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Vetted Servers(8554)
uptrace-mcp
by dimonb
Provides a Model Context Protocol (MCP) server for Uptrace, allowing AI clients like Cursor IDE or Claude Desktop to query observability data such as traces, spans, logs, and metrics.
Provides a Model Context Protocol (MCP) server for Uptrace, allowing AI clients like Cursor IDE or Claude Desktop to query observability data such as traces, spans, logs, and metrics.
Setup Requirements
- ⚠️Requires Python 3.10 or higher.
- ⚠️Requires an existing Uptrace instance (self-hosted or cloud) and a valid API token (note on SSO compatibility).
- ⚠️MCP client (e.g., Cursor, Claude Desktop) configuration requires careful setup of `cwd` (working directory) to the project root and correct `command` and `args` for Poetry or Python.
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mcp-saas
by gautamrajur
A SaaS platform for visually building, deploying, and managing Model Context Protocol (MCP) servers without writing code.
A SaaS platform for visually building, deploying, and managing Model Context Protocol (MCP) servers without writing code.
Setup Requirements
- ⚠️Node.js 20+ required
- ⚠️PostgreSQL database required (Supabase/Neon or local/Docker)
- ⚠️Docker recommended for local PostgreSQL setup and required for deployment
- ⚠️Manual generation of `NEXTAUTH_SECRET` and `ENCRYPTION_KEY` is required
- ⚠️Stripe API keys for billing and Redis for queues are optional but needed for full functionality
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mcp-server-demo
by andersondang
To demonstrate an MCP (Minecraft Protocol) server implementation.
To demonstrate an MCP (Minecraft Protocol) server implementation.
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mcp-gallery-server
by janakhpon
An image gallery API with asynchronous processing, real-time notifications, and an AI assistant capable of managing images via a Model Context Protocol (MCP) interface.
An image gallery API with asynchronous processing, real-time notifications, and an AI assistant capable of managing images via a Model Context Protocol (MCP) interface.
Setup Requirements
- ⚠️Requires Docker and Docker Compose to run the full stack, including Postgres, Redis, Minio, Prometheus, Grafana, and Loki.
- ⚠️Requires `npx prisma migrate dev` to initialize the PostgreSQL database schema.
- ⚠️AI assistant functionality (via OpenAI or Google Gemini) requires API keys, which are typically associated with paid services.
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lmstudio-bridge-enhanced
by ahmedibrahim085
Bridges local LLMs running in LM Studio with the Model Context Protocol (MCP) ecosystem, enabling autonomous AI agents to use external tools (filesystem, web, knowledge graph, GitHub, vision) with multi-model orchestration, structured JSON output, and intelligent model capability management.
Bridges local LLMs running in LM Studio with the Model Context Protocol (MCP) ecosystem, enabling autonomous AI agents to use external tools (filesystem, web, knowledge graph, GitHub, vision) with multi-model orchestration, structured JSON output, and intelligent model capability management.
Setup Requirements
- ⚠️Requires LM Studio v0.3.29+ running with a model loaded locally.
- ⚠️For manual installation, `PYTHONPATH` environment variable must be correctly set to the project root for Python module imports.
- ⚠️LMS CLI is optional but highly recommended for robust model lifecycle management (e.g., preventing 404 errors due to auto-unloading models) and requires separate installation (`brew install lmstudio-ai/lms/lms` or `npm install -g @lmstudio/lms`).
- ⚠️Configuration via `.mcp.json` is crucial for defining other MCP servers, which must be trusted sources.
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aderant-workshop-mcp-server
by rchakra4
This MCP server provides a demo implementation of Legal Tech tools, allowing an AI agent to query mock legal matter financials, check billing compliance, and retrieve upcoming docketing deadlines from simulated Aderant systems.
This MCP server provides a demo implementation of Legal Tech tools, allowing an AI agent to query mock legal matter financials, check billing compliance, and retrieve upcoming docketing deadlines from simulated Aderant systems.
Setup Requirements
- ⚠️Requires the 'mcp' Python package to be installed (e.g., 'pip install mcp').
- ⚠️Uses hardcoded mock data for all Aderant integrations, meaning it is purely a demo and not suitable for real-world legal practice management without significant modification to connect to actual systems.
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context-mcp-server
by doppelgangersai
Accessing contextualized Twitter/X post data for semantic search and comprehensive user post analysis via the Doppelgangers.ai Social Media Context API.
Accessing contextualized Twitter/X post data for semantic search and comprehensive user post analysis via the Doppelgangers.ai Social Media Context API.
Setup Requirements
- ⚠️Requires an API key from dev.doppelgangers.ai (paid service).
- ⚠️Requires Node.js version 18.0.0 or higher.
- ⚠️The 'get_all_user_posts' tool can return a very large amount of data (up to 1024 contextualized XML renderings), potentially incurring high token costs and exceeding context window limits for some LLMs.
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at-xpo-windy-mcpserver
by tradmangh
Connect AI assistants to real-time weather data from Windy.com by providing tools for weather forecasts, webcam discovery, and map link generation.
Connect AI assistants to real-time weather data from Windy.com by providing tools for weather forecasts, webcam discovery, and map link generation.
Setup Requirements
- ⚠️Requires a Windy.com API Key (may be paid depending on usage tiers).
- ⚠️Requires Node.js version 18 or higher.
Verified SafeView Analysis
HEBMCP
by gigq
An MCP server enabling AI assistants to search HEB products and manage a shopping cart for curbside pickup or delivery.
An MCP server enabling AI assistants to search HEB products and manage a shopping cart for curbside pickup or delivery.
Setup Requirements
- ⚠️Requires an active HEB account with curbside/delivery enabled.
- ⚠️Requires manual export of browser cookies (including 'sat', 'JSESSIONID', and Incapsula/security cookies) from a logged-in HEB session into a `cookies.tsv` file.
- ⚠️Requires manually identifying and configuring an HEB Store ID.
- ⚠️Node.js 18+ is a prerequisite.
Verified SafeView Analysis
mcp-ui-playground
by ShreeMulay
Building interactive UI components for AI chat applications using the MCP-UI SDK.
Building interactive UI components for AI chat applications using the MCP-UI SDK.
Setup Requirements
- ⚠️Requires Bun >= 1.0.0 (or Node.js >= 18 as an alternative).
- ⚠️Requires integration with an MCP client (e.g., Claude Desktop or a custom client application) to render UIResources and handle user actions.
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csv-editor
by Darkstar326
Provides AI assistants with powerful data manipulation, analysis, and validation tools for CSV files, including auto-save and history tracking.
Provides AI assistants with powerful data manipulation, analysis, and validation tools for CSV files, including auto-save and history tracking.
Setup Requirements
- ⚠️Requires 'uv' (ultra-fast package manager) for recommended installation and execution.
- ⚠️The package name 'csv-editor' conflicts on PyPI, requiring installation directly from GitHub using `pip install git+https://github.com/santoshray02/csv-editor.git` or `uv pip install git+https://github.com/santoshray02/csv-editor.git`.
- ⚠️Supports processing CSV files up to 1GB, and operations on such large datasets can be memory-intensive and may result in large data outputs (e.g., data previews, profiling reports) that consume significant LLM tokens.
Verified SafeView Analysis
repo-reader-mcp
by ZebraRoy
Provides LLMs and agents with targeted and efficient access to specific parts of a repository, acting as a context management protocol.
Provides LLMs and agents with targeted and efficient access to specific parts of a repository, acting as a context management protocol.
Setup Requirements
- ⚠️Requires Node.js and `npx` to run.
- ⚠️Requires a local Git client installation to clone repositories.
- ⚠️Optimal configuration for source repositories requires creating a `repo-reader.config.json` file to specify relevant files and depth.