SUMMARY AI summary by gpt-5-mini
A compact example showing how to wire Claude Code into a safe, team-ready DataOps agent. Purpose: let an LLM act like a senior data engineer (scaffold pipelines, review SQL, run audits) while enforcing conventions and preventing destructive or PII-leaking actions. Intended users: data engineers and teams who want an autonomous assistant with deterministic guardrails. Key features: - Five primitives: CLAUDE.md (persistent project rules), on-demand Skills (runbooks), deterministic Hooks (shell scripts that block dangerous SQL/PII), isolated Subagents (specialist review/audit contexts), and MCP servers + settings.json (scoped DB/filesystem access). - Small, realistic codebase: one GitHub-events ingestion, staging+marts dbt models, orchestrator, quality checker, verify scripts, pre-commit/CI gates, and tests proving hooks.
AI Coding Tools Used
This repository contains config files from these AI coding tools, indicating AI-assisted development.
DETECTED Detected AI stack
AI-related keywords found in this repo's description, topics, or README summary — grouped by category. Each badge links to the corresponding ranking detail page.
Language breakdown (by bytes)
Why this is classified AI-related
The AI relevance score checks four places for AI keywords and adds the weight of each one that matches. Full methodology
Total AI relevance score: 75 / 100
Position among AI repos in the same language
We track 962 Shell repos, of which 847 score 40 or above on AI relevance. 243 have more stars than this one (top 25.4%), and 85 score higher (top 8.9%).
Owner
Dates
| Created on GitHub | 2026-05-23 |
| Last push | 2026-05-23 |
| First seen here | 2026-05-23 |
| Last fetched | 2026-08-19 16:17 |
Similar repos (same language)
Project memory system for AI coding assistants (Claude Code, Cursor, Codex): session logs, project wiki, rules, TODOs, and handoff.
99xAgency/GodModeSkillMulti-LLM cross-review workflow for Claude Code. /work orchestrates plan/implement/bug-fix with 3 different model families voting on every gate.
Heoooooon/lazy-starter-kitA signed GUI and one safe command to turn macOS, Linux, or Windows into a complete AI development environment — dry-run first, repeatable, and tested.
Avanderheyde/levelsio-vps-setup-skillA Claude Code skill to deploy and operate a web app on a single cheap, hardened VPS the levels.io way — Hetzner/DigitalOcean + Next.js + SQLite + Caddy + systemd.
MeherBhaskar/agent-rigorSkill repository to enforce Engineering disclipline in coding assistants
alicicek/tale-modeA discipline plugin for Claude Code + OpenAI Codex — plan first, verify against the real code, receipts on every decision, independent adversarial review, and a self-armed loop that keeps going until a real check passes. Built by Fable to make any Claude work like a careful senior engineer.
anzy-renlab-ai/pronounce🔊 Pronounce developer jargon out loud. 1,650+ entries (kubectl, GIF, JSON, JWT, …), sourced with confidence levels. Bash CLI + VS Code extension + interactive quiz + voice search + MCP server + Claude Code skill.
AbuZar-Ansarii/All-AgentsInstall and run every AI agent on your phone locally