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Vetted Servers(8554)
wizelit-mcp
by dzunhowz
An AI-powered platform for Python code analysis (symbol scanning, impact analysis, dependency graphing, grep, git blame) and refactoring, integrated with a Chainlit chat interface.
An AI-powered platform for Python code analysis (symbol scanning, impact analysis, dependency graphing, grep, git blame) and refactoring, integrated with a Chainlit chat interface.
Setup Requirements
- ⚠️Python 3.12+ required.
- ⚠️AWS Credentials (Access Key, Secret Key, Region, Bedrock Model ID) required for Bedrock LLM access.
- ⚠️Requires `wizelit-sdk` from a private GitHub repository via SSH, necessitating SSH key configuration for installation.
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CV_Robot_MCP
by OppaAI
Enables a robot to visually interpret its environment in real-time by sending camera feeds to an external VLM and receiving object descriptions for enhanced situational awareness.
Enables a robot to visually interpret its environment in real-time by sending camera feeds to an external VLM and receiving object descriptions for enhanced situational awareness.
Setup Requirements
- ⚠️Requires a HuggingFace token (HF_CV_ROBOT_TOKEN) to be generated and placed in a .env file.
- ⚠️Relies on the external CV_MCP_Server HuggingFace Space being active and accessible.
- ⚠️Requires Python 3.10+.
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mcp-server-weather
by Pulse-Programmer
Provides real-time weather alerts and forecasts for specified US locations and states.
Provides real-time weather alerts and forecasts for specified US locations and states.
Setup Requirements
- ⚠️Python 3.13+ required
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smart-pointment
by Kakuritsu95
Manages appointments and provides personal information (Thodoris's schedule and details) via a Model Context Protocol (MCP) server, integrated with an AI model.
Manages appointments and provides personal information (Thodoris's schedule and details) via a Model Context Protocol (MCP) server, integrated with an AI model.
Setup Requirements
- ⚠️Requires a running Ollama server accessible at `OLLAMA_URL` with the `OLLAMA_MODEL` (e.g., `qwen3:1.7b`) loaded, as the `mcp-client` depends on it.
- ⚠️The `MCP_SERVER_URL` environment variable must be configured for the `mcp-client` to connect to the `mcp-server` (Java application).
- ⚠️The `mcp-server` (Java Spring Boot application) expects `static/schedule.csv` and `static/information.json` files to be present in its `src/main/resources/static` directory within the classpath for successful startup and operation.
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ops-autopilot
by tausifbadu
An AI-powered agentic control plane for AWS operations and DataOps, designed to automatically detect, investigate, and respond to production issues.
An AI-powered agentic control plane for AWS operations and DataOps, designed to automatically detect, investigate, and respond to production issues.
Setup Requirements
- ⚠️Python 3.11+ required
- ⚠️Docker and docker-compose required
- ⚠️AWS credentials (optional for local, critical for full functionality)
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HealthManagerMCP
by tomofuminijo
Healthmateエコシステムの中核となる健康情報管理MCPサーバーとして、AI健康コーチや外部AIクライアント(ChatGPT、Claude等)との連携を可能にします。
Healthmateエコシステムの中核となる健康情報管理MCPサーバーとして、AI健康コーチや外部AIクライアント(ChatGPT、Claude等)との連携を可能にします。
Setup Requirements
- ⚠️Requires Python 3.12+ and Node.js 18+ for development.
- ⚠️Requires configured AWS CLI v2 and AWS CDK Bootstrap in the target region.
- ⚠️M2M authentication setup involves multiple steps, including CDK deployment and running shell scripts to create AgentCore Identity and OAuth2 Credential Providers.
- ⚠️The server offers 40 distinct MCP tools. Providing all schemas and tool descriptions to an AI model can consume a substantial portion of the context window (estimated ~7000 tokens for schema descriptions alone), potentially leading to higher inference costs for AI clients.
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reasoning-tools
by gavlooth
An MCP (Model Context Protocol) server that provides advanced reasoning tools (sequential, graph-of-thoughts, reflexion, dialectic) using configurable LLM backends.
An MCP (Model Context Protocol) server that provides advanced reasoning tools (sequential, graph-of-thoughts, reflexion, dialectic) using configurable LLM backends.
Setup Requirements
- ⚠️Requires a paid LLM API key (e.g., OpenAI, Anthropic) or a local Ollama instance running. Automatic provider detection occurs based on environment variables.
- ⚠️Requires Python 3 installed and in PATH if the `code_exec` tool is enabled. This is also used for the AST-based security validation of Python code.
- ⚠️Requires manual compilation from Go source code (`go build`) before execution.
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remote-mcp-server-authless
by banday00
A remote, unauthenticated Model Context Protocol (MCP) server deployed on Cloudflare Workers, providing simple calculator tools for integration with AI clients like Cloudflare AI Playground or Claude Desktop.
A remote, unauthenticated Model Context Protocol (MCP) server deployed on Cloudflare Workers, providing simple calculator tools for integration with AI clients like Cloudflare AI Playground or Claude Desktop.
Setup Requirements
- ⚠️Requires a Cloudflare account for deployment.
- ⚠️Requires Node.js and `npm`/`wrangler` CLI for local development and deployment.
- ⚠️The server is intentionally unauthenticated and publicly accessible by design; users should be aware of this for any modifications.
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MCP-Server-project
by akash8190
A client-server system for remote execution of math operations and mock weather data retrieval using LangChain/LangGraph and an MCP adapter.
A client-server system for remote execution of math operations and mock weather data retrieval using LangChain/LangGraph and an MCP adapter.
Setup Requirements
- ⚠️Requires Python 3.13 or higher (as per pyproject.toml, overriding README's 3.8+).
- ⚠️Requires a GROQ_API_KEY environment variable to be set for LLM interactions.
- ⚠️The weather server (weather.py) must be running explicitly on http://localhost:8000 for the client to communicate with it via HTTP.
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duffel-mcp-server
by CaullenOmdahl
Enables LLMs to search for flights, analyze offers, and create bookings through the Duffel API with intelligent optimization strategies.
Enables LLMs to search for flights, analyze offers, and create bookings through the Duffel API with intelligent optimization strategies.
Setup Requirements
- ⚠️Requires a Duffel API Key with specific permissions (air.offer_requests.create, air.offers.read, air.orders.create, air.airlines.read, payments.payment_intents.create).
- ⚠️Duffel Payments must be enabled on your Duffel account for the self-hosted checkout flow (`duffel_create_checkout` tool).
- ⚠️For persistent checkout sessions in a hosted environment, a Redis instance is required (falls back to in-memory store otherwise).
- ⚠️Python 3.10 or higher is required.
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pmwiki-mcp
by kcofoni
Provides a Model Context Protocol (MCP) server for LLMs to read and search PmWiki content.
Provides a Model Context Protocol (MCP) server for LLMs to read and search PmWiki content.
Setup Requirements
- ⚠️Requires Docker to run.
- ⚠️Requires an existing PmWiki 'wiki.d' directory on the host machine to be mounted as a read-only volume.
- ⚠️Client (e.g., Claude Desktop) requires the 'mcp-proxy' tool for connection.
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sqlite3-mcp-server
by rncz
Allows a Large Language Model (LLM) to perform CRUD operations, run raw SQL, and introspect SQLite databases stored locally.
Allows a Large Language Model (LLM) to perform CRUD operations, run raw SQL, and introspect SQLite databases stored locally.
Setup Requirements
- ⚠️Requires 'uv' for Python environment management and package installation.
- ⚠️LLM software must support MCP server integration and tool calling.
- ⚠️Databases are stored locally in a 'databases/' folder relative to the server installation, requiring careful management of this directory.