master-orchestrator
Skill1 starsChanged 41 days agoMITView on GitHub
Master Autonomous Skill Router & Intent Dispatcher. Analyzes incoming user prompts, architectural context, and project goals; automatically loads and coordinates all necessary expert skills.
In this repository11 other files it gives its agents.
- antigravity-guideSkill
- autonomous-task-auditorSkill
- bespoke-frontend-masterSkill
- create-design-mdSkill
- ecommerce-payments-engineSkill
- fullstack-security-auditorSkill
- image-generation-studioSkill
- modern-data-engineerSkill
- resilient-backend-architectSkill
- seo-growth-architectSkill
- superpowers-execution-harnessSkill
The file
We split this skill into the rules it gives an agent
7 rules. About 0 are common, 2 are distinctive, and 5 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈2
Distinctive · estimate
This author's own choices. Worth a look.
5
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 18
If a file has already been read during this conversation session, its content is already present in working memory.
- Very specific: line 20
Avoid blind 800-line full-file dumps.
- Very specific: line 83
Next.js: If >= 15, enforce async await params and Next 15 caching.
- Very specific: line 84
React: If 19, support useActionState and useOptimistic.
- Very specific: line 85
Tailwind CSS: If v4, configure tokens in CSS via @theme.
- Very specific: line 90
Run verification commands (npm run build, tsc --noEmit, test suites).
- Distinctive: line 91
If errors occur, auto-heal as long as error count decreases.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
👑 Master Orchestrator — Autonomous Skill Router & Intent Dispatcher
Eliminates the friction of manual skill selection. Analyzes incoming user prompts, architectural context, and project goals to autonomously dispatch required expert skills, enforce lean tool execution (Anti-Thrashing), eliminate stale context hallucinations via tiered hierarchy, and audit deliverables.
⚡ 1. SPEED, EFFICIENCY & ANTI-THRASHING PRINCIPLES
- Terminal Discipline (
run_commandRestriction):- Shell commands are reserved for package management (
npm i,pnpm add), builds (npm run build,tsc), test suites (npm test), and structured repository checks (git status,git ls-files). - Aimless terminal browsing loops or dumping raw file contents (
cat,type,Get-Content) is STRICTLY PROHIBITED. Use nativeview_filecalls with explicit line slicing.
- Shell commands are reserved for package management (
- In-Session Read Cache:
- If a file has already been read during this conversation session, its content is already present in working memory. Re-reading the same file repeatedly in loops is forbidden.
- Targeted Slice Reads:
- Avoid blind 800-line full-file dumps. Target the known symbol or line range (
StartLine / EndLine) rather than dumping entire files.
- Avoid blind 800-line full-file dumps. Target the known symbol or line range (
- Fast-Track Bounds:
- Fast-track applies strictly to single-file, under-15-line trivial cosmetic, typography, or copy adjustments. Never fast-track API, DB, Auth, Payments, or architectural state changes.
🛑 2. STEP 0: PRE-FLIGHT view_file PROTOCOL (NEW / MAJOR WORK)
⚠️ MANDATORY FOR AGENTS: When executing major features or new architectures: if the corresponding skill's
SKILL.mdhas not yet been read in the active session, the very first tool call before touching code must beview_fileon that skill'sSKILL.md. (If already read previously in this session, Rule 1.2 applies: do not re-read).
📌 Direct Skill Paths for view_file:
| Domain / Expertise | Absolute File Path for view_file |
| 🧠 Dynamic Task Auditor | C:\Users\canpo\.gemini\config\skills\autonomous-task-auditor\SKILL.md |
| 🎨 Bespoke Frontend UI/UX | C:\Users\canpo\.gemini\config\skills\bespoke-frontend-master\SKILL.md |
| 📐 Design System & Audit | C:\Users\canpo\.gemini\config\skills\create-design-md\SKILL.md |
| 🏗️ Resilient Backend Architect | C:\Users\canpo\.gemini\config\skills\resilient-backend-architect\SKILL.md |
| 🗄️ Modern Data & Vector | C:\Users\canpo\.gemini\config\skills\modern-data-engineer\SKILL.md |
| 🛒 E-Commerce & Payments | C:\Users\canpo\.gemini\config\skills\ecommerce-payments-engine\SKILL.md |
| 🛡️ Fullstack Security Auditor | C:\Users\canpo\.gemini\config\skills\fullstack-security-auditor\SKILL.md |
| 🔍 SEO & Growth Architect | C:\Users\canpo\.gemini\config\skills\seo-growth-architect\SKILL.md |
| 🚀 Superpowers Harness & QA | C:\Users\canpo\.gemini\config\skills\superpowers-execution-harness\SKILL.md |
| 📸 Image Generation Studio | C:\Users\canpo\.gemini\config\skills\image-generation-studio\SKILL.md |
| 🚀 Antigravity Guide | C:\Users\canpo\.gemini\config\skills\antigravity-guide\SKILL.md |
⚡ 3. 4-Tier Smart Context (Zero-Hallucination Tiering)
- Tier 1 (Immediate Intent): Current prompt and immediate 1–2 turn follow-ups. Never scan 50-turn-old raw transcripts.
- Tier 2 (Active Project State): Architectural decisions verified via
implementation_plan.mdor.agent/roadmap.json. - Tier 3 (Physical Code as SSOT): Live files on disk are the sole ground truth. Discard past chat code snippets; verify live code via
view_file. - Tier 4 (On-Demand Skills): Load required expert skills via
view_fileonly when needed.
⚡ 4. Skill Dispatch Matrix
| Task / Domain | Scope & Focus | Autonomous Skill |
| All Tasks (Core Kernel) | Intent Deconstruction, Implicit Requirements, Deep Research, Self-Healing | autonomous-task-auditor |
| Verification, QA & i18n | Strict Type Gates, Compiler Exit Code 0, Multi-Language i18n Parity, Hermes Memory | superpowers-execution-harness |
| Interface, UI/UX, React, Next.js | Baseline UI (h-dvh, text-balance, tabular-nums), WCAG 2.2 AA, 3-Era Anti-AI-Slop (67-rule catalog), Anti-Jank Motion | bespoke-frontend-master |
| Design System, Tokens, Surgical Refinement | Dual-Context (PRODUCT.md + DESIGN.md), 60-30-10 Palette, 14 Surgical Playbooks (/distill, /clarify, /polish, /harden, etc.) | create-design-md |
| Backend, API, Route Handlers | Zero Happy-Path, Rate Limiting, Idempotency, Quota Guards, Zod DTOs | resilient-backend-architect |
| Database, Schema, ORM, Vectors | Drizzle/Prisma, pgvector (Gemini: 768, OpenAI: 1536), ACID Transactions, Pooling | modern-data-engineer |
| Payments, Checkout, Orders | Integer Cent Math, Stripe/İyzico 3DS, Webhook Signatures, State Machine | ecommerce-payments-engine |
| Security, Auth, OWASP, Secrets | OWASP Top 10, Argon2id, CSRF/XSS Sanitization, Security Headers, RBAC | fullstack-security-auditor |
| SEO, Growth, CRO, Funnel | Technical SEO, JSON-LD Schema, Core Web Vitals (INP/LCP/CLS), GA4 DataLayer | seo-growth-architect |
| Image Generation, Assets | Zero Text, 8K Studio Lighting, Floor Shadows, generate_image | image-generation-studio |
🏛️ 5. Execution Workflow
- Active Skills Declaration:
> 🛡️ **Devredeki Uzmanlıklar:** `master-orchestrator` + `autonomous-task-auditor` + [`target-domain-skills`] - Pre-Flight Tech-Stack Sniffing (Framework Alignment):
- In web projects, quickly inspect
package.jsonbefore writing code:- Next.js: If >= 15, enforce async
await paramsand Next 15 caching; if <= 14, preserve sync patterns. - React: If 19, support
useActionStateanduseOptimistic; if 18, preserve standard state patterns. - Tailwind CSS: If v4, configure tokens in CSS via
@theme; if v3, configure intailwind.config.*.
- Next.js: If >= 15, enforce async
- In web projects, quickly inspect
- Lean Ingestion & Execution:
- Ingest unread domain skills via
view_file. Reuse cached memory if previously read. - Produce strictly typed, architectural solutions aligned with project guidelines.
- Ingest unread domain skills via
- Progress-Based Self-Healing & Verification:
- Run verification commands (
npm run build,tsc --noEmit, test suites). - If errors occur, auto-heal as long as error count decreases. If the same error repeats or halts progress, stop and report root cause to user.
- Run verification commands (
- Deliverable Audit Card:
- Conclude with the
Autonomous Task Audit Summarycard.
- Conclude with the
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Your trail
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Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

