Practical agent workflows for Python, ML, and open-source maintenance. AI-Rig turns recurring work, scoping a change, reproducing a bug, reviewing a pull request, running an experiment, or checking release readiness, into explicit workflows with specialist.
@bordaSafely manage Codex Rig role-agent shims: doctor, status, or remove; install only reports its platform block. One action only.
@bordaAnalyze GitHub issues, Pull Requests (PRs), Discussions, and repo vitality for an Open Source Software (OSS) project. For any…
@bordaAnalyze issue/PR/problem before implementation; produce source-backed findings and measurable gates.
@bordaFull-sweep quality audit of .claude/ config — cross-references, permissions, inventory drift, model tiers, docs freshness. Scope…
@bordaIterative brainstorming skill for turning fuzzy ideas into approved tree documents. Diverges into branches, deepens and prunes…
@bordaCalibration testing for agents and skills. Generates synthetic problems with known outcomes (quasi-ground-truth), runs targets…
@bordaIndependently review and fix a bounded task through convergence rounds, with evidence-backed closure and explicit…
@bordaCollect and resolve selected findings in one pass, then verify; bare PR targets use online items, while PR +review authorizes…
@bordaReview local diffs and PRs with specialists and JSON artifacts, or screen an open PR at an evidence gate and advise whether to…
@bordaInteractive outline co-creation for developer advocacy content — collects format, audience profile, story arc…
@bordaInvestigation-first debugging — gather evidence, form confirmed root-cause hypothesis, hand off to fix mode with diagnosis file.…
@bordaOne-time snapshot extracting patterns from work history and accumulated lessons, distills into concrete improvements — new…
@bordaAdversarial review — drills to bedrock, treats claims as unproven until evidence. NOT for: plan design…
@bordaCI/CD health specialist, Python/GitHub Actions only — failing CI runs, build times, test matrices, caching, SHA pinning. NOT for…
@bordaContent specialist — blog posts, slide decks, social threads, talk abstracts. Reads approved outline, applies four-beat arc. NOT…
@bordaConfig quality reviewer. Scope: Claude config markdown — agents, skills, rules, CLAUDE.md/AGENTS.md, memory files (MEMORY.md) —…
@bordaData lifecycle specialist — dataset acquisition, DVC versioning, split audits, leakage detection, DataLoader config. Manual…
@bordaDocs specialist — docstrings, API refs, README, standalone FAQ/comparison tables. NOT for CHANGELOG policy/review (oss:shepherd)…
@bordaFetches all GitHub API data for a repo (REST + GraphQL) in two parallel groups; writes raw JSONL for oss:repo-warden axis…
@bordaPython static analysis — ruff, mypy, pre-commit, lint/type fixes, type annotations. NOT for CI topology (oss:cicd-steward), test…
@bordaPerf engineer — CPU/GPU/memory/I/O bottlenecks, DataLoader throughput, PyTorch tuning. Profile-first, measures before changing.…
@bordaQA specialist writing/fixing tests. Black-box tester: public API surface, expectations from docs not implementation. NOT for…
@bordaScores an assigned group of vitality axes from a pre-fetched DATA_FILE using vitality-scoring.md; writes partial scores JSON for…
@bordaAI/ML researcher — paper analysis, hypothesis generation, experiment design. ONLY for named research paper/hypothesis/experiment.…
@bordaCreates, runs and debugs cloud-hosted Jupyter notebooks with GPU access in Google's research computing tool.
@bordaShips with ai-rig: Practical agent workflows for Python, ML, and open-source maintenance. AI-Rig turns recurring work—scoping a…
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