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Vetted Servers(2689)
inspector
by MCPJam
MCPJam Inspector is a desktop and web application designed for testing, debugging, and managing Model Context Protocol (MCP) servers, serving as a 'Postman for MCP'. It allows users to connect to MCP servers, explore their tools, resources, and prompts, perform API calls, manage OAuth authentication flows, run AI model evaluations, and monitor server-side RPC traffic.
MCPJam Inspector is a desktop and web application designed for testing, debugging, and managing Model Context Protocol (MCP) servers, serving as a 'Postman for MCP'. It allows users to connect to MCP servers, explore their tools, resources, and prompts, perform API calls, manage OAuth authentication flows, run AI model evaluations, and monitor server-side RPC traffic.
Setup Requirements
- ⚠️Requires API keys for cloud AI providers (e.g., OpenAI, Anthropic, Google) if using their models for chat or evaluations.
- ⚠️A local Ollama instance must be running if using Ollama models.
- ⚠️Requires a WorkOS Client ID and Convex URL for user authentication and backend services (e.g., storing evaluation results, managing tunnels).
Verified SafeView Analysis
mcp-context-forge
by IBM
A comprehensive Model Context Protocol (MCP) gateway and proxy that unifies REST, MCP, and A2A services, providing features like federation, virtual servers, rate-limiting, security, and an optional admin UI for managing web content and file conversions to markdown.
A comprehensive Model Context Protocol (MCP) gateway and proxy that unifies REST, MCP, and A2A services, providing features like federation, virtual servers, rate-limiting, security, and an optional admin UI for managing web content and file conversions to markdown.
Setup Requirements
- ⚠️Requires Python 3.11+ (or 3.10 minimum)
- ⚠️OCI images (Docker/Podman) do not support ARM64 platforms (e.g., Apple Silicon)
- ⚠️Building Rust plugins requires Rust toolchain and maturin
- ⚠️Database migration required for v0.7.0+ (with backup recommended)
- ⚠️SQLite `disk I/O error` common on macOS without specific configuration
Verified SafeView Analysis
registry
by modelcontextprotocol
The MCP registry provides MCP clients with a list of MCP servers, acting as an app store for MCP servers by cataloging their metadata.
The MCP registry provides MCP clients with a list of MCP servers, acting as an app store for MCP servers by cataloging their metadata.
Setup Requirements
- ⚠️Requires Docker for local development (via docker-compose) or Kubernetes (via Pulumi for deployment)
- ⚠️Go 1.24.x, ko, and golangci-lint v2.4.0 are prerequisites for local development
- ⚠️Deployment to cloud (GCP) requires Pulumi CLI, a GCP account, and a GCP Service Account with specific IAM roles configured
Verified SafeView Analysis
1Panel
by 1Panel-dev
1Panel is a web-based Linux server management tool providing host monitoring, file/database/container/LLM management, rapid website deployment, application store, and backup/restore functionalities.
1Panel is a web-based Linux server management tool providing host monitoring, file/database/container/LLM management, rapid website deployment, application store, and backup/restore functionalities.
Setup Requirements
- ⚠️Requires a Linux server with `curl` and `bash` for installation, often requiring `sudo` privileges.
- ⚠️Heavily integrates with Docker for container management and application deployment, so Docker must be installed and running.
- ⚠️A 'Pro Edition' is available with enhanced features like WAF, website tamper protection, and GPU monitoring, implying certain advanced functionalities are not open-source.
- ⚠️Different installation scripts exist for Chinese and international users, potentially leading to varied feature sets.
Verified SafeView Analysis
DevDocs
by cyberagiinc
Provides intelligent web crawling and documentation extraction, storing content in a Model Context Protocol server for LLM querying and accelerating developer research.
Provides intelligent web crawling and documentation extraction, storing content in a Model Context Protocol server for LLM querying and accelerating developer research.
Setup Requirements
- ⚠️Docker required
- ⚠️Requires internet for web crawling
- ⚠️Crawl4AI API Token needed (demo key provided, but production use would require a real one)
- ⚠️Python 3.10+ and Node.js 18+ environments needed (managed by Docker)
Verified SafeView Analysis
Scrapling
by D4Vinci
Enables AI chatbots and agents to perform adaptive web scraping, extract targeted data, and bypass anti-bot protections conversationally.
Enables AI chatbots and agents to perform adaptive web scraping, extract targeted data, and bypass anti-bot protections conversationally.
Setup Requirements
- ⚠️Requires Python 3.10 or higher.
- ⚠️Requires installation of browser dependencies (`scrapling install`), which downloads Chromium/Firefox and may require system-level dependencies.
- ⚠️MCP server setup involves manual configuration in AI chatbot settings (e.g., Claude Desktop config file, Claude Code CLI).
Verified SafeView Analysis
mcp-atlassian
by sooperset
Provides an MCP server for integrating with Atlassian Jira and Confluence, enabling an agent to interact with these services for tasks like searching, creating, updating, and managing content and issues.
Provides an MCP server for integrating with Atlassian Jira and Confluence, enabling an agent to interact with these services for tasks like searching, creating, updating, and managing content and issues.
Setup Requirements
- ⚠️Requires active Jira and/or Confluence accounts with API access (Cloud or Server/Data Center).
- ⚠️Authentication requires configuration of API tokens (JIRA_API_TOKEN, CONFLUENCE_API_TOKEN, JIRA_PERSONAL_TOKEN, CONFLUENCE_PERSONAL_TOKEN) or OAuth 2.0 (ATLASSIAN_OAUTH_CLIENT_ID, etc.).
- ⚠️For 'Real API Tests', dedicated test projects/spaces in Jira/Confluence must be created, and corresponding API tokens generated and configured.
- ⚠️A Python environment with 'uv' (or `pip install` and then `python -m mcp_atlassian`) is expected for running the server and tests.
Verified SafeView Analysis
spec-workflow-mcp
by Pimzino
Model Context Protocol (MCP) server for structured, spec-driven software development with real-time dashboard and VSCode extension integration.
Model Context Protocol (MCP) server for structured, spec-driven software development with real-time dashboard and VSCode extension integration.
Setup Requirements
- ⚠️Requires Node.js and npm/npx to run the server or dashboard.
- ⚠️Needs an explicit project path as an argument (or uses current working directory).
- ⚠️For a graphical interface, a separate, single dashboard instance must be started and kept running (e.g., `spec-workflow-mcp --dashboard`).
- ⚠️Specific setup required for Windows (`cmd.exe /c "npx ..."`) or isolated environments (using `SPEC_WORKFLOW_HOME` environment variable).
Verified SafeView Analysis
Unla
by AmoyLab
A lightweight and highly available gateway service that converts existing MCP Servers and APIs into services compliant with the MCP Protocol through configuration.
A lightweight and highly available gateway service that converts existing MCP Servers and APIs into services compliant with the MCP Protocol through configuration.
Setup Requirements
- ⚠️Requires Docker for quick setup; alternative deployments like Kubernetes/Helm are also supported.
- ⚠️Critical environment variables (e.g., APISERVER_JWT_SECRET_KEY, SUPER_ADMIN_PASSWORD) must be set with secure, random values, as the default values are placeholders.
- ⚠️Router prefixes must start with the configured tenant prefix, ensuring logical access control within the multi-tenant architecture.
Verified SafeView Analysis
mcp-server-browserbase
by browserbase
Provides cloud browser automation capabilities, enabling LLMs to interact with web pages, take screenshots, extract information, and perform automated actions.
Provides cloud browser automation capabilities, enabling LLMs to interact with web pages, take screenshots, extract information, and perform automated actions.
Setup Requirements
- ⚠️Requires Browserbase API Key and Project ID (Browserbase is a paid service).
- ⚠️Requires a Gemini API Key (or other LLM API Key if a custom model is configured).
- ⚠️Certain features like '--advancedStealth' require specific Browserbase pricing plans.
Review RequiredView Analysis
fastapi_mcp
by tadata-org
Automatically converts FastAPI endpoints into Model Context Protocol (MCP) tools for seamless integration with LLM agents.
Automatically converts FastAPI endpoints into Model Context Protocol (MCP) tools for seamless integration with LLM agents.
Setup Requirements
- ⚠️Requires Python 3.10+ (Python 3.12+ recommended).
- ⚠️FastAPI routes should ideally define explicit `operation_id` for clearer MCP tool names.
- ⚠️OAuth authentication (if configured with `AuthConfig`) requires providing client IDs/secrets and potentially proxying external OAuth provider URLs, with security depending on the trustworthiness of the external OAuth service.
Verified SafeView Analysis
playwright-mcp
by microsoft
A Model Context Protocol (MCP) server enabling LLMs to automate browser interactions through structured accessibility snapshots, bypassing traditional vision models.
A Model Context Protocol (MCP) server enabling LLMs to automate browser interactions through structured accessibility snapshots, bypassing traditional vision models.
Setup Requirements
- ⚠️Requires Node.js 18 or newer.
- ⚠️The Chrome Extension for `--extension` mode requires manual download and 'Load unpacked' installation, as it's not from a store.
- ⚠️Bypassing the extension's connection dialog requires configuring the `PLAYWRIGHT_MCP_EXTENSION_TOKEN` environment variable, which must be kept secret and only used with trusted MCP clients.