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Vetted Servers(8554)
uihash-hotnews
by Stopy160
Analysis not possible: Source code was not provided in the prompt for this MCP server.
Analysis not possible: Source code was not provided in the prompt for this MCP server.
Setup Requirements
- ⚠️Source code not provided, unable to identify any specific setup requirements or friction points.
Review RequiredView Analysis
codebase-agent-mcp-server
by e11hzn
The Codebase MCP Server acts as an AI expert to index, search, and analyze Git repositories, assisting developers in understanding, reviewing, and querying code with deep codebase context.
The Codebase MCP Server acts as an AI expert to index, search, and analyze Git repositories, assisting developers in understanding, reviewing, and querying code with deep codebase context.
Setup Requirements
- ⚠️Requires OpenAI/Anthropic API Key (Paid) for full AI-powered analysis (as demonstrated in examples, not the server itself).
- ⚠️Repositories are stored in `/tmp/mcp-repos` and are cleared on server restart, requiring re-indexing for persistent use.
- ⚠️Currently supports public GitHub/GitLab repositories only; private repositories require additional authentication setup not handled by the server.
Verified SafeView Analysis
Power-BI-Desktop-MCP-Server-and-Claude-Desktop-
by SalimChikh
Integrates Power BI Desktop with Claude AI models, likely functioning as a custom data connector or gateway for enhanced data analysis.
Integrates Power BI Desktop with Claude AI models, likely functioning as a custom data connector or gateway for enhanced data analysis.
Setup Requirements
- ⚠️Requires Claude API Key (Paid) or a local Claude instance.
- ⚠️Requires Power BI Desktop installation.
Review RequiredView Analysis
remote-mcp-server-authless
by McSheaD
Deploying an unauthenticated Model Context Protocol (MCP) server on Cloudflare Workers, providing simple calculator tools to AI clients.
Deploying an unauthenticated Model Context Protocol (MCP) server on Cloudflare Workers, providing simple calculator tools to AI clients.
Setup Requirements
- ⚠️Requires deployment to Cloudflare Workers infrastructure.
- ⚠️The server is 'authless' by design, making all exposed tools publicly accessible without authentication. Deployers should be aware of this open access.
- ⚠️Local MCP clients like Claude Desktop require an `mcp-remote` proxy to connect to the deployed server.
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sisterd_lite
by rintaro-s
An AI-native OS core designed for LLMs to autonomously monitor, control, and optimize Linux systems by interacting with system services and tools.
An AI-native OS core designed for LLMs to autonomously monitor, control, and optimize Linux systems by interacting with system services and tools.
Setup Requirements
- ⚠️Requires a local Ollama server running for AI features (default: http://localhost:11434).
- ⚠️Many system management tools require root privileges, which is not explicitly managed by the launch script.
- ⚠️Container features require Docker to be installed and accessible.
Review RequiredView Analysis
mysql-mcp-server
by matpb
Provides secure, read-only access to MySQL databases through a Model Context Protocol (MCP) server, including schema introspection and Google Cloud SQL Proxy support.
Provides secure, read-only access to MySQL databases through a Model Context Protocol (MCP) server, including schema introspection and Google Cloud SQL Proxy support.
Setup Requirements
- ⚠️Requires a MySQL database for functionality; connection details (host, port, user, password, database) must be provided via environment variables.
- ⚠️If connecting to Google Cloud SQL, `CLOUD_SQL_PROXY_ENABLED` must be set to 'true' and `CLOUD_SQL_INSTANCE` (e.g., 'project:region:instance') is required. Cloud SQL authentication via service account JSON (`GOOGLE_APPLICATION_CREDENTIALS`) or `gcloud auth` application default credentials is also necessary.
- ⚠️Requires Node.js version 18.19.0 or higher.
Verified SafeView Analysis
MCP-SERVER-CLIENT-SPRING-PYTHON
by yahykader
An AI agent-based chat application demonstrating multi-language tool use with Spring AI and Model Context Protocol (MCP).
An AI agent-based chat application demonstrating multi-language tool use with Spring AI and Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires an API key for an underlying Large Language Model provider (e.g., OpenAI, Google AI, etc.), which is essential for `ChatClient` functionality but not explicitly configured in the provided snippets.
- ⚠️Requires a Python environment (Python 3.11 or newer) and the 'uv' package manager to run the `mcp-python-server` component, which is spawned by the Spring Boot client.
- ⚠️The 'mcp-client's configuration (`mcp-servers.json`) contains a hardcoded absolute path (`D:/Formation-DATA-2024/...`) to the Python server script, which must be adjusted for different operating systems and project locations.
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mcp-context-server
by alex-feel
A high-performance Model Context Protocol (MCP) server providing persistent multimodal context storage for LLM agents, enabling seamless context sharing across multiple agents working on the same task through thread-based scoping.
A high-performance Model Context Protocol (MCP) server providing persistent multimodal context storage for LLM agents, enabling seamless context sharing across multiple agents working on the same task through thread-based scoping.
Setup Requirements
- ⚠️Requires 'uv' package manager for installation and running.
- ⚠️Python 3.12+ is the minimum required version.
- ⚠️For local semantic search, requires an Ollama server running locally and the specific embedding model ('ollama pull model') downloaded.
- ⚠️External API keys are mandatory for cloud-based embedding providers (e.g., OpenAI, Azure, HuggingFace, Voyage AI) if chosen.
- ⚠️FlashRank reranking model (~34MB by default) is downloaded on first use.
- ⚠️PostgreSQL backend requires a running PostgreSQL instance and connection string/credentials.
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wpa-mcp
by dogkeeper886
An MCP server that enables AI agents to control WiFi connections on Linux systems via wpa_supplicant.
An MCP server that enables AI agents to control WiFi connections on Linux systems via wpa_supplicant.
Setup Requirements
- ⚠️Requires `sudo` permissions for `wpa_cli`, `dhclient`, `ip`, `wpa_supplicant`, `systemctl`, `pkill`. The user running the server may need passwordless sudo configured.
- ⚠️NetworkManager must be disabled or configured to ignore the WiFi interface to prevent interference with `wpa_supplicant`.
- ⚠️Playwright's Chromium browser must be installed separately using `npx playwright install chromium` for browser automation tools.
- ⚠️The `browser_run_script` tool allows arbitrary JavaScript execution from the configured scripts directory if not carefully secured, leading to a critical security risk.
Review RequiredView Analysis
nanobanana-mcp
by a6401040
Provides an MCP (Model Context Protocol) server for AI image generation and editing using the Google Gemini API, enabling AI clients to create and modify images via structured tool calls.
Provides an MCP (Model Context Protocol) server for AI image generation and editing using the Google Gemini API, enabling AI clients to create and modify images via structured tool calls.
Setup Requirements
- ⚠️Requires a Google API Key with access to Gemini models (GOOGLE_API_KEY environment variable or --apiKey CLI argument).
- ⚠️Requires Node.js >= v18.0.0.
- ⚠️Image tools that do not specify `output_path` will return base64 encoded image data, which can be very large and consume significant bandwidth/memory from the calling client's context.
Verified SafeView Analysis
xiaozhigetassetpricemcp
by TrBaPhong
Extending AI capabilities by providing tools to fetch real-time financial asset prices (cryptocurrency, stocks, gold) through a Model Context Protocol (MCP) server.
Extending AI capabilities by providing tools to fetch real-time financial asset prices (cryptocurrency, stocks, gold) through a Model Context Protocol (MCP) server.
Setup Requirements
- ⚠️Requires the `MCP_ENDPOINT` environment variable to be set, pointing to the WebSocket server endpoint for MCP communication.
- ⚠️The `docker-compose.yml` specifies `command: python mcp_pipe.py getassetprice.py`. However, `getassetprice.py` is configured with `mcp.run(transport="sse")`, meaning it expects to run as an SSE server, not communicate via standard I/O (stdin/stdout) with its parent process (`mcp_pipe.py`). This is a fundamental misconfiguration and the service will not function as intended without modifying `getassetprice.py` to use `transport="stdio"` or adjusting the `docker-compose.yml` to launch it via `mcp_proxy` as per `mcp_config.json`'s SSE server definitions.
- ⚠️Critical API keys (for CoinMarketCap and BTMC) are hardcoded in `getassetprice.py`. These must be manually changed in the source code for any deployment and are exposed in the repository. They should be refactored to use environment variables for security and flexibility.
Review RequiredView Analysis
claude-mcp-bridge
by jingchen0529
A simple Claude MCP service for integrating custom Claude API endpoints with Claude Desktop.
A simple Claude MCP service for integrating custom Claude API endpoints with Claude Desktop.
Setup Requirements
- ⚠️Requires a paid Claude API Key and custom API endpoint.
- ⚠️API keys must be manually configured in `src/mcp_service.py` which poses a risk if not git-ignored.
- ⚠️Manual configuration of Claude Desktop via `claude_desktop_config.json` with an absolute project path is required.