"Probot" matching MCP servers:

Enables searching herb-drug and drug-drug interactions by name, alias, or item ID, and retrieving Permitted Daily Exposure (PDE) reports for active pharmaceutical ingredients. A single stdio process exposes all tools, with credentials only required for the databases each tool uses.

Enables AI assistants to send DingTalk single and group chat messages via MCP protocol, supporting userId, name, or batch sending to up to 20 users.

Connects to Moodle API to enable a voice robot to query student information such as attendance, homework, and scores, using read-only tools.

Provides an MCP interface to the ROBOT command-line tool for OWL ontology editing, enabling operations like merging, reasoning, and conversion via natural language.

Enables agents to work with Robot Framework by discovering tests and resources, drafting tests from requirements, dry-running and executing suites, and parsing output.xml results.

A Model Context Protocol server that enables generating and managing Robot Framework test automation with SeleniumLibrary, including test case generation, page object models, and advanced web testing capabilities.

Provides deterministic system information and developer utilities including date/time operations, OS details, math calculations, random data generation, hashing, text formatting, data validation, encoding/decoding, and log analysis.

Web scraper and token compressor that converts HTML to clean markdown with 70-80% fewer tokens. Single-page compression and multi-page BFS crawling with auto-fallback fetch modes.

Aggregated search API service that provides real-time web search capabilities for AI assistants via MCP.

Enables interaction with Waferlock Robot services through a public REST API bridge. Provides secure access to robot management functionality without exposing AWS credentials, supporting local MCP server deployment via CLI.

Enables LLM clients to control a LEGO Mindstorms NXT brick over USB, providing tools for motor movement, sensor reading, and querying device state.

A Model Control Protocol plugin for controlling GS cleaning robots, supporting robot listing, status monitoring, navigation commands, task execution, and remote control operations.

A one-command MCP server that bridges a ROBOT.md file to any MCP-aware agent, exposing structured robot manifest resources and validation tools without configuration.

LLM routing proxy that cuts API costs 60-90% by auto-selecting the cheapest capable model across OpenAI, Anthropic, and Google. Provides stats, config, and model comparison tools via MCP.

Enables AI agents to control SO-ARM100 and LeKiwi robots using natural language instructions and integrated camera vision. It supports multiple communication transports and includes a CLI agent compatible with Claude, Gemini, and GPT models.

A robot-control MCP server enabling LLMs to control Unitree robots and DJI Tello drones with mock and hardware backends, built-in routines, and sequence execution.

Enables LLM-based AI agents to control SO-ARM100 and SO-101 robots through natural language commands and camera feedback. It supports various transport protocols and provides tools for both autonomous robotic movement and manual keyboard operation.

Enables controlling Wonder Workshop's Dash robot through Claude, supporting movements, sounds, lights, head movements, and photo capture.

Enables robot navigation control and monitoring through natural language. Provides tools for robot positioning, navigation to coordinates, device status monitoring, task management, and emergency controls.

Implements Agentic Context Engineering to create self-improving AI coding assistants that learn from execution feedback and build persistent knowledge playbooks. Reduces token usage by 86.9% while improving code accuracy by 10.6% through incremental context updates.