AI & ML

Enables AI agents to send messages, manage rich menus, and interact with users through LINE Official Accounts via the LINE Messaging API. Supports both individual messaging and broadcasting to all followers with text and customizable flex messages.

Enables interaction with Spotify's music catalog through natural language conversations. Search for tracks and artists, get recommendations, explore playlists, and browse artist discographies using the Spotify Web API.

Enables natural language querying of a resume with AI/ML experience, business impact metrics, and technical skills. Supports searching by company, skill, or achievement with built-in analytics and evaluation capabilities.

Provides access to InterSystems IRIS ObjectScript documentation, examples, and intelligent search tools. Enables developers to query documentation, search class references, and access official IRIS resources through natural language.

Enables out-of-band interaction testing by integrating ProjectDiscovery's interactsh service as an MCP server. Allows AI agents to create callback domains, send probes, and capture DNS/HTTP interactions for security testing and verification workflows.

Provides a Model Context Protocol interface to the Gemini CLI, enabling AI agents to call the Gemini model and interact with development tools like code linting, GitHub operations, and documentation generation. Includes security measures to prevent unauthorized file access through path validation.

Provides AI agents with structured access to U.S. EPA environmental data including nearby regulated facilities, chemical releases, water violations, and hazardous waste sites for any U.S. location. Enables comprehensive environmental impact analysis through the EPA Envirofacts API with geocoding support and distance-based filtering.

Enables AI assistants to access comprehensive SEO data through DataForSEO APIs, including SERP results, keyword research, backlink analysis, on-page metrics, and domain analytics. Supports real-time search engine data from Google, Bing, and Yahoo with customizable filtering and multiple deployment options.

InsForge is a backend platform for AI driven development. It provides Auth, Database, Storage, and Functions with production grade cloud infrastructure out of the box. With InsForge MCP, most developers can bring their MVP timeline down from weeks to hours using InsForge.

Enables AI assistants to search, retrieve, and interact with HackerNews content including stories, comments, polls, and user information. Provides comprehensive access to all HackerNews API endpoints with 15 specialized tools for content discovery and analysis.

Enables AI-powered genomic variant analysis including variant impact prediction, regulatory element discovery, and batch variant scoring. Currently operates in mock mode as a proof-of-concept awaiting the public release of Google DeepMind's AlphaGenome API.

Enables deployment of Model Context Protocol servers on Cloudflare Workers without authentication. Allows users to create custom MCP tools and connect them to AI clients like Claude Desktop or Cloudflare AI Playground.

Enables access to GitHub repositories and data through the GitHub API. Supports retrieving repositories, issues, pull requests, and searching code across GitHub with authentication via personal access tokens.

Enables AI assistants to interact with both local SQL Server and Azure SQL Database through natural language, supporting queries, data manipulation, and schema operations with built-in security features.

Enables users to retrieve chemical safety information including compound properties, GHS safety classifications, and toxicity data from PubChem database using compound names or CIDs. Supports batch queries with caching for efficient chemical safety research and analysis.

Enables AI assistants to manage Snipe-IT inventory systems through comprehensive asset and consumable operations. Supports creating, updating, tracking, and managing IT assets, consumables, maintenance records, file attachments, and generating labels.

Enables AI agents to query and retrieve public statistical data from Data Commons through search and observation tools. Provides access to demographic, economic, and other statistical indicators for analysis and research.

Enables AI assistants to create professional YouTube videos using Remotion with a design-system-first approach. Provides 20+ video components, 7 themes, and animated elements optimized for engagement and retention.

Provides 18 tools including calculator operations (add, subtract, multiply, divide, power, sqrt, log, trigonometric functions) and secure sandboxed file operations (read, write, append, delete, list) for LangGraph agents and MCP clients. Features async support, YAML configuration, comprehensive logging, and path traversal protection.

Enables AI assistants like Claude to interact with Databricks workspaces through a secure, authenticated interface. Supports custom prompts and tools that leverage the Databricks SDK for workspace management, job execution, and SQL operations.

Generates natural, fluent Chinese content that reads like human writing using the Qwen3-Next-80B-A3B model. Supports web search for latest information and direct file saving with customizable writing rules.

Transforms SAP S/4HANA or ECC systems into conversational AI interfaces by exposing OData services as dynamic MCP tools. Enables natural language interactions with ERP data for querying, creating, updating, and deleting business entities.

Enables interaction with Overseerr media request management through natural language. Supports searching for movies/TV shows, managing media requests, approving/denying requests, and monitoring server status.

Enables automatic generation and validation of standardized file names using AI-driven conventions for microservices architecture. Supports multi-language naming with structured components like microservice, layer, domain, and action identifiers.

Enables web searches using TAVILY API with fallback to DuckDuckGo, datetime queries, and optional Ollama AI processing. Features HTTP transport with OAuth2 authentication for secure access to search capabilities.

Enables management and execution of Python scripts with automatic LLM-extracted argument schemas and validation. Provides script registry, execution history, and intelligent argument parsing like make but for Python scripts.

Enables querying relationships between plant species, small molecules, and mitochondrial Complex I inhibitors by bridging natural-product, biodiversity, and PubMed datasets. Allows LLMs to perform structured searches and reasoning over biological data to identify potential plant-derived mitochondrial inhibitors.

Enables task management through natural language commands in English or Spanish. Supports creating, listing, updating, completing, and deleting tasks with local SQLite storage.

Enables Claude to perform thorough code reviews by integrating with Codex and Gemini CLIs to provide senior-level feedback on code quality, security, performance, and best practices. Supports reviewing code snippets, individual files, or entire directories with automatic detection of available review tools.

AI image generation with Google Gemini's Nano-Banana model.