"Probot" matching MCP servers:

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.

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.

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.

A local MCP server that parses Robot Framework output.xml files, scores and groups failures, and exposes structured triage data to Claude Desktop and Claude Code.

Puts a single OAuth 2.1 authorization gateway in front of self-hosted MCP servers, letting Claude.ai and other OIDC-backed clients sign users in and receive tokens scoped to one person and one service. Wraps stdio or Streamable HTTP upstreams behind one hostname with a path per service, with allowlisted redirects, hashed stored tokens, and per-tool audit lines.

Exposes a robot twin's catalog as LLM tools, enabling agents to query variables, run robot operations, and own task boundaries through begin_task and end_task.