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Vetted Servers(9120)
mcp-research-server-on-EC2
by CyprianFusi
A Model Context Protocol (MCP) server for intelligent research data management using vector embeddings and semantic search.
A Model Context Protocol (MCP) server for intelligent research data management using vector embeddings and semantic search.
Setup Requirements
- ⚠️Requires OpenAI API Key (Paid)
- ⚠️Python 3.13+
- ⚠️AWS EC2 instance (for deployment)
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flutter_project_creation_mcp_server
by emeinardus
Enables an AI agent to create, analyze, fix, and run Flutter projects following Clean Architecture patterns locally.
Enables an AI agent to create, analyze, fix, and run Flutter projects following Clean Architecture patterns locally.
Setup Requirements
- ⚠️Requires Flutter SDK (3.0.0+)
- ⚠️Requires Android Studio for Android features
- ⚠️Manual configuration of Claude Desktop with an absolute path is required
- ⚠️Untested on macOS and Linux, potential for platform-specific issues
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architect-mcp
by InboundCPH
An autonomous Presentation Architect MCP server for Google Slides, managing a digital twin of presentations, generating styled charts via QuickChart.io, and automating slide updates.
An autonomous Presentation Architect MCP server for Google Slides, managing a digital twin of presentations, generating styled charts via QuickChart.io, and automating slide updates.
Setup Requirements
- ⚠️Requires Google Cloud Service Account credentials (GOOGLE_CREDENTIALS_BASE64 or GOOGLE_CREDENTIALS_JSON environment variable or 'credentials.json' file).
- ⚠️Requires Google Slides API and Google Sheets API to be enabled in Google Cloud Console.
- ⚠️The Service Account must have 'Editor' access to all Google Presentations and Sheets it interacts with.
Verified SafeView Analysis
MCP-Server-
by Arenjb19
To host a server, likely for multiplayer game protocol interaction or general network services.
To host a server, likely for multiplayer game protocol interaction or general network services.
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travelwise-marketplace
by taocodao
AI-powered multimodal content analysis for various file types (image, PDF, text, audio, video) using Google Gemini.
AI-powered multimodal content analysis for various file types (image, PDF, text, audio, video) using Google Gemini.
Setup Requirements
- ⚠️Requires Google Gemini API Key (paid tier likely for high usage).
- ⚠️Requires Perplexity API Key (for advanced web context/RAG features, as seen in other related files within the repository).
- ⚠️May require Chromium/Puppeteer dependencies in the deployment environment if full 'gemini-file-search' MCP features (like website crawling) are enabled.
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mcp.expanso.io
by expanso-io
A Model Context Protocol (MCP) server for semantic search and retrieval over Expanso documentation, leveraging Cloudflare Workers, Vectorize, and LLMs to answer natural language queries and generate pipeline configurations.
A Model Context Protocol (MCP) server for semantic search and retrieval over Expanso documentation, leveraging Cloudflare Workers, Vectorize, and LLMs to answer natural language queries and generate pipeline configurations.
Setup Requirements
- ⚠️Requires a Cloudflare account with a Workers paid plan for Vectorize.
- ⚠️Requires installation and configuration of the Wrangler CLI.
- ⚠️Requires manual creation and configuration of Cloudflare KV Namespace and Vectorize Index via `wrangler` CLI.
- ⚠️Requires `CLOUDFLARE_API_TOKEN` for content indexing and deployment.
- ⚠️Relies on an external `validate.expanso.io` API for pipeline schema and validation, which is a critical external dependency.
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MCP_Server
by Zarak-Shah-ji
This project provides a Model Context Protocol (MCP) server to expose specific tools or functions for AI models or agents to consume.
This project provides a Model Context Protocol (MCP) server to expose specific tools or functions for AI models or agents to consume.
Setup Requirements
- ⚠️Requires the 'mcp' CLI tool to be installed and available in the environment.
Verified SafeView Analysis
productivity-agent
by chowfi
Automatically generates a time-blocked task list for the next day by fetching calendar events, new tasks, and outstanding items, then prioritizing them intelligently.
Automatically generates a time-blocked task list for the next day by fetching calendar events, new tasks, and outstanding items, then prioritizing them intelligently.
Setup Requirements
- ⚠️Extensive Google Cloud Project configuration required for APIs (Calendar, Docs, Drive) and OAuth 2.0 credentials.
- ⚠️Requires an OpenRouter API Key for local server setup.
- ⚠️A ChatGPT Plus subscription is needed for the recommended ChatGPT client and Fly.io server option.
Verified SafeView Analysis
mcp
by AymThomas
An open-source Yang Browser and NetConf/RESTConf RPC Builder application to experiment with Yang Data Models and interact with network devices.
An open-source Yang Browser and NetConf/RESTConf RPC Builder application to experiment with Yang Data Models and interact with network devices.
Setup Requirements
- ⚠️Requires Python 2.7 (End-of-Life and insecure).
- ⚠️Requires a browser with Flash plugin (End-of-Life and insecure).
- ⚠️Requires Graphviz for dependency graph visualization.
- ⚠️Not supported on Windows.
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MCP-Server-Documentation-Retrieval-Web-Scraping-uv-FastMCP-
by Hanzlazafar1
An AI assistant for answering technical questions by searching documentation for specific Python libraries and summarizing content using a Large Language Model.
An AI assistant for answering technical questions by searching documentation for specific Python libraries and summarizing content using a Large Language Model.
Setup Requirements
- ⚠️Requires a Groq API Key (paid service) to interact with the LLM (currently hardcoded in utils.py, which must be fixed to use `os.getenv('GROQ_API_KEY')`).
- ⚠️Requires a Serper API Key (paid service) for web search.
- ⚠️Requires Python 3.11+.
- ⚠️Requires `uv` for running the server (specified in StdioServerParameters).
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quasar-mcp-server
by itsubaki
An MCP server for running, sharing, and editing quantum circuits written in OpenQASM 3.x, backed by the Quasar quantum simulator.
An MCP server for running, sharing, and editing quantum circuits written in OpenQASM 3.x, backed by the Quasar quantum simulator.
Setup Requirements
- ⚠️Requires a Google Cloud Platform account for deployment to Cloud Run.
- ⚠️Requires the `quasar` quantum simulator service (github.com/itsubaki/quasar) to be deployed as a prerequisite to Cloud Run.
- ⚠️Requires `IDENTITY_TOKEN` and `TARGET_URL` environment variables to be configured for authentication and communication with the `quasar` service.
Verified SafeView Analysis
syv-mcp-tools
by kodexArg
Provides an MCP server to validate and extract metadata from Markdown files according to project-specific rules.
Provides an MCP server to validate and extract metadata from Markdown files according to project-specific rules.
Setup Requirements
- ⚠️Requires Python 3.12+
- ⚠️Requires `uv sync` for dependency installation (not `pip`)
- ⚠️Requires ANTHROPIC_API_KEY in `.env` for setup, though the provided server functions do not directly use it.