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Vetted Servers(7632)
springboot-mcp-server
by Hywzy
An AI-powered Spring Boot server for student management, demonstrating tool-use capabilities with an external large language model.
An AI-powered Spring Boot server for student management, demonstrating tool-use capabilities with an external large language model.
Setup Requirements
- ⚠️Requires JDK 17+
- ⚠️Requires an Alibaba Cloud Dashscope API Key (or a compatible OpenAI-like API) for AI interactions.
- ⚠️The API key must be replaced in `application.yaml` for the AI functionality to work.
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consult7
by szeider
Consult7 enables AI agents to consult large context window models via OpenRouter for analyzing extensive file collections such as codebases and document repositories.
Consult7 enables AI agents to consult large context window models via OpenRouter for analyzing extensive file collections such as codebases and document repositories.
Setup Requirements
- ⚠️Requires an OpenRouter API Key (Paid service).
- ⚠️Requires Python 3.11 or higher.
- ⚠️Input 'files' and 'output_file' parameters must use absolute paths.
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postgres-mysql-mcp-server
by TranChiHuu
A Model Context Protocol (MCP) server that enables AI assistants to query PostgreSQL and MySQL databases for schema introspection and data retrieval.
A Model Context Protocol (MCP) server that enables AI assistants to query PostgreSQL and MySQL databases for schema introspection and data retrieval.
Setup Requirements
- ⚠️Requires Node.js 18+ runtime environment.
- ⚠️Requires access to an existing PostgreSQL or MySQL database.
- ⚠️SQL injection vulnerability exists when connecting to MySQL; ensure `tableName` inputs from AI assistants are fully trusted or manually sanitize the code.
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mcp-agent-identity
by faalantir
Provides cryptographic identity, signing, and verification capabilities for AI agents to ensure attribution and non-repudiation of their actions.
Provides cryptographic identity, signing, and verification capabilities for AI agents to ensure attribution and non-repudiation of their actions.
Setup Requirements
- ⚠️Identity files (`identity.json`) may be stored in temporary directories if the default project path is not writable, leading to non-persistent identities unless `AGENT_IDENTITY_PATH` is explicitly configured.
- ⚠️Requires a Node.js environment to run the MCP server.
Verified SafeView Analysis
firecrawl-mcp-server
by Jaycee1996
A Model Context Protocol (MCP) server that provides web scraping, crawling, search, and structured data extraction capabilities using the Firecrawl API.
A Model Context Protocol (MCP) server that provides web scraping, crawling, search, and structured data extraction capabilities using the Firecrawl API.
Setup Requirements
- ⚠️Requires a Firecrawl API Key for cloud usage, obtainable from firecrawl.dev.
- ⚠️Requires Node.js version 18.0.0 or higher.
- ⚠️For self-hosted instances, interactive web actions (e.g., click, write, executeJavascript) are enabled by default, which could be exploited by untrusted prompts if not carefully managed.
Verified SafeView Analysis
code-sage
by faxioman
A backend service for a code-related application, likely a development tool or an AI-powered code assistant.
A backend service for a code-related application, likely a development tool or an AI-powered code assistant.
Setup Requirements
- ⚠️Rust toolchain (rustup) required
- ⚠️Cargo build system required
Review RequiredView Analysis
f2c-mcp
by f2c-ai
A Model Context Protocol server for Figma Design to Code, enabling AI tools to convert Figma designs into production-ready frontend code.
A Model Context Protocol server for Figma Design to Code, enabling AI tools to convert Figma designs into production-ready frontend code.
Setup Requirements
- ⚠️Requires a Figma personal access token for API authentication.
- ⚠️Requires Node.js (>=16.0.0) environment to run.
- ⚠️Network access to Figma and F2C APIs is necessary.
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vibepush
by vibepush-dev
VibePush is an AI-managed deployment platform that enables AI agents to deploy, monitor, and fix applications on self-hosted VPS servers using natural language, leveraging the MCP protocol.
VibePush is an AI-managed deployment platform that enables AI agents to deploy, monitor, and fix applications on self-hosted VPS servers using natural language, leveraging the MCP protocol.
Setup Requirements
- ⚠️Project is in early validation stage; MVP implementation is not yet complete, so it's not ready to be deployed or run.
- ⚠️Requires a VPS for installation.
- ⚠️Relies on K3s (lightweight Kubernetes) for underlying container orchestration.
- ⚠️Requires an MCP-compatible AI agent (e.g., Claude, with planned support for ChatGPT, Gemini, etc.) to issue commands.
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wcgw
by rusiaaman
Empowering chat applications to code, build, and run on the local machine using an MCP server with tightly integrated shell and code editing tools.
Empowering chat applications to code, build, and run on the local machine using an MCP server with tightly integrated shell and code editing tools.
Setup Requirements
- ⚠️Requires 'uv' package manager to be installed.
- ⚠️Requires either 'OPENAI_API_KEY' or 'ANTHROPIC_API_KEY' environment variable for local CLI usage.
- ⚠️Windows users must run the server within WSL.
- ⚠️The 'screen' utility is used for terminal multiplexing (optional but recommended for features like attaching to the AI's terminal).
Review RequiredView Analysis
ai-soc-agent
by M507
An AI-powered Security Operations Center (SOC) agent designed to automate incident response, case management, threat intelligence lookups, EDR actions, and SIEM investigations.
An AI-powered Security Operations Center (SOC) agent designed to automate incident response, case management, threat intelligence lookups, EDR actions, and SIEM investigations.
Setup Requirements
- ⚠️Requires extensive API keys and configuration for multiple integrated security platforms (SIEM, EDR, Case Management, CTI, Engineering).
- ⚠️Requires a Python 3.x environment with dependencies (e.g., requests, fastapi, uvicorn, pydantic, marked.js).
- ⚠️The use of `eval()` in the rules engine for executing rule conditions and actions presents a critical security risk, allowing arbitrary code execution if rule definitions are compromised or untrusted.
- ⚠️Relies on a `cursor-agent` binary or dependency for certain code execution functionalities, as indicated by `cursor_agent.py`.
Review RequiredView Analysis
DAUT
by 2dogsandanerd
An AI-powered tool for automatically generating and updating documentation for codebases, supporting multiple languages and exposing RAG capabilities via an MCP server.
An AI-powered tool for automatically generating and updating documentation for codebases, supporting multiple languages and exposing RAG capabilities via an MCP server.
Setup Requirements
- ⚠️Requires Python 3.9+ to run.
- ⚠️Requires Ollama to be running and accessible (default: http://localhost:11434) for AI generation and embeddings.
- ⚠️Requires ChromaDB to be running and accessible (default: localhost:8000) for vector storage.
- ⚠️The MCP server's default API key ('secret-token-123') is insecure and *must* be changed via the 'MCP_API_KEY' environment variable.
Review RequiredView Analysis
AI-Gateway
by Azure-Samples
Provides a playground and lab environment to experiment with the Model Context Protocol (MCP) using Azure API Management to enable plug-and-play AI tools for Large Language Models (LLMs).
Provides a playground and lab environment to experiment with the Model Context Protocol (MCP) using Azure API Management to enable plug-and-play AI tools for Large Language Models (LLMs).
Setup Requirements
- ⚠️Requires Python 3.12+.
- ⚠️Requires an Azure Subscription with Contributor + RBAC Administrator or Owner roles.
- ⚠️Requires Azure CLI installed and signed into an Azure subscription.
- ⚠️Extensive Azure infrastructure setup (Azure API Management, Azure OpenAI, Azure AD app registrations, Managed Identities) is required and managed via Bicep in labs.