts across multiple programming languages and network tools within isolated Docker containers.

1 tool

seline

90

Seline is a privacy-focused AI assistant desktop application that combines local vector search, document indexing, and multi-model LLM chat into a single interface.

Financial Modeling Prep

Needs Setup
90

A comprehensive MCP server providing real-time and historical financial data from the Financial Modeling Prep API, covering 250+ tools across stocks, financial statements, economics, and alternative data like insider trading and ESG scores.

286 tools

Alibaba Cloud OPS

89

Manage the lifecycle of your Alibaba Cloud resources with CloudOps Orchestration Service and Alibaba Cloud OpenAPI.

39 tools

mcpcat

Failed
89

MCPcat is an analytics and monitoring SDK for MCP servers that tracks user behavior, session replays, and tool usage patterns while providing seamless telemetry integration with platforms like Datadog and Sentry.