AI & ML

A template for building MCP servers from OpenAPI specifications, enabling automatic conversion of any REST API into LLM-accessible tools with built-in authentication and validation.

mcptoolbox.dev helps you turn APIs and systems into well-scoped MCP tools, so ChatGPT can assist with real tasks.

LeadFuze MCP Server for contact/company enrichment from email or LinkedIn URL plus email validation. Hosted MCP endpoint: https://mcp.leadfuze.com/mcp (API key required).

Enables dynamic tool discovery and loading for Claude using BM25, regex, and semantic search algorithms. It supports managing a catalog of over 10,000 tools with minimal context overhead and provides a REST API for tool management.

Enables searching and exploring GitHub repositories with tools for cloning repos, searching code with regex, browsing directory structures, reading files, and extracting code outlines.

Enables web searching via Google Search and AI Mode, plus advanced web scraping capabilities including content extraction in multiple formats, link extraction, and batch scraping of multiple URLs.

Enables AI assistants to securely interact with Charles Schwab accounts through OAuth authentication, providing access to account balances, real-time market quotes, options chains, transaction history, order management, and comprehensive market data.

Enables users to fetch and search Jira tickets, comments, and attachments directly within Claude Code. It features JQL support and automatically exports linked Figma designs to provide comprehensive project context.

An MCP server that enables AI assistants to verify BibTeX citations and URLs against academic databases like Semantic Scholar and DBLP. It allows users to ensure bibliography accuracy and link accessibility directly within their research workflows.

Provides access to Google Maps API functionality including geocoding, place search, direction routing, and distance calculations through a structured MCP interface.

A specialized MCP server for querying the PubChem database, providing access to chemical compounds, substances, bioassays, and molecular properties via search and identification tools.

Enables searching and analyzing Korean patents through the KIPRIS API using natural language. Supports patent search by applicant name, detailed patent information retrieval, and citation analysis.

A Model Context Protocol server that facilitates secure, remote Python code execution and evaluation within virtual sandbox environments for AI clients.

Enables control and management of Coolify self-hosted PaaS instances, allowing you to deploy applications, manage databases, monitor servers, and execute operations directly from AI assistants.

A desktop app and local MCP gateway that centralizes management of Claude/Codex configurations and provides unified access to Daytona sandbox and Tailscale networking operations through a single proxy entry point.

Provides an interactive decision menu that surfaces contextual choices on every assistant turn, allowing users to navigate available actions through a React widget interface.

Fast web fetcher for AI agents - stealth mode, crawl mode, page actions, structured extraction, PDF parsing, smart escalation from simple HTTP to headless browser

Enables AI assistants to control a web browser via Playwright on Cloudflare Workers for automated tasks like navigation, clicking, typing, and taking screenshots. It integrates with platforms like Claude Desktop and GitHub Copilot to perform web automation through a standardized toolset.

Connects Reclaim.ai to any MCP client, enabling AI assistants to manage tasks, habits, calendar events, and focus time directly.

Provides read-only access to PostgreSQL databases, allowing LLMs to inspect table schemas and execute SQL queries. It ensures data safety by running all operations within read-only transactions.

Searches for official documentation using Naver Search API and filters results with Gemini AI to identify and return authoritative documentation URLs with descriptions.

Enables semantic search through 1C codebase exports using local CPU-based RAG with sentence transformers and FAISS indexing. Supports fast XML file indexing and retrieval of 1C code with metadata parsing.

This is a powerful global hotel intelligent search tool that provides users with comprehensive hotel information services covering both domestic and international markets. The system supports precise searches based on various target location types such as city names, airport codes, popular attractio

Enables semantic search of project documentation using hybrid vector and full-text search with fast and deep query modes for immediate results or complex multi-round synthesis.

Provides semantic search over ScriptingApp documentation by converting Markdown/MDX files into a LlamaIndex vector store. Supports multi-language indexing and enables natural language queries against technical documentation through MCP tools.

AICLUDE Security Vulnerability Scanner - MCP Server for querying vulnerability scan results

Enables AI assistants to control a browser through Playwright and Cloudflare Workers, allowing web automation tasks like navigation, typing, clicking, and taking screenshots through natural language commands.

Enables AI assistants to work with Strudel live coding patterns for music creation, including parsing mini notation, generating rhythmic patterns, accessing music theory (scales/chords), and applying pattern transformations.

Enables interaction with GitHub repositories, issues, pull requests, and code search through natural language. Supports self-hosted deployment with built-in analytics and flexible authentication options.

Enables Claude Desktop to access and analyze Garmin wearable health data including sleep, HRV, Body Battery, and activity metrics. Users can query their health trends, track recovery, and generate interactive HTML dashboards using natural language.