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Vetted Servers(9120)
mcp-server
by context-hub
This MCP server module provides context generation, tool execution, and prompt management capabilities for AI clients like Claude Desktop, Cursor, and Codex, acting as a backend for 'ctx' (Context Generator) framework.
This MCP server module provides context generation, tool execution, and prompt management capabilities for AI clients like Claude Desktop, Cursor, and Codex, acting as a backend for 'ctx' (Context Generator) framework.
Setup Requirements
- ⚠️Requires 'ctx' (Context Generator) command-line tool to be installed and in PATH.
- ⚠️Requires PHP 8.3+ and Composer for dependency management.
- ⚠️Requires writable directories for persistent state (`.project-state.json`) and application logs.
- ⚠️Tool definitions for 'run' and 'http' types must be meticulously designed with strict schemas and input validation to mitigate command injection and SSRF risks.
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intro_to_agentic_ai_mcp_unsloth
by matthew-sayer
This project serves as an educational introduction to agentic AI concepts, demonstrating large language model fine-tuning using Unsloth and exploring a Multi-Candidate Platform (MCP) framework.
This project serves as an educational introduction to agentic AI concepts, demonstrating large language model fine-tuning using Unsloth and exploring a Multi-Candidate Platform (MCP) framework.
Setup Requirements
- ⚠️Requires a dedicated GPU (e.g., NVIDIA with CUDA) with substantial VRAM for efficient LLM fine-tuning using Unsloth.
- ⚠️Requires a Python environment with specific dependencies (e.g., Unsloth, PyTorch/TensorFlow, Transformers, Jupyter for notebooks).
- ⚠️May require API keys for external Large Language Model services, depending on the agentic AI implementation within the notebooks.
Verified SafeView Analysis
tba-mcp-server
by withinfocus
Provides a Model Context Protocol (MCP) interface to The Blue Alliance API, enabling AI assistants and other clients to retrieve comprehensive FIRST Robotics Competition team, event, and match data.
Provides a Model Context Protocol (MCP) interface to The Blue Alliance API, enabling AI assistants and other clients to retrieve comprehensive FIRST Robotics Competition team, event, and match data.
Setup Requirements
- ⚠️Requires a The Blue Alliance API key (registration at https://www.thebluealliance.com/account)
- ⚠️Requires Node.js ~24 and npm ~11.
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fake-claude-plugins
by Surendrakumawat992892
Develop production-ready Model Context Protocol (MCP) servers using the Go SDK, with an emphasis on type safety and best practices.
Develop production-ready Model Context Protocol (MCP) servers using the Go SDK, with an emphasis on type safety and best practices.
Setup Requirements
- ⚠️Requires Go programming language and SDK to be installed to use the development tools described.
- ⚠️The project utilizes a specific 'Model Context Protocol (MCP) Go SDK', requiring familiarity with and dependencies on this framework.
- ⚠️There is a critical discrepancy between the `README.md` describing a downloadable desktop application and the provided source code, which defines an AI agent and commands for *developing* an MCP server. This ambiguity creates a significant friction point and security risk.
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mcp_kafka
by williajm
Provides AI assistants with safe, controlled access to Apache Kafka clusters using the Model Context Protocol (MCP).
Provides AI assistants with safe, controlled access to Apache Kafka clusters using the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires a running Apache Kafka cluster to connect to.
- ⚠️Python 3.11+ is required.
- ⚠️Write operations (creating topics, producing messages, resetting offsets) are disabled by default and must be explicitly enabled via `SAFETY_ALLOW_WRITE_OPERATIONS=true`.
- ⚠️If OAuth/OIDC authentication is enabled (`SECURITY_OAUTH_ENABLED=true`), an external OAuth/OIDC provider and proper configuration for `SECURITY_OAUTH_ISSUER` and `SECURITY_OAUTH_AUDIENCE` are required.
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Troj-MCP
by Shreyas2877
A versatile Model Context Protocol (MCP) server for integrating AI models with system operations, file management, calendar, and email tools.
A versatile Model Context Protocol (MCP) server for integrating AI models with system operations, file management, calendar, and email tools.
Setup Requirements
- ⚠️Requires Python 3.11 or higher.
- ⚠️Relies on external email and calendar services, which are expected to be running at `http://localhost:3000` by default.
- ⚠️Using the `local_model_client.py` requires a separate local LLM (e.g., Ollama, LM Studio) to be installed and running.
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aoc-mcp
by mazharenko
Simplifies interaction with the Advent of Code website by providing tools to get puzzle progress, submit answers, and retrieve personal puzzle inputs, enhancing the puzzle-solving workflow.
Simplifies interaction with the Advent of Code website by providing tools to get puzzle progress, submit answers, and retrieve personal puzzle inputs, enhancing the puzzle-solving workflow.
Setup Requirements
- ⚠️Requires Docker to run
- ⚠️Requires an Advent of Code session cookie, which is a sensitive credential and must be obtained manually from the Advent of Code website.
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doc-mcp-server
by my-mcp-hub
Provides a Model Context Protocol (MCP) server that enables AI assistants and developer tools to search and retrieve documentation for the `watermark-js-plus` library.
Provides a Model Context Protocol (MCP) server that enables AI assistants and developer tools to search and retrieve documentation for the `watermark-js-plus` library.
Setup Requirements
- ⚠️Requires Node.js 18+.
- ⚠️Requires Internet access for documentation search functionality.
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sky-pii-mcp
by SkyflowFoundry
An MCP server that integrates with Skyflow for PII/PHI de-identification and re-identification in text and files, accessible via streamable HTTP.
An MCP server that integrates with Skyflow for PII/PHI de-identification and re-identification in text and files, accessible via streamable HTTP.
Setup Requirements
- ⚠️Requires valid Skyflow credentials (bearer token via Authorization header or API key via header/query parameter).
- ⚠️Requires Skyflow vault configuration (vaultId and vaultUrl, optionally accountId/workspaceId) via query parameters or environment variables.
- ⚠️The 'dehydrate_file' tool has a 5MB limit for base64-encoded input files, which translates to approximately 3.75MB for original binary files due to encoding overhead.
Verified SafeView Analysis
mcp-server
by justifi-tech
AI-assisted payment management through a Model Context Protocol (MCP) server, providing JustiFi payment tools for integration with AI agents and workflows.
AI-assisted payment management through a Model Context Protocol (MCP) server, providing JustiFi payment tools for integration with AI agents and workflows.
Setup Requirements
- ⚠️Requires Node.js 16+ and Python 3.11+
- ⚠️Uses 'uv' for Python package management, not 'pip'
- ⚠️Requires JUSTIFI_CLIENT_ID and JUSTIFI_CLIENT_SECRET environment variables for JustiFi API access
- ⚠️Additional configuration (MCP_SERVER_URL, Auth0 details) required for HTTP transport with OAuth
Verified SafeView Analysis
mcbox
by andreswebs
Provides a lightweight and portable pluggable MCP (Model Context Protocol) server for AI agents to execute local tools via stdio transport.
Provides a lightweight and portable pluggable MCP (Model Context Protocol) server for AI agents to execute local tools via stdio transport.
Setup Requirements
- ⚠️Requires Homebrew for installation (other methods unsupported currently).
- ⚠️Requires `bash` and `jq` to be installed on the system.
- ⚠️For development, Node.js (LTS), NPM CLI, shellcheck, and shfmt are required.
Verified SafeView Analysis
embedded-api-mcp-server
by digitalsamba
Manage Digital Samba video conferencing platform resources (rooms, sessions, recordings, etc.) using natural language commands via AI assistants following the Model Context Protocol (MCP).
Manage Digital Samba video conferencing platform resources (rooms, sessions, recordings, etc.) using natural language commands via AI assistants following the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires a Digital Samba Developer Key for API access.
- ⚠️A Digital Samba account is necessary to interact with the underlying video conferencing platform.
- ⚠️Full OAuth functionality requires configuring specific environment variables (e.g., OAUTH_CLIENT_ID, OAUTH_CLIENT_SECRET).
- ⚠️For production deployments, Redis is highly recommended for persistent session storage (via REDIS_URL) to avoid session data loss on server restarts.