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Vetted Servers(9120)
mcp-sample-server
by sabatajoxicraft
Provides current weather alerts and detailed forecasts by leveraging the National Weather Service (NWS) API.
Provides current weather alerts and detailed forecasts by leveraging the National Weather Service (NWS) API.
Setup Requirements
- ⚠️Requires Node.js 18 or later and npm 9 or later.
- ⚠️Weather data is sourced from the NWS API, meaning it primarily supports US locations.
- ⚠️The server must be running locally to be used with Claude Desktop.
Verified SafeView Analysis
flux2-mcp-server
by jankutschera
This MCP server enables Claude and other MCP clients to generate and edit images using various FLUX.2 models from fal.ai.
This MCP server enables Claude and other MCP clients to generate and edit images using various FLUX.2 models from fal.ai.
Setup Requirements
- ⚠️Requires a fal.ai API Key (FAL_KEY environment variable).
- ⚠️Requires Node.js version 18.0.0 or higher.
- ⚠️Must be configured in Claude Desktop's mcpServers config for full integration.
Verified SafeView Analysis
mcp-csa-toolkit
by saurabhsinha09
Serves as an MCP endpoint to generate comprehensive cloud architecture proposals, diagrams, executive summaries, infrastructure code, and requirements templates using various LLMs.
Serves as an MCP endpoint to generate comprehensive cloud architecture proposals, diagrams, executive summaries, infrastructure code, and requirements templates using various LLMs.
Setup Requirements
- ⚠️Requires ANTHROPIC_API_KEY or OPENAI_API_KEY (paid services).
- ⚠️Requires Python 3.9+.
- ⚠️Local setup requires 'pip install -r requirements.txt'.
Verified SafeView Analysis
fde_fabric_mcp
by mmcdermott-ashleyne
An MCP server to expose Microsoft Fabric workspaces, Lakehouses, Warehouses, SQL endpoints, and FDE-specific project orchestration as tools for AI agents.
An MCP server to expose Microsoft Fabric workspaces, Lakehouses, Warehouses, SQL endpoints, and FDE-specific project orchestration as tools for AI agents.
Setup Requirements
- ⚠️Requires Python 3.10 or higher.
- ⚠️Requires an ODBC Driver for SQL Server (e.g., ODBC Driver 18) installed at the OS level.
- ⚠️Requires access to a Microsoft Fabric / Power BI tenant and Azure AD application or interactive login for DefaultAzureCredential.
- ⚠️The 'mcp' client/programming helpers must be installed.
Verified SafeView Analysis
rag_server_implementation
by Dhana009
A production-ready RAG system for MCP that provides intelligent semantic search and question-answering capabilities for codebase and documentation.
A production-ready RAG system for MCP that provides intelligent semantic search and question-answering capabilities for codebase and documentation.
Setup Requirements
- ⚠️Requires Qdrant (Cloud or local Docker) setup with API keys.
- ⚠️Downloads large (~500MB) embedding models on first run, causing initial slowness.
- ⚠️The server, when run in standalone mode, will appear to 'hang' as it waits for JSON-RPC messages, which can be confusing for new users.
Verified SafeView Analysis
heimdall-mcp
by sarva-20
Heimdall MCP Server extends Claude Desktop's capabilities to interact with and control macOS system features, applications, and hardware.
Heimdall MCP Server extends Claude Desktop's capabilities to interact with and control macOS system features, applications, and hardware.
Setup Requirements
- ⚠️Requires macOS (Apple Silicon or Intel)
- ⚠️Requires Bun runtime
- ⚠️Requires Claude Desktop
- ⚠️Requires manual configuration of `claude_desktop_config.json` with absolute paths
- ⚠️Requires Screen Recording permission for screenshots
Verified SafeView Analysis
MCP_global_API
by Open-Earth-Foundation
Provides a Micro-Agent Compute Protocol (MCP) server to access CityCatalyst Global API for environmental and urban data queries.
Provides a Micro-Agent Compute Protocol (MCP) server to access CityCatalyst Global API for environmental and urban data queries.
Setup Requirements
- ⚠️Requires access to the external CityCatalyst Global API (https://ccglobal.openearth.dev).
- ⚠️The `llm_mcp_client.py` (for testing/interaction) requires an OpenAI API Key, which is a paid service.
- ⚠️Python 3.10+ is implied due to the use of `Type | None` syntax for type hints.
Verified SafeView Analysis
seo-mcp-server
by rhoni
Provides a Messaging Control Protocol (MCP) server that acts as a client for the SEOMCP backend, enabling AI agents to access specialized SEO optimization, analytics, and content generation tools.
Provides a Messaging Control Protocol (MCP) server that acts as a client for the SEOMCP backend, enabling AI agents to access specialized SEO optimization, analytics, and content generation tools.
Setup Requirements
- ⚠️Requires 'SEOMCP_API_KEY' which must be obtained from console.seomcp.run (likely a paid service).
- ⚠️Requires Python 3.10 or higher.
Verified SafeView Analysis
zego-ai-platform-mcp-server
by ElliotCambo
A lightweight FastAPI server acting as a central control plane (MCP) to define, list, and mock calls to various tools and resources, configured via environment variables.
A lightweight FastAPI server acting as a central control plane (MCP) to define, list, and mock calls to various tools and resources, configured via environment variables.
Setup Requirements
- ⚠️Requires MCP_CONFIG environment variable to be set with valid JSON.
- ⚠️Requires Python 3 and standard FastAPI/Uvicorn dependencies.
Verified SafeView Analysis
aws-mcp-lambda-server
by poad
Implement and deploy a Model Context Protocol (MCP) server on AWS Lambda for AI agent tool integration, with a Next.js client example.
Implement and deploy a Model Context Protocol (MCP) server on AWS Lambda for AI agent tool integration, with a Next.js client example.
Setup Requirements
- ⚠️Requires an AWS account and AWS CLI/CDK installed and configured (AWS services incur costs).
- ⚠️Specific Node.js (v22.x) and pnpm (v10.14.0+) versions are required.
- ⚠️AWS Cognito needs to be configured for OAuth 2.0 authentication if `use-auth` context is true during deployment.
Verified SafeView Analysis
layered-memory-mcp
by cordlesssteve
A hierarchical, intelligent memory system for AI agents, specifically tailored for software engineering knowledge. It proactively manages, correlates, and evolves memories, offering advanced search, graph-based insights, and predictive analytics, while prioritizing security and compliance.
A hierarchical, intelligent memory system for AI agents, specifically tailored for software engineering knowledge. It proactively manages, correlates, and evolves memories, offering advanced search, graph-based insights, and predictive analytics, while prioritizing security and compliance.
Setup Requirements
- ⚠️Requires OpenAI API Key (Paid) for OpenAI Embedding Service, which is enabled by default.
- ⚠️Requires Neo4j database instance to be running for graph-related features.
- ⚠️May require native build tools (e.g., Python, C++ compiler) for 'faiss-node' if pre-built binaries are not available for your system.
- ⚠️Downloads large AI models locally via '@xenova/transformers' on first use for BGE and CodeBERT embeddings, requiring internet access and disk space.
Verified SafeView Analysis
scraped-documentation
by neue-supply
Provides comprehensive documentation for developers to build, configure, deploy, and interact with Framer Plugins, extending Framer's capabilities with custom UI, CMS integration, localization, and canvas manipulation.
Provides comprehensive documentation for developers to build, configure, deploy, and interact with Framer Plugins, extending Framer's capabilities with custom UI, CMS integration, localization, and canvas manipulation.
Setup Requirements
- ⚠️Requires Node.js (modern version recommended) for plugin development.
- ⚠️Plugins must be scaffolded using `npm create framer-plugin@latest` and configured via `framer.json`.
- ⚠️Framer Developer Tools must be enabled in the Framer app to run development plugins.
- ⚠️OAuth and external API integrations often require setting up a separate backend (e.g., Cloudflare Workers) and managing sensitive API keys/secrets as environment variables for those backend services.
- ⚠️When deploying plugins via Vercel, 'Vercel Authentication' must be disabled for public accessibility.