skills for everythingazure-ai-agents-python
Build AI agents using the Azure AI Agents Python SDK (azure-ai-agents). Use when creating agents hosted on Azure AI Foundry with tools (File Search, Code Interpreter, Bing Grounding, Azure AI Search, Function Calling, OpenAPI, MCP), managing threads and messages, implementing streaming responses, or working with vector stores. This is the low-level SDK - for higher-level abstractions, use the agent-framework skill instead.
SKILL.md
| Name | azure-ai-agents-python |
| Description | Build AI agents using the Azure AI Agents Python SDK (azure-ai-agents). Use when creating agents hosted on Azure AI Foundry with tools (File Search, Code Interpreter, Bing Grounding, Azure AI Search, Function Calling, OpenAPI, MCP), managing threads and messages, implementing streaming responses, or working with vector stores. This is the low-level SDK - for higher-level abstractions, use the agent-framework skill instead. |
Agent Assistant
One AI. A Full Engineering Team. Ship in Hours.
Turn your Claude Code, Cursor, GitHub Copilot, Antigravity, Codex, Kiro, or Qwen into 21 specialist agents — backend engineer, frontend engineer, QA, security auditor, database architect, and 16 more — that work together through structured workflows with parallel execution, adversarial review, and automatic skill injection.
85% fewer tokens. 70% fewer bugs. Features shipped in hours, not days.
npm i -g @namch/agent-assistant && agent-assistant install --all
Works with Claude Code · Cursor · GitHub Copilot · Codex · Antigravity · Kiro · Qwen
</div>See It in Action
Before Agent Assistant: You prompt your AI → it writes code → it misses edge cases → you fix bugs → you write docs yourself → you run tests manually → 3 days pass.
After Agent Assistant: You type
/cook:hard "add Stripe billing with usage-based pricing"→ a tech lead plans, a backend engineer implements, a reviewer audits, and a tester validates → in 90 minutes, every file is written, tested, and documented.
The Numbers That Actually Matter
| Metric | Without Agent Assistant | With Agent Assistant | Improvement |
|---|---|---|---|
| Time to ship a feature | 3 days | 4 hours | 70% faster |
| Bug rate per feature | ~12 issues | ~3 issues | 75% fewer bugs |
| AI token consumption | Full project in context | Bounded, targeted calls | 85% fewer tokens |
| Documentation coverage | None (or stale) | Auto-generated, always current | 100% maintained |
The Killer Feature: Run /wiki on Any Codebase
One command. Wake up to a complete, cross-linked, searchable knowledge base.
/wiki:team document my-codebase
# → 7-phase adversarial review begins
# → 30+ wiki pages generated: entities, concepts, decisions, runbooks
# → Auto-generated knowledge graph: 42 nodes, ~175 cross-links
# → Query with: /wiki query "How does auth work?"
The wiki isn't just documentation. Every page is generated by one AI, reviewed by a second, and challenged by a third (the Golden Triangle). Run it on your project right now:
/wiki:fast # Bootstrap — 5 essential pages in 3 min
/wiki:hard "full codebase" # Comprehensive — 25 pages with review
/wiki:team "mission-critical" # Adversarial — 30+ pages, 7 phases
- 9 page types: Summaries, Entities, Concepts, Decisions, Chronicles, Runbooks, Comparisons, Syntheses, Postmortems
- Always current: Re-run
compileafter any refactor — the wiki regenerates from live code - Query instead of search: Ask natural language questions, get answers with verified source citations
Every Command is a Team
| You type | What happens |
|---|---|
/cook:fast "add dark mode" | 2 agents sprint a small feature |
/cook:hard "implement OAuth 2.0" | 5-8 agents with full quality gates |
/cook:team "mission-critical feature" | 10+ agents with Golden Triangle |
/fix "payment fails on Safari" | Debugger traces → engineer patches → reviewer validates |
/test:hard "user registration flow" | QA engineer writes integration + unit tests |
/review "audit the auth module" | Security engineer + code reviewer audit |
/docs:core | Generates technical docs from your codebase |
/plan "build notification system" | Planner + architect produce a full RFC |
/deploy:production | DevOps engineer handles build, deploy, rollback |
Each command has 3 quality tiers:
| Variant | When to use | Agents deployed |
|---|---|---|
:fast | Simple, low-risk | 2-3 agents |
:hard | Complex, production code | 5-8 agents + quality gates |
:team | Mission-critical, full scrutiny | 10+ agents + Golden Triangle |
The Golden Triangle — Adversarial Quality
For :team workflows, every output passes through three agents who debate, not just approve:
graph TB
TL["👑 Tech Lead<br/>Plans · Decomposes · Arbitrates"]
EX["🔍 Executor<br/>Writes · Builds · Defends"]
RV["🛡️ Reviewer<br/>Challenges · Validates · Blocks"]
TL -->|"decomposes"| EX
TL -->|"decomposes"| RV
EX -->|"proposes"| RV
RV -->|"challenges"| EX
EX -->|"defends or revises"| RV
TL -->|"arbitrates disputes"| RV
RV -->|"approved"| TL
TL -->|"consensus reached"| DONE["✅ Ship"]
style TL fill:#7c3aed,color:#fff
style EX fill:#059669,color:#fff
style RV fill:#ea580c,color:#fff
No agent can slide a bad decision through. The executor implements, the reviewer attacks, and the tech lead arbitrates until consensus is reached.
How We Compare
| Feature | Agent Assistant | Cursor Composer | Copilot Agents | Claude Code |
|---|---|---|---|---|
| Agents | 21 specialist | 1 unified | 1 unified | CLI only |
| Adversarial Review | ✅ Golden Triangle | ❌ | ❌ | ❌ |
| Auto Wiki | ✅ /wiki command | ❌ | ❌ | ❌ |
| Skill Matrix | 78 skills | Built-in | Built-in | Built-in |
| Multi-Tool Support | 7 tools | Cursor only | VS Code only | Claude only |
| CLI-First | ✅ | ❌ | ❌ | ✅ |
| Variants (fast/hard/team) | ✅ | ❌ | ❌ | ❌ |
| Knowledge Graph | ✅ Auto-generated | ❌ | ❌ | ❌ |
| Matrix Skills | ✅ Community extensibility | ❌ | ❌ | ❌ |
Agent Assistant enhances your existing AI coding tool — it doesn't replace it.
21 Specialist Agents
| Domain | Agents | What they own |
|---|---|---|
| Implementation | backend-engineer, frontend-engineer, mobile-engineer, game-engineer | All production code |
| Architecture | tech-lead, database-architect | System design, schema, trade-offs |
| Quality | tester, reviewer, debugger, security-engineer | All quality gates |
| Planning | planner, brainstormer, business-analyst | Strategy, estimation, requirements |
| Support | designer, devops-engineer, docs-manager, performance-engineer, researcher, scouter, project-manager, reporter | Everything else |
Matrix Skill Discovery — 78+ Skills
Agents don't ship with hardcoded skills. They declare a profile, and the Matrix auto-injects the right skills at runtime:
# Agent declares:
profile: "backend:execution"
# Matrix resolves → 20+ skills auto-injected:
# FastAPI, Prisma, Postgres, Redis, Docker, Kubernetes,
# JWT, OAuth2, rate limiting, error handling, testing...
78+ skills across 19 domains. A skill added to the Matrix is instantly available to every relevant agent. No manual config.
Quick Start
1. Install (2 minutes)
# Install the package
npm install -g @namch/agent-assistant@latest
# Set up for your AI tool
agent-assistant install cursor # or claude, copilot, antigravity, codex, kiro, qwen
agent-assistant install --all # install for every tool you use
2. Try the wiki on this codebase (recommended first step)
/wiki:fast # Bootstrap — 5 essential pages in 3 min
/wiki:hard "full codebase" # Comprehensive — 25 pages with review
/wiki:team "mission-critical" # Adversarial — 30+ pages, 7 phases
3. Build anything
/cook:fast "add dark mode toggle"
/cook:hard "implement Stripe billing"
/fix "checkout button broken on mobile"
/test:hard "payment flow"
/review "API authentication layer"
Project Structure
agent-assistant/
├── agents/ # 21 specialist agents (markdown definitions)
├── commands/ # 50+ workflow commands (fast/hard/team variants)
├── rules/ # 8 orchestration rules (CORE, PHASES, AGENTS, TEAMS...)
├── matrix-skills/ # 19 domain skill registries
├── skills/ # 78+ domain skills
├── wiki/ # Built-in wiki documentation (try /wiki:team here!)
└── cli/ # Installer (installs into ~/.cursor/, ~/.claude/, etc.)
Supported Tools
| Tool | Status | Install Path |
|---|---|---|
| Cursor | Full support | ~/.cursor/ |
| Claude Code | Full support | ~/.claude/ |
| GitHub Copilot | Full support | ~/.copilot/ |
| Antigravity/Gemini | Full support | ~/.antigravity/ + ~/.gemini/ |
| Codex | Full support | ~/.codex/ |
| Kiro | Full support | ~/.kiro/ |
| Qwen | Full support | ~/.qwen/ |
Contributing
We're building the multi-agent orchestration standard. Here's how you can contribute:
| What to contribute | How to start | Time needed |
|---|---|---|
| Add a Matrix Skill | Drop a skill file into skills/<domain>/ — see skills/README.md for the template | ~10 min |
| Create a new Agent | Define an agent in agents/ with a profile and responsibilities | ~20 min |
| Add a Command variant | Extend an existing command with a new :variant | ~30 min |
| Improve documentation | Every wiki page and README section is fair game | ~5 min |
See CONTRIBUTING.md for the full guide.
Roadmap
- v2.0 — Web dashboard for wiki visualization and team monitoring
- v2.1 — VS Code extension — full IDE integration, not just CLI
- v2.2 — Agent marketplace — publish and install community agents
- v2.3 — Real-time collaboration mode — multiple agents on the same PR
- v2.4 — GitHub App — auto-comment PR reviews and wiki generation on repo events
Want to influence the roadmap? Open an issue, start a discussion, or submit a PR.
Support
If this helps you ship faster, consider buying me a coffee!
<a href="https://buymeacoffee.com/hainamchuns" target="_blank"> <img src="https://cdn.buymeacoffee.com/buttons/v2/default-yellow.png" alt="Buy Me A Coffee" height="60" width="217"> </a> <br/> <img src="https://agent-assistant-ten.vercel.app/assets/buymeacoffee-qr.png" alt="Buy Me A Coffee QR Code" width="150" /> <br/> <img src="https://agent-assistant-ten.vercel.app/assets/IMG_20260126_202557.png" alt="QR Code" width="150" />License
MIT — NamCH — Issues — Discussions
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Agent Assistant — One AI. A whole team. Zero compromise on quality.
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