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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

codebase-context-mcp

Codebase indexing and search via WASM tree-sitter. Works on ARM64 and x86_64.

zerodust

Sweep native gas tokens to exactly zero across 25+ EVM chains via AI agents.

ChromaDB MCP Server

Enables GitHub Copilot to query local ChromaDB instances to retrieve relevant documents and context for AI conversations. It allows users to search vector collections using natural language tools directly within VS Code.

Synthetic Search MCP Server

Provides privacy-focused web search capabilities with zero-data-retention for MCP-enabled applications. It allows users to execute search queries and retrieve ranked results using the Synthetic Search API.

ATEM MCP Server

Enables natural language control of Blackmagic ATEM video switchers via the Model Context Protocol. It allows users to manage camera switching, transitions, audio mixing, macros, and streaming operations through AI assistants.

Noleemits Vision Builder MCP

Connects Claude Desktop to WordPress sites to manage Elementor pages, Gutenberg content, and Rank Math SEO settings. It enables users to create styled pages, manage section layouts, and perform content updates through natural language commands.

Saiten MCP Server

Automates the evaluation of GitHub hackathon submissions by providing tools to collect issue data, apply scoring rubrics, and generate ranking reports. It enables a multi-agent system to manage scoring consistency, statistical outlier detection, and feedback generation through the GitHub CLI.

mcp-hashline-edit-server

Provides hashline-based file editing using line-addressed edits and content hashes for integrity verification. It enables LLMs to perform precise file modifications while ensuring edits are rejected if the file content has changed since the last read.

OneMap MCP Server

Provides comprehensive access to Singapore's OneMap APIs, enabling AI assistants to perform location searches, routing, and coordinate conversions. It features over 35 tools for accessing thematic layers, population statistics, and public transport data.

Volkern MCP Server

Integrates Volkern CRM with AI agents to manage leads, schedule appointments, and handle tasks through natural language. It enables users to interact with CRM data, send WhatsApp messages, and track interactions directly within MCP-compatible clients.

speclib-mcp

An MCP server that enables AI agents to search, discover, and retrieve technical specifications from a SpecLib instance. It provides tools for full-text search, scope listing, and reading specs as markdown content.

ide-output-reader-mcp

Model Context Protocol (MCP) server for reading IDE output, test results, and linter problems. Integrates with Cursor, VS Code, and other IDEs for AI-assisted development.

manasx

Enterprise code governance and AI audit platform. Detects AI drift, enforces organizational standards, and audits AI-generated code with continuous monitoring.

DigiKey MCP Server

Provides access to the DigiKey Product Search API v4, allowing users to search for electronic components and retrieve detailed product specifications. It supports keyword searches, pricing inquiries, manufacturer lookups, and access to technical datasheets.

Stock Research MCP Server

Provides comprehensive stock intelligence and technical analysis by integrating Alpha Vantage and Finnhub data. It enables users to generate detailed research reports and retrieve real-time market metrics, indicators, and news sentiment.

@icogenie/mcp

MCP server for IcoGenie - Enable AI agents to generate icons programmatically

Context7 MCP Server

Provides access to the Context7 API for searching up-to-date documentation, code examples, API references, and troubleshooting help across thousands of programming libraries and frameworks. Enables developers and AI agents to quickly find accurate documentation, compare libraries, get migration guides, and resolve coding issues.

money

Personal finance assistant — track transactions, budgets, net worth via Plaid

Anki MCP

An enhanced MCP server that allows AI assistants to manage Anki flashcards, supporting deck creation, basic and cloze cards, and advanced searching via AnkiConnect.

6 tools

XMZ MCP Server

Enables AI models to interact with Tencent Cloud COS for cloud storage operations (upload, download, list files) and advanced media processing capabilities (image super-resolution, QR code recognition, video thumbnails, document conversion, and natural language-based file search).

ChartPane

Renders interactive Chart.js charts and dashboards inline in AI conversations.

MCP-Mem0

A template implementation of the Model Context Protocol server that integrates with Mem0 to provide AI agents with persistent memory capabilities for storing, retrieving, and searching memories using semantic search.

Backlogr MCP Server

Enables AI assistants to create and manage development projects with structured backlogs, including tasks, requirements, and progress tracking. Provides a bridge between AI development assistants and project management workflows through standardized MCP tools.

Playwright MCP Server

A Model Context Protocol server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages, take screenshots, generate test code, scrape web content, and execute JavaScript in real browser environments.

HubSpot MCP

Provides standardized access to HubSpot CRM API for managing contacts, companies, deals, leads, engagements, and associations with support for batch operations and advanced search capabilities.

TerminusAI

Execute terminal commands locally or remotely via SSH with session persistence and environment variable support. Manage terminal sessions that maintain state for up to 20 minutes, enabling efficient command execution workflows. Connect using stdio or SSE for flexible integration with AI models and a

Wakapi MCP Server

Enables tracking and analyzing development time through the Wakapi API. Provides tools to retrieve coding statistics, project details, leaderboards, and recent activity logs for productivity insights.

Ollama MCP Server

A bridge that integrates Ollama's local LLM capabilities into MCP-powered applications, enabling users to run, manage, and interact with AI models locally with full control and privacy.

mcp-web-calc

A versatile MCP server providing web search, URL content extraction, and Wikipedia retrieval without API keys, combined with advanced mathematical evaluation capabilities.

6 tools

HubSpot MCP Server

Enables interaction with HubSpot CRM through a standardized API interface. Supports managing contacts, companies, deals, engagements, products, and associations with batch operations and advanced search capabilities.