Orchestrate AI-driven development workflows across multiple coding agents — delegate code review to external AI agents, enforce structured planning and bug-fix protocols, manage hooks/plugins/skills/subagents/MCP servers for Claude Code/Codex CLI/OpenCode, research via Semantic Scholar, clean up macOS or Windows systems, and maintain naming consistency with a project thesaurus.
Based on adoption, maintenance, documentation, and repository signals. Not a security audit or endorsement.
Query external AI agents (Codex, Gemini, OpenCode, Claude Code headless) in parallel for independent second opinions, code review, bug investigation, and consensus on high-stakes decisions. Agents and models are configurable in config.json. Use for architecture choices, security review, or ambiguous problems where independent perspectives matter. Not for simple questions answerable from docs or the codebase — use web search or repo exploration instead.
8-step disciplined bug-fix protocol that treats every production bug as two failures — the code defect itself and the testing system that allowed it through. Use when fixing a production bug, investigating a regression, writing a post-mortem, or auditing a missed defect. Triggers on "fix this bug", "production bug", "regression test", "post-mortem", "test gap", "why did the tests miss this".
Copy text to clipboard with optional rich formatting. Triggers on "copy to clipboard", "copy that", "pbcopy", "copy formatted", "copy rich text".
Software engineering heuristics from Mark Seemann's book Code That Fits in Your Head (2021). Use when writing new code, reviewing code, refactoring, designing APIs, handling validation and invariants, writing unit tests, debugging defects, performing security review (STRIDE), or setting up a new code base. Covers decomposition (cyclomatic complexity, 80/24 rule, cohesion, fractal architecture), encapsulation (invariants, parse-don't-validate, Postel's law), outside-in TDD (walking skeleton, AAA, triangulation, devil's advocate), API design (affordance, poka-yoke, CQS), git/PR hygiene (50/72 commits, small commits, code review), feature flags, Strangler pattern, bisection debugging, logging with decorators, and STRIDE threat modelling. Not for language-specific syntax, framework tutorials, production incident response, or performance profiling.
Fetch a web page (URL) and return clean Markdown via local trafilatura, with Exa MCP as a fallback for JS-rendered or anti-bot pages. Use when the user asks to read, fetch, scrape, summarize, or quote a URL — prefer this over the built-in WebFetch tool. Don't use for binary files (PDFs, images, archives) or for fetching API/JSON endpoints.
Practices, protocols, and skills for AI-driven software development
An umbrella collection of 22 skills + 1 hook that work across Claude Code, Codex CLI, OpenCode, Cursor, Gemini CLI, Antigravity, and any other agent that supports the Agent Skills standard.
Via Skills CLI (recommended — works in 12+ agents):
# Install all 22 skills
npx skills add CodeAlive-AI/ai-driven-development
# Or pick a single skill
npx skills add CodeAlive-AI/ai-driven-development --skill prompt-engineering
Via Claude Code plugin marketplace:
/plugin marketplace add CodeAlive-AI/ai-driven-development
/plugin install ai-driven-development@ai-driven-development
# Restart Claude Code for changes to take effect
The Bash safety hook (bash-guard) ships separately — see hooks/balanced-safety-hooks/ for its install one-liner.
Meta-skills that let AI coding agents configure themselves. No more editing config files — just tell your agent what you need.
| Skill | What It Does |
|---|---|
| mcp-management | Install and manage MCP servers across 10+ coding agents (Claude Code, Cursor, VS Code, Gemini CLI, Codex, Goose, Copilot CLI, OpenCode, Zed) — single command, handles JSON/YAML/TOML config differences |
| hooks-management | Manage hooks and automation for Claude Code, Codex CLI, and OpenCode |
| settings-management | Configure settings for Claude Code (JSON), Codex CLI (TOML), and OpenCode (JSON/JSONC) |
| subagents-management | Create and manage subagents across Claude Code, Codex CLI, and OpenCode |
| skills-management | Organise, discover, share, and train skills for coding agents — SkillOpt-style optimisation loop with bounded edits, held-out validation gate, rejected-edit buffer, epoch-wise slow/meta update, plus trigger / transfer / diff / edit-log tooling |
| plugins-management | Package and publish plugins for Claude Code and OpenCode (validate, scaffold, submit to Anthropic's directory) |
| optimizing-claude-code | Audit repos and optimise CLAUDE.md for agent work |
Disciplined approaches that improve how agents and humans collaborate on code.
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Jeffallan