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Enables plant disease detection through an MCP server powered by AI models, supporting deployment on Railway or local Claude Desktop.

Enables safe interaction with PostgreSQL databases through read-only queries, schema exploration, and performance analysis.

Personal plant and garden management for gardeners.

Enables searching and analyzing Indian government tenders from multiple portals (CPPP, eProc Rajasthan, Defence) via natural language queries, returning OCDS-compliant data.

Agents can sign plugins, rotate credentials without losing identity, and publicly attest to behavior.

This OCaml MCP server implementation provides development tools for OCaml projects through integration with the Dune build system and Merlin code intelligence engine. Built by Thibaut Mattio using a modular architecture with separate core protocol library (mcp), Eio-based transport layer (mcp-eio), and high-level SDK (mcp-sdk), it offers two primary tools: dune/build-status for retrieving build progress and diagnostics via Dune RPC polling, and ocaml/module-signature for extracting module type information using Merlin's analysis capabilities. The implementation features automatic project root detection, background RPC client management, comprehensive transport support (stdio, TCP, Unix sockets, HTTP), and type-safe argument handling with JSON schema generation, making it valuable for AI assistants working with OCaml codebases that need real-time build feedback and code intelligence without manual IDE integration.

A simple server that provides basic mathematical operations (sum and subtraction) through the Model Context Protocol.

MCP server for GPT-4o Image model line, enabling text-to-image task creation, status polling, and pricing checks via RunAPI.

Provides secure read-only access to multiple database systems including MySQL, PostgreSQL, SQLite, SQL Server, TiDB, GaussDB, and ClickHouse. Enforces read-only operations by validating SQL queries and blocking modifications, multi-statement execution, and dangerous functions. Offers tools for listing tables, describing schemas, executing queries, sampling data, and counting rows. Supports both stdio and streamable HTTP transport modes.

Scientific fraud detection as a live MCP server — screen any research topic, author, or paper for statistical fabrication, p-hacking, publication bias, citation manipulation, data duplication, causal contamination, and HARKing using 8 forensic tools backed by 16 real-time academic sources.

This JIRA administration MCP server by rcortezti provides complete Atlassian JIRA management capabilities through REST API integration, featuring Docker containerization and a web dashboard for monitoring operations. Built with Python and offering tools for issue creation, customer request management, comment addition, and administrative functions through both direct API calls and MCP protocol integration, it includes comprehensive authentication handling with API tokens, project-specific configurations, and real-time action logging with a responsive HTML dashboard. The implementation supports both standalone Python execution and containerized deployment with Docker Compose, automatic health checks, and environment-based configuration management, making it valuable for teams automating JIRA workflows, managing customer service operations, and integrating JIRA functionality into AI-assisted project management systems.

MCP server for Google Gemini image generation with configurable model support, enabling text-to-image generation, image editing, and iterative refinement.

Enables querying celltype markers from CellMarker database using natural language.

Jetson MCP Server enables natural language monitoring and control of NVIDIA Jetson boards over a network using the FastMCP library. It provides tools for retrieving hardware information from system files like /etc/nv_boot_control.conf and software details including Linux kernel and Jetpack versions. The implementation includes scripts for easy installation and systemd service setup, allowing clients on the same network to connect via Server-Sent Events (SSE) transport on port 8000. This server is particularly useful for remote diagnostics and management of Jetson devices without requiring direct terminal access.

Firecrawl MCP Server for Zed

Deep behavioral security audit for AI agent skills and MCP tools.

A Model Context Protocol service that handles date and time conversions for China's timezone (UTC+8), supporting current date retrieval, timestamp conversions, and date-time formatting.

MCP server that exposes Routescore's public API for risk assessment, including MEV cover, bridge refund, and swap checks, as tools for AI agents.

Turns a GAS service into an MCP server, exposing tools for session creation, resource reading, searching, and executing capabilities.

Connects self-hosted WordPress sites to AI assistants for content creation, SEO, media management, and WooCommerce via 163 tools across 33 categories.