Powerful bridge between OpenAPI specifications and AI assistants using the Model Context Protocol (MCP). Automatically converts any OpenAPI/Swagger API specification into MCP tools that can be used by AI assistants like Claude Desktop.

MCP server for Elasticsearch with version-specific client support. It can call all Elasticsearch APIs.

OpenAPI specification of the Kanadr hosted PBX API, and MCP configurations for Claude, ChatGPT, Codex and Mistral.

MCP Server for Tesla Products, specifically using the Owner API

MCP Server for comprehensive AI-powered API testing from OpenAPI specifications

Equinix Docs and API specifications MCP Server (experimental)

A generic MCP server that takes any OpenAPI/Swagger specification and exposes it as MCP tools — enabling AI assistants to search, explore, and execute any REST API.

A sample MCP server that connects AI agents to API specifications using hybrid search.

A local MCP server for VCF APIs (different specs available via Swagger REST specification)

A MCP server that enables Claude to discover and call any API endpoint through semantic search. Intelligently chunks OpenAPI specifications to handle large API documentation, with built-in request execution capabilities. Perfect for integrating private APIs with Claude Desktop.

API Interrogator to produce MCP, A2A and OpenAPI specifications, and audit/review codebases with Expert Proxies

Model Context Protocol (MCP) server for Polish Electronic Invoicing (KSeF / FA(2)). Provides tools to validate, generate, and explore API specifications for KSeF interoperability. Vendor-neutral: builds, validates, and signs locally, direct-to-KSeF, no intermediary.

GoHighLevel (GHL) API MCP server. 576 tools generated from the official OpenAPI 3.0.0 specification.

bexio API MCP server for Swiss SME business software. 310 tools generated from the official OpenAPI specification.

Provide AI assistants with targeted infographic image search using the Serper API, featuring size, aspect ratio filters, and platform-specific queries.

Search Airbnb listings and retrieve detailed information about specific listings. Get structured JSON data without requiring an API key, while respecting Airbnb's robots.txt rules. Simplify your vacation rental planning with easy access to Airbnb data.

Open-source computer-use agent and MCP server for macOS — operates any app through the Accessibility API and native interfaces instead of screenshots. No app-specific code.

The system purpose is to realize a SysML v2 model repository exposing standard APIs and to make the repository accessible through the Model Context Protocol (MCP). The end goal is a curated knowledge base of implemented systems and reusable specification.

A Model Context Protocol (MCP) server for AI agents to interact with blockchain data via Nodit’s Web3 Data and Node APIs. Enables LLMs to access structured, multi-chain blockchain context with zero blockchain-specific logic.

Model Context Protocol (MCP) server for Italian Electronic Invoicing (FatturaPA / SDI). Provide tools to validate, generate, and explore API specifications for Sistema di Interscambio (SDI) interoperability. Vendor-neutral: builds, validates, and signs locally, direct-to-SdI, no intermediary.

Model Context Protocol (MCP) server for French Electronic Invoicing (NF XP Z12-013). Provide tools to validate, generate, and explore API specifications for PDP/OD interoperability. Vendor-neutral: builds, validates, and signs locally; the required PDP is interchangeable under XP Z12-013.

Model Context Protocol (MCP) server for Mexican Electronic Invoicing (CFDI 4.0, Complemento de Pagos 2.0). Provide tools to validate, generate, and explore API specifications for SAT/PAC interoperability. Vendor-neutral: seals the CFDI locally with your own CSD; any PAC receives an already-sealed document.

Model Context Protocol (MCP) server for Singapore Electronic Invoicing (InvoiceNow / PINT-SG / Peppol 5-Corner Model). Provides tools to validate, generate, and explore API specifications for IRAS / Peppol interoperability. Vendor-neutral: builds, validates, and signs locally; the required Peppol access point is interchangeable.

Model Context Protocol (MCP) server for United Arab Emirates Electronic Invoicing (PINT AE / Peppol 5-Corner Model). Provides tools to validate, generate, and explore API specifications for FTA / Peppol interoperability. Vendor-neutral: builds, validates, and signs locally; the required Peppol access point is interchangeable.

The MCP Docs Server is a Node.js implementation of a Model Context Protocol (MCP) server that provides a powerful tool to search and retrieve up-to-date documentation snippets from popular AI/ML libraries. It leverages the Serper API to perform Google searches restricted to specific documentation domains, extracts meaningful content using web

# Fashion E-Commerce Intelligence MCP Server Empower your AI agents, copilots, and assistants with vertical domain-specific fashion intelligence. Built by [alexgenovese.com](https://alexgenovese.com), this Model Context Protocol (MCP) server provides automated **SEO auditing, category trend research, DTC demand forecasting, CRM segment enrichment, and campaign creative generation**—designed natively for Cursor, Claude Desktop, Claude Code, and any MCP-compatible environment. --- ## ⚡ What It Does | Capability | Without this server | With Fashion MCP | |---|---|---| | **SEO Auditing** | Manual checklists, generic advice | Automated **0-100 score** across 5 dimensions with fashion-specific validation (fit, material, color, season, schema, OG, Twitter Cards). | | **Trend Research** | Generic search queries | Deep category-level trend intelligence (trending keywords, colors, silhouettes, price tiers, market fit, confidence). | | **Demand Forecasting** | Spreadsheets & gut feel | Explainable weighted-rule forecast model: `baseline × trend × media × retention × inventory × seasonality` with backtesting. | | **CRM Segment Enrichment** | Static email lists | Customer segments enriched with trending colors/silhouettes/keywords, audience clusters, and ready-to-send targeted messaging. | | **Campaign Creative** | Standard copywriters per channel | Platform-specific campaign themes, hooks, value propositions, and ready-to-use creative briefs grounded in real-time trend data. | --- ## 🔧 Exposed Tools - `product_seo_audit`: Audit any fashion product listing for SEO best practices, structured schema, meta tags, and fashion relevance (fit, size, material). - `fashion_trend_analysis`: Analyze fashion trend data mapped from search engine and social media queries. *(Receives search data input seamlessly, no API key required)*. - `fashion_category_demand_outlook`: Get a rapid, light demand pulse check for a specific product category in a target market and season. - `fashion_dtc_forecast_analysis`: Generate complete DTC demand forecasts with scenario planning (base/upside/downside) and stock-out/overstock risk analysis. - `fashion_customer_trend_enrichment`: Map trending keywords, colors, and silhouettes onto existing CRM customer segments for targeted email/SMS campaigns. - `fashion_campaign_theme_recommendation`: Recommend conversion-optimized ad campaign themes, hooks, and creative briefs for Meta, Google, TikTok, or Email. --- ## 🔐 Privacy & Technical Features - **No API Keys Required:** All analysis, SEO audits, demand forecasts, and CRM enrichment tools run locally with the data you supply. Upstream search data for `fashion_trend_analysis` uses your existing Tavily MCP server. - **Explainable Outputs:** Every tool returns explicit `assumptions[]`, `dataGaps[]`, and `confidence` scores, so your agent always understands the reasoning behind recommendations. - **Zero-Config Local Cache:** Uses a local SQLite persistence layer (`~/.fashion-mcp/store.db`) to cache snapshots, feature stores, and forecast actuals for backtesting. ## 💻 Local Installation To install this stdio-based server locally via Smithery: ```bash npx smithery install alexgenovese/ecommerce-fashion-market-analysis ```

Find your first 100 SaaS users. Paste an app idea. Gorilla searches Reddit, X, YouTube, and TikTok for posts where people are actively asking for what you're building, then scores them by buying intent. ## Tools - `find_leads` — full pipeline, returns scored leads in 60-120s - `refine_idea` — conversational refinement before searching - `expand_themes` — keywords, pain points, competitors - `search_source` — search a single platform with custom queries - `draft_outreach` — platform-tuned reply for a specific lead - `plan_acquisition_funnel` — Week-1 outreach plan from HIGH-intent leads - `get_run`, `list_runs`, `billing_status` — free utilities ## Pricing - $0.99 single run - $3.99/week Pro (5 runs) - $149.99 lifetime (unlimited) Get your API key at [usegorilla.app](https://usegorilla.app). Homepage: https://usegorilla.app GitHub Repository: https://github.com/opusforge/gorilla-mcp

OpenAPI Specification (OAS) tools for validating, parsing, fixing, converting, diffing, joining, and building specs; as well as generating client/servers/types from specs.

A lightweight docs-focused MCP server that reads an OpenAPI JSON spec and exposes searchable endpoint and schema documentation as MCP resources and tools.

MCP server providing token-efficient access to OpenAPI/Swagger specs via MCP Resource Templates for client-side exploration.

Modern TypeScript and Python Katana Manufacturing MRP API clients with automatic retries, rate limiting, and smart pagination. Now with an alpha MCP implementation!

MCP server + CLI that makes AI coding assistants smarter — persistent memory, drift detection, goal tracking, dependency graphs. Zero API calls. 125 tests. 42 tools.

MCP server that ingests any OpenAPI 3.0/3.1 specification (YAML or JSON) at runtime and dynamically exposes every endpoint as a fully validated MCP tool for LLMs.

MCP server for Swagger/OpenAPI specifications - Generate TypeScript code for models and endpoints

MCP Server that dynamically generates tools from an OpenAPI specification.

OpenSMM Protocol — Open-source MCP Server & specification for decentralized social media growth, engagement distribution, and account farms.

A Model Context Protocol (MCP) server for generating Trello board reports by quarter or year. This tool allows you to generate detailed reports of your Trello boards' activity for specific time periods.

censuschat aims to let you ask questions about U.S. Census data in natural language. More specifically, a large language model takes queries about Census data and translates them into tidycensus R code. It uses the ellmer R package under the hood.

GitLab MCP server for the MCP 2026-07-28 specification (MCP 2.0): projects, MRs, pipelines, CI/CD, approvals and issues for AI assistants. Runs with writes, or locked read-only via MCP_READ_ONLY

Python MCP server for USDA nutrition data with meal planning system prompts. Get accurate macros, calories, and ingredients for any food item directly in Claude Desktop. Includes automated meal planner for diet-specific recipes.

The Hoppscotch MCP Server implements the Model Context Protocol (MCP) to connect AI agents and coding assistants including Claude Code, Cursor, VS Code Copilot, GitHub Copilot CLI, and Gemini CLI directly to your Hoppscotch workspaces, collections, specifications, and environments.

MCP server for medical coding — give AI assistants the ability to code clinical text to ICD-10-CM, ICD-11, ICF, and LOINC, audit charts for HCC gap capture / RADV / specificity / denial risk, translate between coding systems, and look up canonical referen