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Vetted Servers(8554)
graphql-mcp-server
by demeyerthom
This server exposes GraphQL operations as callable tools for the Model Context Protocol (MCP), allowing AI agents or other systems to interact with a GraphQL endpoint.
This server exposes GraphQL operations as callable tools for the Model Context Protocol (MCP), allowing AI agents or other systems to interact with a GraphQL endpoint.
Setup Requirements
- ⚠️Requires a `config.yaml` file to be present in the execution directory or a path to it configured, specifying `schema_endpoint`, `transport` type/port, `introspection`/`generic_operation` enablement, headers, and a `tools.dir`.
- ⚠️Requires a directory (`tools.dir`) containing GraphQL operation definitions (`.graphql` files) for additional tools.
- ⚠️The generic operation tool (if enabled) presents a significant security vulnerability by allowing arbitrary GraphQL operations to be executed without validation.
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dora-mcp-server
by cloudsteak
Provides a server implementation for a Multi-Client Protocol (MCP), likely for managing multiple client connections or game interactions.
Provides a server implementation for a Multi-Client Protocol (MCP), likely for managing multiple client connections or game interactions.
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mcp-server-datadog-fork
by n1s0-c
Manages and queries Datadog observability data including incidents, monitors, logs, dashboards, metrics, traces, RUM, and hosts, for AI agents.
Manages and queries Datadog observability data including incidents, monitors, logs, dashboards, metrics, traces, RUM, and hosts, for AI agents.
Setup Requirements
- ⚠️Requires `DATADOG_API_KEY` environment variable.
- ⚠️Requires `DATADOG_APP_KEY` environment variable.
- ⚠️The number of tokens returned by list operations (e.g., logs, traces, RUM events) can be very high, potentially leading to increased LLM token costs.
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mcp-server-brain
by tomoharu-hayashi
Provides a 'long-term memory' knowledge base for AI agents, enabling them to learn from experience and avoid repeating past failures by storing, retrieving, and updating knowledge.
Provides a 'long-term memory' knowledge base for AI agents, enabling them to learn from experience and avoid repeating past failures by storing, retrieving, and updating knowledge.
Setup Requirements
- ⚠️Requires Git and the knowledge directory must be a Git repository with a configured 'origin' remote.
- ⚠️Full notification and UI editing features (sounds, dialogs, VS Code integration) are primarily designed for macOS.
- ⚠️Requires Python 3.13.
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graphiti-mcp-server
by tesfandiari1
Knowledge graph memory and query service for AI agents, capable of storing and retrieving episodic and factual information to enhance agent capabilities.
Knowledge graph memory and query service for AI agents, capable of storing and retrieving episodic and factual information to enhance agent capabilities.
Setup Requirements
- ⚠️Requires an OpenAI API Key (or other supported LLM API key), which may incur costs due to heavy LLM usage for entity extraction and embeddings.
- ⚠️Requires Docker and Docker Compose for the recommended simplified deployment.
- ⚠️Requires Python 3.10 or higher for local development.
- ⚠️An external graph database (FalkorDB or Neo4j) is mandatory; it is either bundled in a combined Docker image or run as a separate container.
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mcp-chess-server
by CyprianFusi
Provides Chess.com player profile and statistics integration for AI assistants like Claude via the Model Context Protocol (MCP).
Provides Chess.com player profile and statistics integration for AI assistants like Claude via the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires Python >= 3.13
- ⚠️Integration with Claude Desktop requires specific JSON configuration in the Claude Desktop config file.
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aws-lambda-mcp-server
by poad
A Hono wrapper library for building and deploying Model Context Protocol (MCP) servers on AWS Lambda, including an example implementation with AWS CDK for deployment.
A Hono wrapper library for building and deploying Model Context Protocol (MCP) servers on AWS Lambda, including an example implementation with AWS CDK for deployment.
Setup Requirements
- ⚠️Requires an AWS account and AWS CDK CLI configured for deployment of the example server.
- ⚠️Requires Node.js (v18+) and pnpm package manager to be installed.
- ⚠️Familiarity with the Model Context Protocol (MCP) SDK is necessary to define custom tools and resources for the server.
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your-digital-twin-mcp
by Emanskiez
A Model Context Protocol (MCP) server that provides RAG-powered digital twin assistant functionality using Upstash Vector and Groq, answering questions about a professional profile.
A Model Context Protocol (MCP) server that provides RAG-powered digital twin assistant functionality using Upstash Vector and Groq, answering questions about a professional profile.
Setup Requirements
- ⚠️Requires Node.js 18+ or 20+
- ⚠️Requires pnpm as the package manager
- ⚠️Requires an Upstash Vector database with data populated via `populate-db.ts` before first use
- ⚠️Requires Groq API key
- ⚠️Requires a `.env.local` file with `UPSTASH_VECTOR_REST_URL`, `UPSTASH_VECTOR_REST_TOKEN`, `GROQ_API_KEY` (and `GMAIL_USER`, `GMAIL_APP_PASSWORD` for the email feature)
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technical-analysis-mcp
by alejandroclaro
Provides a microservice for fetching comprehensive technical and descriptive financial data for stocks and cryptocurrencies using free sources.
Provides a microservice for fetching comprehensive technical and descriptive financial data for stocks and cryptocurrencies using free sources.
Setup Requirements
- ⚠️Requires Python 3.12+
- ⚠️Requires 'uv' for dependency management and execution
- ⚠️Requires internet access for real-time data fetching
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mcp-dual-interface-demo
by jonmatum
Demonstrates a dual-interface architecture for a Todo application, allowing interaction via a traditional web app and an AI interface (MCP server) powered by shared business logic.
Demonstrates a dual-interface architecture for a Todo application, allowing interaction via a traditional web app and an AI interface (MCP server) powered by shared business logic.
Setup Requirements
- ⚠️Requires Docker to be installed and running.
- ⚠️Requires manual configuration in Kiro CLI's `mcp_config.json` to connect to the MCP server.
- ⚠️The Python backend and MCP server are developed with Python 3.11.
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MCP-Book-Project
by Akatama
Exposes tools for an MCP-compatible client to search a books database by author or title via an external API.
Exposes tools for an MCP-compatible client to search a books database by author or title via an external API.
Setup Requirements
- ⚠️Requires Python 3.13 or newer
- ⚠️Relies on the availability and responsiveness of the external Books API ('https://booksapi-webapp.azurewebsites.net')
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ILSpy-Mcp
by bivex
Provides .NET assembly decompilation and analysis capabilities to developer tools via the Model Context Protocol (MCP).
Provides .NET assembly decompilation and analysis capabilities to developer tools via the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires .NET 8.0 SDK to build and run.
- ⚠️Requires a compatible IDE (e.g., Cursor) with MCP support for full integration.
- ⚠️Manual editing of the IDE's MCP configuration file (e.g., .cursor/mcp.json) is necessary for setup.