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Vetted Servers(9120)
academic-mcp
by spanwich
Zotero-integrated server for academic paper analysis, providing chunked access and LLM-powered extractions to overcome large document context limitations, enabling semantic search and on-demand content retrieval.
Zotero-integrated server for academic paper analysis, providing chunked access and LLM-powered extractions to overcome large document context limitations, enabling semantic search and on-demand content retrieval.
Setup Requirements
- ⚠️Requires Zotero with papers and the Better BibTeX plugin installed for proper integration and citation key generation.
- ⚠️Requires Ollama to be installed and running locally, with the specified LLM model ('qwen2.5:3b' by default) pulled and available.
- ⚠️The Zotero application must be closed during database import/sync operations to prevent database locking issues (as explicitly handled by the ZoteroReader).
Verified SafeView Analysis
mcp-hub
by ashen-dusk
Manages, connects to, and interacts with Model Context Protocol (MCP) servers using AI agents and a GraphQL API, providing category-based organization and user-isolated state.
Manages, connects to, and interacts with Model Context Protocol (MCP) servers using AI agents and a GraphQL API, providing category-based organization and user-isolated state.
Setup Requirements
- ⚠️Requires Python 3.12+.
- ⚠️Requires a running Redis server.
- ⚠️Requires various API keys (OpenAI/DeepSeek, Tavily, Google Client ID, OpenRouter) depending on features used.
Review RequiredView Analysis
AI.Voice.Editor.McpServer
by xztaityozx
Provides a Multi-Client Protocol (MCP) server for the A.I.VOICE Editor to facilitate communication and control.
Provides a Multi-Client Protocol (MCP) server for the A.I.VOICE Editor to facilitate communication and control.
Setup Requirements
- ⚠️Requires A.I.VOICE Editor (version 1); it is not compatible with A.I. VOICE Editor 2.
- ⚠️Functionality is limited to what is publicly exposed by the A.I.Talk.Editor.Api.
Verified SafeView Analysis
api-request-mcp-server
by Nicolas-Gong
Sends HTTP/HTTPS API requests, validates JSON responses, and supports proxy configurations.
Sends HTTP/HTTPS API requests, validates JSON responses, and supports proxy configurations.
Setup Requirements
- ⚠️Requires manual configuration in a specific, non-standard Cline (Windows) path for MCP servers.
- ⚠️Requires TypeScript compilation (`npm run build`) before it can be run.
- ⚠️The MCP configuration needs an absolute path to the compiled 'build/index.js' file.
Verified SafeView Analysis
polysolmcp
by polysolmcp
Enables AI agents to interact with Polymarket prediction markets by providing market data, prices, and historical information.
Enables AI agents to interact with Polymarket prediction markets by providing market data, prices, and historical information.
Setup Requirements
- ⚠️Requires Python 3.10 or higher.
- ⚠️Requires Polymarket API Key (private key) and Funder Wallet Address, which are sensitive credentials.
- ⚠️Requires manual configuration in MCP-compatible clients like Claude Desktop, including the absolute path to the repository.
Verified SafeView Analysis
maven-mcps
by support-and-care-labs
A collection of Model Context Protocol (MCP) servers designed to aid in Apache Maven improvements by providing LLM-accessible tools and context.
A collection of Model Context Protocol (MCP) servers designed to aid in Apache Maven improvements by providing LLM-accessible tools and context.
Setup Requirements
- ⚠️Docker (Docker Compose V2) is required for running the MCP servers.
- ⚠️The project is an umbrella for multiple independent MCP servers; setup involves navigating to specific subdirectories and following their individual README.adoc files.
- ⚠️Building documentation locally requires Antora, which is a Node.js/npm application.
- ⚠️The `mail-mcp` server uses Python scripts for data retrieval and processes large mail archives (700+ MB), implying Python dependencies for that specific server.
Verified SafeView Analysis
mcp-utils
by haakco
Provides a comprehensive set of shared utilities for building robust and standardized Model Context Protocol (MCP) servers, covering architecture, formatting, data operations, caching, rate limiting, WebSockets, and logging.
Provides a comprehensive set of shared utilities for building robust and standardized Model Context Protocol (MCP) servers, covering architecture, formatting, data operations, caching, rate limiting, WebSockets, and logging.
Setup Requirements
- ⚠️Requires Node.js v18.0.0 or higher.
- ⚠️Local development with other MCP servers may require configuring `file:` dependencies in `package.json`.
- ⚠️Logging utilities (`createLoggerFromEnv`) rely on `DEBUG` and `LOG_LEVEL` environment variables for configuration.
Verified SafeView Analysis
test-remote-mcp-server
by Rishabh899
This server acts as an expense tracker, allowing users to add, list, and summarize financial expenditures using a FastMCP API.
This server acts as an expense tracker, allowing users to add, list, and summarize financial expenditures using a FastMCP API.
Setup Requirements
- ⚠️Requires Python 3.11 or higher, as specified in `pyproject.toml`.
- ⚠️The SQLite database (`expenses.db`) is created in a temporary directory, meaning all expense data will be lost upon system reboot or cleanup of temporary files. This design makes the data non-persistent across sessions.
- ⚠️The `categories.json` file is expected in the same directory as `main.py` for custom categories. While defaults are provided if not found, custom category management requires this file placement.
Verified SafeView Analysis
mcp-unix-tools
by remysaissy
A local Model Context Protocol (MCP) server that exposes a collection of Unix tools to AI models for local development and automation tasks.
A local Model Context Protocol (MCP) server that exposes a collection of Unix tools to AI models for local development and automation tasks.
Setup Requirements
- ⚠️Rust toolchain (2024 edition or later) and Cargo required
- ⚠️Unix-like environment (Linux, macOS, or WSL on Windows) is mandatory
- ⚠️Provided source for `src/main.rs` is currently a 'Hello world.'; actual Unix tool implementations are not yet present in the snippet.
Verified SafeView Analysis
Expense-Tracker-MCP-Remote
by NikhilAdvani
Manages personal expenses by allowing users to add, list, summarize, edit, delete, and search expense entries.
Manages personal expenses by allowing users to add, list, summarize, edit, delete, and search expense entries.
Setup Requirements
- ⚠️Database stored in a temporary directory (`/tmp` or similar) and will not persist across system reboots or temporary directory cleanups, leading to potential data loss.
- ⚠️Requires Python 3.12+ due to project configuration.
Verified SafeView Analysis
mcp-atlassian-ts
by Bazilio-san
Automate and extend Atlassian JIRA and Confluence operations for AI agents using the Model Context Protocol (MCP).
Automate and extend Atlassian JIRA and Confluence operations for AI agents using the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires valid Atlassian JIRA and/or Confluence URL and credentials (username/password or Personal Access Token) in the .env file.
- ⚠️Mandatory `MCP_SERVICE_MODE` environment variable must be set to 'jira' or 'confluence' for the server to start.
- ⚠️Default port 3000 might be in use; requires changing `SERVER_PORT` environment variable if conflict occurs.
Verified SafeView Analysis
atlassian-mcp
by yohanesmario
Automates interactions with Atlassian Jira and Confluence by providing a custom, unified MCP server with optimized token usage for tool definitions and robust Markdown to Atlassian Document Format (ADF) conversion.
Automates interactions with Atlassian Jira and Confluence by providing a custom, unified MCP server with optimized token usage for tool definitions and robust Markdown to Atlassian Document Format (ADF) conversion.
Setup Requirements
- ⚠️Requires ATLASSIAN_EMAIL, ATLASSIAN_API_TOKEN, and ATLASSIAN_DOMAIN environment variables to be set.
- ⚠️If using a .env file for credentials, it must have secure permissions (e.g., `chmod 600 .env`) or it will be silently skipped.
- ⚠️The ATLASSIAN_DOMAIN must be in the format `company.atlassian.net` (domain only, no protocol or path).