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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Scan-Code-Tool

2

A real-time AI code security scanning tool designed to detect vulnerabilities, exposed secrets, and regulatory compliance issues in AI-generated code.

5 tools

GitHub Team Management MCP Server

2

A robust MCP server for automating GitHub project management, allowing AI assistants to manage issues, organize project boards, and analyze organizational activity through OAuth-authenticated workflows.

24 tools

SQLMap

2

A professional MCP server for automated SQL injection testing and database reconnaissance, exposing SQLMap's core capabilities through 12 specialized tools. It supports everything from basic scanning and data extraction to advanced system-level reconnaissance with proxy and Tor integration.

12 tools

MySQL

2

A comprehensive MySQL MCP server that enables secure database management, CRUD operations, and advanced schema inspection tailored for Natural Language to SQL generation.

20 tools

Ace Codebase Indexer

2

A high-performance Go-based MCP server that provides semantic search and intelligent code indexing for large-scale projects using SHA-256 deduplication and concurrent processing.

1 tool

specmem-hardwicksoftware

Failed
2

Your Claude Code sessions don't have to start from scratch anymore — SpecMem gives your AI real memory. It won't forget your conversations, your code, or your architecture decisions between sessions. That's the whole point. Semantic code indexing that act

Apple Ecosystem

2

A comprehensive MCP server for native macOS integration, enabling AI control over Messages, Notes, Contacts, Mail, Reminders, Calendar, and Maps through AppleScript and database access.

IOL MCP Tool

2

An MCP server that enables integration with the Invertir Online (IOL) trading API, allowing users to interact with their financial accounts and manage trading operations through Claude.

agent-browser-mcp

Needs Setup
2

A browser automation MCP server integrating Vercel's agent-browser, specifically designed for AI agents to interact with web pages using accessibility-based semantic locators and isolated sessions.

34 tools

google-knowledge-graph

Needs Setup
2

Search Google's Knowledge Graph for structured information about real-world entities

milvus-sdk-code-helper

2

An MCP server that assists developers in writing Milvus SDK code by providing intelligent code generation, ORM-to-client conversion, and cross-language translation using the latest indexed Milvus documentation.

3 tools

Local Memory

2

A privacy-focused local memory MCP server that provides persistent storage, session management, and fuzzy search for user preferences, prompts, and code changes using local JSON files.

16 tools

agentpay

Needs Setup
2

A wallet for your AI agent. Purchase approved items within a budget. Encrypted and local.

google-search-mcp

2

A specialized MCP server for Google Search that provides basic snippet results or full-page content extraction using Mozilla's Readability algorithm for clean, focused reading.

3 tools

Ticketmaster Live Events

2

MCP (Model Context Protocol) Server. Connects AI assistants to Ticketmaster's API for searching and discovering upcoming music events by location, date range, and keywords with detailed event information and ticket links.

Gmail Lead Nurturing

2

A production-ready MCP server for automating Gmail outreach campaigns featuring multi-stage follow-ups, lead scoring, and 24/7 intelligent response tracking for dental practices.

6 tools

Gemini Email Subject Generator MCP

2

A tool that uses Google's Gemini Flash 2 model to automate email subject creation and send emails via SMTP, while also providing deep-reasoning text generation for brainstorming.

2 tools

Folderr

2

A specialized MCP server for interacting with Folderr Assistants, enabling users to authenticate, manage assistant lists, and engage in AI-driven conversations through the Folderr API.

4 tools

Soul Crystal MCP

2

Provides AI agents with a persistent internal dynamical state and emotional reservoir that evolves based on text interactions. This server enables agents to maintain a consistent affective substrate across sessions through tools that track phase coherence and emergent emotional vibes.

DevStandards MCP Server

2

A comprehensive MCP server providing access to over 284 coding standards and security guidelines, including extensive Drupal best practices and OWASP Top 10 vulnerabilities.

4 tools

Generate-Echarts

2

A comprehensive data visualization server that transforms data into interactive Apache ECharts, supporting over 15 chart types and multiple export formats including MinIO integration.

17 tools

Canvas MCP Server

2

Connects Canvas LMS to AI assistants, enabling users to list courses and retrieve assignment details through natural language. It features secure multi-institution support with encrypted token storage and a simplified setup process for students.

MCP Excel Server

2

A comprehensive MCP server for Excel automation, providing specialized tools for workbook lifecycle management, worksheet manipulation, and granular cell range operations including filtering and data writing.

22 tools

TAKO MCP Server for Okta

2

A production-ready MCP server for Okta administration offering dual-mode operation for either standard tool interaction or autonomous agent workflows with secure, sandboxed code execution.

25 tools

Wikipedia MCP Server

2

A Model Context Protocol server that enables LLMs to search for keywords and fetch full page content from Wikipedia across multiple languages.

2 tools

Subconscious AI

2

Run AI-powered conjoint experiments and causal research through behavioral simulations using synthetic populations based on US Census microdata. This server enables users to validate research questions, measure attribute importance via AMCE, and generate causal insights directly from AI assistants.

15 tools

token-revoke-mcp

2

An MCP server for managing ERC-20 token safety by fetching approvals, revoking risky allowances, and monitoring transaction status across 50+ EVM chains.

LLM Responses

2

MCP (Model Context Protocol) Server. Enables multiple LLMs to share and analyze each other's responses to the same prompt, facilitating collaborative problem-solving and multi-perspective analysis through TypeScript-based response submission and retrieval tools.

2 tools

React Native Expo MCP

2

An MCP server designed for React Native and Expo development that provides specialized tools for project scaffolding, architectural best practices, and troubleshooting. It enables AI assistants to guide users through setup, navigation configuration, and CI/CD processes using modern stacks like NativeWind and Zustand.

Worklog

2

A productivity-focused MCP server that automates the generation and management of daily work logs by collecting session data from AI tools like Claude Code, Kiro, and Cursor.

5 tools