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Vetted Servers(9120)
agentforms---ai-conversational-form-builder-1763852414529
by guilhermetechmakers
Builds AI-powered conversational forms (agents) to collect structured data through natural language interactions.
Builds AI-powered conversational forms (agents) to collect structured data through natural language interactions.
Setup Requirements
- ⚠️Requires Supabase project (VITE_SUPABASE_URL, VITE_SUPABASE_ANON_KEY)
- ⚠️Requires a separate backend API (VITE_API_URL)
- ⚠️LLM API keys (e.g., OpenAI, Anthropic, Google) are needed for AI functionality and may incur costs.
Review RequiredView Analysis
expense-tracker-mcp-server
by bhaskar9298
Manages personal and group expenses, including shared expense tracking and splitting, through an AI-orchestrated tool server.
Manages personal and group expenses, including shared expense tracking and splitting, through an AI-orchestrated tool server.
Setup Requirements
- ⚠️Requires MONGODB_URI environment variable for database connection.
- ⚠️Requires Python 3.12 or newer.
- ⚠️Requires an OpenAI API key for the example client to function as demonstrated, interacting with 'gpt-5'.
Verified SafeView Analysis
netflow_mcp
by elastickent
Provides a natural language interface for analyzing NetFlow data stored in Elasticsearch, offering features like traffic analysis, bottleneck detection, anomaly detection, host investigation, and intelligent recommendations.
Provides a natural language interface for analyzing NetFlow data stored in Elasticsearch, offering features like traffic analysis, bottleneck detection, anomaly detection, host investigation, and intelligent recommendations.
Setup Requirements
- ⚠️Requires an existing Elasticsearch cluster with NetFlow data indexed under 'logs-netflow*'.
- ⚠️Requires an MCP-compatible client (e.g., Claude Desktop) to interact with the server; it is not a standalone application.
- ⚠️Specific configuration required within the Claude Desktop client's configuration file (`claude_desktop_config.json`), including correct Python paths.
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MCP
by 080bct12alex
Building and deploying an MCP server for expense tracking that integrates with AI chatbots and custom clients, demonstrating core MCP concepts and multi-server client interaction.
Building and deploying an MCP server for expense tracking that integrates with AI chatbots and custom clients, demonstrating core MCP concepts and multi-server client interaction.
Setup Requirements
- ⚠️Requires `uv` package manager and `fastmcp` library for both server and client setup.
- ⚠️Client configurations for local servers contain hardcoded absolute paths (e.g., to Python executables and server scripts), which must be manually adjusted for different environments.
- ⚠️Requires an `OPENAI_API_KEY` to interact with the specified `ChatOpenAI` LLM via the client.
Review RequiredView Analysis
mcp-server-miro
by alexisleboulanger
An MCP server enabling AI agents to programmatically interact with and manipulate Miro boards via its API.
An MCP server enabling AI agents to programmatically interact with and manipulate Miro boards via its API.
Setup Requirements
- ⚠️Requires a Miro API token configured in a .env file.
- ⚠️Many tools require a Miro Board ID, either set as a default in .env or provided per-call.
- ⚠️Requires Node.js to be installed for local development/execution without Docker.
Verified SafeView Analysis
mcp-for-security
by yes0ng
Assisting with information security tasks by providing product end-of-life dates, CVE lookups, and threat intelligence checks for IPs, domains, and URLs.
Assisting with information security tasks by providing product end-of-life dates, CVE lookups, and threat intelligence checks for IPs, domains, and URLs.
Setup Requirements
- ⚠️Requires Python 3.8 or higher.
- ⚠️Dependencies must be installed via `pip install -r requirements.txt`.
- ⚠️Full functionality (VirusTotal, AbuseIPDB) requires API keys, which may be for paid services.
Verified SafeView Analysis
mcp-sdl
by jvolden
Provides SDL3 API documentation, code examples, and migration guides to AI assistants for code generation and reference.
Provides SDL3 API documentation, code examples, and migration guides to AI assistants for code generation and reference.
Setup Requirements
- ⚠️Requires Python 3.10 or higher.
- ⚠️Requires 'uv' package manager for installation and running.
- ⚠️Installation uses 'uvx' directly from the GitHub repository URL.
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custom-mcp-servers
by bayamasa
Executes shell commands on a server with security controls, and reads/searches/extracts information from PDF files.
Executes shell commands on a server with security controls, and reads/searches/extracts information from PDF files.
Setup Requirements
- ⚠️Requires the 'mcp' Python package to be installed.
- ⚠️Requires the 'pymupdf' Python package for the PDF server.
- ⚠️Configuration in Claude Desktop requires absolute paths to the server scripts.
Verified SafeView Analysis
mcp_emi_server_deployment
by Ramakrishna-Gedala
Provides a lightweight FastMCP server to expose loan EMI calculation, amortization schedule, loan comparison, and prepayment calculation tools to MCP clients.
Provides a lightweight FastMCP server to expose loan EMI calculation, amortization schedule, loan comparison, and prepayment calculation tools to MCP clients.
Setup Requirements
- ⚠️Requires Python 3.13+
- ⚠️Requires 'uv' for environment management and running (pip-compatible alternative)
- ⚠️An external EMI calculation backend API must be running and accessible at the configured `EMI_API_BASE_URL`
Verified SafeView Analysis
mcp-server-demo
by zq940222
A custom Spring AI MCP (Multi-Modal Chat Protocol) server designed for runtime dynamic toolset discovery and routing, bypassing Spring AI's default startup-time tool scanning.
A custom Spring AI MCP (Multi-Modal Chat Protocol) server designed for runtime dynamic toolset discovery and routing, bypassing Spring AI's default startup-time tool scanning.
Setup Requirements
- ⚠️Requires Java (likely 17+) and a compatible Spring Boot environment.
- ⚠️Requires an MCP-compatible client (e.g., Spring AI client) to interact with the server's custom endpoints.
- ⚠️Configuration properties like `mcp.toolset.allowed` (for whitelisting toolsets) and cache settings are critical for proper security and performance, though not strictly 'required' for startup.
Verified SafeView Analysis
maintenance-mcp
by jbandu
Provides comprehensive maintenance intelligence for airline operations, including predictive maintenance, parts optimization, and compliance tracking.
Provides comprehensive maintenance intelligence for airline operations, including predictive maintenance, parts optimization, and compliance tracking.
Setup Requirements
- ⚠️Requires a PostgreSQL database to be manually set up and migrated with schema (`npm run db:migrate`) and optionally seeded (`npm run db:seed`).
- ⚠️Neo4j database is optional but recommended for 'get-component-history' and requires separate installation and configuration (`ENABLE_NEO4J=true`).
- ⚠️Machine Learning (ML) functionalities (e.g., predict-component-failures) can optionally depend on an external Python ML service if `PYTHON_ML_SERVICE_URL` is configured.
- ⚠️Language Model (LLM) integration can require a local Ollama instance (`LLM_MODE=ollama`) or a Claude API Key (`LLM_MODE=claude`) for full functionality.
Verified SafeView Analysis
Medical-MCP-Server
by morikazu1119
Provides a reproducible Python development environment template with Docker and Docker Compose, optimized for GPU-accelerated workloads.
Provides a reproducible Python development environment template with Docker and Docker Compose, optimized for GPU-accelerated workloads.
Setup Requirements
- ⚠️Requires Docker and Docker Compose installed on the host machine.
- ⚠️Requires a host machine with NVIDIA GPUs and appropriate drivers for GPU acceleration.
- ⚠️If using `docker-run.sh`, the hardcoded `HOST_DATA_PATH="/mnt/c/mnt/data"` must be adjusted for non-Windows hosts or different data locations.
- ⚠️The default SSH port (2222) on the host must be available or configured otherwise.