Bootstraps a new agent-step LangGraph project OR adds a tool to an existing one. For bootstrap, scaffolds the full project (package.json, tsconfig, graph.ts, state.ts, prompt.ts, CLI, Dockerfile, build_and_push.sh, the agent-step library) and establishes the…
The testing methodology for an agent-step action — three layers, three questions. Runner unit tests prove the flow controller's mechanics (no backend, no LLM). Sandbox/tool tests prove the runner + executors behave correctly given hand-crafted step batches…
Refresh an embedded vendored library — the agent-step runner (agent-step-toolkit) or the Kafka observability library (kafka-observability) — from a newer source (a local path, a git repo + ref, or a git ref in a local repo), then propagate the change. Diffs…
Cut a release of a plugin in this marketplace (agent-step-toolkit, langgraph-plugin, kafka-observability, or any future plugin). Detects unreleased changes since the last release commit, sweeps the plugin's docs for staleness BEFORE bumping anything, gates on…
Upgrade THIS project's vendored agent-step runner library to the newest version shipped by the agent-step-toolkit plugin. Run inside a downstream project (one that bootstrapped from the toolkit and vendored src/agent-step/) after the plugin has been updated.…
Investigates a LangGraph thread conversation by querying the LangGraph dev server API and (when configured) the LangSmith cloud API. Extracts runs, checkpoints, state progressions, LLM prompts/responses, and produces root cause analysis. Use when debugging a…
Runs a user-specified conversation against the local LangGraph dev server, captures the resulting thread_id, and hands off to the follow-langgraph-conversation skill for full trace analysis. Use when the user wants to execute a test conversation (single or…
Audit a channel middleware implementation — the proxy service that invokes a generated agent's LangGraph API, forwards reply tokens to the client channel, and routes handoffs — against the agent-step wire contract. Walks the middleware's source against the…