AI & ML

A production-ready Model Context Protocol server for SSH automation with background execution, file transfers, and comprehensive timeout protection. Features structured output, progress tracking, and enterprise-grade testing (87% coverage).

MCP (Model Context Protocol) Server. Enables interaction with the Symbol blockchain for querying account information, transaction data, and block details through automatically generated tools from the Symbol OpenAPI specification.

MCP (Model Context Protocol) Server. Integrates with Spotify to enable music search, playback control, and playlist management for Premium users through specialized tools that work with any active Spotify device.

MCP (Model Context Protocol) Server. Enables AI models to interact with MySQL databases by providing tools for listing tables, retrieving schemas, and executing read-only SQL queries with safe transaction handling.

A tool that enables AI to save cleaned conversation histories as organized markdown files, automatically stripping out metadata like thinking processes and tool execution details.

MCP (Model Context Protocol) Server. Enables interaction with Slack through ActionKit's API using TypeScript and JWT authentication, with filtered actions and user authentication via Paragon Connect Portal

MCP (Model Context Protocol) Server. Integrates with QTI services and LLMs to generate personalized educational content tailored to students' knowledge levels and interests, streamlining the creation of adaptive learning materials.

MCP (Model Context Protocol) Server. Enables parallel communication with multiple unichat-based servers, allowing users to query different language models simultaneously and compare their responses through organized message routing and storage.

MCP (Model Context Protocol) Server. Integrates with Perplexity AI to enable real-time question answering and web search capabilities through customizable tools for direct questions and web queries across multiple Perplexity models.

MCP (Model Context Protocol) Server. Provides a bridge to MailPace's transactional email API for sending HTML/text emails with attachments, custom headers, and CC/BCC recipients using domain API token authentication

MCP server providing official Google and Anthropic prompting guides for meta-prompt generation.

MCP (Model Context Protocol) Server. Integrates with GroundX to provide document search and ingestion capabilities, enabling domain-specific knowledge retrieval without requiring direct access to underlying document storage.

MCP (Model Context Protocol) Server. Enables direct execution of JavaScript/ExtendScript code in Adobe Illustrator with visual feedback through screenshots, allowing vector graphics creation and manipulation

A tool focused on creating word clouds from documents, supporting intelligent text extraction from PDF, Word, TXT, and Markdown files with customizable styles and cleaning capabilities.

Mirdan is an AI code quality orchestrator that enhances developer prompts with quality requirements, codebase context, and architectural patterns while orchestrating tools for context gathering.

Fetches Hacker News discussion threads and linked article content in LLM-optimized markdown format, enabling natural language analysis of HN posts and their conversations.

A comprehensive Linux system management MCP server that enables LLMs to monitor system metrics, control processes, manage Docker containers, and even perform self-editing of its own workspace and environment.

Provides AI agents with research capabilities for local Calibre e-book libraries, including fulltext search across titles, ISBNs, and comments, plus structured excerpt retrieval from books.

Access your team's 2FA codes from AI agents without sharing secrets. List accounts, generate TOTP codes, and maintain full audit trails. Built for DevOps, CI/CD pipelines, and automated workflows that need to authenticate to protected services.

Unofficial MCP server for UniProt, providing access to protein sequence data, functional annotations, taxonomic information, and cross-references for proteomics and bioinformatics research.

A specialized MCP server that enables AI models to perform extended, sequential Chain of Thought reasoning for complex problem-solving tasks.

Enables AI agents to search, monitor, and analyze Reddit's communities and discussions through authenticated API access with intelligent caching and rate limiting.

Enables code review through Cursor CLI integration with GPT-5. Provides a cursor.review tool that executes code reviews and returns structured JSON results with automatic audit logging.

Enables interaction with Canvas LMS courses and assignments directly from your LLM, allowing you to retrieve, search, and summarize course information, check due dates, and access assignment details without leaving your AI assistant.

Connects to OriginalVoices to conduct audience research by asking questions to AI twins that represent specific demographics and interest groups.

An MCP server that wraps the TeamDynamix (TDX) REST API, enabling AI-assisted IT service management through natural language. It exposes 41 tools for managing tickets, assets, CMDB, knowledge base articles, and other core TDX domains.

A specialized MCP server for APM Terminal operations that provides deep integration with MySQL databases to analyze vessel tracking, crane performance, and container terminal productivity metrics through natural language.

Order anything from your terminal — search, buy, track, and manage via MCP tools.

Provides secure access to containerized build environments for software projects, enabling AI assistants to execute builds, run tests, manage git operations, and inspect build artifacts without requiring local installation of dependencies.

A tool that allows deployment of a Model Context Protocol server on Cloudflare Workers without authentication requirements, enabling users to create and use custom AI tools via the Cloudflare AI Playground or Claude Desktop.