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Vetted Servers(9120)
FeedFlow
by geckod22
Manages and fetches articles from RSS feeds through MCP tool calls, using a persistent SQLite database.
Manages and fetches articles from RSS feeds through MCP tool calls, using a persistent SQLite database.
Setup Requirements
- ⚠️Requires Python 3.13 or higher.
- ⚠️Relies on 'uv' for dependency management, which users might not have installed or be familiar with over 'pip'.
Verified SafeView Analysis
php-mcp-server
by rdmpage
Implements the Model Context Protocol (MCP) to expose SPARQL query capabilities and resource information to an AI client like Claude Desktop.
Implements the Model Context Protocol (MCP) to expose SPARQL query capabilities and resource information to an AI client like Claude Desktop.
Setup Requirements
- ⚠️Requires PHP 7+ installed on the system.
- ⚠️Requires the PHP cURL extension.
- ⚠️Requires a running SPARQL endpoint, configured via the `SPARQL_ENDPOINT` environment variable.
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git-mcp-server
by moor-sun
Provides a FastAPI server to expose local Git repository file system operations and build commands for AI agents or automation systems.
Provides a FastAPI server to expose local Git repository file system operations and build commands for AI agents or automation systems.
Setup Requirements
- ⚠️Requires Python 3.9+
- ⚠️Requires Maven or Gradle (and optionally their wrappers) to be installed and accessible in the system PATH or project directory.
- ⚠️The `GIT_LOCAL_REPO` environment variable must be set to the desired repository root, otherwise it defaults to a specific Windows path.
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mcp-audit
by ariefalabbasi
Analyzes and tracks token usage, costs, and efficiency of AI coding sessions across multiple CLI platforms (Claude Code, Codex CLI, Gemini CLI, Ollama CLI).
Analyzes and tracks token usage, costs, and efficiency of AI coding sessions across multiple CLI platforms (Claude Code, Codex CLI, Gemini CLI, Ollama CLI).
Setup Requirements
- ⚠️Python 3.11+ is recommended for `tomllib` (otherwise `tomli` package is required for older Python versions to support TOML config files).
- ⚠️For accurate Gemini CLI token estimation, `sentencepiece` and the Gemma tokenizer model are required. If not installed/downloaded, it falls back to `tiktoken` (approx. 95% accuracy) or character-based estimation.
- ⚠️Downloading the Gemma tokenizer from HuggingFace requires a HuggingFace account with an accepted Gemma license and an `HF_TOKEN` environment variable or argument. Downloading from GitHub Releases is a preferred, authentication-free alternative.
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eva-mcp-server
by knrerikh
Integrate AI assistants with Eva-project API for task, project, and document management via Model Context Protocol (MCP).
Integrate AI assistants with Eva-project API for task, project, and document management via Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires Python 3.10 or higher.
- ⚠️An Eva API access token (`EVA_API_TOKEN`) is mandatory for the server to function.
- ⚠️The server's default operation (without `EVA_READ_ONLY` explicitly set) allows write operations. Users must explicitly set `EVA_READ_ONLY=true` in their environment or configuration for read-only mode, contradicting some documentation indicating read-only by default.
- ⚠️When integrating with AI assistants like Cursor, it is crucial to provide an absolute path to the `src/server.py` file in the `mcp.json` configuration.
Verified SafeView Analysis
updsts
by zv-louis
A command-line tool and local MCP server for retrieving and updating AWS STS temporary credentials in local AWS credential files.
A command-line tool and local MCP server for retrieving and updating AWS STS temporary credentials in local AWS credential files.
Setup Requirements
- ⚠️Requires Python 3.12+
- ⚠️Uses uv for package management
- ⚠️Requires AWS credentials configured in ~/.aws/credentials with MFA device ARN
- ⚠️When running as an MCP server, an external agent must interact via stdio
Verified SafeView Analysis
MCP-server
by winniehhy
A personal finance tracker for managing income and expenses, with optional synchronization to Notion.
A personal finance tracker for managing income and expenses, with optional synchronization to Notion.
Setup Requirements
- ⚠️Data persistence relies solely on a local `data.json` file; not suitable for multi-user, production, or serverless deployments without additional storage solutions.
- ⚠️Requires separate commands to run both the backend API and the frontend application.
- ⚠️Notion integration (for syncing entries) requires `NOTION_API_KEY` and `NOTION_DB_ID` environment variables, otherwise it will be disabled.
Verified SafeView Analysis
ai-examples
by sumitdotgh
A basic weather API server built with FastAPI, demonstrating a Microservice Communication Protocol (MCP) server that provides CRUD operations for weather information.
A basic weather API server built with FastAPI, demonstrating a Microservice Communication Protocol (MCP) server that provides CRUD operations for weather information.
Setup Requirements
- ⚠️Python 3.12+ required
- ⚠️Needs 'uvicorn' to run the FastAPI server
Verified SafeView Analysis
mcp-py
by megs-p
To provide a server implementation for the Minecraft Classic Protocol, allowing clients to connect and interact with a game world or service.
To provide a server implementation for the Minecraft Classic Protocol, allowing clients to connect and interact with a game world or service.
Setup Requirements
- ⚠️Requires Python installation.
Review RequiredView Analysis
Expance_tracker_remote_Server
by Sanny1998
Provides an API for remote expense tracking and management.
Provides an API for remote expense tracking and management.
Review RequiredView Analysis
getmatter-mcp-server
by underyx
Allows AI assistants to interact with the Matter read-later app, enabling listing articles, retrieving article details with highlights, and saving new articles.
Allows AI assistants to interact with the Matter read-later app, enabling listing articles, retrieving article details with highlights, and saving new articles.
Setup Requirements
- ⚠️Relies on Matter's internal API (v11), which is reverse-engineered and undocumented, making it susceptible to breakage if Matter changes its API.
- ⚠️Local usage requires manually obtaining `MATTER_ACCESS_TOKEN` and `MATTER_REFRESH_TOKEN` via a multi-step process involving the Matter Obsidian plugin and the Matter mobile app.
- ⚠️Vercel deployment involves an interactive OAuth-style QR code authentication flow requiring the Matter mobile app to connect an AI assistant.
Verified SafeView Analysis
mcp-featurestore
by slavadubrov
This server provides a lightweight Model Context Protocol (MCP) Feature Store for storing and retrieving machine learning features, designed to integrate with Claude Desktop.
This server provides a lightweight Model Context Protocol (MCP) Feature Store for storing and retrieving machine learning features, designed to integrate with Claude Desktop.
Setup Requirements
- ⚠️Requires 'uv' for dependency management and execution.
- ⚠️Requires Python 3.13 or newer (specified in pyproject.toml).
- ⚠️Requires manual initialization of the local SQLite database via 'uv run python database.py'.