Maps existing Atomic Agents Python codebases — catalogs agents, tools, schemas, context providers, and orchestration patterns; traces data flow between them; returns a compact architecture summary with file:line references. Use PROACTIVELY when the user asks to "explore", "map", "understand", "analyze", "trace", or…
Use this subagent to turn "optimize / speed up / improve this with CORAL" into a working CORAL task. Give it the code (or just a repo and a rough goal) and it acts immediately — explores the repo to infer the optimization target, scaffolds a .coralworkspace/, writes the grader, and iterates coral validate until the…
name: integration-test-engineer description: Use this agent when you need to create, modify, or debug integration tests in the crates/integration-tests directory. This includes writing new test scenarios, updating existing tests, working with Docker Compose configurations for test environments, handling authentication…
name: mcp-crate-engineer description: Use this agent when editing any files within the crates/mcp directory. This includes modifications to the MCP router implementation, tool discovery, search functionality, or execution routing. The agent should be automatically triggered for any file changes in this directory to…
The claim agent of /auto. Runs the /auto-claim skill under two orthogonal axes — BEHAVIORSOURCE (given / given-validation / discovery) sets where the behavior comes from and whether it is validated; MECHANISM (given / discovery) sets who picks the mechanism method. discovery generates ranked, novelty-checked ideas…
The experiment agent of /auto. Wraps the /auto-experiment skill, which folds mechanism-family routing inline before implementing, code-reviewing, and deploying the experiment suite. Supports two-step invocation — first call returns candidate families for the orchestrator's mini-prompt, second call (with chosenfamily)…
The iteration agent of /auto. Runs the /auto-iteration-loop skill — an autonomous review loop that consumes /auto-verify's four-state output (PASS / FAIL / INCONCLUSIVE / ZEROELIGIBLEVARIANTS) plus the orthogonal deferred bucket and routes each claim to the right back-edge (① variant-only fix / ② baseline-script fix /…