AI-Rig

A collection of personal AI coding assistant configurations, specialist agents, and automated workflows optimized for Python and ML open-source development.

Active — Updated in the last 14 days

Works with

Claude
Codex

View on GitHub

31 GitHub stars (31)

+3 in 30 days

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23 skills (23 skills found in its SKILL.md files)
4 forks (4 forks)
1d ago last update (Last updated 1d ago)

Install

Skills CLI

npx skills add Borda/AI-Rig

Asks which skills and agents to install. Just one: npx skills add Borda/AI-Rig --skill advise — add -g for every project.

Claude Code

git clone https://github.com/Borda/AI-Rigcp -r "AI-Rig/plugins/bridge_cc-codex/claude-skills/advise" ~/.claude/skills/

Copies the advise skill into ~/.claude/skills/ for every project (use .claude/skills/ for one project). Repeat for the other skills listed below.

Plugin

/plugin marketplace add Borda/AI-Rig

Run inside Claude Code if the repository ships a plugin marketplace, then pick plugins from /plugin.

Skills can run code on your machine — read the SKILL.md first.

What it does

Filter skills

In the author's own words, from each skill's SKILL.md — showing the first 23 of 83 files.

advise

Ask Codex a read-only question with explicit model, effort, budget, and compact results.
plugins/bridge_cc-codex/claude-skills/advise/SKILL.md on GitHub (opens in a new tab)
cancel

Request cancellation of a running detached Codex bridge job.
plugins/bridge_cc-codex/claude-skills/cancel/SKILL.md on GitHub (opens in a new tab)
implement

Ask Codex for one bounded write-capable change with compact results.
plugins/bridge_cc-codex/claude-skills/implement/SKILL.md on GitHub (opens in a new tab)
result

Read a completed detached Codex bridge job's compact result.
plugins/bridge_cc-codex/claude-skills/result/SKILL.md on GitHub (opens in a new tab)
review

Request a read-only adversarial Codex review with explicit model, effort, budget, and compact findings.
plugins/bridge_cc-codex/claude-skills/review/SKILL.md on GitHub (opens in a new tab)
setup

Configure, authenticate, repair, and verify the Claude Code to Codex Bridge; safe stages run by default and sensitive stages require separate approval.
plugins/bridge_cc-codex/claude-skills/setup/SKILL.md on GitHub (opens in a new tab)
status

Read a detached Codex bridge job's current state.
plugins/bridge_cc-codex/claude-skills/status/SKILL.md on GitHub (opens in a new tab)
debug

Investigation-first debugging — gather evidence, form confirmed root-cause hypothesis, hand off to fix mode with diagnosis file. TRIGGER when: user reports a symptom or failing test with Python traceback, or asks to investigate a runtime/CI failure with reproducible evidence; phrases: "debug this failure", "why is X broken", "find the root cause of <error>", "investigate this CI failure". SKIP wh…
plugins/cc_develop/skills/debug/SKILL.md on GitHub (opens in a new tab)
feature

TDD-first feature development — crystallise API as a demo test, drive implementation to pass it, run quality stack and a bounded independent challenge. TRIGGER when: user asks to build new functionality, add a capability, or implement a feature in a Python project; phrases: "add X", "implement Y", "build Z feature", "create a new module for". SKIP when: bug fixes (use `/develop:fix`); refactoring…
plugins/cc_develop/skills/feature/SKILL.md on GitHub (opens in a new tab)
fix

Reproduce-first bug resolution — capture bug in failing regression test, apply minimal fix, run quality stack and a bounded independent challenge. TRIGGER when: user reports a bug, regression, or unexpected behaviour in Python code with a traceback, failing test, or issue number; phrases: "fix this bug", "repair X", "broken since Y", "test failing". SKIP when: CI-only failures without local trace…
plugins/cc_develop/skills/fix/SKILL.md on GitHub (opens in a new tab)
plan

Analysis-only planning — classify and scope a task without writing code; outputs a structured plan to .plans/active/. TRIGGER when: user wants to understand scope and risks before implementation; phrases: "plan this", "scope out X", "what would it take to Y", "analyse before we start". SKIP when: user already knows what to build and wants code immediately (use `/develop:feature` or `/develop:fix`…
plugins/cc_develop/skills/plan/SKILL.md on GitHub (opens in a new tab)
refactor

Test-first refactoring — audit coverage, add characterization tests, apply changes with safety net, run quality stack and a bounded independent challenge. TRIGGER when: user wants to restructure existing Python code without changing behaviour; phrases: "refactor X", "clean up Y", "extract Z", "restructure this module", "improve code quality". SKIP when: bug fixes (use `/develop:fix`); new feature…
plugins/cc_develop/skills/refactor/SKILL.md on GitHub (opens in a new tab)
audit

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…
plugins/cc_foundry/skills/audit/SKILL.md on GitHub (opens in a new tab)
brainstorm

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. SKIP: a content outline to co-create, or one already approved and awaiting finished content (use foundry:create — create co-creates the outline, foundry:crea…
plugins/cc_foundry/skills/brainstorm/SKILL.md on GitHub (opens in a new tab)
calibrate

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.
plugins/cc_foundry/skills/calibrate/SKILL.md on GitHub (opens in a new tab)
create

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, M…
plugins/cc_foundry/skills/create/SKILL.md on GitHub (opens in a new tab)
distill

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 46).
plugins/cc_foundry/skills/distill/SKILL.md on GitHub (opens in a new tab)
humanizer

Strip AI-writing tells from prose destined for humans — docs, PR/commit bodies, reports, release notes, blog posts, Slack/email drafts. Removes LLM-vocabulary clichés (delve, boasts, testament, underscore, robust, tapestry...), banned constructions (not just X but Y, rule-of-three triads, "-ing" superficial-analysis clauses, vague-attribution weasel words), and formatting tells (title-case headin…
plugins/cc_foundry/skills/humanizer/SKILL.md on GitHub (opens in a new tab)
investigate

Systematic diagnosis for unknown failures — local environment, tool setup, CI vs local divergence, hook misbehavior, and runtime anomalies. Gathers signals broadly, ranks hypotheses, uses adversarial review (Codex or foundry:challenger) for ambiguous cases, probes each, and reports root cause with a recommended next action. NOT for known code bugs (/develop:debug (requires `develop` plugin)) or c…
plugins/cc_foundry/skills/investigate/SKILL.md on GitHub (opens in a new tab)
manage

Create, update, or delete agents, skills, and rules; update or delete hooks (hook creation not yet implemented — edit `hooks/<name>.js` directly). Full cross-reference propagation. Trivial edits (typos, small fixes ≤10 words) applied inline without agent; `.md` content-edits delegated to foundry:curator; `.py` and hook `.js` (under `hooks/`) edits delegated to foundry:sw-engineer, other code file…
plugins/cc_foundry/skills/manage/SKILL.md on GitHub (opens in a new tab)
profile

Session clock-time AND token/cost analyzer. Reads the foundry plugin's timings.jsonl and invocations.jsonl logs (written by task-log.js) for wall-time, plus Claude Code transcripts (~/.claude/projects/**, main-loop + subagent files) for token usage and USD cost, and merges both into one per-session and per-skill report — local-tool vs subagent-spawn vs Skill vs AskUserQuestion idle vs main-loop r…
plugins/cc_foundry/skills/profile/SKILL.md on GitHub (opens in a new tab)
session

Session state that outlives a context reset — `dump` sweeps the live conversation and writes a compact handover doc (goal, decisions + why, lessons, standing instructions, files-touched table, outstanding items, next step), then prints `/clear`; the `session-restore.js` SessionStart hook re-injects it automatically. `park` stashes a diverging idea mid-session without derailing; `sweep` audits the…
plugins/cc_foundry/skills/session/SKILL.md on GitHub (opens in a new tab)
analyse

Analyze GitHub issues, Pull Requests (PRs), Discussions, and repo vitality for an Open Source Software (OSS) project. For any specific item, casts a wide net — finds and lists all related open and closed issues/PRs/discussions, explicitly flags duplicates. Summarizes long threads, extracts reproduction steps, and generates repo vitality stats. Uses gh Command Line Interface (CLI) for GitHub Appli…
plugins/cc_oss/skills/analyse/SKILL.md on GitHub (opens in a new tab)

Review before you install

A skill is a set of instructions and scripts your agent will follow, and it can run code on your machine. Read the SKILL.md and any scripts first — this listing is not a security review.

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AI-Rig