About AI Driven Development
AI Driven Development is an MCP server in the Agents category: a quality methodology for AI-assisted software development. Six layers, adopted incrementally.
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Install
git clone https://github.com/CodeAlive-AI/ai-driven-developmentThis server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.
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README
Installation
Via Skills CLI (recommended — works in 12+ agents):
# Install all 19 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.
What's Included
Agent reflection & meta (7)
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, and share skills for coding agents |
| 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 |
Engineering practices (4)
Disciplined approaches that improve how agents and humans collaborate on code.
| Skill | What It Does |
|---|---|
| prompt-engineering | Universal prompt-engineering toolkit. 14 reference docs covering Claude / GPT / Gemini family-specific guidance, prompting techniques, evaluation & red-teaming, common failure modes (hallucinations, security, structure, debt) |
| fpf-problem-solving | First Principles Framework — a transdisciplinary "operating system for thought". Decompose cross-domain problems, audit conclusions, and reason rigorously about complex systems. Based on Anatoly Levenchuk's FPF |
| bug-fix-protocol | 8-step bug-fix protocol. Treats every production bug as two failures (the code defect + the testing system that allowed it through) and enforces a step-8 audit that closes the gap |
| investigating-repository-history | Reconstruct historical intent before risky edits. Local git blame/log + GitHub PR/review evidence (via gh, never direct API), with squash/rebase/cherry-pick/rename/revert anomaly handling, decision-atom extraction, and confidence-scored output — produces a cited history note instead of guessing |
Research & docs (3)
| Skill | What It Does |
|---|---|
| semantic-scholar-deep | Deep research over the Semantic Scholar Graph API — backward references, recommendations, batch lookup (up to 500 IDs), multi-hop citation-graph BFS, snippet search. Ships with an optional paired subagent for token-isolated literature reviews |
| fetch-url-as-markdown | URL → clean Markdown via local trafilatura (real-browser UA, anti-stub guards, structured exit codes), with Exa MCP as a fallback for JS-rendered or anti-bot pages. Drop-in replacement for built-in WebFetch |
| ubiquitous-language | Domain thesaurus manager — DDD naming consistency, thesaurus generation, naming audit |
Multi-agent orchestration (1)
| Skill | What It Does |
|---|---|
| agents-consilium | Query Codex CLI and Gemini CLI in parallel for independent expert opinions on architecture, code reviews, and investigations. Different models bring different angles: more original ideas in brainstorming, broader coverage in code review |
macOS & system health (1)
| Skill | What It Does |
|---|---|
| maintaining-macos-health | Disk cleanup + dev-machine optimisation + proactive health alerting. Triage flow for kernel panic / watchdog timeout / vm-compressor-space-shortage / Jetsam events. Tiered cleanup playbook (zero-risk → discuss-first), Mole-style safety guards, and a noise-resistant LaunchAgent alerter (3 CRITICAL-only triggers, hysteresis, calibration window). Apple Silicon focus |
Niche utilities (3)
| Skill | What It Does |
|---|---|
| clipboard | Copy text to macOS clipboard with optional rich formatting (HTML + plain text). Slack/LinkedIn-aware — uses HTML rich text instead of mrkdwn, and warns about <table> not rendering in chat targets |
| repo-explorer | Explores repositories by delegating to Claude Code CLI. Saves context for the calling agent and speeds up codebase understanding |
| windows-qa-engineer | Manual QA copilot for Windows 11 desktop apps (WinForms / WPF / UWP). Uses Microsoft UFO (UIA / Win32) + FastMCP mount() composition + MCP protocol |
Hooks (1)
Standalone agent-safety tooling that doesn't fit the skill format — typically because it has to live inside an agent's hook protocol or run as a compiled binary.
| Hook | What It Does | Install |
|---|---|---|
| balanced-safety-hooks | bash-guard — Claude Code PreToolUse:Bash safety hook in Go. Real Bash AST parsing via mvdan.cc/sh (heredocs, single-quoted prose, sudo/env/xargs/bash -c/eval/ssh/pipe-to-shell). Catastrophic-path matrix with safe-path carve-outs. Default rule set uses ask, not deny — agents trivially bypass deny by rephrasing. Covers rm/unlink/shred, ORM migrations, infra (kubectl/gcloud/helm/docker/terraform/git push -f), PaaS CLIs (railway/fly/heroku), DB clients (psql/redis-cli), and cloud control-plane API mutations |
curl -fsSL https://raw.githubusercontent.com/CodeAlive-AI/ai-driven-development/main/hooks/balanced-safety-hooks/install-prebuilt.sh | sh |
Working principles
This collection is built on four principles that show up across all skills:
- Cross-agent first. Skills follow the Agent Skills open standard so they work in Claude Code, Cursor, Codex, Gemini, OpenCode, Antigravity, Copilot CLI — anywhere
npx skills addreaches. - Low false-positive friction. Tools that interrupt your workflow (the bash-guard hook, agent prompts) are tuned for high signal: only ask when the action is genuinely destructive, not when there's a fuzzy keyword match.
- Disciplined defaults. Skills like
bug-fix-protocolandfpf-problem-solvingcodify practices that pay off when the agent goes off the happy path — multi-step protocols rather than one-shot prompts. - Token-cheap. Skill descriptions are kept tight so they don't dominate context. The
semantic-scholar-deepskill goes further with an optional paired subagent for token-isolated research.
Repository structure
ai-driven-development/
├── .claude-plugin/
│ ├── marketplace.json ← lists this repo as a single plugin (source: "./")
│ └── plugin.json ← umbrella plugin manifest
├── skills/ ← canonical agent-skills layout
│ ├── agents-consilium/
│ ├── bug-fix-protocol/
│ ├── clipboard/
│ ├── fetch-url-as-markdown/
│ ├── fpf-problem-solving/
│ ├── hooks-management/
│ ├── investigating-repository-history/
│ ├── maintaining-macos-health/
│ ├── mcp-management/
│ ├── optimizing-claude-code/
│ ├── plugins-management/
│ ├── prompt-engineering/
│ ├── repo-explorer/
│ ├── semantic-scholar-deep/
│ ├── settings-management/
│ ├── skills-management/
│ ├── subagents-management/
│ ├── ubiquitous-language/
│ └── windows-qa-engineer/
├── hooks/
│ └── balanced-safety-hooks/ ← bash-guard (Go, pre-built binaries via release)
├── README.md (+ ru/zh/pt-BR translations)
├── CLAUDE.md
└── LICENSE
The same skills/ directory is read by both npx skills add (the cross-agent CLI) and Claude Code's plugin install — no symlinks, no duplication. The .claude-plugin/marketplace.json declares this repo itself as a single plugin via source: "./".
Contributing
Each skill lives in skills/<skill-name>/ with a SKILL.md (agent-facing contract) and an optional README.md (human-facing entry). Most skills also have references/, scripts/, or assets/ directories for supporting material.
When adding a skill or materially changing one, refresh:
- The skill's own
SKILL.mdandREADME.md - The relevant section table above
.claude-plugin/plugin.jsonand.claude-plugin/marketplace.jsonversion (semver — minor bump for new skills, major for breaking interface changes)
See CLAUDE.md for the full development guide.
Heritage
This collection is the consolidation of nine previously-separate CodeAlive-AI repositories:
agents-reflection-skills(the 7 meta-skills, the marketplace base)prompt-engineering-skillfpf-problem-solving-skillclipboard-skillclaude-repo-explorer-skillwindows-qa-engineer-skillai-driven-development(the original — bug-fix protocol)awesome-agent-skills(5 skills + the bash-guard hook)
The 7 meta-skills' commit history lives on in this repo (consolidated via git mv). The other source repos retain their own histories at their original URLs and will be archived with pointer READMEs shortly.
License
MIT
README copy captured when this server was indexed; it may lag the repository. The original is authoritative.