AI Engineering

Idempotent Side Effects helps prevent duplicate external actions when retries or concurrent requests hit the same idempotency key. Use it to make check-then-act flows atomic and return the original result to later callers.

Make Trace turns a source that describes how work is done into a runnable Morph trace. It lifts the source into a DAG, writes step contracts, places inputs, and drives the run lifecycle to verify the trace.

Mantis Pipeline runs an authorized, staged vulnerability-discovery workflow from recon through validation, verification, chaining, and reporting. Use it to coordinate tools, agents, and evidence handling across the finding lifecycle.

Creates a comprehensive, multi-step plan for complex software changes through iterative questioning, web research, and AI-driven review and refinement, ensuring all decisions are validated before implementation.

Generates a researched planning workflow for broad or risky code changes, using structured questions, web research, and iterative refinement before implementation.

Guides the creation of a compact plan for small, low-risk repository changes, asking 1–3 planning questions and conducting one review round before implementation.

A diagnostic workflow that performs root cause analysis on bugs, test failures, CI issues, and incidents before deciding whether to create a fix plan. It guides the user through evidence inspection and RCA summary, then offers to proceed with a scoped plan.

Gathers and analyzes external references such as projects, articles, and papers before creating a Prime Agent plan, ensuring plans are evidence-based and scrutinized.

OSpec routes initialization, changes, goals, validation, and archiving for spec-driven AI coding workflows. Use it when you need durable project knowledge and a file-based process for agent work.

OSpec Goal creates or advances a full OSpec goal using the document, task graph, worker, review, and evidence workflow. Use it for complex agentic work that needs planning, dispatch, verification, and durable progress tracking.

Agents Md Improver audits AGENTS.md, CLAUDE.md, and related rules files for coverage, clarity, and freshness. Use it when project rules need review or targeted updates after code changes.

Code Architect analyzes an existing codebase’s patterns and conventions to produce an implementation blueprint for a non-trivial feature. Use it when planning architecture, file changes, component design, data flow, and build steps.