IOWarp

Structural code search with ast-grep rules: finds code by shape when grep on text is too noisy, and never rewrites it. Not for plain string or filename lookups; use grep or find.

Inspect computational benchmarks, scaling configurations, and performance harnesses.

Verify citation keys, DOIs, and bibliography entries against source files in research software.

Finds published skills and prepares their Library installation for the operator when the user asks whether a capability exists as a skill. Not for authoring a new skill; use skill-craft.

Stress-tests a plan, design, or idea through a phased one-question-at-a-time interview before code is written, ending in a compact decision log. Not for a multi-perspective debate; use design-council.

Launches, drives, or inspects another agent or command in a Herdr pane, tab, or workspace, including a second Clio Coder instance; requires HERDR_ENV=1. Not for background work a plain shell or dispatch already covers.

Structured prompt template for summarizing scientific papers and research methodologies.

Multi-agent coordination recipe for reviewing scientific data pipelines.

Turns an idea into a product requirements document through a phase-gated interview, ending in PRD.md plus per-milestone prompt files ready to drive a coding agent. Not for the problem-first product thesis; use product-intent.

Ships finished work: writes one reviewed atomic commit, keeps maintainer branches local, or pushes a contributor branch to their fork and opens a PR only on explicit intent. Not for producing the change; use fix-issue.

Writes, reviews, or prunes a SKILL.md, judging whether its description, body, and length earn their cost. Not for packaging a workflow that just happened; use workflow-distiller.

Builds a feature or fix test-first, red to green at pre-agreed public seams, one vertical slice at a time. Not for designing benchmark criteria; use experiment-protocol.