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Vetted Servers(9120)
stocks-mcp-server
by sayouzone
A Model Context Protocol (MCP) server for retrieving, caching, and analyzing stock fundamental and market data from various financial APIs (OpenDart, FnGuide, Naver Finance, Yahoo Finance, SEC EDGAR) to be used as a tool by LLMs.
A Model Context Protocol (MCP) server for retrieving, caching, and analyzing stock fundamental and market data from various financial APIs (OpenDart, FnGuide, Naver Finance, Yahoo Finance, SEC EDGAR) to be used as a tool by LLMs.
Setup Requirements
- ⚠️Requires API keys/secrets for OpenDart, Korea Investment Securities, and Naver Finance, which must be set as environment variables (e.g., OPEN_DART_API_KEY, KIS_APP_KEY, KIS_APP_SECRET, NAVER_CLIENT_ID, NAVER_CLIENT_SECRET).
- ⚠️Deployment to Google Cloud Run requires `GCP_PROJECT_ID` environment variable for GCS caching and Secret Manager integration.
- ⚠️Browser automation tools like Playwright are explicitly noted in the README as incompatible with Cloud Run and must be avoided; ensure `requests`-based parsing is used where applicable to prevent runtime errors related to missing browser executables.
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gemini-agent
by sauravchandra
Provides a REST API service and Python client for Google's Gemini CLI agentic capabilities, enabling programmatic control over AI agent tasks.
Provides a REST API service and Python client for Google's Gemini CLI agentic capabilities, enabling programmatic control over AI agent tasks.
Setup Requirements
- ⚠️Requires Node.js 18+ to be installed on the host system or within the container.
- ⚠️Requires Google's Gemini CLI (`@google/gemini-cli`) installed globally via npm.
- ⚠️Requires a Redis instance for server mode to manage Celery tasks and results.
- ⚠️Requires `GEMINI_API_KEY` environment variable.
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catalyst_builder
by Yapade0708
Build AI-powered integrations for various business systems (databases, REST APIs, cloud services) using no-code YAML configurations, primarily for enterprise business process automation with LLMs like Claude and ChatGPT.
Build AI-powered integrations for various business systems (databases, REST APIs, cloud services) using no-code YAML configurations, primarily for enterprise business process automation with LLMs like Claude and ChatGPT.
Setup Requirements
- ⚠️Requires Python 3.8+ runtime environment.
- ⚠️An external "Catalyst MCP Server" is a prerequisite for deploying and using the AI integrations created by this builder. This server needs to be obtained separately (e.g., from https://github.com/billebel/catalyst).
- ⚠️Functional packs require external API keys, database credentials, or SSH keys for target systems, which must be configured via environment variables (e.g., in .env files).
- ⚠️For Docker deployment, Docker must be installed and running on the target machine, and the `docker` CLI tool must be available.
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cambrianTerminal
by fozagtx
Provides real-time DeFi blockchain analytics, market insights, and AI-powered investment intelligence to autonomous AI agents via the Model Context Protocol (MCP).
Provides real-time DeFi blockchain analytics, market insights, and AI-powered investment intelligence to autonomous AI agents via the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires Node.js 18+ and pnpm for installation and execution.
- ⚠️Relies on external Cambrian Network APIs (Opabinia, Deep42) for data, which must be operational.
- ⚠️Requires an MCP client/AI agent to interact with its capabilities.
- ⚠️An optional `CAMBRIAN_API_KEY` may be needed for full functionality of the underlying Cambrian APIs.
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mcp_server
by NitinTalluri
An MCP server that enables LLM models to query live Snowflake architecture data tables for application structure analysis, dependencies, and relationships.
An MCP server that enables LLM models to query live Snowflake architecture data tables for application structure analysis, dependencies, and relationships.
Setup Requirements
- ⚠️Requires Python 3.13 or higher (based on pyproject.toml).
- ⚠️Requires access to a Snowflake environment and a pre-configured `common.sec` module for secure credential retrieval (module not provided in repo).
- ⚠️Configuration for Continue IDE requires manual steps: copying `config_snowflake.yaml` to `config.yaml` and updating the `cwd` path.
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mcp-research-router
by BaGRoS
Modular MCP server for aggregating and synthesizing AI research queries from multiple providers.
Modular MCP server for aggregating and synthesizing AI research queries from multiple providers.
Setup Requirements
- ⚠️Requires API keys for each AI provider (OpenAI, Google Gemini, Perplexity, DeepSeek) to function, which are typically paid services.
- ⚠️Requires Node.js v18.0.0 or higher to run.
- ⚠️Designed to run as an MCP server, requiring an MCP-compatible client (e.g., Claude Desktop, MCP Inspector) for interaction.
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Home-Assistant-Diagnostics-Agent
by burgueishon
An AI-powered diagnostic and health monitoring agent for Home Assistant smart homes, providing troubleshooting, network analysis, and cleanup recommendations via 39 specialized tools.
An AI-powered diagnostic and health monitoring agent for Home Assistant smart homes, providing troubleshooting, network analysis, and cleanup recommendations via 39 specialized tools.
Setup Requirements
- ⚠️Requires Python 3.13+.
- ⚠️Requires a Gemini API Key (paid service) for primary LLM functionality, though an OpenAI API Key can be configured for a fallback explanation-only mode.
- ⚠️Requires an existing Home Assistant instance and a long-lived access token for 'LIVE' mode.
- ⚠️Disables SSL certificate validation for Home Assistant WebSocket connections by default, which is a security risk for Man-in-the-Middle attacks.
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fbi-crime-stats-mcp
by rdwj
Provides tools for accessing FBI crime statistics, generating crime forecasts, and analyzing historical crime trends.
Provides tools for accessing FBI crime statistics, generating crime forecasts, and analyzing historical crime trends.
Setup Requirements
- ⚠️Requires FBI_API_KEY (free registration at api.data.gov/signup)
- ⚠️Requires Python 3.11+
- ⚠️Local development with a separate backend prediction service (hardcoded URL) or mocked service. Production deployment designed for OpenShift.
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MCP-QA-SERVER-PYTHON
by ivandpulidoh
Automate web UI testing using Selenium, Behavior-Driven Development (BDD), and the Page Object Model (POM), leveraging an LLM for intelligent code generation and auto-repair of test scenarios.
Automate web UI testing using Selenium, Behavior-Driven Development (BDD), and the Page Object Model (POM), leveraging an LLM for intelligent code generation and auto-repair of test scenarios.
Setup Requirements
- ⚠️Requires an external 'MCP LLM client' (e.g., Cursor, VS Code) for LLM interaction and code generation, which implies integration with a specific development environment.
- ⚠️Relies on an external 'Selenium MCP Server' (from the linked GitHub repository) to be running and accessible, which is a separate service/dependency beyond the Python project itself.
- ⚠️Implicitly requires access to a Large Language Model (LLM) service for code generation and auto-repair, which often means a paid API key or a locally running LLM.
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spotify-mcp-server
by aryanb12393
Allows Claude to manage Spotify playlists, including searching for tracks, creating playlists, and adding songs.
Allows Claude to manage Spotify playlists, including searching for tracks, creating playlists, and adding songs.
Setup Requirements
- ⚠️Requires manual creation and configuration of a Spotify Developer App to obtain Client ID, Client Secret, and set the Redirect URI.
- ⚠️Requires specific configuration within Claude Desktop's `claude_desktop_config.json` file.
- ⚠️The first run will open a web browser for Spotify OAuth authentication.
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SampleMcpServer
by yus1977
This server facilitates the setup, management, and development of a Minecraft Forge server, primarily for modding or custom server environments.
This server facilitates the setup, management, and development of a Minecraft Forge server, primarily for modding or custom server environments.
Setup Requirements
- ⚠️Requires Java Runtime Environment (JRE) installed
- ⚠️Requires Python installed (likely Python 2.x for older MCP versions)
- ⚠️Requires internet access for initial download of Forge and MCP files
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markitdown
by Ivan2993
Converts various file formats (documents, images, audio) to Markdown for indexing, text analysis, and integration with AI agents.
Converts various file formats (documents, images, audio) to Markdown for indexing, text analysis, and integration with AI agents.
Setup Requirements
- ⚠️Requires Python 3.10 or higher.
- ⚠️Optional AI features (LLM image/audio description, Azure Document Intelligence) require API keys (e.g., OPENAI_API_KEY, AZURE_API_KEY) and incur paid usage.
- ⚠️Requires external system dependency 'exiftool' for enhanced image/audio metadata extraction.
- ⚠️Many file format conversions require additional Python dependencies (e.g., pdfminer.six, mammoth, pandas) which can be installed via `pip install markitdown[all]`.