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Vetted Servers(9120)
brainlift-mcp-server
by trilogy-group
An agent-facing server that provides tools to manage and query a user's BrainLift knowledge base, primarily by interacting with the BrainLift API via Google OAuth.
An agent-facing server that provides tools to manage and query a user's BrainLift knowledge base, primarily by interacting with the BrainLift API via Google OAuth.
Setup Requirements
- ⚠️Requires Python 3.14 or newer.
- ⚠️Requires a Google Cloud Project OAuth 2.0 Client ID setup for authentication. The `setup.sh` script automates this if specific environment variables (`API_KEY`, `API_BASE_URL`, `HIVE_INSTANCE_ID`) are provided, otherwise, manual OAuth setup and initial authentication flow are required.
- ⚠️The `BRAINLIFT_API_URL` environment variable must be set.
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EfficientNet-implementation
by darthvader3010
An image classification system using EfficientNet-B7 for categorizing images and providing predictions via a Flask API and an MCP server.
An image classification system using EfficientNet-B7 for categorizing images and providing predictions via a Flask API and an MCP server.
Setup Requirements
- ⚠️Requires Node.js 14+ for the MCP server.
- ⚠️EfficientNet-B7 model weights (~250MB) are downloaded on the first run, leading to a longer initial startup.
- ⚠️GPU is highly recommended for faster inference; CPU performance can be 1-2 seconds per image.
- ⚠️Python 3.8+ is required.
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cat-facts-mcp
by mtrmarko
Provides an API endpoint for retrieving random cat facts.
Provides an API endpoint for retrieving random cat facts.
Review RequiredView Analysis
mcp-http-bridge
by arunshenoy99
Bridges STDIO-based Model Context Protocol (MCP) clients to HTTP(S)-based MCP server endpoints, enabling integration with tools like Cursor and Claude Desktop.
Bridges STDIO-based Model Context Protocol (MCP) clients to HTTP(S)-based MCP server endpoints, enabling integration with tools like Cursor and Claude Desktop.
Setup Requirements
- ⚠️Requires Node.js >= 18.0.0
- ⚠️Requires MCP_ENDPOINT environment variable to be set
Verified SafeView Analysis
ateliers-ai-mcpserver
by yuu-git
Provides integrated GitHub/local file operations, Git management, and knowledge base access (via Notion/Docusaurus) to multiple IDEs and AI clients through a C#/.NET Model Context Protocol (MCP) server.
Provides integrated GitHub/local file operations, Git management, and knowledge base access (via Notion/Docusaurus) to multiple IDEs and AI clients through a C#/.NET Model Context Protocol (MCP) server.
Setup Requirements
- ⚠️Requires .NET 8.0 SDK, Git, and a GitHub Personal Access Token (PAT) for full GitHub/Git functionality.
- ⚠️Claude Desktop integration requires absolute paths in its configuration, unlike VS Code/Visual Studio which support relative paths.
- ⚠️Visual Studio 2026 Preview requires manual approval for third-party MCP servers due to enhanced security.
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mcp-shopping-list-firestore
by UnitVectorY-Labs
A lightweight, Firebase-backed MCP server for management of a grocery list via simple CRUD operations.
A lightweight, Firebase-backed MCP server for management of a grocery list via simple CRUD operations.
Setup Requirements
- ⚠️Requires a Google Cloud Project ID.
- ⚠️Requires a Firestore Database name.
- ⚠️Requires Google Cloud authentication credentials (e.g., via `gcloud` CLI, environment variables, or a credentials JSON file specified with the `--credentials` flag) to access Firestore.
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docker-dev-typescript
by bclermont
Provides a containerized development environment for TypeScript and JavaScript with integrated language server support via MCP.
Provides a containerized development environment for TypeScript and JavaScript with integrated language server support via MCP.
Setup Requirements
- ⚠️Requires Docker to be installed and running.
- ⚠️Exposes port 81, ensure no conflicts or firewall issues.
- ⚠️Requires host directory to be mounted for workspace access (`-v $(pwd):/workspace`).
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atlass-mcp-server
by AnoushkaScaria
Provides a Model Context Protocol (MCP) server to automate interactions with Jira and Confluence.
Provides a Model Context Protocol (MCP) server to automate interactions with Jira and Confluence.
Setup Requirements
- ⚠️Requires active Jira and Confluence accounts with API access.
- ⚠️Requires generation of Jira and Confluence API tokens for authentication.
- ⚠️Python dependencies must be installed via `pip install -r requirements.txt`.
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mcp-jira-cloud-v2
by scho-to
Provides a Message Communication Protocol (MCP) server for fetching Jira ticket information.
Provides a Message Communication Protocol (MCP) server for fetching Jira ticket information.
Setup Requirements
- ⚠️Requires Node.js (recommended version: >= 20.x.x) and npm.
- ⚠️Requires access to a Jira Cloud instance and a generated Jira API Token.
- ⚠️Critical environment variables (JIRA_URL, JIRA_USER_EMAIL, JIRA_API_TOKEN) must be correctly configured.
Verified SafeView Analysis
k8s-observability-mcp
by Crosspiecedryingoil127
Provides a comprehensive observability toolkit for monitoring and understanding Kubernetes environments, focusing on microservice performance and health.
Provides a comprehensive observability toolkit for monitoring and understanding Kubernetes environments, focusing on microservice performance and health.
Setup Requirements
- ⚠️Requires Python 3.13 or newer, which is a very specific and potentially challenging version requirement for many environments.
- ⚠️Requires a running Kubernetes cluster with `kubeconfig` configured for access.
- ⚠️Requires a running Prometheus instance (defaults to http://localhost:9090) for metrics.
- ⚠️Requires a running Jaeger instance (defaults to http://localhost:16686) for tracing.
- ⚠️Requires a running Neo4j instance (defaults to bolt://localhost:7687) with the service graph data loaded (e.g., from `hotel-reservation-datagraph.txt`).
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headless-ide-mcp
by dazinator
Provides an ASP.NET Core-based Model Context Protocol (MCP) server for AI assistants to analyze .NET codebases and execute sandboxed shell commands.
Provides an ASP.NET Core-based Model Context Protocol (MCP) server for AI assistants to analyze .NET codebases and execute sandboxed shell commands.
Setup Requirements
- ⚠️Docker is highly recommended/integrated for quick start and full development experience (e.g., VS2022 debugging).
- ⚠️Requires .NET 8.0 SDK for local development and building.
- ⚠️Git Personal Access Tokens (PATs) are required for remote git operations.
Verified SafeView Analysis
odoo-crm-mcp-server
by KasunJ1984
An MCP server for analyzing Odoo CRM data with intelligent context management, designed for Claude's context window efficiency.
An MCP server for analyzing Odoo CRM data with intelligent context management, designed for Claude's context window efficiency.
Setup Requirements
- ⚠️Requires Odoo instance credentials (URL, DB, Username, Password) via environment variables.
- ⚠️For browser-based Claude.ai, the server must be accessible via HTTPS, potentially requiring additional setup (e.g., ngrok, cloud deployment with TLS).
- ⚠️Requires Node.js version 18.0.0 or higher.