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Vetted Servers(8554)
bullet-mcp
by Chaos2555
Validating and improving bullet point lists based on cognitive research principles, designed to be integrated as a tool for LLMs or other content generation systems.
Validating and improving bullet point lists based on cognitive research principles, designed to be integrated as a tool for LLMs or other content generation systems.
Setup Requirements
- ⚠️Requires Node.js (version 18+ is recommended by project dependencies and `moduleResolution: "NodeNext"`).
- ⚠️Designed as a Model Context Protocol (MCP) server, meaning it functions as a tool called by an MCP client (e.g., an LLM orchestrator), not as a standalone GUI application for direct user input.
- ⚠️The provided README.md describes a desktop application with `.exe`, `.dmg`, and `.zip` downloads, which contradicts the actual source code's implementation as a Node.js-based MCP server. This could lead to user confusion if the README is taken literally.
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GIAIC_Q4_AIDD_30_Days_Challenge
by Mutahir-15
Summarizes uploaded PDF documents and generates multiple-choice or mixed-style quizzes from the content using an AI agent.
Summarizes uploaded PDF documents and generates multiple-choice or mixed-style quizzes from the content using an AI agent.
Setup Requirements
- ⚠️Requires Google Gemini API Key (paid service, must be set in a .env file as GEMINI_API_KEY or GOOGLE_API_KEY)
- ⚠️Requires Python 3.13 or newer (as specified in pyproject.toml, which is a development version of Python and may not be readily available or stable)
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test-nikola-2-mcp-server
by Traia-IO
An MCP server providing a standardized interface for AI agents and LLMs to interact with the Test Nikola 2 API, leveraging the D402 payment protocol.
An MCP server providing a standardized interface for AI agents and LLMs to interact with the Test Nikola 2 API, leveraging the D402 payment protocol.
Setup Requirements
- ⚠️Requires Docker for recommended deployment or Python 3.12+ for manual installation.
- ⚠️Requires configuration of D402 payment protocol environment variables (e.g., `SERVER_ADDRESS`, `MCP_OPERATOR_PRIVATE_KEY`, `D402_FACILITATOR_URL`), although a local setup script (`run_local_docker.sh`) attempts to auto-generate some for testing.
- ⚠️The `run_local_docker.sh` script includes complex logic for referencing and copying the `traia-iatp` library locally, which might introduce friction if the local `IATP` repository structure is not as expected.
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code-search-mcp
by suvaidkhan
A high-performance semantic code search server that enables intelligent code discovery through natural language queries within a specified codebase.
A high-performance semantic code search server that enables intelligent code discovery through natural language queries within a specified codebase.
Setup Requirements
- ⚠️Requires OpenAI API Key (Paid Service)
- ⚠️Requires Go 1.21 or higher
- ⚠️Requires Git installed (for .gitignore integration)
- ⚠️Currently only supports OpenAI for embeddings; local models are a roadmap item.
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mcp-dotnet-explorer
by jadjhaddad
A Model Context Protocol (MCP) server that analyzes .NET assembly DLLs and stores metadata in a SQLite database for efficient querying.
A Model Context Protocol (MCP) server that analyzes .NET assembly DLLs and stores metadata in a SQLite database for efficient querying.
Setup Requirements
- ⚠️Requires .NET 9.0 SDK
- ⚠️Requires WSL2 (if running on Windows)
- ⚠️Requires manual configuration in Claude Code's MCP settings file with an adjusted path
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MCP-Server-Validator
by Starborn
Validates MCP Servers against a predefined specification of requirements to ensure compliance.
Validates MCP Servers against a predefined specification of requirements to ensure compliance.
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med-mcp-server
by abumuslim1
Analyzing medical PDF conclusions for inconsistencies and errors using a Yandex Cloud-powered AI assistant.
Analyzing medical PDF conclusions for inconsistencies and errors using a Yandex Cloud-powered AI assistant.
Setup Requirements
- ⚠️Requires Yandex Cloud API Key and Folder ID (Paid service for AI Studio)
- ⚠️PDF files must be placed in the configured PDF_ROOT directory (default: data/pdfs) for analysis
- ⚠️Requires Python 3.x and specific dependencies (dotenv, pypdf, openai, fastmcp, uvicorn)
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claude-code-setup
by Danservfinn
Enables Claude Code agents to make HTTP requests to retrieve information from arbitrary web URLs, facilitating data collection and real-time information access for development tasks.
Enables Claude Code agents to make HTTP requests to retrieve information from arbitrary web URLs, facilitating data collection and real-time information access for development tasks.
Setup Requirements
- ⚠️Requires Node.js runtime environment.
- ⚠️Requires active network connectivity.
- ⚠️Potential for resource exhaustion with very large web page fetches.
- ⚠️May require proxy configuration in restrictive network environments.
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gossisMCP
by MCPRUNNER
Analyzes SSIS (SQL Server Integration Services) DTSX files, providing detailed insights into package structure, data flows, control flows, logging, performance, security, and best practices, with extensible plugin support and workflow automation.
Analyzes SSIS (SQL Server Integration Services) DTSX files, providing detailed insights into package structure, data flows, control flows, logging, performance, security, and best practices, with extensible plugin support and workflow automation.
Setup Requirements
- ⚠️Requires Go 1.19 or later.
- ⚠️Plugin compilation (`go build -buildmode=plugin`) generates OS-specific shared libraries (`.so` on Linux/macOS, `.dll` on Windows), and the `create_analysis_rule` feature, if fully implemented, would enable on-the-fly compilation of arbitrary Go code into plugins, posing a significant security risk.
- ⚠️Primarily tested on Windows 11; path handling and file system operations may require further validation on non-Windows platforms, potentially impacting full functionality, especially for specific tools like MSMQ analysis.
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mcp_server_test
by jvermeir
A simple REST API service for storing and retrieving text documents, primarily used as a local test server and integrated with Model Context Protocol (MCP) plugins for AI interaction.
A simple REST API service for storing and retrieving text documents, primarily used as a local test server and integrated with Model Context Protocol (MCP) plugins for AI interaction.
Setup Requirements
- ⚠️Requires uv package manager for dependency management and execution.
- ⚠️Requires Python 3.11 or newer.
- ⚠️Manual configuration of Claude desktop (`claude_desktop_config.json`) with absolute paths to `uv` and the plugin folder is required for MCP integration.
- ⚠️The server must be running on port 3000 for the MCP plugin to connect by default.
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pycontextify
by tbrandenburg
Provides a semantic search server with lightweight knowledge graph capabilities for diverse knowledge sources like codebases and documents, integrated via the MCP protocol for AI assistants.
Provides a semantic search server with lightweight knowledge graph capabilities for diverse knowledge sources like codebases and documents, integrated via the MCP protocol for AI assistants.
Setup Requirements
- ⚠️Requires 'uv' package manager for installation and execution.
- ⚠️Requires Python 3.10 or newer (full test suite targets Python 3.13+).
- ⚠️Requires FAISS, sentence-transformers, and PDF processing libraries (PyMuPDF, langchain-community) which may need to be installed.
- ⚠️Embedding models (sentence-transformers) are downloaded on first run, requiring internet access and potentially causing a longer initial startup time.
- ⚠️Requires 8 GB RAM minimum (16 GB recommended for larger corpora) as embeddings and FAISS indexes reside in-process.
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tyomarkkinatori_mcp_server
by markusnieminen1
An MCP server to query Finnish labor market job listings from the Työmarkkinatori API based on user-provided location and occupation criteria.
An MCP server to query Finnish labor market job listings from the Työmarkkinatori API based on user-provided location and occupation criteria.
Setup Requirements
- ⚠️Requires Python 3.12+
- ⚠️Requires Claude Desktop installed and configured for MCP servers
- ⚠️Requires Docker installed for containerized deployment, or `uv` for Python dependency management
- ⚠️The tool `get_all_high_level_occupation_codes` actually returns 'low-level' occupation codes (from `ammatit_taso_3.json`), which is verbose and might consume more tokens than expected for a 'high-level' request.