research

Plugin research from marketplace borda-ai-rig in Borda/AI-Rig. Commands read from the repo's manifest — today.

Skills (10)

• fortify

  Systematic ablation study runner. After research:run finds improvements, fortify identifies component candidates from git diff + diary, creates isolated git worktrees per ablation (main repo never modified), runs metric+guard in each worktree, ranks component importance, and optionally generates rev

• judge

  Research-supervisor review of program.md — validates experimental methodology (hypothesis clarity, measurement validity, control adequacy, scope, strategy fit), emits APPROVED / NEEDS-REVISION / BLOCKED verdict before expensive run loop.

• kaggle

  Generate a Kaggle competition notebook as a Jupytext `# %%` Python script following the user's established ML research style: PTL for DNN training, best-fit tool selection, EDA→Baseline→Train→Inference pipeline with per-stage lens cells, small single-purpose cells each carrying a why. Grounds data s

• plan

  Interactive wizard that scans the codebase, proposes a metric/guard/agent config, and writes a program.md run spec. With confirmation, runs cProfile on a Python file path to surface bottlenecks before prompting for optimization goal. Distinct from `/research:topic plan`, which turns prior SOTA resea

• retro

  Post-run retrospective: reads .experiments/ JSONL, computes Wilcoxon significance, detects dead iterations, flags suspicious jumps, generates next-hypothesis queue for --hypothesis flag.

• run

  Sustained metric-improvement loop with atomic commits, auto-rollback, and experiment logging. Iterates with specialist agents, commits atomically, auto-rolls back on regression. Accepts a program.md file path. Supports --resume, --team, --colab, --codex, --researcher, --architect, --journal, --hypot

• setup

  Post-install setup for the research plugin. Run once after installing on a new machine, or after a plugin version upgrade, to deliver this plugin's rules/*.md into ~/.claude/rules/ as namespaced symlinks and merge its own permissions.allow and permissions.deny entries into ~/.claude/settings.json. T

• sweep

  End-to-end pipeline with J4 per-command execution approval — auto-configure program.md (accept defaults), run judge+refine loop (up to 3 iterations), then run the campaign. Single command from goal to result.

• topic

  Research State of the Art (SOTA) literature for an Artificial Intelligence / Machine Learning (AI/ML) topic, method, or architecture. Finds relevant papers, builds a comparison table, recommends the best implementation strategy for the current codebase, and optionally produces a phased implementatio

• verify

  Paper-vs-code consistency audit. After research:scientist implements a method from a paper, verify the implementation matches paper claims across five dimensions — formula matching [F], hyperparameter parity [H], eval protocol [E], notation consistency [N], and citation chain [C]. Reads paper (PDF p

Subagents (2)

• data-steward

  Data lifecycle specialist — dataset acquisition, DVC versioning, split audits, leakage detection, DataLoader config. Manual invocation only — no research skill auto-dispatches this agent. Delegates scraping to foundry:web-explorer. NOT for ML experiment design (research:scientist), DataLoader throug

• scientist

  AI/ML researcher — paper analysis, hypothesis generation, experiment design. ONLY for named research paper/hypothesis/experiment. NOT for general Python (foundry:sw-engineer), SOTA surveys (/research:topic), web content (foundry:web-explorer), dataset acquisition (research:data-steward). TRIGGER: im

Hooks (14)

• PostToolUse

  for n in node /opt/homebrew/bin/node /usr/local/bin/node; do command -v "$n" >/dev/null 2>&1 && exec "$n" "${CLAUDE_PLUGIN_ROOT}/hooks/audit-close.js"; done; exit 0

• PostToolUse

  for n in node /opt/homebrew/bin/node /usr/local/bin/node; do command -v "$n" >/dev/null 2>&1 && exec "$n" "${CLAUDE_PLUGIN_ROOT}/hooks/enforce-topic-header.js"; done; exit 0

• PostToolUseFailure

  for n in node /opt/homebrew/bin/node /usr/local/bin/node; do command -v "$n" >/dev/null 2>&1 && exec "$n" "${CLAUDE_PLUGIN_ROOT}/hooks/audit-close.js"; done; exit 0

• PreToolUse

  for n in node /opt/homebrew/bin/node /usr/local/bin/node; do command -v "$n" >/dev/null 2>&1 && exec "$n" "${CLAUDE_PLUGIN_ROOT}/hooks/enforce-topic-header.js"; done; exit 0

• PreToolUse

  for n in node /opt/homebrew/bin/node /usr/local/bin/node; do command -v "$n" >/dev/null 2>&1 && exec "$n" "${CLAUDE_PLUGIN_ROOT}/hooks/agent-router.js"; done; exit 0

• PreToolUse

  for n in node /opt/homebrew/bin/node /usr/local/bin/node; do command -v "$n" >/dev/null 2>&1 && exec "$n" "${CLAUDE_PLUGIN_ROOT}/hooks/allow-dispatch.js"; done; exit 0

• PreToolUse

  for n in node /opt/homebrew/bin/node /usr/local/bin/node; do command -v "$n" >/dev/null 2>&1 && exec "$n" "${CLAUDE_PLUGIN_ROOT}/hooks/write-guard.js"; done; exit 0

• PreToolUse

  for n in node /opt/homebrew/bin/node /usr/local/bin/node; do command -v "$n" >/dev/null 2>&1 && exec "$n" "${CLAUDE_PLUGIN_ROOT}/hooks/write-guard.js"; done; exit 0

• PreToolUse

  for n in node /opt/homebrew/bin/node /usr/local/bin/node; do command -v "$n" >/dev/null 2>&1 && exec "$n" "${CLAUDE_PLUGIN_ROOT}/hooks/write-guard.js"; done; exit 0

• SessionEnd

  for n in node /opt/homebrew/bin/node /usr/local/bin/node; do command -v "$n" >/dev/null 2>&1 && exec "$n" "${CLAUDE_PLUGIN_ROOT}/hooks/audit-close.js"; done; exit 0

• SessionStart

  for n in node /opt/homebrew/bin/node /usr/local/bin/node; do command -v "$n" >/dev/null 2>&1 && exit 0; done; echo "research plugin hooks are inactive: Node.js not found on PATH, in /opt/homebrew/bin

• SessionStart

  for n in node /opt/homebrew/bin/node /usr/local/bin/node; do command -v "$n" >/dev/null 2>&1 && exec "$n" "${CLAUDE_PLUGIN_ROOT}/hooks/audit-close.js"; done; exit 0

• SessionStart

  for n in node /opt/homebrew/bin/node /usr/local/bin/node; do command -v "$n" >/dev/null 2>&1 && exec "$n" "${CLAUDE_PLUGIN_ROOT}/hooks/stale-plugin-check.js"; done; exit 0

• Stop

  for n in node /opt/homebrew/bin/node /usr/local/bin/node; do command -v "$n" >/dev/null 2>&1 && exec "$n" "${CLAUDE_PLUGIN_ROOT}/hooks/enforce-topic-header.js"; done; exit 0