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Vetted Servers(8554)
code-index-mcp
by johnhuang316
Intelligent code indexing and analysis for Large Language Models, enabling tasks such as code review, refactoring, documentation generation, debugging assistance, and architectural analysis.
Intelligent code indexing and analysis for Large Language Models, enabling tasks such as code review, refactoring, documentation generation, debugging assistance, and architectural analysis.
Setup Requirements
- ⚠️Requires Python 3.10+ and `uv` for easy installation and execution.
- ⚠️Relies on external command-line search tools (ugrep, ripgrep, ag, grep) for advanced search functionality; falls back to basic Python search if unavailable.
- ⚠️File monitoring requires the `watchdog` library to be installed.
- ⚠️On Windows, `uvx` may require `HOME`, `APPDATA`, `LOCALAPPDATA`, `SystemRoot` environment variables to be set for stable startup.
- ⚠️On macOS, for large projects using the `kqueue` file watcher, increasing `ulimit -n` may be necessary.
Verified SafeView Analysis
brave-search-mcp-server
by brave
Integrates the Brave Search API to provide comprehensive search functionalities including web, local, image, video, news, and AI-powered summarization through an MCP server.
Integrates the Brave Search API to provide comprehensive search functionalities including web, local, image, video, news, and AI-powered summarization through an MCP server.
Setup Requirements
- ⚠️Requires a Brave Search API Key, with Free plans having limitations and Pro plans required for full local search and AI summarization capabilities.
- ⚠️Requires Node.js 20 or higher to run.
- ⚠️The default transport mode is STDIO; for HTTP communication, the `BRAVE_MCP_TRANSPORT` environment variable or `--transport` command-line argument must be set to `http`.
Verified SafeView Analysis
google_workspace_mcp
by taylorwilsdon
Provides comprehensive natural language control over Google Workspace services (Gmail, Calendar, Drive, Docs, Sheets, Slides, Forms, Tasks, Chat, Custom Search) through MCP clients and AI assistants.
Provides comprehensive natural language control over Google Workspace services (Gmail, Calendar, Drive, Docs, Sheets, Slides, Forms, Tasks, Chat, Custom Search) through MCP clients and AI assistants.
Setup Requirements
- ⚠️Requires a Google Cloud Project with OAuth 2.0 'Desktop Application' credentials (Client ID and Client Secret).
- ⚠️Requires specific Google Workspace APIs (Calendar, Drive, Gmail, Docs, Sheets, Slides, Forms, Tasks, Chat, Custom Search) to be enabled in your Google Cloud Project.
- ⚠️Requires `GOOGLE_OAUTH_CLIENT_ID` and `GOOGLE_OAUTH_CLIENT_SECRET` to be set as environment variables (or via `.env` file, `client_secret.json`, or Helm chart secrets).
Verified SafeView Analysis
mcp-server-elasticsearch
by elastic
Connects Model Context Protocol (MCP) clients to Elasticsearch instances, enabling natural language queries and interactions with Elasticsearch indices and data.
Connects Model Context Protocol (MCP) clients to Elasticsearch instances, enabling natural language queries and interactions with Elasticsearch indices and data.
Setup Requirements
- ⚠️Requires an existing Elasticsearch instance (8.x or 9.x).
- ⚠️Requires Elasticsearch authentication credentials (API key or username/password).
- ⚠️Primarily distributed as a Docker image, requiring Docker for deployment.
- ⚠️Explicitly stated as deprecated, superseded by Elastic Agent Builder's MCP endpoint.
- ⚠️The `ES_SSL_SKIP_VERIFY` flag bypasses SSL verification, which can be insecure if misused.
Verified SafeView Analysis
MCP
by jina-ai
A remote Model Context Protocol (MCP) server that provides access to Jina Reader, Embeddings and Reranker APIs with a suite of URL-to-markdown, web search, image search, and embeddings/reranker tools.
A remote Model Context Protocol (MCP) server that provides access to Jina Reader, Embeddings and Reranker APIs with a suite of URL-to-markdown, web search, image search, and embeddings/reranker tools.
Setup Requirements
- ⚠️A Jina AI API Key is required for most tools; optional for some, but higher rate limits and performance necessitate it. A free key is available upon signup.
- ⚠️The server is designed for deployment on Cloudflare Workers, implying a Cloudflare account is needed for production. Local development uses `wrangler dev`.
- ⚠️The `VITE_GHOST_API_KEY` environment variable is required for the `search_jina_blog` tool to function.
Verified SafeView Analysis
cloud-run-mcp
by GoogleCloudPlatform
Enables MCP-compatible AI agents to deploy applications to Google Cloud Run, abstracting underlying GCP infrastructure operations.
Enables MCP-compatible AI agents to deploy applications to Google Cloud Run, abstracting underlying GCP infrastructure operations.
Setup Requirements
- ⚠️Requires an active Google Cloud Platform account with billing enabled.
- ⚠️Requires Google Cloud SDK to be installed and Application Default Credentials to be set up (`gcloud auth application-default login`).
- ⚠️Node.js (LTS recommended) must be installed to run locally, or Docker for containerized local execution. When running in HTTP mode, host validation is disabled by default.
Verified SafeView Analysis
apple-health-mcp
by neiltron
Query and analyze personal Apple Health data using SQL for health insights and automated reports.
Query and analyze personal Apple Health data using SQL for health insights and automated reports.
Setup Requirements
- ⚠️Requires Apple Health data exported as CSV files using the 'Simple Health Export CSV' iOS app.
- ⚠️The `HEALTH_DATA_DIR` environment variable must be set to the path of the unzipped health export directory.
- ⚠️Requires Node.js (or Bun) installed for `npx` execution.
Verified SafeView Analysis
archestra
by archestra-ai
A platform for securely deploying, orchestrating, and managing Model Context Protocol (MCP) servers and their AI-powered tools within an enterprise environment.
A platform for securely deploying, orchestrating, and managing Model Context Protocol (MCP) servers and their AI-powered tools within an enterprise environment.
Setup Requirements
- ⚠️Requires Kubernetes for full orchestration of local MCP servers.
- ⚠️Requires Docker, Node.js 20, or Python 3.12+ for custom MCP server development.
- ⚠️External LLM API keys (e.g., OpenAI, Anthropic) are required for core chat and AI functionalities.
- ⚠️HashiCorp Vault setup is necessary for advanced Bring-Your-Own-Secrets (BYOS) management in enterprise deployments.
Verified SafeView Analysis
powerbi-modeling-mcp
by microsoft
Connects AI agents to Power BI semantic models to enable natural language interaction for building, modifying, and managing data models.
Connects AI agents to Power BI semantic models to enable natural language interaction for building, modifying, and managing data models.
Setup Requirements
- ⚠️Requires GitHub Copilot (which typically implies a paid subscription) and GitHub Copilot Chat extensions.
- ⚠️Requires Visual Studio Code for the recommended installation path.
- ⚠️Connecting to a Semantic Model in a Fabric workspace may not work in all tenants due to ongoing client ID rollout for authentication.
Verified SafeView Analysis
redd-archiver
by 19-84
Archiving and providing AI-optimized access to Reddit-like platform data via a PostgreSQL-backed system and a RESTful API.
Archiving and providing AI-optimized access to Reddit-like platform data via a PostgreSQL-backed system and a RESTful API.
Setup Requirements
- ⚠️Requires a PostgreSQL database to store archive data.
- ⚠️Requires Docker and Docker Compose for full stack deployment (recommended for ease of setup).
- ⚠️Python 3.10 or newer is required to run the application.
- ⚠️The 'uv' Python package installer/manager is recommended for local development dependencies.
- ⚠️External command-line tools like `zstandard` (for .zst files) and `7zip` (for .7z files) may be needed for importing specific archive formats.
Verified SafeView Analysis
mcp-obsidian
by bitbonsai
Provides a secure, universal AI bridge for Obsidian vaults, enabling MCP-compatible AI assistants to read, write, and manage notes.
Provides a secure, universal AI bridge for Obsidian vaults, enabling MCP-compatible AI assistants to read, write, and manage notes.
Setup Requirements
- ⚠️Requires Node.js runtime (v18.0.0 or later).
- ⚠️Requires an absolute path to your Obsidian vault directory.
- ⚠️ChatGPT Desktop integration is limited to Enterprise, Education, or Team subscriptions.
Verified SafeView Analysis
Context-Engine
by m1rl0k
Self-improving code search and context engine for IDEs and AI agents, providing hybrid semantic/lexical search, symbol graph navigation, and persistent memory.
Self-improving code search and context engine for IDEs and AI agents, providing hybrid semantic/lexical search, symbol graph navigation, and persistent memory.
Setup Requirements
- ⚠️Requires Docker and Docker Compose for local stack deployment.
- ⚠️Requires Python 3.8+ with `requests`, `urllib3`, `charset_normalizer` installed for client scripts.
- ⚠️Optional LLM models (e.g., Llama.cpp .gguf, GLM, OpenAI) may require significant computational resources (GPU, RAM) or API keys.
- ⚠️Kubernetes cluster (1.19+) and `kubectl` are required for Kubernetes deployment.