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Vetted Servers(8554)
mcp
by Dynamic-Mockups
Generate product mockups programmatically using an API, facilitating integration with AI assistants for design and product customization workflows.
Generate product mockups programmatically using an API, facilitating integration with AI assistants for design and product customization workflows.
Setup Requirements
- ⚠️Requires Node.js 18 or higher to run.
- ⚠️Requires a Dynamic Mockups API key for most functionality (set as DYNAMIC_MOCKUPS_API_KEY environment variable or 'x-api-key' header).
- ⚠️Dependent on the external Dynamic Mockups API (https://app.dynamicmockups.com/api/v1) for all core functionality.
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mcp_server
by vinayak-556
An AI-powered server providing semantic search capabilities over various documentation sources (LangChain/LangGraph, RetellAI, Make.com) using OpenAI embeddings and Pinecone vector databases, exposed as an MCP (Multi-tool Coordination Protocol) server.
An AI-powered server providing semantic search capabilities over various documentation sources (LangChain/LangGraph, RetellAI, Make.com) using OpenAI embeddings and Pinecone vector databases, exposed as an MCP (Multi-tool Coordination Protocol) server.
Setup Requirements
- ⚠️Requires OpenAI API Key (Paid service for embeddings)
- ⚠️Requires Pinecone API Key (Pinecone account needed)
- ⚠️Requires Python dependencies (openai, pinecone, fastmcp, python-dotenv)
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MCP-Esgrima-B-blico-Python
by Yitz4
This server manages questions and rules for a 'Biblical Fencing' competition, providing tools to list and read markdown files containing game content.
This server manages questions and rules for a 'Biblical Fencing' competition, providing tools to list and read markdown files containing game content.
Setup Requirements
- ⚠️Requires Python environment.
- ⚠️The Python `mcp` (Model Context Protocol) SDK needs to be installed (e.g., `pip install mcp`).
- ⚠️The server expects a `mis_archivos` directory to exist in the same location as `server.py`, containing markdown files.
- ⚠️The presence of `package.json` and `package-lock.json` indicating a Node.js project with `server.js` as the main entry point, while `server.py` is provided, creates confusion about the intended runtime environment or project structure.
Review RequiredView Analysis
ashen-mcp-server
by JJAMAWAVE
The server provides a Meta-Controller Protocol (MCP) compliant API to interact with local Ollama language models, offering text analysis, arbitrary model calls, and file summarization capabilities.
The server provides a Meta-Controller Protocol (MCP) compliant API to interact with local Ollama language models, offering text analysis, arbitrary model calls, and file summarization capabilities.
Setup Requirements
- ⚠️Requires Ollama CLI installed and accessible in the system's PATH.
- ⚠️Requires Ollama models (e.g., 'qwen2.5:7b-instruct' or 'qwen2.5:7b') to be downloaded locally via Ollama.
- ⚠️Requires Python 3.x with FastAPI, Uvicorn, and other dependencies installed.
Review RequiredView Analysis
aws_knowledge_mcp_server
by hatanoyoshihiko
Provides a serverless web UI and proxy for interacting with the AWS Knowledge MCP Server to access documentation, recommendations, and regional availability information.
Provides a serverless web UI and proxy for interacting with the AWS Knowledge MCP Server to access documentation, recommendations, and regional availability information.
Setup Requirements
- ⚠️Requires AWS SAM CLI for deployment.
- ⚠️A shared secret (`OriginVerifySecret`) must be provided during deployment to enforce connection restrictions from CloudFront to API Gateway.
- ⚠️The UI assets (index.html, etc.) must be manually uploaded to the S3 bucket after deployment.
Verified SafeView Analysis
schwab-mcp-server
by acidsolution
A read-only Model Context Protocol (MCP) server for Charles Schwab API, enabling AI assistants to access financial data for portfolio analysis, real-time quotes, options data, and price history.
A read-only Model Context Protocol (MCP) server for Charles Schwab API, enabling AI assistants to access financial data for portfolio analysis, real-time quotes, options data, and price history.
Setup Requirements
- ⚠️Requires a Charles Schwab Developer account with App Key (Client ID), App Secret (Client Secret), and a valid (7-day expiring) Refresh Token.
- ⚠️Manual OAuth flow is required to obtain the initial refresh token, involving running a Python script (`get_token.py`), browser interaction, and pasting a redirect URL.
- ⚠️Requires local configuration of the AI client (e.g., Claude Desktop, ChatGPT Desktop) with specific paths to the Python environment and the repository's working directory.
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ezbookkeeping_mcp_server
by theanirudhvyas
Integrates AI assistants like Claude with EzBookkeeping for natural language personal finance management.
Integrates AI assistants like Claude with EzBookkeeping for natural language personal finance management.
Setup Requirements
- ⚠️Requires Python 3.10 or higher.
- ⚠️Requires 'uv' package manager to be installed for dependency management and running.
- ⚠️Needs an existing, self-hosted EzBookkeeping instance with a generated API token (EZBOOKKEEPING_URL and EZBOOKKEEPING_TOKEN environment variables must be configured).
Verified SafeView Analysis
mcp
by joelanford
Provides read-only access to Google Workspace APIs (Docs, Calendar, Gmail) as an MCP server for AI models.
Provides read-only access to Google Workspace APIs (Docs, Calendar, Gmail) as an MCP server for AI models.
Setup Requirements
- ⚠️Requires Google Application Default Credentials setup via `gcloud auth application-default login` with specified read-only scopes.
- ⚠️Requires Go language environment to build and run the binary.
- ⚠️Designed to be used with an MCP-compatible client (e.g., Claude Desktop) rather than as a standalone application.
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fastAPI-MCP-server
by bintang-aswam
This server provides image processing functionalities, specifically OCR and barcode/QR code scanning, through a standardized Model Context Protocol (MCP) interface for integration with AI agents in business automation scenarios.
This server provides image processing functionalities, specifically OCR and barcode/QR code scanning, through a standardized Model Context Protocol (MCP) interface for integration with AI agents in business automation scenarios.
Setup Requirements
- ⚠️Requires the Tesseract OCR engine to be installed separately on the host system for pytesseract to function.
- ⚠️Requires environment variables DESCOPE_PROJECT_ID and DESCOPE_API_BASE_URL to be configured (e.g., in a .env file).
- ⚠️All image URLs provided to the OCR and barcode scanning endpoints must be publicly accessible on the internet.
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creating-an-mcp-server
by mustafa861
This server demonstrates the creation and exposure of simple arithmetic tools via an MCP (Multi-Agent Communication Protocol) endpoint.
This server demonstrates the creation and exposure of simple arithmetic tools via an MCP (Multi-Agent Communication Protocol) endpoint.
Setup Requirements
- ⚠️Requires Python 3.13 or higher.
- ⚠️Dependencies listed in pyproject.toml (mcp, openai-agents, prompt-toolkit, uvicorn) must be installed.
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phaset-mcp
by phasetdev
Generates Phaset manifest files for software repositories by analyzing source code and project structure with AI.
Generates Phaset manifest files for software repositories by analyzing source code and project structure with AI.
Setup Requirements
- ⚠️Requires Node.js to be installed.
- ⚠️Requires configuration within Claude Desktop, Claude Code, or CLI to register the MCP server.
- ⚠️Primarily tested and intended for use with Claude; compatibility with other MCP-compatible tools is not guaranteed.
Verified SafeView Analysis
ai-stock-research
by manutej
A command-line tool for researching AI sector stocks, providing real-time quotes, news, financial data, and historical analysis.
A command-line tool for researching AI sector stocks, providing real-time quotes, news, financial data, and historical analysis.
Setup Requirements
- ⚠️Requires Python 3.10+.
- ⚠️Polygon.io API Key is optional for basic functionality but required for enhanced features (real-time prices, full historical data), and the free tier has strict rate limits (5 calls/minute).
- ⚠️Yahoo Finance (yfinance) API is actively blocking many programmatic access attempts, even with 'curl-cffi'. The tool may fail to fetch data via yfinance depending on your network/IP environment. Consider using the Polygon provider with an API key as a fallback.