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What is Agents Shipgate?

Agents Shipgate is an open-source CLI and GitHub Action that generates Tool-Use Readiness Reports for AI agent tool surfaces.

What it does

Agents Shipgate reads a shipgate.yaml manifest plus declared local tool sources and writes deterministic release-readiness findings as Markdown, JSON, and SARIF.

Inputs

  • Model Context Protocol (MCP) exports
  • OpenAPI 3.x specs
  • OpenAI Agents SDK Python entrypoints
  • Anthropic Messages API artifacts
  • Google ADK Python and YAML config
  • LangChain/LangGraph and CrewAI static Python inputs
  • OpenAI Agents API artifacts

Outputs

  • Markdown report for human release review
  • JSON report for tools and coding agents
  • SARIF report for GitHub code-scanning workflows

What it is not

Agents Shipgate is not an LLM eval framework, runtime guardrail, LLM gateway, security audit, compliance certification, or SOC/ISO/HIPAA toolkit. It produces release-review evidence; it does not certify an agent as safe.

Quickstart Check catalog GitHub