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Vetted Servers(9120)
mcp-calculator
by quyen-nguyen-270898
A multi-service server providing calculator functionality and cloud-based music streaming capabilities, primarily for ESP32 devices.
A multi-service server providing calculator functionality and cloud-based music streaming capabilities, primarily for ESP32 devices.
Setup Requirements
- ⚠️Requires a mandatory `MCP_ENDPOINT` environment variable pointing to an external WebSocket server for core MCP functionality (calculator, music search), which is not part of this project and must be provided separately.
- ⚠️The music streaming feature relies heavily on external YouTube services via `yt-dlp`, making it susceptible to YouTube's terms of service, API changes, availability, and potential rate limits.
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claude-rag-mcp
by medonomator
Provides RAG capabilities for Claude Code by automatically saving and semantically searching coding sessions, solutions, and general knowledge.
Provides RAG capabilities for Claude Code by automatically saving and semantically searching coding sessions, solutions, and general knowledge.
Setup Requirements
- ⚠️Requires Node.js 20+
- ⚠️Requires Docker for Qdrant (local vector database)
- ⚠️Requires an OpenAI API Key (paid) or a locally running Ollama instance with `nomic-embed-text` model (free, local)
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mcp-gemini-tool
by gennaio-winger
This server extends Claude Code's capabilities by providing access to external AI models (Groq, OpenRouter, Gemini, LiteAPI) as tools, enabling Claude to consult various LLMs for specific tasks and cost optimization.
This server extends Claude Code's capabilities by providing access to external AI models (Groq, OpenRouter, Gemini, LiteAPI) as tools, enabling Claude to consult various LLMs for specific tasks and cost optimization.
Setup Requirements
- ⚠️Requires API Keys for Groq, OpenRouter, Gemini, and LiteAPI, which must be obtained and set as environment variables.
- ⚠️Designed specifically for integration with 'Claude Code' (using the MCP SDK) and does not function as a standalone general-purpose AI tool.
- ⚠️Requires a Node.js runtime (version 18+ is indicated by dependencies and common practices).
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prompts-mcp
by masaki39
Serves Markdown files as Model Context Protocol (MCP) tools or slash commands (prompts) for AI models by parsing them once at startup.
Serves Markdown files as Model Context Protocol (MCP) tools or slash commands (prompts) for AI models by parsing them once at startup.
Setup Requirements
- ⚠️The `PROMPTS_DIR` environment variable is required and must be set to an absolute path pointing to the directory containing your Markdown prompt files.
- ⚠️Generated prompt names (derived from file paths) must be between 1 and 64 characters long and can only contain alphanumeric characters, underscores, hyphens, periods, or forward slashes.
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go.model-orchestrator
by Devongio22
This server acts as a Model Context Protocol (MCP) orchestrator, simplifying the management of multiple AI agent wrappers and tool servers by providing a unified, OpenAI-compatible API interface.
This server acts as a Model Context Protocol (MCP) orchestrator, simplifying the management of multiple AI agent wrappers and tool servers by providing a unified, OpenAI-compatible API interface.
Setup Requirements
- ⚠️Requires Docker and Docker Compose for easy setup and orchestration of all components.
- ⚠️Requires Ollama or another OpenAI-compatible LLM endpoint to be running and accessible for model inference.
- ⚠️Relies on mDNS for service discovery, which might require specific network configurations or may not function reliably in all containerized or restricted network environments.
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MCP
by shaharco99
An AI-powered DevOps assistant that offers interactive chat, file analysis, RAG capabilities, and safe natural language querying of databases, while also acting as an MCP server for various DevOps tools.
An AI-powered DevOps assistant that offers interactive chat, file analysis, RAG capabilities, and safe natural language querying of databases, while also acting as an MCP server for various DevOps tools.
Setup Requirements
- ⚠️Requires Ollama, OpenAI, Google, or Anthropic LLM provider: If using local Ollama, requires Ollama server running. If using a cloud provider, requires a corresponding API key.
- ⚠️Specifically designed for Windows 10/11 environments, requiring Docker Desktop, Minikube, and Node.js with npm for full functionality of the MCP server.
- ⚠️Database functionality requires additional configuration via `db_config.json` or environment variables, and specific Python database drivers (e.g., `psycopg2-binary`, `mysql-connector-python`, `pyodbc`) for non-SQLite databases.
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nocturne_memory
by KomuDhara
Provides AI agents with a persistent, structured, and rollback-capable long-term memory system based on a Neo4j knowledge graph.
Provides AI agents with a persistent, structured, and rollback-capable long-term memory system based on a Neo4j knowledge graph.
Setup Requirements
- ⚠️Requires a running Neo4j database instance (local or cloud).
- ⚠️Python 3.10+ and Node.js 18+ are required for the backend and frontend components.
- ⚠️AI client configuration (e.g., Claude Desktop, Antigravity) needs manual updating with the absolute path to `mcp_server.py` (or `mcp_wrapper.py` for Antigravity's specific bug workaround).
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KiCAD-MCP-Server
by Sakamoto-media
Enable AI assistants to automate PCB design workflows in KiCAD, including project management, component placement, routing, design rule checks, and export operations.
Enable AI assistants to automate PCB design workflows in KiCAD, including project management, component placement, routing, design rule checks, and export operations.
Setup Requirements
- ⚠️Requires KiCAD 9.0+ with Python scripting support (pcbnew module) installed and accessible via the `PYTHONPATH` environment variable.
- ⚠️Manual UI reload in KiCAD is currently required to visualize changes made by the AI (true real-time IPC updates are planned for a future release).
- ⚠️Windows users are highly recommended to use the `setup-windows.ps1` PowerShell script for automated setup and dependency installation.
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openshift-cluster-health-mcp
by tosin2013
Serves as a Model Context Protocol (MCP) server providing OpenShift cluster health monitoring and AI Operations integration to AI assistants like OpenShift Lightspeed.
Serves as a Model Context Protocol (MCP) server providing OpenShift cluster health monitoring and AI Operations integration to AI assistants like OpenShift Lightspeed.
Setup Requirements
- ⚠️Requires OpenShift 4.18+ and a specific branch/container image matching the OpenShift version for full compatibility.
- ⚠️Optional integrations with external services (Coordination Engine, KServe, Prometheus) require those services to be separately deployed and configured via environment variables/Helm values.
- ⚠️Kubernetes RBAC permissions (ClusterRole for read-only K8s resources, Role for KServe-specific resources) are critical for successful operation and are managed by Helm charts.
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WDF2025-fiori-innovation-day-mcp
by vinayhospete
Provides hands-on exercises for developing SAP Fiori and CAP applications using AI coding assistants (Cline) and SAP's Model-Centric Programming (MCP) servers.
Provides hands-on exercises for developing SAP Fiori and CAP applications using AI coding assistants (Cline) and SAP's Model-Centric Programming (MCP) servers.
Setup Requirements
- ⚠️Requires access to SAP Business Application Studio (SBAS) landscape
- ⚠️Requires a SAP AI Core API Key (user-provided)
- ⚠️Requires manual installation of the Cline VS Code Extension (claude-dev VSIX)
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ssh-mcp
by nstamoul
Manages SSH connections, executes remote commands, and transfers files through an AI-compatible Model Context Protocol (MCP) server.
Manages SSH connections, executes remote commands, and transfers files through an AI-compatible Model Context Protocol (MCP) server.
Setup Requirements
- ⚠️Requires Node.js 18 or higher.
- ⚠️Requires `ssh` and `scp` commands to be installed and available in the system's PATH.
- ⚠️SSH keys used for authentication must NOT have passphrases for non-interactive use with the agent.
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seshat-mcp
by menezis-ai
Provides immutable, timestamped proofs of intellectual property by hashing Git repository states and Obsidian research notes, anchoring them on a blockchain, and generating legal deposit bundles.
Provides immutable, timestamped proofs of intellectual property by hashing Git repository states and Obsidian research notes, anchoring them on a blockchain, and generating legal deposit bundles.
Setup Requirements
- ⚠️Requires Node.js 20+.
- ⚠️Blockchain features (attestations) require ETH on Base L2 (Ethereum Layer 2) for transaction fees, estimated at ~$0.05 per proof.
- ⚠️Requires API tokens for Git hosting services (GitHub, GitLab, Forgejo) to seal PRs and releases, and optionally an NFT.Storage API token for IPFS integration.
- ⚠️Obsidian vault integration requires specifying the local vault path.