#ml

Web content fetching and conversion for efficient LLM usage

Publish HTML, Markdown, KV, JSON, and files to brewpage.app from AI assistants. 5 tools, stdio, no signup. Returns public short URL + owner token per artifact.

Convert URLs to PDF, screenshot, or markdown, and convert document and image files, directly from Claude Code, Cursor, Windsurf, and Claude Desktop.

Convert URLs to PDF, screenshot, or markdown — and convert document and image files — directly from Claude Code,Cursor, Windsurf, and Claude Desktop

A structured-document editor for AI agents. SuperDocs gives your AI 21 MCP tools and 4 workflow prompts to make section-precise edits — bold a specific paragraph, replace a single table cell, restructure a heading — without disturbing surrounding content. Tables, borders, alternating row shading, fonts, and inline styling all survive AI edits AND round-trip exports across .docx, PDF, HTML, Markdown, and RTF. Other capabilities: pre-signed URL upload/download (no context bloat for files >100KB), compact response mode for editing 100-page documents efficiently (~140× token reduction), multimodal vision on attachments, human-in-the-loop approval for sensitive edits, and multi-language editing across 16+ languages. Free plan: 500 ops/month, no credit card required.

Real-time company verification, KYC, and due diligence across 130+ jurisdictions. Built for AI agents doing compliance, sanctions screening, and corporate intelligence.

Transforms HTML into Figma using only your design system, enforcing correct component usage and falling back safely when needed, while improving accuracy with every build.

The deepidv MCP Server gives AI agents direct access to deepidv's identity verification and anti-fraud platform. Agents can initiate KYC/KYB verification sessions, manage workflows, retrieve bank statement analysis, and query case statuses, all through natural language, without any custom integration work.

Capture screenshots, generate PDFs, and render HTML to images via AI agents. Full-page capture, CSS/JS injection, cookies, geo-targeting, async pipeline with webhook callbacks.

MCP server for generating cloud architecture diagrams, flowcharts, sequence diagrams, and more — powered by mingrammer/diagrams, Mermaid, and PlantUML.

Open-source MCP server with 40+ browser automation tools, YAML workflow engine, and installable domain knowledge packs. Includes Chrome extension for real DOM access, REST API, and Svelte dashboard. Works with Claude Code, Cursor, Claude Desktop, and any MCP client.

Stop AI hallucinations with certified, source-backed facts. Swiss Truth MCP gives your AI agent access to a curated knowledge base covering Swiss law, health, finance, climate, AI/ML, and more. 8 tools, no API key needed, public and free.

Deep real estate intelligence for Pitt County NC. 20 MCP tools covering 80,900+ properties, 163,000+ building permits, 212,000+ sale records, entity resolution, foreclosure tracking, builder intelligence, and semantic search across government meetings. All public record data, updated weekly. One credit per API call. Credit packages start at $9 for 250 credits.

Superhuman exploratory data analysis. Finds novel, statistically validated patterns in any tabular dataset — the feature interactions, subgroup effects, and conditional relationships that LLMs and manual exploration miss. Every finding comes with p-values, effect sizes, and academic literature citations. Multiple novel scientific discoveries made. Free for public data.

MCP server for César Yagüe's Visual Medicine — 301 contemplative moving art works (seamless master loops up to 16K) across 13 collections, enriched with 109 deep vibrational capsules. 6 tools: search, browse, recommend for space, detail, overview, and direct inquiry to the artist.

Convert data between 200+ format pairs across 16 formats: JSON, CSV, XML, YAML, TOML, HTML table, Markdown table, Properties, TSV, PDF, Excel, DOCX, Base64, URL-encoded, Hex, Plain Text. Includes JSON reshaping, format auto-detection, and batch conversion. Free tier: 100 requests per API key.

PDF generation for AI agents. Single binary, no Chrome, no API keys. Renders HTML and Markdown to PDF locally with Tailwind CSS v3, syntax highlighting, template variables, and merge/split/rotate.

The first DORA Operating System for regulated financial entities. 50 MCP tools covering all 26 DORA articles, MiCA stablecoin compliance, AML screening (87k sanctions names), macro intelligence (86 FRED series), and a complete Agent Trust Runtime — identity (KYA), policy enforcement (258 rules), fraud detection (DetectiveOracle), self-healing support (SupportOracle), and signed Trust Passports. Every response ES256K-signed and blockchain-anchored (Polygon + XRPL). Free tier available (100 calls/day). Built for AI agents that need to act compliantly in regulated markets.

A Model Context Protocol (MCP) server that gives your AI assistant the power to convert Markdown into 14 professional document formats — PDF, DOCX, HTML, LaTeX, CSV, JSON, XML, XLSX, RTF, PNG, and more. Stop copy-pasting. Let the AI do the exporting.

Email compatibility analysis across 15 clients — preview, audit, fix, diff, and deliverability checks. 9 tools, free and open source. Works with Claude, Cursor, and any MCP client.

Document generation & automation: generate invoices, contracts, reports, and any structured document from a DOCX/XLSX/PPTX/HTML/Markdown template + JSON data. Convert 100+ formats (Office, HTML, Markdown → PDF) with the PDF engines of your choice. Batch-generate hundreds of PDFs in one request. Supports multilingual output, currency conversion, watermarks, PDF/A compliance, fillable PDF forms, and template versioning. No-code templates — design in Word or Excel, inject data with {d.field} tags. The universal document automation MCP.

Real-time sports card pricing, market analysis, arbitrage detection, grading ROI, investment advice, and player stats (NBA/NFL/MLB). 9 tools for AI agents helping collectors and investors.

Real-time sports card pricing, market analysis, arbitrage detection, grading ROI, investment advice, and player stats (NBA/NFL/MLB). 9 tools for AI agents helping collectors and investors.

Generate images, GIFs, and PDFs from AI agents — OG images, social cards, invoices, certificates, and more from natural language.

MCP server for reading and editing Word (.docx) documents with track changes, comments, footnotes, and structural validation. The only cross-platform MCP server combining tracked changes, threaded comments, and footnotes with OOXML-level structural validation.

Generate images, GIFs, and PDFs from AI agents — OG images, social cards, invoices, certificates, and more from natural language.

WebsitePublisher.ai MCP server provides 44+ tools for complete website publishing. Create and update pages, upload assets, manage dynamic data entities, configure contact forms, handle integrations, and publish to production — all through MCP. Supports Claude Desktop, Cursor, Windsurf, GitHub Copilot Studio, Mistral/Le Chat, Smithery, and all MCP-compatible clients. OAuth 2.1 with PKCE. Streamable HTTP + SSE transports supported.

MCP server for AI Diagram Maker — generate software engineering diagrams from natural language, code, ASCII diagram, images, or Mermaid. Inline diagram rendering using MCP apps UI and diagram URL in responses. Works with Cursor, Claude Desktop, Claude Code, and any MCP-compatible AI.

Local MCP server that gives AI agents eyes and hands on running Uno Platform apps. Agents can capture screenshots, inspect the visual tree, simulate pointer clicks, type text, send key presses, invoke automation peer actions, and query DataContext, enabling agentic UI development and testing across WebAssembly, iOS, Android, macOS, and Linux. Works with Visual Studio Copilot, VS Code, Claude Code, Codex, and any MCP-compatible agent

Cloud-hosted MCP server providing real-time Uno Platform documentation search, 26 topic routing rules, and a complete UI/UX design system. Grounds AI agents in official Uno Platform best practices for XAML, MVUX/MVVM, Material Design, responsive layouts, and .NET cross-platform development.

Description: Converts data between JSON, CSV, XML, YAML, Markdown, HTML, and TOML instantly. Handles nested JSON flattening. Zero external dependencies — fast, reliable, stateless. $0.001/conv via x402 on Base.

Helps AI agents read and write valid TEI XML. Look up elements, check what goes where, validate documents, and apply project-specific customisations. Provides 16 tools covering element/class/macro lookup, attribute resolution across the full class hierarchy, content model expansion, nesting validation, document and single-element validation, regex search, and ODD customisation support.

Screen names against the US Treasury OFAC SDN list with advanced fuzzy matching. 18,700+ sanctioned entities. Jaro-Winkler, phonetic, and token-set algorithms. Essential for KYC/AML compliance.

CP server for automated ICD-10 medical coding. Code clinical text to ICD-10-CM diagnoses, search 74,000+ codes, and de-identify PHI via the AutoICD API.

Verify Australian and New Zealand businesses against government registers via any MCP-compatible AI agent. Returns registration status, directors, licences, trading names, and a three-tier risk assessment (CLEAR / ADVISORY / FLAGS_FOUND) that surfaces regulatory findings across jurisdictions — including bans, disqualifications, and insolvencies that may not appear in any single register. Each verification produces an immutable compliance record with a unique audit UID. Compatible with Claude, ChatGPT, Cursor, and any MCP-compatible AI client.

Verify Australian and New Zealand businesses against government registers via any MCP-compatible AI agent. Returns registration status, directors, licences, trading names, and a three-tier risk assessment (CLEAR / ADVISORY / FLAGS_FOUND) that surfaces regulatory findings across jurisdictions — including bans, disqualifications, and insolvencies that may not appear in any single register. Each verification produces an immutable compliance record with a unique audit UID. Compatible with Claude, ChatGPT, Cursor, and any MCP-compatible AI client.

Generate PDFs and screenshots from HTML via Claude Desktop, Cursor, or any MCP-compatible agent. Hosted server at mcp.docapi.co — no local install required. Authenticate with your DocAPI key. Free tier: 100 calls/month.

Converts complex information between diverse formats including JSON, CSV, PDF, and Excel. Restructures nested data architectures using simple path mapping for easier analysis. Simplifies data migration and document processing tasks across various platforms.

MCP server that converts any URL to clean, token-efficient Markdown for AI agents. Strips ads, navigation, and scripts. Supports CSS selectors, batch processing (10 URLs), and token counting.

Instant web publishing for AI agents. POST HTML, get a live URL. No account needed. Publish, update, and delete websites via MCP or REST API. Free tier includes 5MB sites with 24-hour expiry. Pro tier offers permanent hosting.

Instant web publishing for AI agents. POST HTML, get a live URL. No account needed. Publish, update, and delete websites via MCP or REST API. Free tier includes 5MB sites with 24-hour expiry. Pro tier offers permanent hosting.

MCP server for the CI-1T prediction stability engine. 20 tools + 1 resource. Evaluate model stability, probe any LLM for instability (BYOM - bring your own model), manage fleet sessions, detect drift, generate visualizations, and control API keys. 7 tools work locally with no auth or credits. 1,000 free credits on signup.

MCP server that generates production-grade engineering standards for AI coding assistants. Analyzes your project, auto-detects stack, and sets up instruction files with SOLID principles, testing targets, architecture patterns, CI/CD, and domain-specific rules. Composable YAML templates, 18 domain tags, audit tool, supports Claude, Cursor, Copilot, Windsurf, Cline, Aider. Local stdio server, open source (MIT).

Compliance evidence infrastructure for regulated tokenized markets. 27 MCP tools with ES256K-signed responses covering MiCA preflight (PASS/WARN/BLOCK), peg monitoring, reserve quality, custody risk, evidence grading (A-F across 61 RWA protocols + 105+ stablecoins), KYA agent identity, tamper-proof audit trail, macro risk (86 FRED + 20 ECB indicators), and signed PDF reports with XRPL blockchain anchoring. Part of a 3-server ecosystem: Compliance MCP (27 tools), Macro Intelligence (13 tools), Stablecoin Risk MCP (13 tools) — 53 tools total. New in v4.2: Know Your Agent (KYA) identity + trust scoring, tamper-proof SHA256 chain-linked audit trail, Evidence Lifecycle (6 states), OAuth 2.0 with Dynamic Client Registration, Enterprise Trust Layer (14 components), Unit-Based Billing, Trust Policy v1.0, 8 reference workflows. OAuth 2.0 + StreamableHTTP + SSE. Free tier: 300 units/day, no API key required. MiCA enforcement July 2026. Connect: claude mcp add --transport http feedoracle https://feedoracle.io/mcp/ Trust proof: https://feedoracle.io/trust Docs: https://feedoracle.io/docs.html

WebsitePublisher.ai MCP server provides 44+ tools for complete website publishing. Create and update pages, upload assets, manage dynamic data entities, configure contact forms, handle integrations, and publish to production — all through MCP. Supports Claude Desktop, Cursor, Windsurf, GitHub Copilot Studio, Mistral/Le Chat, Smithery, and all MCP-compatible clients. OAuth 2.1 with PKCE. Streamable HTTP + SSE transports supported.

Give your AI agent unblockable browser access. Aluvia routes traffic through premium mobile carrier IPs to bypass 403s, CAPTCHAs, and WAFs automatically.

MCP Server for accessing W3C/WHATWG/IETF web specifications. Provides AI assistants with access to official web standards data including specifications, WebIDL definitions, CSS properties, and HTML elements.

An MCP server that parses RFC documents in XML format, providing structured access to: - Document structure and sections - Normative requirements (MUST/SHOULD/MAY) - RFC dependencies (normative/informative references) - Implementation checklists - Term definitions Supports both RFC XML (RFC 8650+) and text fallback for older RFCs.

The Behavioural Prediction MCP Server provides AI-powered tools to analyze wallet behaviour prediction,fraud detection and rug pull prediction.

A FastMCP-based MCP server for converting JSON-formatted Markdown content into interactive flashcard pages. Project Overview FlashCardMCP is a FastMCP-based MCP service designed to convert Markdown content in JSON/CSV format into interactive flashcard pages. This service is suitable for learning, teaching, knowledge management, and any other scenario you desire, helping users create their own digital flashcard sets. Content Focus: Utilizes Markdown format, aligning with LLM output, allowing users to concentrate on content creation rather than irrelevant formatting details. Stable Output: Employs functions to stably generate flashcards, supporting CSS style input to meet personalized needs. Scenario-Based Templates: Provides pre-built templates for various scenarios, with further expansion planned. PDF Output: Flashcards can be printed as PDFs (8 cards per sheet), further accommodating different scenarios and real-world applications for use and memorization.

Send any website component to Cursor, or Claude Code, in one click. No more screenshots, descriptions, or guesswork—just seamless visual handoffs that your AI coding assistant understands perfectly. Bridge the gap between design and code.

A Model Context Protocol (MCP) server that provides PlantUML diagram generation capabilities.

A Model Context Protocol (MCP) server that provides PlantUML diagram generation capabilities for Claude Desktop and Claude Code.

工具能力： - 提供导航栏。 - 将标记与原型解耦。 - 支持页面附加说明。

mcp-whoisxmlapi bridges the gap between AI assistants and comprehensive domain intelligence by providing several specialized tools for domain, IP, and DNS analysis, secure token-based authentication for API access, multiple usage options including Docker and native binaries, and flexible integration supporting both stdio and Server-Sent Events (SSE) modes.

Automatically extract SQL statements from MyBatis mapper XML files. Support automatic mocking of SQL parameters, and support automatic connection to the database to execute SQL tests and output results.

Konnektoren MCP Server helps you learn German faster and smarter. Instantly find answers to grammar questions, discover the best exercises for your level, and create your own interactive challenges—all in one place. Whether you’re a student, teacher, or self-learner, this server gives you easy access to high-quality German learning resources and tools, right inside your favorite AI assistant. No technical setup required—just connect and start improving your German today!

An advanced Model Context Protocol (MCP) server that provides AI-powered Python testing tools. This project leverages both Google's Gemini AI and BAML (Boundary ML) to intelligently generate comprehensive unit tests and perform sophisticated fuzz testing on Python code.

High-performance XML file comparison with semantic analysis capabilities. Features StAX streaming parser for memory-efficient processing of large XML files (60MB+ tested), order-agnostic semantic comparison, and multiple output formats (text, JSON, Excel). Includes 5 MCP tools for comprehensive XML analysis and comparison.

A professional MCP server for academic research using OpenAlex.org API. Provides ML-powered author disambiguation, institution resolution, ORCID integration, scholarly work search, and research topic analysis. Perfect for academic research, literature reviews, and author identification tasks.

chatExcel - 基于模型上下文协议（MCP）的Excel智能处理与数据分析服务器，专为Excel文件智能解析、数据处理、代码执行以及交互式图表生成而设计。支持复杂Excel格式处理、智能参数推荐、代码模板生成和高级数据可视化。

AI Agent built with Google ADK that leverages Google Maps MCP Server to answer real-world location questions with tool usage and traceable execution via Opik.

Advanced NBA odds tracking, betting analysis, and trivia MCP server for Claude Desktop with line movement detection and AI/ML game simulations

MCP server for advanced baseball analytics (statcast, fangraphs, baseball reference, mlb stats API) with client demo

this is a MCP server that create uml text based class diagrams, project tree structure and a list of modules anf functions in the project to assist cursor in understanding the project.

Revolutionary MCP server with surgical precision editing for Confluence - industry's first XML-aware selective content modification MCP system for AI assistants

Binary Ninja plugin to provide MCP functionality.

MCP Agents is an AI-powered browser automation tool that lets you interact with websites using natural language. Built with Streamlit, OpenAI, and Puppeteer via the Model Context Protocol (MCP), it supports multi-step navigation, interaction, and content extraction—all with simple text commands.

This repository contains hands-on projects, code examples, and deployment workflows. Explore multi-agent systems, LangChain, LangGraph, CrewAI, RAG, automation with n8n, and scalable agent deployment using Docker, AWS, and BentoML.

MCP server that renders HTML produced by LLMs

A Model Context Protocol (MCP) server that calls APIs using YAML config files.

This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free [CData MCP Server for XML Documents (beta)](https://www.cdata.com/download/download.aspx?sku=DVZK-V&type=beta).

The Joomla MCP Server facilitates interaction between AI assistants (like Claude) and Joomla websites through the Joomla Web Services API. It provides tools to manage articles, including retrieving, creating, updating, and deleting content, as well as managing article states.

The F2C MCP Server is a Model Context Protocol server that enables AI coding assistants to access Figma design data and convert it to HTML/CSS code.

The AI toolkit for the AI developer

MCP Server for the AML Watcher API, enabling AML screening for individuals, companies, organizations, crypto wallets, vessels, and aircraft across various categories such as Sanctions, PEP Level 1, PEP Level 2, PEP Level 3, PEP Level 4, SIP, SIE, etc.

AML Watcher – Automated AML Risk Detection & Monitoring AML Watcher is a RESTful API solution designed to streamline the detection and monitoring of potential money laundering activities. By automating the screening process for individuals and entities, AML Watcher helps organizations meet regulatory compliance standards while minimizing manual overhead.

Kroki-MCP is a Go-based Model Context Protocol tool that converts textual diagram definitions (PlantUML, Mermaid, and more) into images via a Kroki backend. Designed for simplicity and flexibility, it supports both local and remote Kroki servers, offers configurable settings, and outputs multiple formats – making it ideal for developers building AI

The AI toolkit for the AI developer

Kroki-MCP is a Go-based Model Context Protocol tool that converts textual diagram definitions (PlantUML, Mermaid, and more) into images via a Kroki backend. Designed for simplicity and flexibility, it supports both local and remote Kroki servers, offers configurable settings, and outputs multiple formats – making it ideal for developers building AI

Dataset search and model metadata management tools.

Agent AI app utilizing MCP tools with Angular mobile and Phoenix desktop app.

A real-time HTML syncing server with hot reload capabilities, built using the Model Context Protocol (MCP)

MLOps workflow with a Model Control Plane (MCP) server for model management and deployment

World Growing MCP Directory for Developers and AI Enthusiast to explore and latest and finest MCP servers on the web.

This is our final project , in this we have utlized langgraph coupled with various mcp server mounted of fastapi using fastmcp to create mutlifaceted application for healthcare vendor to make them understand more about their product performance and provide suggestions and strategies

MCP server for image recognition with Angular mobile client app.

Using Multiple MCP server I am gonna making a AI AGENT BOT for personalized assistant. Stay Tuned

using different mcp servers to automate the tasks

This Streamlit application provides a user interface for connecting to MCP (Model Context Protocol) servers and interacting with them using different LLM providers (OpenAI, Anthropic, Google...).

An MCP server implementation that integrates with https://webscraping.ai for web data extraction capabilities.

MCP Server com SSE e Autenticação Bearer

MCP Server using TypeScript and JavaScript made with official MCP docs handling US Weather data having context for two tools - showing weather forecast and weather alerts for US based location. Used Zod for data validation and architectured two folders - src and build , development (ts) and production (js) respectively.

This project takes a number of MCP servers from GitHub locations, packages them together with this repo's GHCR container, and launches them with docker-compose to run as a stack for ML/AI resources.

mcp server with amazon bedrock agent

Local MCP server for MLX Whisper transcription

An MCP Server implementation that integrates the Balldontlie API, to provide information about players, teams and games for the NBA, NFL and MLB

A Model Context Protocol (MCP) server that Convert Markdown to HTML.

MCP Server Markup Language (MCPML) - A Python framework for building MCP Servers with CLI and OpenAI Agent support.

Created sample project for pydantic agent with local ollama model with mcp server integration.

Mirror of

Collection of MCP (Model Composition Platform) servers and services

MCP server test repository

PAN-OS MCP Server (XML API)

UML-MCP Server is a UML diagram generation tool based on MCP (Model Context Protocol), which can help users generate various types of UML diagrams through natural language description or directly writing PlantUML and Mermaid and Kroki

A Streamlit-powered Jira assistant with MCP integration. Create, search, and manage Jira tickets through a clean tabbed interface using natural language commands or direct forms. Built with Python and MCP framework.

This project provides an MCP (Multi-Channel Pipeline) server that acts as a wrapper for the MLB Stats API. It allows you to easily access and process various MLB data points, including schedules, game results, and team information. This server is designed for efficient data retrieval and processing within an MCP framework.

mcp server to access changtianML