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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Nostr

30

MCP (Model Context Protocol) Server. Bridges AI with the Nostr decentralized social network, enabling interaction with user profiles, posts, and Lightning Network payments through specialized tools for retrieving and analyzing social data.

17 tools

PRD Creator

30

MCP (Model Context Protocol) Server. Streamlines PRD creation and validation with TypeScript-based templates stored in SQLite, enabling product teams to generate consistent, high-quality documentation directly within conversations.

17 tools

Authenticator App · 2FA

30

A secure MCP server that allows AI agents to interface with the Authenticator App to retrieve 2FA codes and passwords for automated login processes.

Dataset Viewer

30

Browse and analyze Hugging Face datasets with features like search, filtering, statistics, and data export

8 tools

gopls-mcp

30

The essential MCP server for Go language development: Exposing compiler-grade semantics to AI Agents and LLM for deterministic code analysis and minimal context pollution.

Blockbench MCP Plugin

30

A plugin and MCP server that exposes Blockbench's JavaScript API to AI agents, allowing them to create and edit 3D models and pixel art textures directly within the application.

HLedger MCP

30

Double entry plain text accounting, right in your LLM! This MCP enables comprehensive read, and (optional) write access to your local HLedger accounting journals.

9 tools

Code Review

30

MCP (Model Context Protocol) Server. Enables automated code reviews through multiple LLM providers by analyzing repository structures and evaluating code for security, performance, quality, and maintainability with structured output containing issues, strengths, and recommendations.

2 tools

Trivy Security Scanner

30

An MCP server that integrates Trivy's security scanning capabilities to detect vulnerabilities, misconfigurations, and secrets in local projects, container images, and remote repositories.

Linear

30

MCP (Model Context Protocol) Server. Integrates Linear's issue tracking system, enabling querying and searching of issues for automated analysis, prioritization, and reporting.

10 tools

OpenBIM

30

An MCP server designed for architectural and construction workflows that converts IFC building files into an efficient fragment format and enables structured querying of BIM elements.

3 tools

mcp-searxng-enhanced

30

An advanced MCP server for SearXNG that provides category-aware web searching, full-page scraping with PDF-to-markdown conversion, and timezone-aware date/time retrieval.

17 tools

Telegram MCP Server

30

A Model Context Protocol server that enables AI assistants to interact with Telegram, allowing them to search channels, list available channels, retrieve messages, and filter messages by regex patterns.

Sunsama

30

A comprehensive MCP server enabling AI assistants to manage Sunsama tasks, including daily planning, backlog organization, and integrations with GitHub and Gmail.

16 tools

Ollama

30

A Model Context Protocol server that integrates Ollama for local LLM inference, allowing users to list models, view model details, and generate text directly within MCP-compatible clients.

3 tools

Leghis-smart-thinking

30

A graph-based reasoning server that implements local, deterministic thought tracking, heuristic quality evaluation, and persistent memory sessions without external API dependencies.

2 tools

pentestMCP

30

pentestMCP is a specialized MCP server that provides AI agents with a comprehensive suite of security assessment tools like Nmap, SQLMap, and OWASP ZAP, enabling automated penetration testing through natural language.

21 tools

Google Custom Search

30

A Model Context Protocol server that integrates with Google Custom Search API to provide LLMs with real-time web search capabilities including titles, links, and snippets.

1 tool

imagegen-mcp

Needs Setup
30

An MCP server that provides tools for generating and editing images via OpenAI's DALL-E and GPT-Image APIs, supporting various parameters like quality, style, and transparency.

2 tools

mcp-server

30

The Vapi MCP server enables seamless integration with Vapi's voice AI platform, allowing users to manage assistants, list phone numbers, and programmatically initiate or schedule phone calls with dynamic variable support.

11 tools

thoughtbox

Needs Setup
30

A structured reasoning ledger and literate programming environment that allows AI agents to perform persistent, auditable thinking through graphs, branching, and mental models.

11 tools

Git

30

Allows LLM to interact with a local git repository, incl. optional push support.

14 tools

AlphaFold-MCP-Server

30

A comprehensive MCP server providing programmatic access to the AlphaFold Protein Structure Database, enabling protein retrieval, confidence analysis, batch processing, and visualization exports.

19 tools

machinepal

30

A cloud-native gateway that implements the x402 protocol to add payment support and monetization to AI agents, APIs, and services.

runjs

30

A powerful MCP server that allows LLMs to safely execute sandboxed JavaScript with built-in HTTP fetch capabilities, JSONPath processing, and a secure secrets manager for protecting API keys.

1 tool

cerebras-code-mcp

Needs Setup
30

A high-speed code generation server that leverages Cerebras and the Qwen 3 Coder model to execute code changes and planning within AI-first IDEs. It provides visual diffs and fallback support via OpenRouter to ensure consistent performance during development.

1 tool

zerodha-mcp

30

A trading assistant MCP server that integrates with Zerodha's KiteConnect API to manage trading accounts, orders, portfolios, and positions using natural language agents.

12 tools

GDB-MCP

30

A robust MCP server that bridges LLMs with GDB, providing comprehensive tools for binary analysis, memory examination, and program execution control.

26 tools

apisix-mcp

Needs Setup
30

A bridge between LLMs and the APISIX Admin API, allowing for natural language management of gateway resources like routes, services, and plugins.

38 tools

ez-mcp

30

A collection of ready-to-use Python and TypeScript templates designed for rapid MCP server development, featuring examples for file searching, web scraping, and database querying.

10 tools