"IGN" matching MCP servers:

A multi-target MCP server that gives AI clients read and, when permitted, write access to Ignition 8.3 gateways across configuration, project exports, live runtime values, and an offline Ignition reference corpus. It enables browsing, explaining, diagnosing, and gated changes to gateway configuration, projects, tags, and live values through 81 tools with per-target credentials and write policies.

Lets an assistant read recorded production AI agent runs — steps, model and tool calls with arguments, and outcomes — along with the findings of comparison runs that checked a prompt or model change against those recordings, and verify a signed evidence bundle offline with no account or network. It is strictly read-only: no tool starts a replay or comparison, so nothing can spend money or act without a person deciding.

Enables AI assistants to query and analyze AI agent sessions from observability providers like Shepherd (AIOBS) and Langfuse, allowing users to debug agent runs, compare sessions, track performance, and analyze LLM usage patterns.

Enables coding agents to read a replay link or a gn-tracing-*.zip package, surfacing console errors with source-mapped stacks, failed requests, and the user timeline.