By Borda Verified
Audit, validate, and evolve Claude Code agent/skill/hook configurations with adversarial review, performance profiling, and automated governance — turning ad-hoc AI-assisted coding into a disciplined, self-improving development workflow.
Adversarial review — drills to bedrock, treats claims as unproven until evidence. NOT for: plan design (foundry:solution-architect), test coverage (foundry:qa-specialist), config formatting (foundry:curator). TRIGGER: "challenge this", "devil's advocate", "poke holes in". SKIP: wants implementation; recursive call; OWASP audit.
Content specialist — blog posts, slide decks, social threads, talk abstracts. Reads approved outline, applies four-beat arc. NOT for in-code docs/README/FAQs (foundry:doc-scribe), release notes (oss:release). TRIGGER: "write a blog post", "create slides", "draft a thread". SKIP: no outline; doc task; reference format.
Config quality reviewer. Scope: agents/skills/rules (*.md) — verbosity, duplication, cross-refs, roster overlap; applies fixes. NOT for hooks (foundry:sw-engineer), ADRs (foundry:solution-architect), adversarial challenge (foundry:challenger). TRIGGER: "audit this agent", "review .claude/agents/X". SKIP: general code review; no target given.
Docs specialist — docstrings, API refs, README, standalone FAQ/comparison tables. NOT for CHANGELOG (oss:shepherd), linting (foundry:linting-expert), implementation (foundry:sw-engineer), narrative content (foundry:creator). TRIGGER: "write docs for", "add docstrings to", "update the README". SKIP: one-sentence doc; read-only; implementation task.
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Full-sweep quality audit of .claude/ config — cross-references, permissions, inventory drift, model tiers, docs freshness. Scope tokens select what to audit; --upgrade applies docs-sourced improvements; --adversarial runs foundry:challenger + Codex adversarial review; --efficiency sweeps model tiers, token bloat, spawn patterns, boilerplate duplication, and bin/ extraction candidates (extraction performed separately via /distill executables). Fix level chosen via always-fire follow-up gate after report.
Iterative brainstorming skill for turning fuzzy ideas into approved tree documents. Diverges into branches, deepens and prunes them over many rounds, saves a tree doc. Run breakdown on the tree to distill it into a spec via guided questions.
Calibration testing for agents and skills. Generates synthetic problems with known outcomes (quasi-ground-truth), runs targets against them, measures recall, precision, confidence calibration — reveals whether self-reported confidence scores track actual quality.
Interactive outline co-creation for developer advocacy content — collects format, audience profile, story arc (Problem→Journey→Insight→Action), and voice/tone; detects out-of-scope requests (FAQs, comparison tables); surfaces conflicts between user brief and audience needs. Writes approved outline to .plans/content/<slug>-outline.md for foundry:creator to execute. Use when starting a blog post, Marp slide deck, social thread, talk abstract, or lightning talk.
One-time snapshot extracting patterns from work history and accumulated lessons, distills into concrete improvements — new agent/skill suggestions, memory pruning, consolidating lessons into rules/agent updates, or performing bin/ extraction from /audit --efficiency candidates. Roster boundary analysis → /foundry:audit agents (Check 34).
Matches all tools
Hooks run on every tool call, not just specific ones
Executes bash commands
Hook triggers when Bash tool is used
Verified owner:Jirka Borovec
Based on adoption, maintenance, documentation, and repository signals. Not a security audit or endorsement.
Executables (bin/) — files in this plugin's bin/directory are added to the Bash tool's PATH while the plugin is enabled.
Modifies files
Hook triggers on file write and edit operations
Modifies files
Hook triggers on file write and edit operations
Uses power tools
Uses Bash, Write, or Edit tools
Uses power tools
Uses Bash, Write, or Edit tools
Specialist-agent infrastructure for Python/ML OSS — the scaffolding that lets you maintain at scale without becoming a full-time reviewer.
16 specialist roles across Claude and Codex · 20+ Claude workflows · 12 Codex-native skills · 5 domain plugins — opinionated Claude Code + Codex CLI configuration for Python/ML OSS maintainers, version-controlled and self-calibrating.
Things not possible with vanilla Claude Code:
Parallel multi-specialist PR review with convergence callouts. /oss:review fans six specialist agents — architecture, tests, perf, docs, lint, security — plus an independent Codex pre-pass, all running simultaneously. The consolidator flags every finding that two or more reviewers independently raised. You see both per-dimension analysis and the overlap, in one report.
Codex-native specialist orchestration. Codex skills now split broad work into specialist-owned context packs instead of flooding every agent with the whole repo or PR thread. code-review, develop, code-remediate, and investigate can fan out to focused QA, architecture, docs, CI, security, data, performance, research, and challenge passes, then consolidate evidence into one decision.
PR code-review-to-remediation without report-path hunting. Inside Codex, $code-review #123 writes the review artifact. Later, $code-remediate #123 +review finds the newest matching report, re-collects current PR evidence, checks out the PR locally, fetches the target branch, pre-stages merge/conflict context, asks which findings to resolve, then applies only the selected work.
Remediation workplans that assign selected findings to the right owner. Before editing, Codex groups selected findings by root cause, closure type, affected files, verification command, or merge risk. Each group gets a primary owner, verifier, context pack, and expected closure evidence, so several related review comments become one coherent fix instead of scattered edits.
Feature development that cannot skip the demo test. /develop:feature requires a failing demo test to exist and pass review before a single line of production code is written. The gate is structural — the workflow does not proceed to implementation without it.
Metric-driven experiment loops that auto-rollback on regression. /research:run proposes a change, applies it, measures the target metric, and automatically reverts if the metric regresses — then tries the next hypothesis. The loop runs unattended; you set the goal and the guard, and review the committed result.
Agent and skill calibration that measures overconfidence and workflow leaks. /foundry:calibrate and .codex/calibration/run.py score recall, precision, confidence accuracy, stale assumptions, missing gates, fake fan-out claims, and unsafe PR-remediation behavior. The offline Codex harness runs those checks in CI without contacting any LLM.
npx claudepluginhub borda/ai-rig --plugin foundryOSS maintenance plugin: agents (shepherd, cicd-steward, gh-scraper, repo-warden) and skills (analyse, resolve, review, release)
Implementation workflow skills: feature, fix, refactor, plan, debug, review
ML research skills: topic, plan, judge, run, sweep, verify, fortify, retro
Codebase structural index - scan Python projects once, query the import graph for blast-radius and coupling before touching code — Python projects only
Business-first computer vision delivery guide for Claude Code and Codex. Turn an operational goal into a scoped proof plan, verified evidence, costs, and a decision.
OSS maintenance plugin: agents (shepherd, cicd-steward, gh-scraper, repo-warden) and skills (analyse, resolve, review, release)
Harness for Claude Code — skills, /harness:* slash commands, persona subagents, lifecycle hooks, and MCP tools without per-repo `harness setup`. Sibling plugins exist for Cursor, Gemini CLI, and Codex.
Battle-tested Claude Code plugin for engineering teams — 38 agents, 156 skills, 72 legacy command shims, production-ready hooks, and selective install workflows evolved through continuous real-world use
Multi-agent development workflow (/crew) — planning, implementation, review, documentation, evals, and audit gates. Commands, agents, and skills are auto-discovered from the repo.
Human-AI partnership for Claude Code. Share a terminal, orchestrate workers, evolve together. Brainstorm ideas, turn them into wishes, execute with /work, validate with /review, and ship as one team.
Cross-agent development skills, hooks, orchestration, and optional custom-agent adapters for Claude Code and Codex