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Vetted Servers(8554)
teslamate-mcp
by cobanov
Connects a TeslaMate PostgreSQL database to AI assistants, enabling natural language queries about Tesla vehicle data and analytics.
Connects a TeslaMate PostgreSQL database to AI assistants, enabling natural language queries about Tesla vehicle data and analytics.
Setup Requirements
- ⚠️Requires an existing and running TeslaMate instance with a PostgreSQL database.
- ⚠️Requires the `DATABASE_URL` environment variable to be configured correctly.
- ⚠️Authentication is optional but highly recommended for remote deployments; otherwise, the server will be publicly accessible.
- ⚠️Python 3.11+ or Docker is required for setup.
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codex-mcp-server
by tuannvm
Serves as a Model Context Protocol (MCP) bridge to integrate OpenAI's Codex CLI for AI-powered code analysis, generation, and review within various editors like Claude Code, VS Code, and Cursor.
Serves as a Model Context Protocol (MCP) bridge to integrate OpenAI's Codex CLI for AI-powered code analysis, generation, and review within various editors like Claude Code, VS Code, and Cursor.
Setup Requirements
- ⚠️Requires Codex CLI v0.75.0+ to be installed globally.
- ⚠️Requires an OpenAI API key for authentication with the Codex CLI (implies paid usage).
- ⚠️User must explicitly log in to Codex CLI via `codex login --api-key "your-openai-api-key"`.
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dash-mcp-server
by Kapeli
Provides tools to interact with the Dash documentation browser API for listing docsets, searching documentation, and enabling full-text search.
Provides tools to interact with the Dash documentation browser API for listing docsets, searching documentation, and enabling full-text search.
Setup Requirements
- ⚠️Requires macOS to run the Dash application.
- ⚠️Requires Dash 8 or higher to be installed.
- ⚠️Requires Python 3.12 or higher (as per pyproject.toml).
- ⚠️The Dash API server must be enabled in Dash Settings > Integration, although the server attempts to enable it automatically.
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mcp-server-generator
by mnfst
Generate Model Context Protocol (MCP) servers from database datasources for integration with AI agents, using a visual canvas interface for tool creation and management.
Generate Model Context Protocol (MCP) servers from database datasources for integration with AI agents, using a visual canvas interface for tool creation and management.
Setup Requirements
- ⚠️Requires Node.js 20.x or higher
- ⚠️Requires npm 9.x or higher
- ⚠️Requires Docker and Docker Compose (for MySQL database instance)
- ⚠️Requires an OpenAI API key (paid service) configured in the .env file
- ⚠️Requires a `CREDENTIALS_ENCRYPTION_KEY` environment variable (32+ characters) for datasource password encryption
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mcp
by PostHog
Provides an AI agent toolkit and server implementation to interact with PostHog analytics data, manage feature flags, create insights, and perform other analytics tasks through natural language queries.
Provides an AI agent toolkit and server implementation to interact with PostHog analytics data, manage feature flags, create insights, and perform other analytics tasks through natural language queries.
Setup Requirements
- ⚠️Requires a PostHog Personal API Key for connecting to PostHog data.
- ⚠️Requires an OpenAI API Key for interactions with OpenAI models (LangChain and AI SDK examples use ChatOpenAI).
- ⚠️Requires Node.js >=18 for TypeScript development/building and Python >=3.11 for Python examples.
- ⚠️Deployment of the Cloudflare Worker server (if using the TypeScript implementation) requires a Cloudflare account and Wrangler CLI setup.
- ⚠️Optional INKEEP_API_KEY environment variable is needed for PostHog documentation search functionality.
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AgentBoard
by igrigorik
Integrates AI agents with browser capabilities, enabling interaction with web pages and external Model Context Protocol (MCP) servers through a suite of specialized tools for tasks like content extraction and web automation.
Integrates AI agents with browser capabilities, enabling interaction with web pages and external Model Context Protocol (MCP) servers through a suite of specialized tools for tasks like content extraction and web automation.
Setup Requirements
- ⚠️Requires API keys (paid) for OpenAI, Anthropic, or Google AI services to enable default agents.
- ⚠️User-defined WebMCP scripts are injected directly into the web page's MAIN world, potentially interacting with page JavaScript and DOM. On sites with strict Trusted Types policies, user scripts may not load without explicit user policy creation/acceptance.
- ⚠️The built-in `get_full_page_context` tool relies on well-structured HTML and JSON-LD for optimal content and metadata extraction. Pages with highly unusual or dynamic DOM structures may yield incomplete or poor results.
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mcp-shield
by jpinsonneau
Provides an OAuth proxy for Model Context Protocol (MCP) servers on OpenShift, handling OAuth 2.0 discovery, client registration, token exchange, and enhancing security with a proxy token system.
Provides an OAuth proxy for Model Context Protocol (MCP) servers on OpenShift, handling OAuth 2.0 discovery, client registration, token exchange, and enhancing security with a proxy token system.
Setup Requirements
- ⚠️Requires deployment on or with network access to an OpenShift cluster for full OAuth integration.
- ⚠️If integrating with `mcp-gateway`, specific code modifications are required in `mcp-gateway` itself to enable standalone tool forwarding (details provided in `docs/mcp-gateway-changes.md`).
- ⚠️The `OAUTH_AUTHORIZATION_SERVERS` environment variable is mandatory and must be correctly configured with the public URL where MCP Shield is accessible.
- ⚠️When deploying with `loki-mcp-server`, the Loki MCP image (`quay.io/jpinsonn/loki-mcp:dev` in examples) might need to be built from source if not available in a public registry.
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dependency-management-mcp-server
by sonatype
Connects AI assistants to Sonatype's dependency management and security intelligence platform for real-time insights into open source security, license compliance, and dependency health within the development workflow.
Connects AI assistants to Sonatype's dependency management and security intelligence platform for real-time insights into open source security, license compliance, and dependency health within the development workflow.
Setup Requirements
- ⚠️Requires a Sonatype Guide API token for authentication.
- ⚠️Requires external network access to `https://mcp.guide.sonatype.com/mcp`.
- ⚠️For IDEs that only support stdio MCP servers (like IntelliJ), `mcp-remote` must be installed globally via npm.
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mcp-expertise-toolkit
by lennyzeltser
This server turns domain expertise into an AI-accessible knowledge base, delivering structured feedback and guidance to AI assistants for local content analysis.
This server turns domain expertise into an AI-accessible knowledge base, delivering structured feedback and guidance to AI assistants for local content analysis.
Setup Requirements
- ⚠️Requires a Cloudflare account with an R2 bucket configured for expertise YAML files.
- ⚠️Users must manually create and populate the R2 bucket with their expertise `.yaml` files, replacing `[REPLACE: ...]` placeholders.
- ⚠️The `toolPrefix` in each expertise YAML file must be unique across all files uploaded to the R2 bucket.
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mcp-apache-spark-history-server
by kubeflow
Connect AI agents to Apache Spark History Server for intelligent job analysis and performance monitoring.
Connect AI agents to Apache Spark History Server for intelligent job analysis and performance monitoring.
Setup Requirements
- ⚠️Requires an existing Spark History Server running and accessible via network.
- ⚠️Requires Python 3.12+ for server execution.
- ⚠️Local testing setup requires Docker for the sample Spark History Server.
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metabase-ai-assistant
by enessari
The Metabase AI Assistant integrates an AI agent with Metabase to enable AI-powered data exploration, SQL generation, dashboard creation, and Metabase instance management through an MCP client.
The Metabase AI Assistant integrates an AI agent with Metabase to enable AI-powered data exploration, SQL generation, dashboard creation, and Metabase instance management through an MCP client.
Setup Requirements
- ⚠️Access to Metabase's internal application database credentials (MB_METADATA_*) is required for advanced metadata analytics (Phase 2 & 3 tools).
- ⚠️Direct database modification tools (e.g., `db_table_create`) may require Metabase username/password authentication rather than just an API key if the API key does not expose the underlying database connection password.
- ⚠️Requires either an Anthropic API key (`ANTHROPIC_API_KEY`) or an OpenAI API key (`OPENAI_API_KEY`), both of which are paid services and incur usage costs.
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DevFestIca25-Activity1
by Dav082004
Automate project management and issue creation using GitHub Copilot and MCP Server by transforming requirements into actionable GitHub tasks.
Automate project management and issue creation using GitHub Copilot and MCP Server by transforming requirements into actionable GitHub tasks.
Setup Requirements
- ⚠️Requires GitHub Copilot CLI installation (npm install)
- ⚠️Requires GitHub account authentication for CLI tools
- ⚠️Requires configuration of GitHub MCP Server (setup details not provided in source code)
- ⚠️GitHub Copilot Pro subscription needed for advanced automatic issue resolution (optional)