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Vetted Servers(9120)
python-mcp-server
by changren-wcr
Deploys a simple tool-serving API using fastmcp that exposes basic arithmetic functions, primarily intended for integration with AI agents or other systems requiring callable external tools.
Deploys a simple tool-serving API using fastmcp that exposes basic arithmetic functions, primarily intended for integration with AI agents or other systems requiring callable external tools.
Setup Requirements
- ⚠️Requires Python 3.10 or higher.
- ⚠️Project dependencies (fastmcp, uvicorn) must be installed.
- ⚠️Intended for deployment (e.g., Google Cloud Run) but can be run locally.
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PRD-MCP-Server
by cpatel1293
A specialized Model Context Protocol (MCP) server dedicated to creating and validating Product Requirements Documents (PRDs) using AI and customizable templates.
A specialized Model Context Protocol (MCP) server dedicated to creating and validating Product Requirements Documents (PRDs) using AI and customizable templates.
Setup Requirements
- ⚠️Requires API keys for AI providers (e.g., OPENAI_API_KEY), which are typically paid services.
- ⚠️Google Gemini, Anthropic Claude, and Local Model providers are currently stubbed implementations and will throw 'not yet implemented' errors if selected.
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genesys-transcription-mcp-server
by Dynava
This server provides an MCP interface to interact with a Genesys transcription API, enabling the retrieval, generation, and querying of conversation transcripts.
This server provides an MCP interface to interact with a Genesys transcription API, enabling the retrieval, generation, and querying of conversation transcripts.
Setup Requirements
- ⚠️Requires the 'HOST' environment variable to be set to the transcription API endpoint, defaulting to 'http://9.223.220.100' if not provided.
- ⚠️Requires Python 3.12 or newer.
- ⚠️The backend Genesys API requires authentication for certain operations (e.g., 'interval_conversations').
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mcp-server-samples
by pradhyu
Provides sample implementations for a Minimal Chat Protocol (MCP) server, either via FastAPI for HTTP or stdio for subprocess communication, using LangChain with OpenAI-compatible APIs.
Provides sample implementations for a Minimal Chat Protocol (MCP) server, either via FastAPI for HTTP or stdio for subprocess communication, using LangChain with OpenAI-compatible APIs.
Setup Requirements
- ⚠️Requires OpenAI API Key (Paid)
- ⚠️Docker required
- ⚠️Python 3.10+
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gerrit-mcp
by a1loy
Provides an MCP (Model Context Protocol) interface to query a Gerrit instance for code review changes and project information, acting as a tool for potential AI agents.
Provides an MCP (Model Context Protocol) interface to query a Gerrit instance for code review changes and project information, acting as a tool for potential AI agents.
Setup Requirements
- ⚠️Requires access to a Gerrit instance, defaulting to `https://chromium-review.googlesource.com` unless specified via `-gerrit-instance`.
- ⚠️Gerrit authentication, if enabled with `-with-auth`, necessitates specific environment variables such as `GERRIT_USERNAME` and `GERRIT_PASSWORD` (for basic/digest) or `GERRIT_COOKIE_NAME` and `GERRIT_COOKIE_VALUE` (for cookie auth).
- ⚠️The MCP server's own authentication (via Bearer header) requires the `BEARER_TOKEN` environment variable to be set for the server to validate client requests.
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omnify-core-mcp-server
by omnifyjp
Enables AI assistants like Claude to create and validate Omnify schemas, facilitating structured data modeling.
Enables AI assistants like Claude to create and validate Omnify schemas, facilitating structured data modeling.
Setup Requirements
- ⚠️Requires Node.js and npm/npx to run.
- ⚠️Requires configuration within Claude Code/Desktop's MCP settings for direct integration.
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minimal-mcp-server-template
by gilamran
A minimal MCP server template demonstrating both STDIO and HTTP transports with an example tool for filtering an in-memory TV catalog.
A minimal MCP server template demonstrating both STDIO and HTTP transports with an example tool for filtering an in-memory TV catalog.
Setup Requirements
- ⚠️To run the server in HTTP mode, you must create a '.env' file and set `MCP_SERVER_TRANSPORT_TYPE=HTTP`.
- ⚠️For public access to the HTTP server, a reverse proxy (e.g., ngrok) is required.
- ⚠️Requires Node.js and Yarn for initial setup (installing dependencies and building).
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remote-MCP
by BhumitArora
Manages personal or small-scale expense tracking, allowing users to add, list, and summarize financial transactions.
Manages personal or small-scale expense tracking, allowing users to add, list, and summarize financial transactions.
Setup Requirements
- ⚠️Database stored in a temporary directory, meaning data will be lost upon server restart or temporary directory cleanup.
- ⚠️Requires `fastmcp` and `aiosqlite` Python packages to be installed.
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Skills-MCP-Veeam-Backup-Pro
by DevSkillsIT
Enables AI assistants (Claude Code, Gemini CLI, Claude Desktop) to interact with Veeam Backup & Replication for monitoring, querying, and controlling backup infrastructure through natural language.
Enables AI assistants (Claude Code, Gemini CLI, Claude Desktop) to interact with Veeam Backup & Replication for monitoring, querying, and controlling backup infrastructure through natural language.
Setup Requirements
- ⚠️Requires Veeam Backup & Replication 12+ with REST API enabled.
- ⚠️Veeam API credentials with appropriate permissions (read-only for queries, higher for control operations) are mandatory.
- ⚠️Node.js 20+ runtime environment is required.
- ⚠️The `VEEAM_IGNORE_SSL=true` setting is enabled by default, posing a significant security risk by ignoring invalid SSL certificates for the Veeam API. This must be explicitly set to `false` and proper SSL configured for production deployments.
- ⚠️A custom `AUTH_TOKEN` environment variable must be set by the user for securing the MCP HTTP endpoints.
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mcp-server-b4j
by pyhoon
A simple inventory management system demonstrating MCP Server functionality with SQLite through standard input/output.
A simple inventory management system demonstrating MCP Server functionality with SQLite through standard input/output.
Setup Requirements
- ⚠️Requires Java Development Kit (JDK) installed and configured in the PATH or specified in the Claude Desktop config.
- ⚠️Requires the compiled 'mcp_server.jar' file to be present at the exact path specified in the Claude Desktop configuration (e.g., C:\B4X\Development\mcp-server\Objects\mcp_server.jar).
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FairArena-MCP-Server
by FairArena
Provides a Model Context Protocol (MCP) server for semantic search and retrieval of FairArena documentation using Pinecone and Google Gemini embeddings.
Provides a Model Context Protocol (MCP) server for semantic search and retrieval of FairArena documentation using Pinecone and Google Gemini embeddings.
Setup Requirements
- ⚠️Requires Pinecone API key and configured Pinecone indexes (developer and user documentation).
- ⚠️Requires a Google Gemini API Key for effective semantic search; otherwise, it falls back to a hash-based (non-semantic) embedding for development purposes.
- ⚠️The embedding dimension in environment variables must match the Pinecone index configuration.
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clockodo-mcp-server
by pfaeffli
MCP server wrapper for the Clockodo time tracking API, offering time tracking, HR analytics, and team management with role-based access.
MCP server wrapper for the Clockodo time tracking API, offering time tracking, HR analytics, and team management with role-based access.
Setup Requirements
- ⚠️Requires Clockodo API credentials (CLOCKODO_API_USER, CLOCKODO_API_KEY).
- ⚠️Requires Python 3.12+ (if running directly from source).
- ⚠️Docker is recommended for simplified setup and local client integration.
- ⚠️The HTTP/SSE transport (CLOCKODO_MCP_TRANSPORT=sse) is experimental, has known issues, and lacks built-in authentication, making it unsuitable for direct internet exposure without external security infrastructure.